1 Linear Regression and Time Studies 2 Linear Regression and Time Studies Linear Regression and Time Studies In this assignment, we are going to perform linear regression on the COVID tracking data for the state of my residence, i.e., Maryland, for the following variables: 1. “%tested” 2. “%positive” and 3. “deaths”. In linear regression for the data, we will first be choosing an independent variable x and a dependent variable y and try to find a best possible linear relationship between the two. We will be trying to find coefficients a and b such that y = bx+c. Here b is the slope of the line and c is the y intercept. 1. LINEAR REGRESSION FOR THE VARIABLE “% TESTED” For the variable % tested we choose the independent variable, x to be the “date” and the dependent variable y to be “% tested”. We formulate the null and alternate hypotheses as follows: Null Hypothesis: “The slopewhich means that y is independent of x.” Alternate Hypothesis: “The slope ≠ 0 which means that y is dependent on x.” Output: First, we note that the equation of the straight line we obtained is y = 0.0038x - 165.24. Hence the value of slope b = 0.0038 and c =- 165.24. In the following two tables, we summarise the output data we got by performing the linear regression: Regression Statistics Multiple R 0.9624 R Square 0.926214 Adjusted R Square 0.926014 Standard Error 0.114243 Observations 372 Coefficients Standard Error t Stat P-value Lower 95% Upper 95% Lower 95.0% Upper 95.0% Intercept -165.242 2.431183 -67.9679 4.1E-211 -170.023 -160.462 -170.023 -160.462 % tested 0.003759 5.52E-05 68.15053 1.6E-211 0.003651 0.003868 0.003651 0.003868 We observe the following from the output data: 1. r-squared value: The r-squared value, 0.926214 is very close to 1. This means that there is a strong positive linear relationship between the two variables x and y. 2. p-value: We find that the p-value is 1.6E-211which is way less than 0.05. Hence we reject the null hypothesis and we conclude that the alternate hypothesis is significant in the 0.05 significance level. Graph of the data and the linear fit: Using the p-value, we concluded that this model is significant. Now, we use this model predicted outcomes for the next 7 days after the end of the workshop and put it in the following table: DATE % tested 08-03-2021 1.144655 09-03-2021 1.148415 10-03-2021 1.152174 11-03-2021 1.155933 12-03-2021 1.159692 13-03-2021 1.163451 14-03-2021 1.16721 2. LINEAR REGRESSION FOR THE VARIABLE “% POSITIVE” For the variable % positive, we choose the independent variable, x to be the “date” and the dependent variable y to be “% positive”. We formulate the null and alternate hypotheses as follows: Null Hypothesis: “The slopewhich means that y is independent of x.” Alternate Hypothesis: “The slope ≠ 0 which means that y is dependent on x.” Output: First, we note that the equation of the straight line we obtained is y = -0.0004x + 19.331. Hence the value of slope b = -0.0004 and c = 19.33 ...

1. 1
Linear Regression and Time Studies 2
Linear Regression and Time Studies
Linear Regression and Time Studies
In this assignment, we are going to perform linear regression on
the COVID tracking data for the state of my residence, i.e.,
Maryland, for the following variables:
1. “%tested”
2. “%positive” and
3. “deaths”.
In linear regression for the data, we will first be choosing an
independent variable x and a dependent variable y and try to
find a best possible linear relationship between the two. We will
be trying to find coefficients a and b such that y = bx+c. Here b
is the slope of the line and c is the y intercept.
1. LINEAR REGRESSION FOR THE VARIABLE “% TESTED”
For the variable % tested we choose the independent variable, x
to be the “date” and the dependent variable y to be “% tested”.
We formulate the null and alternate hypotheses as follows:
Null Hypothesis: “The slopewhich means that y is independent
of x.”
Alternate Hypothesis: “The slope ≠ 0 which means that y is
dependent on x.”
Output:
First, we note that the equation of the straight line we obtained

2. is y = 0.0038x - 165.24. Hence the value of slope b = 0.0038
and c =- 165.24.
In the following two tables, we summarise the output data we
got by performing the linear regression:
Regression Statistics
Multiple R
0.9624
R Square
0.926214
Adjusted R Square
0.926014
Standard Error
0.114243
Observations
372
Coefficients
Standard Error
t Stat
P-value
Lower 95%
Upper 95%
Lower 95.0%
Upper 95.0%
Intercept
-165.242
2.431183
-67.9679
4.1E-211
-170.023
-160.462
-170.023
-160.462
% tested
0.003759
5.52E-05

3. 68.15053
1.6E-211
0.003651
0.003868
0.003651
0.003868
We observe the following from the output data:
1. r-squared value: The r-squared value, 0.926214 is very close
to 1. This means that there is a strong positive linear
relationship between the two variables x and y.
2. p-value: We find that the p-value is 1.6E-211which is way
less than 0.05. Hence we reject the null hypothesis and we
conclude that the alternate hypothesis is significant in the 0.05
significance level.
Graph of the data and the linear fit:
Using the p-value, we concluded that this model is significant.
Now, we use this model predicted outcomes for the next 7 days
after the end of the workshop and put it in the following table:
DATE
% tested
08-03-2021
1.144655
09-03-2021
1.148415
10-03-2021
1.152174
11-03-2021
1.155933
12-03-2021
1.159692
13-03-2021

4. 1.163451
14-03-2021
1.16721
2. LINEAR REGRESSION FOR THE VARIABLE “%
POSITIVE”
For the variable % positive, we choose the independent
variable, x to be the “date” and the dependent variable y to be
“% positive”. We formulate the null and alternate hypotheses as
follows:
Null Hypothesis: “The slopewhich means that y is independent
of x.”
Alternate Hypothesis: “The slope ≠ 0 which means that y is
dependent on x.”
Output:
First, we note that the equation of the straight line we obtained
is y = -0.0004x + 19.331. Hence the value of slope b = -0.0004
and c = 19.331.
In the following two tables, we summarise the output data we
got by performing the linear regression:
Regression Statistics
Multiple R
0.802194
R Square
0.643515
Adjusted R Square
0.642488
Standard Error
0.032809
Observations
349
Coefficients
Standard Error

5. t Stat
P-value
Lower 95%
Upper 95%
Lower 95.0%
Upper 95.0%
Intercept
19.3307
0.768533
25.15271
3.32E-80
17.81913
20.84227
17.81913
20.84227
% positive
-0.00044
1.74E-05
-25.0278
1.01E-79
-0.00047
-0.0004
-0.00047
-0.0004
We observe the following from the output data:
1. r-squared value: The r-squared value, 0.643515 is in the
middle of 0 and 1. This means the linear relationship between
the two variables x and y is not very weak and at the same time
not very strong as well.
2. p-value: We find that the p-value is 1.01E-79 is way less than
0.05. Hence we reject the null hypothesis and we conclude that
the alternate hypothesis is significant in the 0.05 significance
level.

