Stata: Sampling: Design and Analysis by Sharon L. Lohr Chapter 2
Textbook Examples Sampling: Design and Analysis by Sharon L. Lohr Chapter 2: Simple Probability Sample
NOTE: If you want to see the design effect or the misspecification effect, use estat effects after the command.
Page 27 in the middle
use https://stats.idre.ucla.edu/stat/stata/examples/lohr/samples.dta, clear
sort k
by k: gen n = _n
list k n if n[_n+1] == 1 | k == 58
+---------+
| k n |
|---------|
1. | 22 1 |
7. | 28 6 |
9. | 30 2 |
12. | 32 3 |
19. | 34 7 |
|---------|
23. | 36 4 |
29. | 38 6 |
41. | 40 12 |
47. | 42 6 |
51. | 44 4 |
|---------|
58. | 46 7 |
61. | 48 3 |
63. | 50 2 |
69. | 52 6 |
70. | 58 1 |
+---------+
Page 27, figure 2.1
histogram k, percent discrete xtitle(Estimate of t from Sample) /// ylabel( , nogrid angle(0))
Page 28 at the top
summ k
Variable | Obs Mean Std. Dev. Min Max
-------------+--------------------------------------------------------
k | 70 40 7.460038 22 58
Page 32, figure 2.3
use https://stats.idre.ucla.edu/stat/stata/examples/lohr/agsrs.dta, clear histogram acres92, freq bin(50) /// xtitle(Millions of Acres Devoted to Farms) ylabel( , nogrid angle(0)) ylabel(0(10)50)
Page 34 in the middle
gen myfpc = 3078
svyset , fpc(myfpc)
pweight: <none>
VCE: linearized
Strata 1: <one>
SU 1: <observations>
FPC 1: myfpc
svydes
Survey: Describing stage 1 sampling units
pweight: <none>
VCE: linearized
Strata 1: <one>
SU 1: <observations>
FPC 1: myfpc
#Obs per Unit
----------------------------
Stratum #Units #Obs min mean max
-------- -------- -------- -------- -------- --------
1 300 300 1 1.0 1
-------- -------- -------- -------- -------- --------
1 300 300 1 1.0 1
svy: mean acres92
(running mean on estimation sample)
Survey: Mean estimation
Number of strata = 1 Number of obs = 300
Number of PSUs = 300 Population size = 300
Design df = 299
--------------------------------------------------------------
| Linearized
| Mean Std. Err. [95% Conf. Interval]
-------------+------------------------------------------------
acres92 | 297897 18898.43 260706.3 335087.8
--------------------------------------------------------------
Page 35 at the top
gen p = 0 replace p = 1 if acres92 < 200000
svy: mean p
(running mean on estimation sample)
Survey: Mean estimation
Number of strata = 1 Number of obs = 300
Number of PSUs = 300 Population size = 300
Design df = 299
--------------------------------------------------------------
| Linearized
| Mean Std. Err. [95% Conf. Interval]
-------------+------------------------------------------------
p | .51 .027465 .4559508 .5640492
--------------------------------------------------------------