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  • Removing Unit roots

    Hi guys,

    i have some unbalanced panel data that I need some guidelines /help with please.

    . dataex
    ----------------------- copy starting from the next line -----------------------
    Code:
    * Example generated by -dataex-. To install: ssc install dataex
    clear
    input str8 SQLDATE long MonthYear byte(IsRootevent Quadclass) double GoldsteinScale long NumMentions double AvgTone long EventRootCode str3(Source Target) float(ERC11 ERC12 first_difference time_id second_difference)
    "20020619" 200206 0 4 -9.2  5   3.4833091436865 18 "REB" "USA"  189 1094    -72   1  .
    "20050401" 200504 0 3   -4 21  9.03426791277258 13 "NGO" "USA"  192  979    -95   2  .
    "20050125" 200501 0 4 -9.5  2  4.01476115941366 20 "IRQ" "USA"  220 1036     -8   3 31
    "20050222" 200502 1 3   -2  1  9.60365853658537 12 "BUS" "USA"  227 1144    -26   4 35
    "20050802" 200508 0 4 -9.5  5   3.6745406824147 19 "CVL" "USA"  228  973   -148   5  8
    "20051022" 200510 1 4   -5  2  3.49206349206349 18 "JUD" "USA"  228 1212   -132   6  1
    "20041230" 200412 0 4   -5  1  5.08474576271187 18 "ECU" "USA"  232 1100    -45   7  4
    "20020504" 200205 1 3   -2  2              6.25 12 "YEM" "USA"  235 1243   -278   8  7
    "20051115" 200511 1 3   -2  1  6.07476635514019 12 "UZB" "USA"  253 1289     64   9 21
    "20040814" 200408 1 4  -10  2   6.2093435836783 20 "IRQ" "USA"  259 1380    -57  10 24
    "20051215" 200512 1 4   -5  3  5.30973451327434 18 "LEG" "USA"  261 1198 -32403  11  8
    "20010308" 200103 0 4   -5  6  5.76131687242798 18 "USA" "USA"  269 1710    -51  12 10
    "20041001" 200410 1 3   -2  6  8.03571428571429 12 "USA" "USA"  273 1595    -26  13 12
    "20040704" 200407 0 4  -10  5  3.38835794960904 20 "IRQ" "USA"  277 1433    -41  14  8
    "20041110" 200411 1 3   -2  9  3.73134328358209 12 "MIL" "USA"  278 1230     19  15  5
    "20010121" 200101 1 4 -9.5  3  6.31136044880785 20 "BUS" "USA"  279  958 -47113  16  2
    "20020410" 200204 1 3   -5  9  4.16666666666667 11 "RUS" "USA"  280 1480     11  17  2
    "20050518" 200505 1 3   -2  3  4.74254742547426 12 "USA" "USA"  286 1266    -73  18  7
    "20050608" 200506 1 4  -10  6  6.56692835629289 20 "USA" "USA"  287 1088     60  19  7
    "20050729" 200507 1 3   -2  7              5.44 12 "MIL" "USA"  287 1118    -82  20  1
    "20010222" 200102 0 3   -2  1  5.08474576271187 12 "RUS" "USA"  291 1643 -44285  21  4
    "20021009" 200210 0 3   -2  4   4.9597855227882 12 "MOS" "USA"  292 1725     60  22  5
    "20010818" 200108 0 3   -5  4  6.09981515711645 13 "KOR" "USA"  296 1235     17  23  5
    "20021130" 200211 1 3   -4  2  3.82293762575453 13 "DEU" "USA"  299 1955     21  24  7
    "20011230" 200112 0 3   -2  2  4.69107551487414 12 "IMG" "USA"  307 1713    -86  25 11
    "20050902" 200509 0 4 -9.5  8  7.48299319727891 20 "MIL" "USA"  311 1072    -55  26 12
    "20040908" 200409 1 4  -10  2                 0 20 "IRQ" "USA"  316 1557    -58  27  9
    "20020329" 200203 1 3   -4  2              10.8 13 "CUB" "USA"  318 1711    -61  28  7
    "20010724" 200107 0 3   -4  2  5.11309571577608 13 "GOV" "USA"  320 1399     29  29  4
    "20010611" 200106 1 4   -5  4  2.72479564032698 18 "MED" "USA"  331 1446     96  30 13
    "20020914" 200209 1 4  -10  9  1.48809523809524 20 "PAK" "USA"  337 1901     50  31 17
    "20050320" 200503 1 4   -5  4  3.71747211895911 18 "NPL" "USA"  355 1382    135  32 24
    "20040220" 200402 0 3   -5  4  5.62293274531422 11 "IRQ" "USA"  359 1679     48  33 22
    "20010512" 200105 1 4   -5  4  2.18340611353712 18 "COP" "USA"  360 1747     29  34  5
    "20020223" 200202 0 4   -5  2  5.64295183384887 18 "PSE" "USA"  366 2036     29  35  7
