From 9ebdb89332ba01f70b2acbf300c4ed664e11b246 Mon Sep 17 00:00:00 2001
From: HaoYizhi <haoyizhi@agentlab.cn>
Date: Mon, 3 Jul 2023 12:40:10 +0800
Subject: [PATCH] experiments'

---
 .vscode/launch.json                      |   2 +-
 SQL_export_high_risk_setting.sql         |  32 ++---
 SQL_find_high_risk_setting.sql           |  44 +++++++
 __pycache__/controller_db.cpython-38.pyc | Bin 7881 -> 7881 bytes
 __pycache__/firm.cpython-38.pyc          | Bin 8813 -> 8017 bytes
 __pycache__/model.cpython-38.pyc         | Bin 13245 -> 12726 bytes
 controller_db.py                         |  14 +-
 oa_with_exp.xlsx                         | Bin 32071 -> 32071 bytes
 test.ipynb                               | 160 +++++++++++++++++++++++
 9 files changed, 221 insertions(+), 31 deletions(-)
 create mode 100644 SQL_find_high_risk_setting.sql

diff --git a/.vscode/launch.json b/.vscode/launch.json
index 80f4077..87ed9da 100644
--- a/.vscode/launch.json
+++ b/.vscode/launch.json
@@ -12,7 +12,7 @@
             "console": "integratedTerminal",
             "justMyCode": true,
             "args": [
-                "--exp", "without_exp",
+                "--exp", "with_exp",
                 "--reset_db", "True",
                 "--job", "24"
             ]
diff --git a/SQL_export_high_risk_setting.sql b/SQL_export_high_risk_setting.sql
index abf784a..cfa3a17 100644
--- a/SQL_export_high_risk_setting.sql
+++ b/SQL_export_high_risk_setting.sql
@@ -1,19 +1,15 @@
-select count(*) from iiabmdb.without_exp_sample;
-
-select distinct s_id from iiabmdb.without_exp_result where ts > 0;
-select s_id, max(ts) as max_ts from iiabmdb.without_exp_result where ts > 0 group by s_id order by max_ts;
-select e_id, count(id) as count, max(max_ts) as max_max_ts from iiabmdb.without_exp_sample as a 
-inner join (select s_id, max(ts) as max_ts from iiabmdb.without_exp_result where ts > 0 group by s_id) as b 
-on a.id = b.s_id
+select e_id, n_disrupt_sample, total_n_disrupt_firm_prod_experiment, dct_lst_init_disrupt_firm_prod from iiabmdb.without_exp_experiment as experiment
+inner join (
+select e_id, count(id) as n_disrupt_sample, sum(n_disrupt_firm_prod_sample) as total_n_disrupt_firm_prod_experiment from iiabmdb.without_exp_sample as sample 
+inner join (
+select * from 
+(select s_id, COUNT(DISTINCT id_firm, id_product) as n_disrupt_firm_prod_sample from iiabmdb.without_exp_result group by s_id
+) as count_disrupt_firm_prod_sample 
+where n_disrupt_firm_prod_sample > 1
+) as  disrupt_sample
+on sample.id = disrupt_sample.s_id
 group by e_id
-order by count desc;
-
-select e_id, count, max_max_ts, dct_lst_init_remove_firm_prod from iiabmdb.without_exp_experiment as a
-inner join 
-(select e_id, count(id) as count, max(max_ts) as max_max_ts from iiabmdb.without_exp_sample as a 
-inner join (select s_id, max(ts) as max_ts from iiabmdb.without_exp_result where ts > 0 group by s_id) as b 
-on a.id = b.s_id
-group by e_id) as b
-on a.id = b.e_id
-where count > 10
-order by count desc;
+) as disrupt_experiment
+on experiment.id = disrupt_experiment.e_id
+order by n_disrupt_sample desc, total_n_disrupt_firm_prod_experiment desc
+limit 0, 95;
\ No newline at end of file
diff --git a/SQL_find_high_risk_setting.sql b/SQL_find_high_risk_setting.sql
new file mode 100644
index 0000000..21e7d21
--- /dev/null
+++ b/SQL_find_high_risk_setting.sql
@@ -0,0 +1,44 @@
+select max(ts_done) from iiabmdb.without_exp_sample;
+select min(ts_done) from iiabmdb.without_exp_sample;
+select count(*) from iiabmdb.without_exp_sample;
+
+select distinct s_id from iiabmdb.without_exp_result where ts > 0;
+select s_id, max(ts) as max_ts from iiabmdb.without_exp_result where ts > 0 group by s_id order by max_ts;
+select e_id, count(id) as count, max(max_ts) as max_max_ts from iiabmdb.without_exp_sample as a 
+inner join (select s_id, max(ts) as max_ts from iiabmdb.without_exp_result where ts > 0 group by s_id) as b 
+on a.id = b.s_id
+group by e_id
