Overview

The data I will be working with for this assignment is drug use by age and is associated with the article how baby boomers get high. The data covers thirteen drugs across 17 age groups and its main objective is to create a story on how baby boomers get high. Some of th drugs that are covered include alcohol, marijuana, cocaine, heroine, crack, hallucinogen, inhalant, pain reliever, meth, sedative, Oxycontin, tranquilizer, and stimulant and the data is recorded over a period of 12 months by recording each drug and its frequency. ### Article Link The link to the article is: https://fivethirtyeight.com/features/how-baby-boomers-get-high/

Load Data

# Reading data from the Github link
drug_use_by_age_url<-read.csv("https://raw.githubusercontent.com/fivethirtyeight/data/master/drug-use-by-age/drug-use-by-age.csv", header= TRUE, sep=",")
drug_use_by_age_url
##      age    n alcohol_use alcohol_frequency marijuana_use marijuana_frequency
## 1     12 2798         3.9                 3           1.1                   4
## 2     13 2757         8.5                 6           3.4                  15
## 3     14 2792        18.1                 5           8.7                  24
## 4     15 2956        29.2                 6          14.5                  25
## 5     16 3058        40.1                10          22.5                  30
## 6     17 3038        49.3                13          28.0                  36
## 7     18 2469        58.7                24          33.7                  52
## 8     19 2223        64.6                36          33.4                  60
## 9     20 2271        69.7                48          34.0                  60
## 10    21 2354        83.2                52          33.0                  52
## 11 22-23 4707        84.2                52          28.4                  52
## 12 24-25 4591        83.1                52          24.9                  60
## 13 26-29 2628        80.7                52          20.8                  52
## 14 30-34 2864        77.5                52          16.4                  72
## 15 35-49 7391        75.0                52          10.4                  48
## 16 50-64 3923        67.2                52           7.3                  52
## 17   65+ 2448        49.3                52           1.2                  36
##    cocaine_use cocaine_frequency crack_use crack_frequency heroin_use
## 1          0.1               5.0       0.0               -        0.1
## 2          0.1               1.0       0.0             3.0        0.0
## 3          0.1               5.5       0.0               -        0.1
## 4          0.5               4.0       0.1             9.5        0.2
## 5          1.0               7.0       0.0             1.0        0.1
## 6          2.0               5.0       0.1            21.0        0.1
## 7          3.2               5.0       0.4            10.0        0.4
## 8          4.1               5.5       0.5             2.0        0.5
## 9          4.9               8.0       0.6             5.0        0.9
## 10         4.8               5.0       0.5            17.0        0.6
## 11         4.5               5.0       0.5             5.0        1.1
## 12         4.0               6.0       0.5             6.0        0.7
## 13         3.2               5.0       0.4             6.0        0.6
## 14         2.1               8.0       0.5            15.0        0.4
## 15         1.5              15.0       0.5            48.0        0.1
## 16         0.9              36.0       0.4            62.0        0.1
## 17         0.0                 -       0.0               -        0.0
##    heroin_frequency hallucinogen_use hallucinogen_frequency inhalant_use
## 1              35.5              0.2                     52          1.6
## 2                 -              0.6                      6          2.5
## 3               2.0              1.6                      3          2.6
## 4               1.0              2.1                      4          2.5
## 5              66.5              3.4                      3          3.0
## 6              64.0              4.8                      3          2.0
## 7              46.0              7.0                      4          1.8
## 8             180.0              8.6                      3          1.4
## 9              45.0              7.4                      2          1.5
## 10             30.0              6.3                      4          1.4
## 11             57.5              5.2                      3          1.0
## 12             88.0              4.5                      2          0.8
## 13             50.0              3.2                      