    "20020824" 200208 1 4  -10  4  .823045267489712 20 "USA" "USA"  369 1708    177  36  9
    "20040124" 200401 1 4 -9.5  2  3.76344086021505 20 ""    "USA"  374 1619    -65  37  8
    "20020706" 200207 0 3   -2  1  5.71030640668524 12 "AFG" "USA"  376 1836     90  38  7
    "20021226" 200212 1 3   -2  1  4.60122699386503 12 "MIL" "USA"  379 1852     24  39  5
    "20031111" 200311 0 4  -10  7  4.93735163608681 20 ""    "USA"  382 1715    -13  40  6
    "20040317" 200403 1 4  -10  2  4.45269016697588 19 "IRQ" "USA"  389 2426    -56  41 10
    "20020103" 200201 0 4  -10  6  5.74018126888217 20 "SAU" "USA"  393 1861    120  42 11
    "20011109" 200111 1 3   -5 16  2.35813370969382 11 "INT" "USA"  395 1998   -205  43  6
    "20031214" 200312 0 3   -5  9  4.99075785582255 11 "USA" "USA"  402 1668    -55  44  9
    "20031003" 200310 0 4  -10  1  7.87746170678337 20 "SEA" "USA"  404 2011     22  45  9
    "20030606" 200306 1 4  -10  2  1.19047619047619 20 "AFG" "USA"  425 2001    -55  46 23
    "20030818" 200308 1 4  -10  2  .274725274725275 20 "IRQ" "USA"  428 1623      3  47 24
    "20030202" 200302 1 4 -7.2  5  5.54245283018868 16 "GOV" "USA"  439 2585    147  48 14
    "20030911" 200309 0 4   -5  3  5.86245772266065 18 "UAF" "USA"  445 2010     43  49 17
    "20030131" 200301 1 4  -10  4  6.92024295529224 20 "JPN" "USA"  457 2219     29  50 18
    "20040629" 200406 0 3 -4.4  1  5.50639134709931 14 "USA" "USA"  469 1815    -97  51 24
    "20030528" 200305 0 3   -4  9  6.16621983914209 13 "USA" "USA"  480 1916    173  52 23
    "20011016" 200110 1 3   -2  2  3.51288056206089 12 "SYR" "USA"  492 3626   -245  53 23
    "20010410" 200104 1 3   -5 25  4.38911823859426 11 "CHN" "USA"  513 2116    233  54 33
    "20040413" 200404 1 4   -5  2  2.29885057471264 18 "FRA" "USA"  534 2191     65  55 42
    "20040505" 200405 0 4  -10  8  3.76138314799665 20 ""    "USA"  566 2427    162  56 53
    "20160609" 201606 0 4   -5  3 -1.29611166500498 18 "USA" "USA"  578  507 -27891  57 44
    "20030724" 200307 1 4  -10  6  2.80701754385965 20 "UAF" "USA"  600 2106    211  58 34
    "19970226" 199702 1 4   -9  5  3.26340326340326 18 "SEP" "USA"  644  271   -554  59 66
    "20030318" 200303 0 3   -2  2   4.8728813559322 12 "RUS" "USA"  648 4128    114  60 48
    "19970725" 199707 0 3   -4  3  7.36301369863014 12 "USA" "USA"  668  321     24  61 24
    "20010924" 200109 1 4   -4  8  4.54545454545455 17 "CVL" "USA"  695 3479     47  62 47
    "19970122" 199701 1 3   -2  2   3.6231884057971 11 "ISR" "USA"  733  344  -2530  63 65
    "20030416" 200304 0 3   -5 27  8.82554941762654 11 ""    "USA"  737 3091     42  64 42
    "19980724" 199807 1 3   -2  2  8.62068965517241 11 "SRB" "USA"  752  348     19  65 19
    "19970802" 199708 0 3   -2  3  9.98702983138781 11 "FRA" "USA"  754  393      .  66 17
    "19970506" 199705 1 4  -10  1  3.21888412017167 19 "UAF" "USA"  769  377 -10403  67 17
    "19970409" 199704 1 4   -7  2  5.13595166163142 16 "USA" "USA"  787  366  -7537  68 33
    "19970924" 199709 0 3   -7  4  6.16113744075829 13 "GOV" "USA"  796  419  -4331  69 27
    "19980623" 199806 0 3   -2  3  4.31309904153355 11 "PRK" "USA"  831  485  -8828  70 44
    "19971231" 199712 0 4   -9  1  5.79710144927536 18 "PER" "USA"  882  416   -143  71 86
    "19990627" 199906 1 3   -2  5  3.42465753424658 11 "USA" "USA"  921  514  -7857  72 90
    "20000530" 200005 0 4  -10  2  4.11124546553809 19 "MIL" "USA"  938  306   -297  73 56
    "19980415" 199804 1 4  -10  8  2.95566502463054 19 "ZAF" "USA"  944  570    190  74 23
    "19971017" 199710 0 4   -4  9  8.05755395683453 16 "GOV" "USA"  961  448  -3793  75 23
    "19981016" 199810 0 3   -4 16  13.2645123480957 12 "GOV" "USA"  961  483  -7351  76 17
    "20000630" 200006 0 3 -4.4  9  3.88768898488121 13 "ISR" "USA"  974  470   -299  77 13