+order by count desc;
+
+select e_id, count, max_max_ts, dct_lst_init_remove_firm_prod from iiabmdb.without_exp_experiment as a
+inner join 
+(select e_id, count(id) as count, max(max_ts) as max_max_ts from iiabmdb.without_exp_sample as a 
+inner join (select s_id, max(ts) as max_ts from iiabmdb.without_exp_result where ts > 0 group by s_id) as b 
+on a.id = b.s_id
+group by e_id) as b
+on a.id = b.e_id
+where count > 10
+order by count desc;
+
+select s_id, max(ts) as max_ts from iiabmdb.without_exp_result where ts > 0 group by s_id;
+select * from iiabmdb.without_exp_result order by s_id limit 0,50;
+select s_id, COUNT(DISTINCT id_firm, id_product) as n_disrupt_firm_prod from iiabmdb.without_exp_result group by s_id;
+select * from 
+(select s_id, COUNT(DISTINCT id_firm, id_product) as n_disrupt_firm_prod_sample from iiabmdb.without_exp_result group by s_id) as count_disrupt_firm_prod_sample 
+where n_disrupt_firm_prod_sample > 1;
+
+select e_id, n_disrupt_sample, total_n_disrupt_firm_prod_experiment, dct_lst_init_disrupt_firm_prod from iiabmdb.without_exp_experiment as experiment
+inner join (
+select e_id, count(id) as n_disrupt_sample, sum(n_disrupt_firm_prod_sample) as total_n_disrupt_firm_prod_experiment from iiabmdb.without_exp_sample as sample 
+inner join (
+select * from 
+(select s_id, COUNT(DISTINCT id_firm, id_product) as n_disrupt_firm_prod_sample from iiabmdb.without_exp_result group by s_id
+) as count_disrupt_firm_prod_sample 
+where n_disrupt_firm_prod_sample > 1
+) as  disrupt_sample
+on sample.id = disrupt_sample.s_id
+group by e_id
+) as disrupt_experiment
+on experiment.id = disrupt_experiment.e_id
+order by n_disrupt_sample desc, total_n_disrupt_firm_prod_experiment desc
+limit 0, 95; # 20% of 475 experiment
\ No newline at end of file
diff --git a/__pycache__/controller_db.cpython-38.pyc b/__pycache__/controller_db.cpython-38.pyc
index b4a7e5ab0e16aadad6978777f3a346f6cce2d2f7..a6891e5479fe9d447b66a00805b9c06e03f562de 100644
GIT binary patch
delta 19
ZcmX?Ud(xIGl$V!_0SG3|*vPeC4gfYn1yTS2

delta 19
ZcmX?Ud(xIGl$V!_0SNw0-^jIJ4gfgC1-$?O

diff --git a/__pycache__/firm.cpython-38.pyc b/__pycache__/firm.cpython-38.pyc
index fa98168b1ee8f9391a3a87f0ea26b02b85e9295f..26921ffb8c6a6b450caaf00a2695eeba5731865b 100644
GIT binary patch
delta 2262
zcmaJ?QEXFH7(V~Gx98s8uD9)4Hr4@SFv1FGKxIqDvH=+lCS#(EiG(5G9gI5|_H;yp
zw`n3ID-Y`8c>+Y+#0NB}0pp|b1r3iHeL(bqXktuMqWHpt5&!>mEyXNra=v@c|DXT=
z&b{aV{{Aua&49Z%8g&@{;uk7j%iuM4qi`%-8aVP<wNtEvw91QXa8#|avRvL$r>td8
z?pChLV|!S}RUcW0A){jU$2`-jZrT^a8CR~sV7Xbn5<UY@se9qg@T%%|PDX7ofj{6l
zOmNhP&QLK_V@h$xN`}u$yp5jV^C_6)GG4QJFvaCg?J>&cEI$e!_l$FP)iT7+LIrRh
zD)D}b$7dU(_+zZVaV_NCnstbcpDP%+0^ch7wjZueeJ3#5m}h#SH+aFEx7mJV0dEMC
zia^X7cnCp<2uwOa??bDlt)ZF~b2J5FO32B8m!pAE0bsew88;~Mvp{b)2Xa4dis5s}
zvoW~-4wT|N%mPw{DQOAFQn2)~;(h|3`dtIdbMWBybgJqp*F6<L>pmo_a+%0+eV*(6
zq8A~ufNL5y%aEo?)38Tr0$wL@YXkwO)PY@YF5zqr@?Xy+1N##5q9uNbT{h0b>rmo>
z?Wf91Dr`z1@jY76)s&+p`U>4_x~XIwgQ{8I99BSx;YGN;Sc3gb7g=mX6`}{>3H4*N
z9eULL=sOz+sKN#bsCea8f+)czgb$!vf$PYyo}fqFaF3+-)HcXbnl-w&#ty+VsuD|L
z{?B52kt-5kne4%BZ{f(B2m<R?_Nsw+e`JippC_orT!;^gePr0Lev5bLz;|(34?NSa
zwk4LR-3e2TCAvfyeVG>ZYjbu-A4P2;=qK1lpx<N#&4vhC2v!m7AQ&O&Bv?Z5ID$Hz
z?1=29mCm$Hy_f6}2Wfpk{gCYLxPnt=RMjUQ2<{rqT>L8@*r6tFf>2#4iFi5HhPwPR
zwV^0zJC6J>fVu>qm7#(qF$d${9pD8(O`$>qz<Yuzs;C<?#(aHo*^_hTAa`fp!cn(l
zB`BK#_i%pz6%LrE!B6pbP*Miw49WXcj75~FiA&*ITA|gM6PQS7cqSHlsP2u-&l<e~
z(^-L~WfSrQDzv7>n$^-)K~;{rwJ=9hV4*@~V4y;ark1G0cfc~9SLi|9<l<Skqe8|1
zL=&cTrK)I9qj>O`A4k#HT9x5xw`wb+4Mh{y-y>Z87SmpxMSlrmDI(1k)F#mwk7#ot
z8e;((RM(?4Ifp*%cuT<v96v!<hq}e4sW0PZ&e1}Pj!3+3CM~MZQTeRucb{G<pCi*E
z+PTzve)ZnP_n`NCb<^!sTiUu8P|qhzhc{H!Lutkd8pMgqpK;W+w6F+6B-TIG<@nCQ
zMN|FVm@1Rh8oC`iJ~MGLFPqUPhg3GbI<vSe8x*PDPOnWLp}+?H(efn%PkozS+ozSN
z{}ibk-F7DrPkSdOUX&BL(-ZlbFVL2M6M^v*#GwfUjug0Bnd{qM<7bwtYpqMwSM6#3
zJ5xWkuYp_2UUq$KIvxPtCH2!t!00aZErv%%vyyI5_7XfsK!3E7x|k$cXPV_Qn(N;A
zu(3qQ)~60FPYvo`q}!1GCc4o~k~={_El2A9l%-jcAcc?#RU7Yd_4)F3&M~wItf&02
z`fK?v?pSJg#V#2A^x}#HKvrGtxY~Szg1FSgnsQY6EAPUHdZBZ&YZs-RAn*w&ojgf!