6. Graph of the data and the linear fit:
Using the p-value, we concluded that this model is significant.
Now, we use this model predicted outcomes for the next 7 days
after the end of the workshop and put it in the following table:
DATE
% positive
08-03-2021
0.019669
09-03-2021
0.019233
10-03-2021
0.018797
11-03-2021
0.018361
12-03-2021
0.017924
13-03-2021
0.017488
14-03-2021
0.017052
3. LINEAR REGRESSION FOR THE VARIABLE “DEATHS”
For the variable deaths, we choose the independent variable, x
to be the “date” and the dependent variable y to be “deaths”. We
formulate the null and alternate hypotheses as follows:
Null Hypothesis: “The slopewhich means that y is independent
of x.”
Alternate Hypothesis: “The slope ≠ 0 which means that y is
dependent on x.”
Output:
First, we note that the equation of the straight line we obtained
is y = 19.335x - 848470. Hence the value of slope b = 19.335
and c = -848470.

7. In the following two tables, we summarise the output data we
got by performing the linear regression:
Regression Statistics
Multiple R
0.965519
R Square
0.932227
Adjusted R Square
0.932036
Standard Error
538.7689
Observations
357
Coefficients
Standard Error
t Stat
P-value
Lower 95%
Upper 95%
Lower 95.0%
Upper 95.0%
Intercept
-848470
12197.61
-69.5603
6.5E-209
-872458
-824481
-872458
-824481
deaths
19.33474
0.276689

8. 69.87885
1.4E-209
18.79058
19.87889
18.79058
19.87889
We observe the following from the output data:
1. r-squared value: The r-squared value, 0.932227 is very close
to 1. This means that there is a strong positive linear
relationship between the two variables x and y.
2. p-value: We find that the p-value is 1.4E-209 and it is way
less than 0.05. Hence we reject the null hypothesis and we
conclude that the alternate hypothesis is significant in the 0.05
significance level.
Graph of the data and the linear fit:
Using the p-value, we concluded that this model is significant.
Now, we use this model predicted outcomes for the next 7 days
after the end of the workshop and put it in the following table:
DATE
deaths
08-03-2021
7343.826
09-03-2021
7363.16
10-03-2021
7382.495
11-03-2021
7401.83
12-03-2021
7421.165
13-03-2021

9. 7440.499
14-03-2021
7459.834
% tested 44262 44261 44260 44259 44258
44257 44256 44255 44254 44253 44252
44251 44250 44249 44248 44247 44246
44245 44244 44243 44242 44241 44240
44239 44238 44237 44236 44235 44234
44233 44232 44231 44230 44229 44228
44227 44226 44225 44224 44223 44222
44221 44220 44219 44218 44217 44216
44215 44214 44213 44212 44211 44210
44209 44208 44207 44206 44205 44204
44203 44202 44201 44200 44199 44198
44197 44196 44195 44194 44193 44192
44191 44190 44189 44188 44187 44186
44185 44184 44183 44182 44181 44180
44179 44178 44177 44176 44175 44174
44173 44172 44171 44170 44169 44168
44167 44166 44165 44164 44163 44162
44161 44160 44159 44158 44157 44156
44155 44154 44153 44152 44151 44150
44149 44148 44147 44146 44145 44144
44143 44142 44141 44140 44139 44138
44137 44136 44135 44134 44133 44132
44131 44130 44129 44128 44127 44126
44125 44124 44123 44122 44121 44120
44119 44118 44117 44116 44115 44114
44113 44112 44111 44110 44109 44108
44107 44106 44105 44104 44103 44102
44101 44100 44099 44098 44097 44096
44095 44094 44093 44092 44091 44090
44089 44088 44087 44086 44085 44084
44083 44082 44081 44080 44079 44078
44077 44076 44075 44074 44073 44072

10. 44071 44070 44069 44068 44067 44066
44065 44064 44063 44062 44061 44060
44059 44058 44057 44056 44055 44054
44053 44052 44051 44050 44049 44048
44047 44046 44045 44044 44043 44042
44041 44040 44039 44038 44037 44036
44035 44034 44033 44032 44031 44030
44029 44028 44027 44026 44025 44024
44023 44022 44021 44020 44019 44018
44017 44016 44015 44014 44013 44012
44011 44010 44009 44008 44007 44006
44005 44004 44003 44002 44001 44000
43999 43998 43997 43996 43995 43994
43993 43992 43991 43990 43989 43988
43987 43986 43985 43984 43983 43982
43981 43980 43979 43978 43977 43976
43975 43974 43973 43972 43971 43970
43969 43968 43967 43966 43965 43964
43963 43962 43961 43960 43959 43958
43957 43956 43955 43954 43953 43952
43951 43950 43949 43948 43947 43946
43945 43944 43943 43942 43941 43940
43939 43938 43937 43936 43935 43934
43933 43932 43931 43930 43929 43928
43927 43926 43925 43924 43923 43922
43921 43920 43919 43918 43917 43916
43915 43914 43913 43912 43911 43910
43909 43908 43907 43906 43905 43904
43903 43902 43901 43900 43899 43898
43897 43896 43895 43894 43893 43892
43891 1.3350384044939225 1.3295766371947539
1.3229185832642534 1.3160389459224366
1.3104790818005498 1.3053193537941872
1.3034992043440901 1.3003233403171677
1.2939292410306531 1.2866502919163603
1.2787166495533049 1.2725861751735572

