Population Growth Simulation Aaron Blotnick

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    Copy this sheet. The copy will be named Reindeer (2). Solve the equation Nt

    $ear N observed Calculate !ambda usi

    ** ** ** **

    *+ +, +-.*- ./2*

    *- ,+ ,2./*22+ 2 .2+2*,

    *, , 2.,-2 / .222*

    * 2- .* * .222,* -* +2.+ +

    + 2* +.+++ -

    + 2, 2+.,*- ,

    +2 /-2 /2.+2+

    +/ *, *2.2-

    +* -/ +2.-2-

    ++ ,, -,,.2,

    +- /, -./,, 2

    +, /+ /+ *.*** /

    + ,+, *2.- *+ 22- /2./* +

    - 2,+ 2/*.*+- -

    - /, /2.+- ,

    -2 +/, /-2./

    -/ - -+++ *+/.

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    = N!ambda"t #or !ambda

    n% those three data points. &ow many estimates o# !ambda will they yield'

    *+ + ++ -

    +

    +

    2

    2+

    /

    /+

    +,2*

    ,,

    2,+

    +-.*-*+.+++,-/--

    -,,.2,/*-2

    2/*.*+++2

    N observed !ambda is ./2* !ambda is .222*

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    Copy this sheet. The copy will be named Reindeer (2). Solve the equation Nt

    $ear N observed Calculate !ambda usi

    ** **

    *+

    *-

    *,

    **

    +

    +

    +2

    +/

    +*

    ++

    +-

    +, /+

    ++

    -

    -

    -2

    -/ -

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    = N!ambda"t #or !ambda

    n% those three data points. &ow many estimates o# !ambda will they yield'

    * *+ + ++ - -+

    2

    /

    *

    +

    -

    ,

    N observed

    N ob

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    erved

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    0lot N observed vs $ear. Copy wor1sheet and ma1e sure the copy is named 0eople(2

    $ear N observed N hat !ambda N hat rma N hat rNow

    *

    2, 2 2 2 2

    - / / /.*+// /.++,2,

    ,* * * +.2+/, /.-+,,2+*

    , + + -.--2, *./22**2-2* - - .,222 +.*2,-2

    2 , , .2/+/* +.//--

    2/

    +-

    ,

    /

    +

    2,

    3*

    3*

    (

    ,+

    2

    *

    -

    2

    2 /

    .

    .2

    ./

    .*

    .+

    .-

    .,

    .

    .

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    dN4dt di5erence in years !ambda

    ./ 2/ .+-+2+/ .+-*

    .//// // .2/-2-*+ .22

    .,*2+, * .2,-2 .2++

    .,-2/,, / .,//+ .,-./////// 2 .+/*,+ .+

    ./////// 2 .22,+2 .2+

    Nt =

    !ambda"t =t lo% la =

    lo% lam =

    lambda =

    + + 2 2+

    * + - , 2 2 22

    dN4dt

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    N6!ambda"t

    Nt4Nlo%(nt4n)

    4t 6 lo% (nt4n)

    "74t6 lo% (Nt4N)

    8press this #ormula

    with 8cel #unctions

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    0lot N observed vs $ear. Copy wor1sheet and ma1e sure the copy is named 0eople(2

    $ear N observed N hat !ambda N hat rma N hat rNow

    *

    2, 2 2 2 2

    - / / /.*+// /.++,2,

    ,* * * +.2+/, /.-+,,2+*

    , + + -.--2, *./22**2-2* - - .,222 +.*2,-2

    2 , , .2/+/* +.//--

    2/

    +-

    ,

    /

    +

    2,

    3*

    3*

    (

    ,+

    2

    *

    -

    2

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    dN4dt di5erence in years !ambda

    2/ .+-+2+/ .+-*

    // .2/-2-*+ .22

    * .2,-2 .2++

    / .,//+ .,-2 .+/*,+ .+

    2 .22,+2 .2+

    Nt =

    !ambda"t =t lo% la =

    lo% lam =

    lambda =

    + + 2 2+

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    N6!ambda"t

    Nt4Nlo%(nt4n)

    4t 6 lo% (nt4n)

    "74t6 lo% (Nt4N)