Zir{5}5jD7~RsGYsNes|(yLxg}-+#6l?7#p3

delta 3088
zcmai0Uu;{|89(RTzrK#I?KpOvv@{oJOVf2FrO;L^bfuIu)oAHxn{}xFjIWdU#&P0v
z-A<Tm9F|IT9}t0q_5dq#9+-s09|02ZfM6022;Q~_#4_z++w-PL(>jf5%D(Sh+fAy7
zS~|aT&UeoFzH`4nzvJH>{M!-xOe|&*`0agl+5OAG_w5ngGGVGf^Dl{UeJ6cT`1<>F
zL2NU|)FsLfiCJUwJ=Okzc-bcLG}jIcFB?QXZBe77@@-|SOHPsDxDZB;z9s%;yc>Pm
zaEm^_JYO9i5O12VrB}3hUMyF+4Mv7-z70CQPmD)u(T8yO1Avw7V!_(3KMF&CLHs8&
zo3*G)*(!skQfpOZJya#?YHdUuGDpO3tYkxnz4F@AjF2j6Djt2ExU|VU_By$tEK-Ux
zrO5`cS3PZpE-~(QWG<Uw{DNH3TgEjuNnOQNubQFc2w9}d6vk$gjpBLe2MC^@B6SAy
zNCSMMcNUJ2^H=K%%v8_vqFzsX6bqCA;%ct`BCD(2ReOU~4b<v^eocXE7<i39#VhQ;
zB{ii~>qwgo#bbd!qw|G;wc>%Y4BuN>s3rooNb%d?dK?TTp+DzF;BfaVP{nn6je;pl
zelbN!-H_Mn^-|EwuMG@03Kuuaec?*0yRuB{W}|$zYYg+`>$b5^-5xX+FlmNdBVZ;b
z&5-qG0@gJUdZf3N3K**H2Gb6M>Ba*SgL^~6pay2EugR7h5KUjNrUMhAo@lmX{!55I
zY|ga$m&uF{@!Ekij9n|<ls+m$aHeP|9fiC>)o#-5byIL@JeggV7hP03`J)jCV&8s9
zwoxK;J$<5<cKZB6VaCaos*Znoe!ldqGdaf{@yDJEbgy_gwu$Z+6R}@E_+w1)LkL)P
z9P^vU5FP+{i-xtZ69rfWd_TYo;>+~iqMUw61hzSN2F19UPav$>D&DX!rGMHLu3bsR
z&%iB;aVLceUxMbV06G*CKOo*Uvf}g1)}ga__U8y2Yx#Hl3H@nYJ|~VPhW4VWH=uP@
z)iRD>DCMiSJE5jKlYDO0sf~&k5-G8iP{k{W?Ts{?%~OER4~tiWb_$w*4?vLw<ow_{
zR;P6qP!F8#(oQA`R#Aaw*g6eR_>uyohF+LVp$4l?@$}2`g!I@j<@N|H4>P_Ox)pjQ
zbmSVJf%p?>;l~k1Y6rx0Z0m$u%vbYsv-1ackCuvlIOKa!l_FK~pP)YNO0IOdaGTB*
zYqWd%V^ocVr89k1C1NtReW<(0BdBkHk3%OpQf7$wEHQTUM<^Oacm&}v!WM+b5i$tq
zI6j7O65(zHbT!`%u%Z>Kg;`%5OAbY!LZQ@kSoq0(`X!uS5bq^-n4iIrunZM{N@l4k
zZYKHtjM40>s@fEjMuky=As=JYRkms=4EUH4T`~U$tA<$Y-POSFkc`|1fq^2XP+4@5
zK^;+#wG^zYC3^m57+{d80fow9Ge{r5uWB9U;)g4lC04Q95(RkrnI>)N0dt{_1G)?v
z*R88i=k^q700UFc0A;XMGO`MD(~BS{w?{pJ3MN%o17g#<tFaAMbzo#8FeFXtt^thP
z;ogqalu{j84S3pUHmC=0qhw?S7+GyIvKGKw)Mn%o7)rnePXZ$woz%V_lB9*|njuM=
z@<K_k7f8~SEF3A@p{xZmAjydINF?+|*#%!I4QWO?qiyCR;9@kRtmER1%qSa}0lHjo
zrjn6<-B-5)%S&PKfQjLmq+zfh$M@HU(zBtD!xo$;Zs<tbOSJM$B_r80d1A$$&XwI#
z;UX_oE*JbNM^=zkaGIYIuf>iz{4`3whx<0AuMhp~4tu^xAHO5V-Jf}4SIBXw>>|Q?