11. 1.2677639332110668 1.2656973051896021
1.2620392004795697 1.2567363665200655
1.2525430983032382 1.2455844888974181
1.2396574623819294 1.2358399297264038
1.2341966842944183 1.2309387156999101
1.2249312333029316 1.2181505171268809
1.2107963879266057 1.2043350222473701
1.1993286220479451 1.1969611088139418
1.193194850296005 1.1851807520514601
1.1779232358564167 1.1709558884142872
1.1651051960650478 1.162696960284471
1.1604379305955912 1.1562489489626138
1.1486270731403316 1.1406118208155194
1.1319095609944612 1.1242471274942147
1.1184953563107418 1.1142209727379861 1.10
84944264517835 1.1010346164727483
1.0931718676118254 1.0846005134667978
1.078414148628392 1.0733203680658736
1.0684781770016203 1.0642347887274715
1.0565313029434322 1.0473237208339186
1.0383718499379104 1.031146483121741
1.0254858842793824 1.0203330807546234
1.0131579988643851 1.0032367005438685
0.99407231401007279 0.98466655983180762
0.97812918972354168 0.97181785447905145
0.96771559373472904 0.96186424191105135
0.95750181850076399 0.94989609980222367
0.94107496971363647 0.9352468643639138
0.92860612163742229 0.92519169273239388
0.91877368749748578 0.91436707929982275
0.90808772856559694 0.90115005747319732
0.8935876992189844 0.88702427987040011
0.87784142805232801 0.87119392571284238
0.86416854452013014 0.85816650278726869
0.85088293735190679 0.84601172941236213
0.83993500219934725 0.83446383738943086

12. 0.82786744431892445 0.81939435186522458
0.80854072155736212 0.80059454917997652
0.79249785176201681 0.78656043852412261
0.77989974669586815 0.77248791348222945
0.76451684594479274 0.7556304278867999
0.7464122941862712 0.7412510823624221
0.73538736539302363 0.73032655855242723
0.72581740207958667 0.71934647402099372
0.71477829458591269 0.70697671197915535
0.70008998528712529 0.69258599052071446
0.68777809212726015 0.68267590326565142
0.67444978398914768 0.66595740190812336
0.65915624202448098 0.65190812334018522
0.64666513668596948 0.64209168145538098
0.6363488131768269 0.63163785752582335
0.62543434635201822 0.62015541834090737
0.61494590001444249 0.6104520763222957
0.60640471682497354 0.60250557420769091
0.59751566086922692 0.59149861609289089
0.58566787284541455 0.58106078441846554
0.57689455465361439 0.57361581261429517
0.56919502571620573 0.56428952510586217
0.55885149888647745 0.55416972497937489
0.54959973198958822 0.54590354263073582
0.54208073417970282 0.53848544440993196
0.53323190616470106 0.52787202766627161
0.52251841417500733 0.51750195699039603
0.5146866606126913 0.51172463117243339
0.50765715770473874 0.50278891740016707
0.49676676169693323 0.49220863924703845
0.48748746174223911 0.48387832300926098
0.48079313671762425 0.47684370917441055
0.47203251340876401 0.46648303600928276
0.46201179931665259 0.45722681765993411
0.45380843190827502 0.45088267356213141
0.44765619487205865 0.44330959884829385

13. 0.43868239645097235 0.43358762667679618
0.42963325307529415 0.42679372101197671
0.42430700777322522 0.4213555299239824
0.416401722811023 0.41118544487156405
0.40638908728078244 0.40248137149580016
0.39932281867288683 0.3969406321326282
0.39408032662449988 0.38931793196729797
0.38319619562385954 0.37913317360862436
0.3746251712160511 0.37023983106902786
0.36710551393172725 0.36394053123303916
0.3600633161408347 0.35457269683498432
0.35084435809725795 0.34778588052037807
0.3461518677305308 0.34401632463024917
0.34032821383326772 0.33757111607475537
0.33292314023262304 0.32807056244596433
0.32395544195009229 0.32190612513263678
0.31965484426840873 0.31646776917603286
0.31232874273176736 0.30812739595306915
0.30359317945156788 0.30005262606018762
0.29801204727904146 0.29589018827335745
0.2922553300372801 0.28876984276150963
0.28406152500825 993 0.27921669604625288
0.27624230146027423 0.27396233345797399
0.27131470845624289 0.26564306341704041
0.26142720820069654 0.25588762291779188
0.2519076946818003 0.24698768563381099
0.24401757763168222 0.24119090531991436
0.23632200554090424 0.22961646945083586
0.22618604829067523 0.22147360882218525
0.21872046791030356 0.21513259722796516
0.21243254400837797 0.20839590097068042
0.20447450109110046 0.19936291471874404
0.19464239668838315 0.19040708697610526
0.18781090098057254 0.18386328699206456
0.18000618587023257 0.17637231684581289
0.1706226889542648 0.16662957122950436