3          0.6
## 14             66.0              1.8                      2          0.4
## 15            280.0              0.6                      3          0.3
## 16             41.0              0.3                     44          0.2
## 17            120.0              0.1                      2          0.0
##    inhalant_frequency pain_releiver_use pain_releiver_frequency oxycontin_use
## 1                19.0               2.0                      36           0.1
## 2                12.0               2.4                      14           0.1
## 3                 5.0               3.9                      12           0.4
## 4                 5.5               5.5                      10           0.8
## 5                 3.0               6.2                       7           1.1
## 6                 4.0               8.5                       9           1.4
## 7                 4.0               9.2                      12           1.7
## 8                 3.0               9.4                      12           1.5
## 9                 4.0              10.0                      10           1.7
## 10                2.0               9.0                      15           1.3
## 11                4.0              10.0                      15           1.7
## 12                2.0               9.0                      15           1.3
## 13                4.0               8.3                      13           1.2
## 14                3.5               5.9                      22           0.9
## 15               10.0               4.2                      12           0.3
## 16               13.5               2.5                      12           0.4
## 17                  -               0.6                      24           0.0
##    oxycontin_frequency tranquilizer_use tranquilizer_frequency stimulant_use
## 1                 24.5              0.2                   52.0           0.2
## 2                 41.0              0.3                   25.5           0.3
## 3                  4.5              0.9                    5.0           0.8
## 4                  3.0              2.0                    4.5           1.5
## 5                  4.0              2.4                   11.0           1.8
## 6                  6.0              3.5                    7.0           2.8
## 7                  7.0              4.9                   12.0           3.0
## 8                  7.5              4.2                    4.5           3.3
## 9                 12.0              5.4                   10.0           4.0
## 10                13.5              3.9                    7.0           4.1
## 11                17.5              4.4                   12.0           3.6
## 12                20.0              4.3                   10.0           2.6
## 13                13.5              4.2                   10.0           2.3
## 14                46.0              3.6                    8.0           1.4
## 15                12.0              1.9                    6.0           0.6
## 16                 5.0              1.4                   10.0           0.3
## 17                   -              0.2                    5.0           0.0
##    stimulant_frequency meth_use meth_frequency sedative_use sedative_frequency
## 1                  2.0      0.0              -          0.2               13.0
## 2                  4.0      0.1            5.0          0.1               19.0
## 3                 12.0      0.1           24.0          0.2               16.5
## 4                  6.0      0.3           10.5          0.4               30.0
## 5                  9.5      0.3           36.0          0.2                3.0
## 6                  9.0      0.6           48.0          0.5                6.5
## 7                  8.0      0.5           12.0          0.4               10.0
## 8                  6.0      0.4          105.0          0.3                6.0
## 9                 12.0      0.9           12.0          0.5                4.0
## 10                10.0      0.6            2.0          0.3                9.0
## 11                10.0      0.6           46.0          0.2               52.0
## 12                10.0      0.7           21.0          0.2               17.5
## 13                 7.0      0.6           30.0          0.4                4.0
## 14                12.0      0.4           54.0          0.4               10.0
## 15                24.0      0.2          104.0          0.3               10.0
## 16                24.0      0.2           30.0          0.2              104.0
## 17               364.0      0.0              -          0.0               15.0