zQur%~x{P;=Jny{&dBUlGi2ugN8{ez^pKFzWXF6`7Tr9ZGcec~^Oq)p4@^LBU@-xod
zq?6Ch=kmqsv%~2%lp#xg3h$3RDEVQ<&gI3c{hJfFvxxX@f0mAkKlI->IE|avFau7D
z2%Z?s-nZux4(0zf`8<_i`Z+ZJR{(_e&_0>~)aA$qf-uE%+2>3Z$YF4`mKA%_S&<kR
zWIL$XHL#7|6i*F&(5UvpU&$1tMkHV!KHe6j49vsVy}TP{$p9bhXh39cb@oR$+AmY8
z=fvqTnLqph+>8GZ0bdr5uO3HAs+mqMpD)Z;odz$Xa28;=k8j4Yg>Z{Uqc}yMfdgIl
zV!@p%_!sd-3rSc$-_ps_=kvHbiGYL~vhz_Kr4afMy2L)L@on;674gpCPHPSpb;y1H
ztoZZbaod!ft7{3_i;+#o>BNW6Z%R^nR4i?NyVr;9@Pf(f$>(4~oVe@n^rU!X%k<VK
h(a;P628p9;UPZWq@C$^K;;Sv=y8K7-nCKsR`2X`_q8tDK

diff --git a/__pycache__/model.cpython-38.pyc b/__pycache__/model.cpython-38.pyc
index 5a359a9f7fa947b554e4a84ad009a40498ecd0be..11549058bfd4b21fe55b3740d9ad3c97e81c871d 100644
GIT binary patch
delta 2667
zcmZuzU2Gf25#GH!-W^Fv)~_wvkwsY&B}!EEYu9q6x~&=6ksZaUWhZ8=Qk0gIbYeu_
z@)*a#U6@!-NE&saWDC?l8iXqPmm(<83P@X^$x~3|rA5$}0s<POL5s96hF==AeW*Hf
zq~jQ^0Dd<+GdDZC-?w{ucjcYs`iu4TJ_3Iq+}>t4eqR4D_0_>hhF>nU^9X%YEtFae
zZ{^H3iIRn<u1IB%(`k2teWu)0YASh*M=P`2WL@1-b01k}Sx>3Sn0cMBUWmZ+4P}#F
zr<hf03J?|wkV+TpgNo-;(l(`JOErH1zaQP7V@qCWy*~?#{8G88=qWa(B-Sr(>m4nR
zL9%WKw<V{`8r>vi&6*P*=$&*?{7vsZ`M7<E?F$gVx&Wz7qM5I3Y38CeT+%jaSu1KO
z%EGMqh7Oe`jHA|hYaAn+)Ote9db{=op#inrSX7IRFzbML-aASM#oOM1{~Oi0?LHO}
zA9_bG57nxiijqybO&JZ4vI04$D~}XqnC0PG{Pg{}Ggyl&5FdUp?nJB$MG5>PBIfIo
z=h>)u!FS+k%erWd*#k%d8)M@)2=lOsTk<A#2EYs34|M##EMad(UrB-<WUx=wdN}(3
zdMql%7FgRcao2aCaLMggDeB<)QY{;N)t;fJaXYdJYg<>gynF^KPgIWDk!|V>gRL3U
zm1FMnNqaazYF0mxeY~U?Gix*@ufWbwVh<Znl@t$wi2pbUY>EK=n)%t5x7D0+4b5za
zr;m{fBs{tETYpj$vn@R$(Qt65((-Fs|78&6TM}=D2cHtDwwE99OpAZEtu}rggP6!q
zA)FD}{m;@<;?w<qr7`il1F!kr*y(D_X#YMvE9wLJ=2>)%-Fq!8@w4JPfoUmxS=<d=
zpci(c2cr}Uln-^#*v^j+g{b)BLlJqGT0-x5k<N>9M+5@zbX=$OD`K+qr=5>stw#~g
zB1|EC72zbpMIi-`v_;YU8p1Tf5W>8e40h9JcNT)HG@vw7oi@|vJw;Nev?sw&q558(
zDn9A@2lb2HBf%jJ-omBkHYg!BF-V1O!_J}ws`!mVZE8pr+11F~qOW^N0r9Bf-R^Gc
z6@Tt-8`U5ch)0Ud!)7Cnm;zK&K3^-c^gxkW(bv;a@L@?f^)%CCOOWTYLHg^equVl*
z*Cl?()^m4&U}{d8cg&AnYu@}AtJ@^*w@Ib0)+UUN`gIBBGwyj^1?Y2p5_e<{;RFIK
zkSrq*B32t3L`!c^yBlZ+&s(x9j9n#XB`jVL9}XT6sopUq+`zf`S?@#VElA>d1REiZ
z@J)my!c~A>Igw8Dr*Zfs4xv;g%P)f&_VRgjBaORCmS-5B6yZ<@Er`>he&9bFI!qPu
zYG^>KlXOX<x_Cb{9Aq_0fQVUl4{1emi8$d%KnoQ^-GM@@t-ub*Olc>uZ>=`1D0Y>N
zR#UY+5K}j46n1ifI5;8|Z5!x~!zJLTIEL!qbLa|jG^|;h;Zk)58!iL9lo&qM0CD6R
zKQ}QKqXnkHrCe<*2=vw5=(Y6#$-QT572VcddAw)dw7izjcJE3@v;1f=bzR~AVLCLU
zK`V_|qf%FW1L&8`=WLJ(KjKPY@rw&^n>Wb9VTVE~YSdSYLGlEYXh3~HfeH7OeK<0&