14. 0.1639844192569174 0.16051871621430017
0.15713066628680938 0.15469802995201004
0.14993349200288322 0.14695711899358924
0.14297207983069973 0.14018728414577286
0.13663683863781598 0.13409538902067386
0.13227078811811716 0.12878546571095631
0.1267857743449935 0.1245933515743963
0.12210070306569883 0.12013316107861001
0.11850442408427028 0.11670125610096289
0.11520490860014021 0.11306903576263932
0.11050302072266528 0.10825108038399878
0.10667312292141901 0.10524173365278275
0.10317494076270857 0.10192787459961658
0.10021093289913537 9.857642550345927E-2
9.6657849493424708E-2 9.519266215981835E-2
9.3484623364256086E-2 9.2259154989023054E-2
9.0705433212055986E-2 8.8759653881435724E-2
8.7337167517718431E-2 8.5925562482235401E-2
8.3354601383973062E-2 8.1623975588894185E-2
8.022490056774155E-2 7.8826814758246558E-2
7.7086626583810297E-2 7.5479487377329513E-2
7.3575749542159868E-2 7.217502583491113E-2
7.0836622462095059E-2 6.9501021855642359E-2
6.7975822348137871E-2 6.5916613414105762E-2
6.373869908115426E-2 6.1838753224005658E-2
5.9467118274762108E-2 5.801858267072639E-2
5.6572355227225216E-2 5.5020611873573474E-2
5.3232611802350234E-2 5.1300516566327628E-2
4.8604255324761488E-2 4.6863902281715608E-2
4.5853917179243177E-2 4.406822526855448E-2
4.2958494657267837E-2 4.1521664724514448E-2
4.0456283769212967E-2 3.8874864065831377E-2
3.7632579092418086E-2 3.6683430506891837E-2
3.5577821610845453E-2 3.4533378968964475E-2
3.3280707273145742E-2 3.2082607087108E-2
3.108877910837737E-2 3.0194366901241724E-2

15. 2.957545014076482E-2 2.826804206655548E-2
2.7057906472016193E-2 2.6060616252483744E-2
2.5228359511171167E-2 2.4180289759878761E-2
2.3432280878077024E-2 2.2914098838071988E-2
2.1988031857891173E-2 2.122370098373802E-2
2.0378254753656622E-2 1.9508078232133682E-2
1.8612347076121156E-2 1.810867347376182E-2
1.7642589914393624E-2 1.6977674811835455E-2
1.6270718213826672E-2 1.5531117631115058E-2
1.4728207502313106E-2 1.4084230713175442E-2
1.3540494038680814E-2 1.317976152085357E-2
1.2528200775673834E-2 1.207662565395134E-2
1.1454081784063009E-2 1.0887098635613334E-2
1.0297198750427833E-2 9.9005248757055558E-3
9.6395378666925182E-3 9.0123776757351001E-3
8.6537884498327899E-3 8.0549856597283368E-3
7.4080412356176866E-3 6.8878807722973258E-3
5.5794834864303245E-3 5.3480079585375229E-3
4.9139089094337157E-3 4.3531907681492316E-3
3.9197511934838652E-3 3.4192100947071243E-3
3.0011033007355118E-3 2.5155652454333043E-3
2.1769251212938362E-3 1.9156083750615784E-3
1.699960233691362E-3 1.1929892591398211E-3
8.9292838964915298E-4 3.4210236494128368E-4
1.5744952217779562E-4 0 0 0 0 0 0 0
0 0 0 0 0 0 0 0 0 0 0 0
0 0 0 0
Date
% tested
% positive 44262 44261 44260 44259 44258
44257 44256 44255 44254 44253 44252
44251 44250 44249 44248 44247 44246
44245 44244 44243 44242 44241 44240
44239 44238 44237 44236 44235 44234
44233 44232 44231 44230 44229 44228
44227 44226 44225 44224 44223 44222

16. 44221 44220 44219 44218 44217 44216
44215 44214 44213 44212 44211 44210
44209 44208 44207 44206 44205 44204
44203 44202 44201 44200 44199 44198
44197 44196 44195 44194 44193 44192
44191 44190 44189 44188 44187 44186
44185 44184 44183 44182 44181 44180
44179 44178 44177 44176 44175 44174
44173 44172 44171 44170 44169 44168
44167 44166 44165 44164 44163 44162
44161 44160 44159 44158 44157 44156
44155 44154 44153 44152 44151 44150
44149 44148 44147 44146 44145 44144
44143 44142 44141 44140 44139 44138
44137 44136 44135 44134 44133 44132
44131 44130 44129 44128 44127 44126
44125 44124 44123 44122 44121 44120
44119 44118 44117 44116 44115 44114
44113 44112 44111 44110 44109 44108
44107 44106 44105 44104 44103 44102
44101 44100 44099 44098 44097 44096
44095 44094 44093 44092 44091 44090
44089 44088 44087 44086 44085 44084
44083 44082 44081 44080 44079 44078
44077 44076 44075 44074 44073 44072
44071 44070 44069 44068 44067 44066
44065 44064 44063 44062 44061 44060
44059 44058 44057 44056 44055 44054
44053 44052 44051 44050 44049 44048
44047 44046 44045 44044 44043 44042
44041 44040 44039 44038 44037 44036
44035 44034 44033 44032 44031 44030
44029 44028 44027 44026 44025 44024
44023 44022 44021 44020 44019 44018
44017 44016 44015 44014 44013 44012
44011 44010 44009 44008 44007 44006

17. 44005 44004 44003 44002 44001 44000
43999 43998 43997 43996 43995 43994
43993 43992 43991 43990 43989 43988
43987 43986 43985 43984 43983 43982
43981 43980 43979 43978 43977 43976
43975 43974 43973 43972 43971 43970
43969 43968 43967 43966 43965 43964
43963 43962 43961 43960 43959 43958
43957 43956 43955 43954 43953 43952
43951 43950 43949 43948 43947 43946
43945 43944 43943 43942 43941 43940
43939 43938 43937 43936 43935 43934
43933 43932 43931 43930 43929 43928
43927 43926 43925 43924 43923 43922
43921 43920 43919 43918 43917 43916
43915 43914 5.8377369069068701E-2
5.8498880644486884E-2 5.8651598351860484E-2
5.8815887551911403E-2 5.8945022832245113E-2
5.9054623332029446E-2 5.9063345884941498E-2
5.9112760852376836E-2 5.92712128635128E-2
5.9473648129603755E-2 5.9712680831575764E-2
5.9850831542249495E-2 5.9941679223766413E-2
5.9931957849192773E-2 5.9767456260880404E-2
6.0019646700479913E-2 6.0220580686093074E-2
6.0386792186856594E-2 6.0510864186135958E-2
6.0565177694283337E-2 6.0557383500618026E-2
6.0595110217005213E-2 6.0739121223859459E-2
6.0874339896494795E-2 6.1051676414295847E-2
6.1179219137180302E-2 6.1239123062345184E-2
6.118669862402551E-2 6.1212087966598348E-2
6.1099195702996871E-2 6.1475645023988688E-2
6.155068499785564E-2 6.1588926697544073E-2
6.1557678498706234E-2 6.1519100066178292E-2
6.1218675648645388E-2 6.1624900745293046E-2
6.1697455505016548E-2 6.1844214390013877E-2
6.186067881313069E-2 6.1834755714854688E-2