    8press this #ormula

    with 8cel #unctions

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    t N N b

    slope b .* slope d

    .*

    2 $3int b 2 .* $3int d

    / .* / .* ./

    * * .*

    + + .*- - .*

    , , .*

    .*

    .*

    .*

    2

    /

    *

    +

    -,

    2

    2 * - 2

    2

    *

    -

    2

    dN/dt

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    N d r = b3d dN4dt rN(3N49)

    ./ . :;

    ./ . :;

    2 ./ . 2 :;

    / ./ . / :;

    * ./ . * :;

    + ./ . + :;- ./ . - :;

    , ./ . , :;

    ./ . :;

    ./ . :;

    ./ . :;

    N

    r .

    K

    t N

    .+,

    2 2.2*/

    / /.*+

    * *.2+

    + -.*,2

    - .22

    , 2./,+/

    22.2++*

    2*.+-/

    2,.22

    /.*--

    2 //.2,

    / /-.-2,

    * *.++2

    + **.-

    - *.+//2

    , +*.,/*,

    -.*-*,

    --.+*

    2 ,/.+-

    2 .--,22 .2+/

    2/ .,*2

    2* .2/

    2+ 2.2*

    2- /*.-/,*

    2, *.,,/

    2 -*.**-+

    2 .,*+

    2 * -

    .

    .2

    ./

    .*

    .+

    dN4dt

    + + 2

    2

    *

    -

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    / 2.++*

    / 22.,+

    /2 2*+./2+/

    // 2,.2-*

    /* 2.-*

    /+ //.+*+

    /- /-+.2//, **.*,/

    / **,.

    / **.2*+

    * +*+.+

    * -/.*2

    *2 ---.-//

    */ ,/-.,

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    2

    d

    b

    2+ / /+ * *+

    N

    N

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    t N N b

    slope b .2 slope d

    3. . .

    2 $3int b 2 . $3int d

    / .2 / ., .2

    * * .-

    + + .+- - .*

    , , ./

    .2

    .

    .

    2

    /

    *

    +-

    ,

    2

    2 * - 2

    3/

    32

    3

    2

    /

    *

    +

    dN/dt

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    N d r = b3d dN4dt

    .2 .

    ./ .- .-

    2 .* .* 2.

    / .+ .2 /.-

    * .- . *

    + ., . *- . .- /.-

    , . .* 2.

    . .2 .-

    .

    .2 3.2 32

    This is not a Time Series

    @ynamics not constrained by previous states.

    2 *

    .+

    .

    .+

    .2

    .2+

    dN4dt

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    - 2

    d

    b

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    t N N b

    slope b .* slope d

    .* ./

    2 $3int b 2 .* $3int d

    / .* / .* .2

    * * .*

    + + .*- - .*

    , , .*

    .*

    .*

    .*

    2

    /

    *

    +

    -,

    2

    2 * - 2

    2

    *

    -

    2

    *

    dN/dt

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    N d r = b3d dN4dt rN(3N49)

    .2 ./

    .+ ./+ /.+ /.+

    2 . ./2 -.* -.*

    / . .2 ., .,

    * .* .2- .* .*

    + ., .2/ .+ .+- .2 .2 2 2

    , .2/ ., . .

    .2- .* .2 .2

    .2 . . .

    ./2 .

    N

    r ./

    K 126.667

    t N

    *.,-

    2 .---

    / 2-.,,2+

    * /+.--*2

    + *-.*+-

    - +,.,+22

    , -.,*,-

    .2-,

    .-,+

    .*+

    ,.*2

    2 2.,

    / -./

    * .2-,

    + 2.,

    - 2/./,/2

    , 2*./+,

    2+.*

    2+.+**

    2 2+./*

    2 2-.-222 2-./2,

    2/ 2-.*/-

    2* 2-.++

    2+ 2-.++-

    2- 2-.+

    2, 2-.-+

    2 2-.-//

    2 2-.-*2+

    2 *

    .