zxXSSUk23I+HSg+USIy<K+4QxUa3kkP*?rotia+&7x}Qhq735LNt>#mybh0XdHS`+@
zX%PvJz+qnqhuS`8ofk3W3bG__hX+S);uwWjg#cJ6m}IsDr034TkSIRdAn&L9X@k_L
zh|j_Uv`%ylOcwqCF$>PA1vDEnEKe~!jNYOsk%|g;yaYn{2@r}03-@#tX*2YS*A)+Z
zgdN54Fp$g*Vtbe;01|+2feOrkRB|Wo`4%FOsX4lZbzlyt;kOkd=C^fQW9luB<FzHA
z%IlKL%oAn=+N!Ur4=k4fhWCRK-)A*enoxIOHv_h~R_o_kcxUT#;-$ekdL7PQw18U`
z_V8Qqh-qsqo?7G2#C%}j>B%o!yabWzh9Z06Hm+c*$IK`BHSR&%n_5d-NgiLi#xKEm
zS6XAcp5;t_!}<cXIf(F=5!~w=4|A+(DKCB)i8kUXj;VNx<5t)Qck90*U8;K(7e#O=
zq}J#>H+1CS2&57qtBxwvC+T}WNu}zZD(Ujhw};-RP5-7rmuUDjv_d9-LL`TO<$D~=
zzX0F-yyzQw<!AvTS%e3L!Eb}_Q`ChDhDz)9R1%i{j_c;Hi%&-2-z?ET+S?jav)8ie
zj1|-Q^7#Z$Jd@*bkr)jgi(zI4Al9;ywBj2XmW(GXi?1!^tz?cn81ZHDR-7eQcrsbN
z=GMe7M?*9xJ{mn9LLJBCY}(qDvzZ)!!+jyiR+8~_Vkw!f_WNBiHTGuPOAzB_gl{3d
zhVTP%cPtuN0ux$HY_LR*FXKSpNLp7jeEm5d$250qCA6l+;&{9IDw>Pph4GXB1#d2z
AYybcN

delta 3043
zcmZuzTW=f372et9E|;VzQ+Lr9aj83HNtAr6ud$rUa^j2Z_!e8SEi)R*CMApHa%9)+
zY-N~ENV#>vWDK-OV0oDWY2&A)Dhjtiix$WqD2k#f+olg~-}=y(0)fyXJ!eVTa2o>q
z&6$~V+d1E!;ZJ9Nam|0u@ApdZ`}xB%z5a=Rn0V`9rofZstB1*BZHc`~yJ-*YEjA^O
z(w@9ZB#=DzD`jb1x}3fwFRNCFhd{o%+)!*Ns>x&a@v=0hm9*?X*$LWLY)DSLFVTM3
zf$@<mPwo=bDmDZq8VO2vm=2)tS-DJz1ktv_?j%?YI+i;f6C#zg%%|`?eIC4|TpoKK
z9%jSK4F$E(Fe}p`amo{HGgz~I67+R$lw~W-M)T6Lo1GFXdWhT?ztp=9zQ#Av4M7R8
zE+|zKD7iBq!*icSi|#yGb{E{Ugbvfjdpda9k=)5nv+cN(C+v(cJmC$;AqQ<aP|yki
zh#ZB;qdg-v{UhU2o|FkCLCNZ8QP!M1Tg`{}(NXcCXOwIcpLs%LyZFKr3hsE(${J+n
z3Nl3BDMq~EgXifkI56<kENzmkVLr?Uit>J`q-R#x>uehzz>?6f(cSkXs?t3VlsvHp
zU=@l1#aR<2Z;<R2PrRF!_SNF(_6YAQ6U=cL-|j;4h<&)=D(LVY`)fL|R(%J^W;-9u
z!@JD6N**(fr(y5pgJohxL3Sq(*t?wZB98`<BJSix-VYfcD7ump2{Nl(gOk7lU!X7X
zs8ivCyx$qeiVBv&skwrs0G{Z1PzJrJqDz&)jc+%wa=!#b&@)EKlSw<HJM%IWYX_Ci
zNRdOUX<ytOsu1s5^MSAURa{vXPmA9*cDLu65(^2Ih|L=`ku?|7ERk9;)`%g(4I5XR
zntn$72jL6&NH&{cFvr9nn%{b1<&c<bxgMCnO;j|GARHHeZMjK~h^f}UlZqH?d)Mde
z9josBx$OgTQru}@Y@Eb}ZR=(c**q!S!2_XOecDXLW?158+=x+X<Xi?z89CLMO_@gI
z4KWcsLoTeo7aS+x{VyB0kjm<RHue&anl=*)tU{RR+&rY3+rhCoz4;EgD1N(nkW_xW
z<t`yFi+snE&}$g;1j0##F@$l1uOm!}<Dt%$S5Q2Ra0p=t;iAZgx(HwWVdy$hltv-~
z;Z~PRHe8}V{4YftR7FRpG2{bPbd-HcB#BE&$tGne7fQgte^`W*q--k=8~-HcI^W#E
zJXD2k9qO*ZrWZyxj4moey<H9;bS@`->ujJN>J`7~>}spyTAr94=#Zl>d=$2u`h>45
z*tSv&$X^I}RqX59vgF6`(3wc;ESEvg&%ts|vvjUdWlk=kPrXF49gtZaW`xo63PIM9
z%sqHI;0ZXh6_hZ0E=|{S$=*<VS(qmSj<27ruR84XPn!Go<7u8oIDi1>B;~Zkg2A#z
z&NFD3ak@AY2hqqTa&f2nx<MBmNt7eIgH^M3F#AYxsEL%0F|#1T-LJOh0t+c-WLYY0