18. 6.1811691689961701E-2 6.1814215270553946E-2
6.186017155679141E-2 6.1856276479647886E-2
6.1893039146015662E-2 6.1816050384555878E-2
6.1703897725338686E-2 6.1610428117823982E-2
6.1019375843525875E-2 6.1464286366339521E-2
6.1386467479210859E-2 6.1350282573785622E-2
6.1202813464478263E-2 6.1052546624053718E-2
6.0795651474890383E-2 6.0651284041563842E-2
6.0578780713707717E-2 5.965802700795856E-2
6.0227893762540952E-2 6.0033407609923171E-2
5.9742990880140956E-2 5.9583615080847696E-2
5.9382330789564709E-2 5.9205884084931881E-2
5.9020392832880963E-2 5.8759326772984725E-2
5.8506208705585365E-2 5.8297518234230836E-2
5.8080888630539354E-2 5.7993853318362903E-2
5.7872696439889036E-2 5.7255624054548079E-2
5.7696417110694953E-2 5.7530268917023786E-2
5.7368802471437344E-2 5.7250355010460156E-2
5.7113026811585012E-2 5.7119456253378054E-2
5.7021944019331611E-2 5.6907453163897684E-2
5.669238399432517E-2 5.6470298191879514E-2
5.6277656697660147E-2 5.6146152738581472E-2
5.6044647226228497E-2 5.5892843451834283E-2
5.577769975215998E-2 5.5549950123209714E-2
5.5291194491862219E-2 5.5070868791687523E-2
5.4938281617492014E-2 5.4810003088118335E-2
5.4611073243574178E-2 5.4263276519686279E-2
5.4081718216436751E-2 5.3866150126276637E-2
5.3544343031625495E-2 5.3339327035100637E-2
5.3277563228401499E-2 5.3176815651091627E-2
5.3103199955598278E-2 5.2945693843961555E-2
5.2785683611547798E-2 5.2683646900500855E-2
5.2610326640708263E-2 5.264723655236881E-2
5.2500890000846678E-2 5.2365016120278031E-2
5.2062576961119163E-2 5.1890393049394926E-2
5.1640413848423675E-2 5.1577920027110681E-2

19. 5.1432477743680177E-2 5.1281233425736227E-2
5.1147769527846908E-2 5.1127706663556677E-2
5.0913694972638576E-2 5.085085841664834E-2
5.0747593556255521E-2 5.0819589354098971E-2
5.0871352848359266E-2 5.0878423209999295E-2
5.0885444759613513E-2 5.0891982177217854E-2
5.0918737766689759E-2 5.1022240656977608E-2
5.1151705894417851E-2 5.1314608644242907E-2
5.1408079241217861E-2 5.1481868343831616E-2
5.1573127466859631E-2 5.1607746575684101E-2
5.1743812055114448E-2 5.1947819053614341E-2
5.2166392756015881E-2 5.2429841018621769E-2
5.2639241766556488E-2 5.271960174245683E-2
5.279665497467164E-2 5.3014099290651158E-2
5.331000375782799E-2 5.3626704926177528E-2
5.3816497290199834E-2 5.402553550701699E-2
5.4099701764912522E-2 5.4223961155194053E-2
5.4461123029874513E-2 5.4510470007331259E-2
5.5158949368828911E-2 5.5374811360513122E-2
5.5608160733860268E-2 5.5810511431961536E-2
5.5997513529325728E-2 5.618234919325435E-2
5.6528291108593733E-2 5.6850571256764883E-2
5.7198035817358696E-2 5.7353411261235505E-2
5.7517895151601772E-2 5.766964419975544E-2
5.7843921735881099E-2 5.8304014241041348E-2
5.8730907823877847E-2 5.914414503958941E-2
5.9463179346434678E-2 5.9725845734242694E-2
5.989820644304869E-2 6.0127542130195388E-2 6.0631
418113876484E-2 6.1264871451116316E-2
6.1629199411377941E-2 6.2035017922645465E-2
6.2402868458622078E-2 6.2591645315506886E-2
6.2846495833669316E-2 6.3158299606079105E-2
6.3654134261554016E-2 6.3953696010947247E-2
6.4198972918828548E-2 6.4302459274839227E-2
6.4482133451930865E-2 6.4716343407909646E-2
6.4944059045204047E-2 6.5386238166832075E-2

20. 6.5871447230024152E-2 6.6259833042483424E-2
6.6418403883019783E-2 6.6557632736173988E-2
6.6940346910547718E-2 6.7499643688536268E-2
6.732740230089243E-2 6.7912622018273888E-2
6.8335943295145474E-2 6.850677676641552E-2
6.8726691825889849E-2 6.9195602530891492E-2
6.9668258621821674E-2 7.0329091207731828E-2
7.1075850968161353E-2 7.146574516720082E-2
7.1756591588980206E-2 7.2069745424582013E-2
7.3228027340416488E-2 7.3978822831989005E-2
7.4945717654487237E-2 7.5469425955377534E-2
7.6368010423953733E-2 7.6861749386685663E-2
7.724987149059967E-2 7.8186349061947991E-2
7.9679821701930886E-2 8.0229343320332061E-2
8.1247106080840653E-2 8.1787379346994468E-2
8.2637927215905307E-2 8.3057300915175519E-2
8.387103919899494E-2 8.4586934488605714E-2
8.5873325267547845E-2 8.6955601050660219E-2
8.800573555158793E-2 8.8413780389850372E-2
8.9382188662055884E-2 9.0046308169142053E-2
9.1129443107195438E-2 9.2879415518972344E-2
9.4068256947543297E-2 9.472098866219536E-2
9.5850930962514999E-2 9.6884161222832416E-2
9.7638203111761454E-2 9.9523648247439006E-2
0.1004544745719738 0.1022996166921129
0.10336505950273846 0.10494327683943037
0.10600764495350692 0.10683551877150123
0.10873595002176306 0.10960831509562281
0.11072060425055544 0.11214916674993317
0.11312683556116708 0.114016 64762980658
0.11525844677640835 0.11619307123394317
0.11764723036746168 0.11899756657600384
0.1205150855175985 0.12160693889978501
0.12262018338275864 0.12412731842870177
0.12497472652073557 0.12638712256693149
0.12767829218158616 0.12933928279024071