    "20000707" 200007 0 4   -5  1  7.39972337482711 17 "PRK" "USA" 1014  461     40  78 53
    "19990808" 199908 1 3 -4.4  2  7.58293838862559 13 "PAK" "USA" 1024  431  -5960  79 50
    "19970304" 199703 0 3   -5  4  6.93481276005548 12 "COL" "USA" 1025  505  -1110  80 11
    "20060805" 200608 0 3   -7  3  3.29268292682927 13 "USA" "USA" 1030  515   -511  81  6
    "19970623" 199706 1 4   -5  1                 0 17 "COP" "USA" 1050  418    281  82 25
    "20000104" 200001 0 3   -2  2  3.76984126984127 11 "RUS" "USA" 1067  571    -31  83 37
    "20000930" 200009 1 3 -6.5  5   8.3676268861454 14 "CHN" "USA" 1077  556    -57  84 27
    "19990701" 199907 0 4   -5  4  4.55978282207901 17 "USA" "USA" 1098  524    137  85 31
    "19990923" 199909 0 4  -10  2  1.90839694656489 19 "LKA" "USA" 1114  512    -49  86 37
    "20000308" 200003 0 4  -10  2  5.90955806783145 19 "LEG" "USA" 1126  439 -18060  87 28
    "20060716" 200607 1 3   -4  8   4.6541439090601 12 "USA" "USA" 1130  512   -994  88 16
    "20000412" 200004 0 3   -5 15  5.14434889434889 10 ""    "USA" 1134  537    347  89  8
    "19991016" 199910 0 4   -5  2  6.47773279352227 17 "LEG" "USA" 1143  681    -24  90 13
    "19990203" 199902 1 4   -5  2  5.85106382978723 17 "TUR" "USA" 1163  572    113  91 29
    "19980517" 199805 1 3   -2  1  5.73476702508961 11 "CAN" "USA" 1167  752    285  92 24
    "20001226" 200012 0 3   -4  1  9.21843687374749 12 "ISR" "USA" 1198  559   -155  93 35
    "19990526" 199905 0 3   -2  1  5.50621669626998 11 "CHN" "USA" 1210  500   -302  94 43
    "19990428" 199904 0 4 -7.2  1  2.46734397677794 15 "RUS" "USA" 1215  538 -14824  95 17
    "19971126" 199711 0 3   -5  4  4.86381322957198 10 "ARG" "USA" 1222  545    554  96 12
    "20000828" 200008 0 4   -5  1  5.96669750231267 17 "REB" "USA" 1229  481    215  97 14
    "19980917" 199809 0 3   -2  4  4.16666666666667 11 "SYR" "USA" 1235  455   -405  98 13
    "20001006" 200010 1 4   -5  5  .366300366300366 17 "OPP" "USA" 1271  430    519  99 42
    "19980319" 199803 0 4  -10  6  5.64263322884013 19 "USA" "USA" 1272  603    205 100 37
    end
    label values EventRootCode Dv29
    label def Dv29 10 "10", modify
    label def Dv29 11 "11", modify
    label def Dv29 12 "12", modify
    label def Dv29 13 "13", modify
    label def Dv29 14 "14", modify
    label def Dv29 15 "15", modify
    label def Dv29 16 "16", modify
    label def Dv29 17 "17", modify
    label def Dv29 18 "18", modify
    label def Dv29 19 "19", modify
    label def Dv29 20 "20", modify
    ------------------ copy up to and including the previous line ------------------

    Listed 100 out of 248 observations
    Use the count() option to list more

    result from xtfisher ( unit root test using adf for unbalanced panel data):
    . xtfisher ERC11

    Fisher Test for panel unit root using an augmented Dickey-Fuller test (0 lags)

    Ho: unit root

    chi2(0) = 0.0000
    Prob > chi2 = .


    .


    At first I thought taking the first difference would simplify this and leave me with the variables that would not contain unit roots.

    gen first_difference=(erc11-erc11[_n-1])

    . xtfisher first_difference

    Fisher Test for panel unit root using an augmented Dickey-Fuller test (0 lags)

    Ho: unit root

    chi2(0) = 0.0000
    Prob > chi2 = .


    .

    this left me mildy sad.


    q: what can I do in order to " get rid" of these unit roots , since differencing does not seem to help?


    different note:
    I am currently refreshing some econometrics thus will respond on this thread myself with a possible solution for these types of dataset. however any help would be nice


  • #2
    //Solved,

    look up integration: i(1) , i(2), and first differences as mentioned in this post

    Comment

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