zycwT~EoS492J^O9=-xbSVYqK0+(XDB%pfEYIKnp(kUS1GD@tsB-n@#_O8^)rl{T+{
z81a}Fae2&H2Fg-%zo>L?AqDY8cR#rx!aW@d8BxSo&wwXD0>mr3h*xBKqDybX3p1z|
zm8k-!1S8%iAjv?GqfWgP+vN~suO-9zD^7KR2~-VAmt;$^Tu>=(PBweF%kkiDmz)`~
zRqos$nchr0(_jx;^f*-Qa==m{rcOP4Nu_$;RSjtCWe7YiQ?G@}n81ofu1OXWa6O6h
z|DOc)K_^#gNj!O$BDAbp;s%guJ#kp&dQi%K&fT_$>r2@FGM{IjFfa3Q=L)ghtPUmW
zgQiMMgZd#IHzX54H@2VaXah{^&U~K(Z_ROMb{A7#e}!859Tov!Bw7E=+j;QduoCRg
zgVqh%4j@T03l1UcC(S)r$h`>r5dMdrb+DH6K5wK`Dl?&Fo^^Oz(Xxx_^!)7!;Fv=l
zheWs0O_gloP~TwJU7W`ND(>v{#o5{Uc$IN!T+bk6MX7HD8rrY>dRw0H$}HiQlg>Nh
z-+fz&0D?D#Fv%itD0>P7i8Lx+Qm?d<R#GnqKoYO_50H9sw|~!){G4e7zh6ddnJH!H
zEpQHMQlrWPf_$^xaAmrHL7zeCu_Nek_TRw*!#^Ca!$c0eb6F}}soFh>tJEEYb_Q3g
z1~r5(l$~G_XxBmS(zz??htczB3I60j(3-k)k<|<@4}v?lr8E2hAQ3S2qZ!w^n|dFp
zmWRuBJ@+_Nd6=2V?1t1gRH+S;Q$OlM+vx_@Xg48?L2d?Yaimt%ieQ<YBG*mknxkLw
zt7xf3mR@AyVPukg8&0=PtVM<b&XK<ahr34hMpW~AB03P<^bX9c#Xv?x+N$+-fm{(+
z2HK);pd=?~MV(14E->>s336!pU4&<i#Y~FF1IGfFU~x*rrZUYUUbtb_2Ey7HYL-NJ
zYp+(T{fVue#x7WuNS)kD>IifaS^v^2Yef4}lXcP#Ypcs!KP62jW^H0?gbUTVwa<$y
zLr=YDVdZbY2J@UShTql-sC5h3M1CNCHN260DE>Hnm^=~TXisxROW#h<r&vWdXHLb;
z*o~}7#Z=VLrqSxAxDySwy#?Zw7Y=Wl#;=+2c(tph#mCWJk`up=?hYV}r<C+Ot0?JI
z*8GtOjkJ&t#Lkh&8}Fl^cM+WLZ3U%I5ZW;#K}H9UUV|y*5nG_Kta%+KQ~E-j-Ab8r
i-!Lhvjv>ehhY;|e`jnC~Z<tsRQ$=`$5Er*b5B?W<diMqZ

diff --git a/controller_db.py b/controller_db.py
index 2eeea65..fbd227a 100644
--- a/controller_db.py
+++ b/controller_db.py
@@ -54,18 +54,8 @@ class ControllerDB:
         # fill dct_lst_init_disrupt_firm_prod
         list_dct = []
         if self.is_with_exp:
-            str_sql = "select e_id, count, max_max_ts, " \
-                "dct_lst_init_disrupt_firm_prod from " \
-                "iiabmdb.without_exp_experiment as a " \
-                "inner join " \
-                "(select e_id, count(id) as count, max(max_ts) as max_max_ts "\
-                "from iiabmdb.without_exp_sample as a " \
-                "inner join (select s_id, max(ts) as max_ts from " \
-                "iiabmdb.without_exp_result where ts > 0 group by s_id) as b "\
-                "on a.id = b.s_id " \
-                "group by e_id) as b " \
-                "on a.id = b.e_id " \
-                "order by count desc;"
+            with open('SQL_export_high_risk_setting.sql', 'r') as f:
+                str_sql = f.read()
             result = pd.read_sql(sql=str_sql, con=engine)