21. 0.13052469322895469 0.13201534323883427
0.13308446153626213 0.13446801704206715
0.13638305539354267 0.13767183022550769
0.13906818426021153 0.14198290287233328
0.14400153508993405 0.14561271190446343
0.14707635546799019 0.14897425806948353
0.15090560399811279 0.15276436409430186
0.1543311259488365 0.15589950076223946
0.15767849433287312 0.15972719092512061
0.1623734095689735 0.16517978391269597
0.16784464072901975 0.17192966891603409
0.17403696420655398 0.17641401659983214
0.17879145641308386 0.18122578427212671
0.18380575909499935 0.18739442209452997
0.18918205804749341 0.19107304655477414
0.19517533193910802 0.19653671678909435
0.19860867907896462 0.20021191189355503
0.20228335870869787 0.20497419586608137
0.20643502725830445 0.20879075048078036
0.21060823068843693 0.21271462682426609
0.21395719314473649 0.21520732683873636
0.21724672658374375 0.21728878185831829
0.2215353031063001 0.2230833912185135
0.2232442793969722 0.22288444069768201
0.22302678230513281 0.22194234733724064
0.22193202095205203 0.22281373953076847
0.2225027382681716 0.22230042960122326
0.22140714134798226 0.22004216419232542
0.21904276336753553 0.21870853191290535
0.21703875622711868 0.21677187933812278
0.21514176830886489 0.21448960630450115
0.21133833565500368 0.21055899864846767
0.209517018801366 0.20620089749832213
0.20552901023890785 0.20259377608889656
0.19937911713485273 0.19384536561154073
0.18982198464638392 0.18764110282547719

22. 0.18300892726474463 0.1803997027948713
0.1759215670221258 0.17047604210713729
0.16697783522428072 0.15885585958276699
0.15629816881435354 0.14910249958060728
0.14486441448265414 0.14149316508937959
0.13530064130382372 0.12942921496456627
0.1219688032507537 0.11640411996364738
0.11136930889061021 0.10833090873824071
0.10627418463239359 0.10395125553914328
7.7590361445783129E-2 8.0628272251308905E-2
Date
% positive
Deaths 44262 44261 44260 44259 44258
44257 44256 44255 44254 44253 44252
44251 44250 44249 44248 44247 44246
44245 44244 44243 44242 44241 44240
44239 44238 44237 44236 44235 44234
44233 44232 44231 44230 44229 44228
44227 44226 44225 44224 44223 44222
44221 44220 44219 44218 44217 44216
44215 44214 44213 44212 44211 44210
44209 44208 44207 44206 44205 44204
44203 44202 44201 44200 44199 44198
44197 44196 44195 44194 44193 44192
44191 44190 44189 44188 44187 44186
44185 44184 44183 44182 44181 44180
44179 44178 44177 44176 44175 44174
44173 44172 44171 44170 44169 44168
44167 44166 44165 44164 44163 44162
44161 44160 44159 44158 44157 44156
44155 44154 44153 44152 44151 44150
44149 44148 44147 44146 44145 44144
44143 44142 44141 44140 44139 44138
44137 44136 44135 44134 44133 44132
44131 44130 44129 44128 44127 44126
44125 44124 44123 44122 44121 44120

23. 44119 44118 44117 44116 44115 44114
44113 44112 44111 44110 44109 44108
44107 44106 44105 44104 44103 44102
44101 44100 44099 44098 44097 44096
44095 44094 44093 44092 44091 44090
44089 44088 44087 44086 44085 44084
44083 44082 44081 44080 44079 44078
44077 44076 44075 44074 44073 44072
44071 44070 44069 44068 44067 44066
44065 44064 44063 44062 44061 44060
44059 44058 44057 44056 44055 44054
44053 44052 44051 44050 44049 44048
44047 44046 44045 44044 44043 44042
44041 44040 44039 44038 44037 44036
44035 44034 44033 44032 44031 44030
44029 44028 44027 44026 44025 44024
44023 44022 44021 44020 44019 44018
44017 44016 44015 44014 44013 44012
44011 44010 44009 44008 44007 44006
44005 44004 44003 44002 44001 44000
43999 43998 43997 43996 43995 43994
43993 43992 43991 43990 43989 43988
43987 43986 43985 43984 43983 43982
43981 43980 43979 43978 43977 43976
43975 43974 43973 43972 43971 43970
43969 43968 43967 43966 43965 43964
43963 43962 43961 43960 43959 43958
43957 43956 43955 43954 43953 43952
43951 43950 43949 43948 43947 43946
43945 43944 43943 43942 43941 43940
43939 43938 43937 43936 43935 43934
43933 43932 43931 43930 43929 43928
43927 43926 43925 43924 43923 43922
43921 43920 43919 43918 43917 43916
43915 43914 43913 43912 43911 43910
43909 43908 43907 43906 43905 43904