Subset and Dataframe

# subset into percentages and put into dataframe
drug_use <- data.frame(drug_use_by_age_url$age, drug_use_by_age_url$n, drug_use_by_age_url$alcohol_use, drug_use_by_age_url$marijuana_use, drug_use_by_age_url$cocaine_use, drug_use_by_age_url$crack_use, drug_use_by_age_url$heroin_use, drug_use_by_age_url$hallucinogen_use, drug_use_by_age_url$inhalant_use, drug_use_by_age_url$pain_releiver_use, drug_use_by_age_url$oxycontin_frequency, drug_use_by_age_url$tranquilizer_use, drug_use_by_age_url$stimulant_use, drug_use_by_age_url$meth_use, drug_use_by_age_url$sedative_use)

colnames(drug_use) <- c("Age", "Number of People", "Alcohol use", "Marijuana Use", "Cocaine Use", "Crack Use", "Heroine Use", "Hallucinogen Use", "Inhalant Use", "Pain Reliever Use", "Oxycontin use", "Tranquilizer Use", "Stimulant Use", "Meth Use", "Sedative Use")
drug_use
##      Age Number of People Alcohol use Marijuana Use Cocaine Use Crack Use
## 1     12             2798         3.9           1.1         0.1       0.0
## 2     13             2757         8.5           3.4         0.1       0.0
## 3     14             2792        18.1           8.7         0.1       0.0
## 4     15             2956        29.2          14.5         0.5       0.1
## 5     16             3058        40.1          22.5         1.0       0.0
## 6     17             3038        49.3          28.0         2.0       0.1
## 7     18             2469        58.7          33.7         3.2       0.4
## 8     19             2223        64.6          33.4         4.1       0.5
## 9     20             2271        69.7          34.0         4.9       0.6
## 10    21             2354        83.2          33.0         4.8       0.5
## 11 22-23             4707        84.2          28.4         4.5       0.5
## 12 24-25             4591        83.1          24.9         4.0       0.5
## 13 26-29             2628        80.7          20.8         3.2       0.4
## 14 30-34             2864        77.5          16.4         2.1       0.5
## 15 35-49             7391        75.0          10.4         1.5       0.5
## 16 50-64             3923        67.2           7.3         0.9       0.4
## 17   65+             2448        49.3           1.2         0.0       0.0
##    Heroine Use Hallucinogen Use Inhalant Use Pain Reliever Use Oxycontin use
## 1          0.1              0.2          1.6               2.0          24.5
## 2          0.0              0.6          2.5               2.4          41.0
## 3          0.1              1.6          2.6               3.9           4.5
## 4          0.2              2.1          2.5               5.5           3.0
## 5          0.1              3.4          3.0               6.2           4.0
## 6          0.1              4.8          2.0               8.5           6.0
## 7          0.4              7.0          1.8               9.2           7.0
## 8          0.5              8.6          1.4               9.4           7.5
## 9          0.9              7.4          1.5              10.0          12.0
## 10         0.6              6.3          1.4               9.0          13.5
## 11         1.1              5.2          1.0              10.0          17.5
## 12         0.7              4.5          0.8               9.0          20.0
## 13         0.6              3.2          0.6               8.3          13.5
## 14         0.4              1.8          0.4               5.9          46.0
## 15         0.1              0.6          0.3               4.2          12.0
## 16         0.1              0.3          0.2               2.5           5.0
## 17         0.0              0.1          0.0               0.6             -
##    Tranquilizer Use Stimulant Use Meth Use Sedative Use
## 1               0.2           0.2      0.0          0.2
## 2               0.3           0.3      0.1          0.1
## 3               0.9           0.8      0.1          0.2
## 4               2.0           1.5      0.3          0.4
## 5               2.4           1.8      0.3          0.2
## 6               3.5           2.8      0.6          0.5
## 7               4.9           3.0      0.5          0.4
## 8               4.2           3.3      0.4          0.3
## 9               5.4           4.0      0.9          0.5
## 10              3.9           4.1      0.6          0.3
## 11              4.4           3.6      0.6          0.2
## 12              4.3           2.6      0.7          0.2
## 13              4.2           2.3      0.6          0.4
## 14              3.6           1.4      0.4          0.4
## 15              1.9           0.6      0.2          0.3
## 16              1.4           0.3      0.2          0.2
## 17              0.2           0.0      0.0          0.0

Conclusion

The data above shows the drug use across people of various ages. Over the past decade, baby boomers have exhibited higher rates of illicit drug use and drug-related issues than previous generations. Data shows that while many consume alcohol (67%) and marijuana, fewer use other drugs. For instance, boomers who use cocaine reported 36 days of use per year, significantly higher than younger groups. Although younger boomers (50-54) show increasing drug use compared to older ones (60-64), overall rates remain lower than younger age groups.

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