             result['dct_lst_init_disrupt_firm_prod'] = \
                 result['dct_lst_init_disrupt_firm_prod'].apply(
diff --git a/oa_with_exp.xlsx b/oa_with_exp.xlsx
index a880df4b940fad0a7379149e6f7f379eaad5466f..1d16ed289b1e7845207595790490fcd76eb41e3c 100644
GIT binary patch
delta 5377
zcmai2c{r5+*Cu6O6ULf-P1ca5vW&<wCB~YpA-jxiFxHqM$ta;Hl$aq~_BD(UvSlod
zWyo#}h05|iyuZHR-}V0UK7TxOu4m@H&VBB4pL5Og>H1CC^_#M6pZZL7fW$*7G$jo`
z0x~JjdU(a-NN8(UndHGUnAd#&se?{z+x2;MQ{t13%=Id8;!*R18@jK&oLD~utu?^I
zgCjQr0_tS~oOR<}8u^3^-9%!a#Ytf8SOy0$@!UeX(str%i(>qFaOuJ2rPU0yELX5h
zKZ%h-a)H(LhDEunVcOuSUV-=SbZO~Hh*L6Fs1IT?+Wx{yH!PmmmU<^ZqpguUwB;cz
z)R5cyOUdZ^S8pa_X|tTqZ1g5uY(+s+cUw8ErbeF{hTNj;KrI-5Q+@SG(xA~U!*0fc
z*^%_36;HPpzZvWWnrb%`R97!{(DUoQJxb;7N&0bXKgIiUf6}?Nln0wvM5oUNwj+M<
zSKA{uW9{Q*p?i$q@wxgBqHLHfoeT&xgE3!KxgMFCJsV!tf-%`yO#8p~mA<Z@@+M2d
zc+e&BciFt{ZztW6(Sm!I4Zg|y(R||h5ZKJBuXEdOafLoHJSw4wwmq8H-9!+lW@(;o
zH7F&=vAHQ#IuKCWmUE8}<g@>(#Zw$1d5&|F!6}{%4SGL+2AX**DLhx3PAuccSyLA|
zH{J=Eq6#Q-ow+eR&SP%kK(OlK=_4?*;vy3Cp57BzP@r?^lCx|Es9N0)*A>5g-V3K!
z_$h{OorrH~>F0_QnWJ)+OP8OCxU3Ot+t9&Vt1A&#N~L`X+#KhL@;QI6t>Zib!kM$&
zcTm1O={)uVKiHZ~O$giwdCm1>@iA)xt@B6!k_w4??ju55(bU)T9yDqg@M)A<Z>_cI
zvYOzA>r|DRtj}c~PGx7ucH)(|4n<M>4ho=<%Io}?jp(stp9Q6aA4B+WWs0+tLW=x-
z`+qWey+s-wkv&my+Ve3zktAM(>nfvWP)zGr4iUTcaaJun<T2g0F-vt_R3SHW1x^G*
zG#mDA`*2UC=dDhE<0c<Zc#pf2#uprqHQLoB(JEK$88YAbPm)E~>7j|NTHoh^=C8A>
ziV07OClQl{ubdZ-+KV5gPAhmw?|?xUYp3+rVCL;(OMKHlnLR$sr7O?H)cDbdo@k>3
zf2v126b8P$fg|a-S$*1mI%Qt1<*CU>o13@z573n69B89Z=1NEU=u`CZ@DzSD0|mu7
zE3}|FH~I_{CjuwlKVz&OSTFfzxXb3rduKMI0I`M9p(BD!g3GD#I7(j8@!$P*_17yC
zV%K8$K{8d+hMFh?3e>92JD6c)ID)=Vv@E443udEjnBvggzJJg#ZlC?go6;`ow5!pO
z`WRQb4I#!Qr~rO*@6DjTV#4jpx7DhxD~{+j_p@MjX+-ADc|FO`T8!V6W7^HOOHMDC
zvQqIsSemZRt8vSk-<=Uv%Jx1VAPd*S>PbxbN2OicnhPzda>OvNUg_W_wzbWmXR>o#
zAO7SOld2trs`|vagl&b}Mw&k8*^3XfJ-YK;EuT8*qv|Hd)5bnC&E~Q+ORL}d`1w=Y
zU9PB-cSeY<;7qNHIFGD^Zc*-p@sM8%*y0OJ81T~$3(fArq^0wj1NWo(cP!3OXQi3@
zlVuLBErqL`UMh@gYT}_uDY1V=wLt-PI=eq;)9m*huF8Mcq-F0~P$4*X_UTt%7C6qE
zt!ILA&XqgZiRST_+3DP2K2jU04S7DFDU9r|bp<XQ#uIQfdis*G*JPb<*b!YvJ<R=L
z`|zf}^a}Cpg)YAQACi^z%w#(H3OU<1d`uJ+)J`X@>j$wRQc1{Y(S|4;s0Z^3!Q7%@
zvMJ~@D|YXi_u@z~i4ZO6@@7g;Ci=O;-XAy3tLVb~v^D`OyFQnwfSxEtpNZ6uw}S8G
zF!Ey2+r}BjJWOXUM~gs)2Xe(}oNG#{H!06n$r!9hpl`2)Frn(AJ+2Y6d#pM&-v;U4
zagKiaO<c?aaTd&CuJF1$Gj$RUdRu%tA%0fl%tWpbr|7m-3kFQQsN6|vle$;aAU>~u