24. 43903 43902 43901 43900 43899 43898
43897 43896 43895 43894 43893 43892
43891 7955 7941 7930 7922 7919 7905 7879 7869 7856
7838 7805 7789 7762 7732 7715 7697 7677 7661 7630 7612
7580 7554 7536 7503 7467 7446 7413 7372 7349 7329 7287
7251 7220 7188 7154 7127 7107 7076 7037 6996 6963 6900
6865 6837 6792 6735 6689 6650 6596 6567 6541 6494 6449
6404 6367 6301 6272 6246 6216 6173 6132 6082 6027 5994
5967 5942 5895 5848 5803 5740 5712 5680 5659 5627 5568
5519 5471 5448 5412 5358 5319 5270 5206 5142 5117 5100
5064 5012 4962 4916 4865 4846 4820 4790 4764 4715 4673
4641 4625 4602 4569 4547 4518 4481 4448 4434 4415 4398
4372 4351 4335 4309 4302 4293 4273 4261 4249 4233 4221
4212 4201 4194 4182 4172 4162 4155 4152 4147 4137 4127
4115 4108 4099 4096 4091 4078 4070 4058 4050 4041 4037
4036 4032 4028 4022 4012 4003 3999 3995 3990 3979 3973
3967 3961 3958 3957 3950 3949 3949 3946 3938 3935 3925
3917 3909 3902 3895 3883 3879 3876 3869 3861 3855 3849
3839 3838 3836 3828 3824 3816 3807 3804 3799 3796 3789
3778 3766 3761 3755 3752 3746 3736 3722 3717 3707 3694
3691 3685 3674 3669 3661 3650 3641 3639 3636 3631 3620
3612 3604 3591 3585 3577 3565 3551 3536 3530 3523 3515
3506 3493 3488 3478 3458 3447 3440 3433 3422 3409 3405
3402 3382 3377 3368 3359 3347 3341 3334 3325 3319 3310
3303 3288 3275 3266 3246 3243 3236 3223 3212 3205 3190
3175 3168 3157 3142 3129 3108 3092 3074 3066 3052 3030
3016 2996 2982 2947 2939 2926 2900 2875 2844 2811 2776
2749 2740 2702 2668 2666 2646 2625 2596 2562 2538 2501
2458 2417 2379 2341 2306 2274 2221 2198 2164 2122 2090
2040 1991 1935 1881 1834 1788 1739 1692 1643 1580 1520
1476 1424 1372 1323 1276 1226 1168 1099 1045 1001 948
899 831 779 732 683 626 582 541 499 469 421
384 335 298 255 221 191 160 138 122 101 84 64
52 43 35 24 17 10 7 5 5 4 4 3
3 2 2 2 2
Date

25. Deaths
ncbirthsfagemagematureweekspremievisitsmaritalgainedweightl
owbirthweightgenderhabitwhitemom13younger mom39full
term10not married387.63not lowmalenonsmokernot
white14younger mom42full term15not married207.88not
lowmalenonsmokernot white1915younger mom37full term11not
married386.63not lowfemalenonsmokerwhite2115younger
mom41full term6not married348not
lowmalenonsmokerwhite15younger mom39full term9not
married276.38not lowfemalenonsmokernot white15younger
mom38full term19not married225.38lowmalenonsmokernot
white1815younger mom37full term12not married768.44not
lowmalenonsmokernot white1715younger mom35premie5not
married154.69lowmalenonsmokernot white16younger
mom38full term9not married8.81not
lowmalenonsmokerwhite2016younger mom37full term13not
married526.94not lowfemalenonsmokerwhite3016younger
mom45full term9not married287.44not
lowmalenonsmokerwhite16younger mom42full term8not
married348.81not lowfemalenonsmokerwhite16younger
mom40full term4not married126not lowfemalenonsmokernot
white16younger mom38full term12not married307.13not
lowfemalenonsmokerwhite2116younger mom38full term15not
married757.56not lowfemalesmokerwhite16younger mom40full
term7not married356.88not lowmalesmokerwhite1416younger
mom40full term12not married95.81not
lowfemalesmokerwhite1616younger mom24premie5not
married121.5lowmalenonsmokernot white2017younger
mom40full term8not married208.25not
lowfemalenonsmokerwhite1817younger mom37full term10not
married396.19not lowfemalenonsmokernot white17younger
mom39full term10not married407not lowmalenonsmokernot
white2017younger mom40full term17not married387.19not
lowmalenonsmokerwhite2017younger mom39full term9not
married366not lowmalenonsmokernot white17younger

26. mom40full term15not married207.63not
lowfemalenonsmokernot white2617younger mom38full
term11not married309.5not
lowfemalenonsmokerwhite17younger mom38full term12not
married305.56not lowfemalenonsmokernot white17younger
mom39full term12not married507.5not lowmalenonsmokernot
white2017younger mom40full term10not married687.44not
lowmalenonsmokernot white3117younger mom39full term12not
married277.56not lowmalenonsmokerwhite1717younger
mom38full term12not married226.06not lowmalenonsmokernot
white17younger mom42full term8not married727.44not
lowmalesmokerwhite1917younger mom36premie15not
married257not lowmalenonsmokernot white2017younger
mom29premie6not married354.56lowmalenonsmokernot
white1717younger mom29premie4not
married102.63lowfemalenonsmokernot white1917younger
mom35premie3not married306.38not
lowmalenonsmokerwhite1817younger mom35premie12not
married257.25not lowmalenonsmokernot white1817younger
mom31premie6not
married11.56lowfemalenonsmokerwhite18younger mom42full
term15not married277.44not
lowmalenonsmokerwhite2818younger mom38full term15not
married306not lowfemalenonsmokernot white2818younger
mom41full term10not married116.5not lowfemalenonsmokernot
white2018younger mom43full term8not married507.31not
lowfemalenonsmokernot white18younger mom41full term6not
married417.88not lowmalenonsmokernot white2518younger
mom40full term6married206.19not
lowmalenonsmokerwhite2018younger mom38full term6not
married487not lowfemalenonsmokerwhite2318younger
mom37full term6married355.81not
lowfemalenonsmokerwhite2118younger mom38full term16not
married407.44not lowfemalenonsmokerwhite2118younger
mom41full term10not married307.75not lowmalenonsmokernot
white2418younger mom40full term15married578not