    .2

    ./

    .*

    .+

    dN4dt

    + + 2

    +

    +

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    / 2-.-+

    / 2-.-++*

    /2 2-.-+

    // 2-.--*

    /* 2-.--/

    /+ 2-.--*2

    /- 2-.--+/, 2-.--++

    / 2-.--+

    / 2-.---

    * 2-.---/

    * 2-.---*

    *2 2-.---+

    */ 2-.---+

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    - 2

    d

    b

    2+ / /+ * *+

    N

    N

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    t N N b

    slope b . slope d

    . . ./

    2 $3int b 2 .2 $3int d

    / . / ./ .2

    * * .*

    + + .+- - .-

    , , .,

    .

    .

    .2

    2

    /

    *

    +

    -,

    2

    2 * - 2

    3*

    32

    3

    3

    3-

    3*

    32

    2

    dN/dt

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    N d r = b3d dN4dt rN(3N49)

    .2 .

    .+ .- .- .-

    2 . .* . .

    / . .2 .- .-

    * .*

    + ., 3.2 3 3- .2 3.* 32.* 32.*

    , .2/ 3.- 3*.2 3*.2

    .2- 3. 3-.* 3-.*

    .2 3. 3 3

    ./2 3.2 32 32

    N

    r .

    K 40

    t N

    .-

    2 .2*,2/

    / .+,

    * 2.+*,-

    + /.2*

    - *./

    , *.,**2

    +.*2-

    -.2+*,

    ,./+,

    ,.22+*

    2 .--

    / .***

    * 2.2/,

    + 2./

    - 2.2

    , 22.+

    2/./

    2*.+2-

    2 2*.*2

    2 2+.-++*,22 2-./2

    2/ 2,.,

    2* 2,.,2/

    2+ 2.**/

    2- 2.+/*

    2, 2.,2/

    2 /./,/,

    2 /.2/

    2 *

    .+

    .

    .+

    .2

    .2+

    ./

    ./+

    dN4dt

    + + 2

    2

    /

    *

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    / /.**2,*

    / /.-++

    /2 /2.*-,

    // /2.*--+

    /* //./*-

    /+ //.2-*

    /- /*.2/*,//, /*.-/*

    / /*.

    / /+./2

    * /+.-*+2

    * /+.*2-/

    *2 /-.22+/

    */ /-.*

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    - 2

    d

    b

    2+ / /+ * *+

    N

    N

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    t N N b

    slope b .* slope d

    3. ./ ./

    2 $3int b 2 ./ $3int d

    / .* / ./, .2

    * * ./-

    + + ./+- - ./*

    , , .//

    ./2

    ./

    ./

    2

    /

    *

    +

    -,

    2 2 * - 2

    3+

    3

    3+

    +

    +

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    N d r = b3d dN4dt yield di5erence

    .2 ./ 3

    .+ ./* /.* 3+.-

    2 . ./ - 3/

    / . .2- ,. 3.2

    * .* .22 . 3.2

    + ., . - .2 .* .* 3.-

    , .2/ . , 32

    .2- .- *. 3*.2

    .2 .2 . 3,.2

    ./2 3.2 32 3

    N

    r ./

    K 95

    t N

    /.**/

    2 .*+

    / 2+.+*2

    * //.22,

    + *.2+-+

    - +.2

    , +.+,,+,

    -,.+/

    ,*.//--

    ,.2,,

    *.-2

    2 ,.2*

    / .++/-

    * .2-+

    + 2./,2+

    - /.,++

    , /.,+/

    *.*/-

    *.*2,2

    2 *.+,-

    2 *.,2***22 *./

    2/ *.,/

    2* *.,

    2+ *./-

    2- *.+-

    2, *.,,*

    2 *.-,

    2 *.-,

    .

    .2

    ./

    .*

    .+

    dN4dt

    yield

    di5erence

    + + 2

    2

    *

    -

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    / *.-

    / *./2

    /2 *.+,,

    // *.,

    /* *.2

    /+ *.-+

    /- *./, *./,

    / *.+,

    / *.,

    * *.

    * *.-

    *2 *.

    */ *.*

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    2 * - 2

    d

    b

    2+ / /+ * *+

    N

    N

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    s l m lm

    .+ .+ 2

    2 .+ .2+ 2 .+

    / .+ .2+ 2 .2+

    * .+ .-2+ 2 .2+

    + .,+