27. lowfemalenonsmokerwhite2018younger mom40full term11not
married286.63not lowfemalenonsmokerwhite2018younger
mom38full term13not married608.31not
lowmalenonsmokerwhite2118younger mom40full term12not
married7.25not lowfemalenonsmokernot white2118younger
mom40full term13not
married105.5lowfemalenonsmokerwhite2518younger mom42full
term11not married357.81not
lowfemalenonsmokerwhite2018younger mom41full term9not
married187not lowfemalenonsmokernot white2118younger
mom37full term15not married237.31not
lowmalenonsmokerwhite18younger mom39full term8not
married269.06not lowmalenonsmokernot white1818younger
mom40full termnot married326.56not lowmalenonsmokernot
white2018younger mom38full term14married565.88not
lowfemalenonsmokernot white1818younger mom39full
term11not married606.63not lowfemalenonsmokernot
white2118younger mom41full term13not married289.06not
lowmalenonsmokernot white18younger mom40full term12not
married138.75not lowmalenonsmokernot white2218younger
mom39full term14not married237.06not
lowfemalenonsmokernot white18younger mom39full term0not
married156.88not lowmalenonsmokernot white2318younger
mom37full term4not married5.94not
lowmalenonsmokerwhite2018younger mom41full term14not
married8.56not lowfemalenonsmokerwhite2418younger
mom40full term14married477.06not
lowfemalesmokerwhite2018younger mom38full term15not
married508.06not lowfemalesmokerwhite18younger mom44full
term15not married177.44not lowmalesmokerwhite2518younger
mom41full term17married337.88not
lowmalesmokerwhite2418younger mom37full term8not
married256.19not lowmalesmokernot white18younger
mom36premie18not married206.19not
lowfemalenonsmokerwhite2218younger mom33premie9not
married44.44lowmalenonsmokerwhite2318younger

28. mom30premie2not
married4.75lowmalenonsmokerwhite2118younger
mom36premie8not
married105.5lowmalenonsmokerwhite18younger
mom33premie7not
married401.69lowmalesmokerwhite19younger mom39full
term10not married227.88not
lowmalenonsmokerwhite2119younger mom39full term12not
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unger
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lowmalenonsmokerwhite2622younger mom41full term18not
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lowfemalenonsmokerwhite2422younger mom37full term10not

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lowfemalenonsmokerwhite2322younger mom43full
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lowfemalenonsmokerwhite2524younger mom39full
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lowfemalenonsmokerwhite2724younger mom40full
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lowfemalenonsmokerwhite24younger mom38full
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lowmalenonsmokerwhite2824younger mom38full
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lowfemalenonsmokerwhite3424younger mom37full
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lowfemalenonsmokerwhite2824younger mom40full
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lowfemalesmokernot white2624younger mom38full
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white24younger mom39full term8not
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lowmalenonsmokerwhite2924younger

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lowfemalenonsmokerwhite25younger mom37full term11not
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white2625younger mom39full term16married06.94not
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white2325younger mom41full term12married208not
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lowfemalenonsmokerwhite3225younger mom37full
term13married507.75not lowmalenonsmokerwhite25younger
mom38full term17married387.06not
lowmalenonsmokerwhite2925younger mom38full
term18married207.88not lowmalenonsmokerwhite2325younger
mom37full term8married537.69not
lowfemalenonsmokerwhite2425younger mom40full term15not
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lowfemalenonsmokerwhite2525younger mom38full
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lowmalesmokerwhite3025younger
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lowfemalenonsmokerwhite2826younger mom39full
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lowfemalenonsmokerwhite2926younger mom38full

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lowfemalenonsmokerwhite2526younger mom41full term12not
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lowfemalenonsmokerwhite2926younger mom41full term8not
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lowfemalenonsmokerwhite3026younger mom38full
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lowmalenonsmokerwhite26younger mom38full term14not
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lowmalenonsmokerwhite2726younger mom31premie20not
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lowfemalenonsmokerwhite2526younger
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nger mom34premie14married486.5not lowmalenonsmokernot
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lowmalenonsmokerwhite2827younger mom40full
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lowmalenonsmokerwhite2627younger mom39full
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lowmalenonsmokerwhite3027younger mom39full
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lowfemalenonsmokerwhite3227younger mom38full
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lowfemalenonsmokerwhite3027younger mom39full
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46. lowmalenonsmokerwhite3127younger mom40full term13not
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lowfemalenonsmokerwhite3727younger mom39full
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lowmalesmokernot white3427younger mom39full
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47. married426.75not lowfemalesmokernot white3127younger
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lowfemalesmokerwhite2727younger mom39full
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lowmalesmokerwhite3327younger mom41full
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48. mom38full term8married07.56not
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lowfemalenonsmokerwhite2928younger mom38full
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lowfemalenonsmokerwhite3428younger mom38full
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49. white2328younger mom39full term13not married345.69not
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lowmalesmokerwhite2628younger mom39full
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nger mom35premie14married256.25not
lowmalenonsmokerwhite3428younger
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nger mom36premie14not married357.31not
lowfemalenonsmokerwhite3128younger
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lowfemalenonsmokerwhite3129younger mom39full
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50. lowmalenonsmokerwhite3029younger mom38full
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lowfemalenonsmokerwhite3229younger mom39full
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lowfemalenonsmokerwhite2929younger mom37full
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lowfemalenonsmokerwhite2929younger mom44full
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lowfemalenonsmokerwhite29younger mom37full term13not
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term10married555.44lowmalenonsmokerwhite3429younger

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lowfemalenonsmokerwhite3129younger mom41 full
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ounger mom35premie30married507.94not
lowmalenonsmokerwhite3029younger
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lowfemalenonsmokerwhite3629younger
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52. lowfemalenonsmokerwhite3130younger mom37full term10not
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lowfemalenonsmokerwhite3230younger mom37full
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lowmalenonsmokerwhite3330younger mom39full
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lowmalenonsmokerwhite2930younger mom39full
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nger mom36premie11not married217.06not
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lowfemalenonsmokerwhite3130younger
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lowmalesmokerwhite3431younger mom39full
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lowfemalenonsmokerwhite3431younger mom40full
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lowfemalesmokerwhite4331younger mom41full
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lowmalesmokerwhite3031younger
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nger mom30premie10married202.88lowfemalenonsmokernot
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lowfemalenonsmokerwhite3231younger
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