zDbb2SYQHEp?HYMMH2;ySCo<wZk&W0kIQMi$tMOCds_Km!ex5Ii_9?o5*lm0N;qH?p
zYAshEHOP|_ZSYA!QI_Ug<!N*N12;;`W@#K*w6Izi5!oa?>(rLsz{VSMt~~mc?%XMy
z);vy|ApLE31xSUp%0TnJ$grW5-$!rD==fs6N;L$pSe&WE%jiftwc23+%`VVSbY&29
z`MKS&Zwci>X!*~ziRa!8zqmb-H*wLY3H1^Vd-!%f(Z~apaJ}iHji(A=*9oJR$8xS%
zbqt~gp-smzX?WDm*BpZ%5jeuI30zx!)u<`k>R)xSnB^hu0Sg7i(GkV*E&au0%2X`}
z7}2@JQr1vBQKJo^8hm+9>_)-GffQ#!2-;!7FRcYKK8NpYUufIxvv(W&&K6;V9nb$t
z+`f7>;<sJI-u~<|c^7f8*hy+3yxg$YJVN|w_Z=9!dJxb&)wD-io^9{Cdq{3s8Q$)K
zv_u^K+&ElV*jOeLE!U?@=VU^g4-a~Wmk-IK8HHVz=XJ{yQH!-!1kO$x%u+0QapheQ
zD#^sWv7=K(`btOVMd{|0Bx&hpWRkjc^P{8#?^|n8btOpqgvl&-SYrv&bluxT8KM5|
zt6uK5_xhc1rj6>IE2Y1d<~nII-br4m)7KE8c1S|aoezDCx~lSX6c*XSLcZ*lIMB6+
zS_az)m!y6*;4P3HVlL7tezIf0G(@?aI3oNqwcmi>>~WxWz3{ixjWqq?fTrGqpSFat
z?CA^%a=RU$dGdW^m5xomZ)_EKLI`1DaA`<DL&<=qK*TI5P)A(^W}s!?850Pu7y2gl
z=<R}#n~gxTNm6YS7tPb*n16x)9}d=E)rdpWdK~8x@lLHaXoy8M<Qy|y@=Rr3k{AA9
zAW@)XhDaC@xx*|SnPXYNJ9KBr-G(r4+{>$pWR@n$8psq}`mJJMTkuW0^P*G%kH_Pe
z+yzuSf1wE@M2ib}5-L!)-iXJfck+ctXp+RB_Cl2)pv=;wp!buYB~0r50xh%HK(%+Z
z=tl;!Lv+i@BSJs%<1rH)%MSxHl(P`ef-etmF++q4#D-R0IpunesJ!!Lk=_vISC<U@
zvh*eYt02GM2eu-x`fJiLG=zhpv^uXHz%~z7H4bDx+YLF(Z%(jHg)ZF`@n)7L^8Z->
zqWwBnKS6+>afp&%zkqW&u35<}VI-dfB;9oc$WFW4nC@B^&1&U<EfHwn%X!B1Y?j)x
zzVehw%kKCFS9FTWxomfpWo}*^75s6sED_n{hD#}TYuwDiPIco#AdN(+dVM(e_%_|Z
zJN7w62Zf6q7*Cu@t6@d>1*t|2m0MnUb!|E2j+&ckA{YQ}au1hcqIq}W<I2+}Rh4me
zbO@^A<Mi+o#vV<CoI_|xdA$>?Z{^{rck9+4=4?roL9d}oq@!lp?x*{`Ax`Mba%c8|
zmH77ouINW5I~}4qdDxqKfuau;7a7ztg^l@Tpkr&_PG6v|`G>i+H;Bbcv0_3o2k&xk
z4d0<;k9S!pnZUb1jOV0!=#wDNZ8?*BqtNW@2zkS1E+L;7!+<<T34RPma9$k=V2+L^
ze-eK-%8qe^YCz%5d-3ER0xz6|R0ndi{)+2%W%CP=(}8u0!&<v*Jd^!xRhDbnI|*4P
zVJZq(0nlSFCu^<puzMezKe#o@+lN9_>;oVp<a4g^y%NUCNl|F2kLFeMEA#eo2y3_Y
zm1i2uRwcFCed1aeCOAv-b(L~#j+IvBMEOKzm}6r_Hx6DQu>xqOv&b&~@(fXNW?rwo
ztnwa=-7g^TwPDvwNnBPFe50eRyLIJBxhonus)XTp9uQ}^yU-KjjMlPN1X#=ej{EiB
ztdS4N_j^}T5KSD;eG$7@6|8`jmSVM+;tA`uPzWdVeKOE1G&K<rtO)Yllao^7b{x`!
zW277Tu*ef2ov~J{-Dy=BJb>R!qrzOrJu?x94q$_lwTSUemN?$*wQgqp+kyQ(rSI?4
z79~Y>+NEPlt?nrK;0u_nzJrs2yacUagp-w)yuf(JNvDqG`uQ;gX!9t%A{LO#b<E8;
znE~h8I>%{IUe9cm<Bs(iZ*azfJa;y@c~!WNh31BMDIQC;&3rN0a))5mBw>WRoxVG>
z_2f?P2s!yl5VxNq_+6<r;E<L(+iCpHC!FuMGcg|vjYyVI$+TX#TIZHawrt)55)T<_
zg007Y{>;$a)N4<zcY$$~?b~<MI!;l)c;OBzmD$h(O1|H|0yqR;vD*;>_-pdGO<T-9
z$-6GyK$|L7mA?0$w8_3>9ClMeg6B%gWJPe7m49qj#@hICpF&)`#^FwyN<oOVlgv8=
z5UCs5c{}~-om_I}xbV#U<Rx4`2WB;Dft0M^GhX0~t@Q=;a&9M35rH0)kmS$!@|s1A
z9q7GRg#rO>3i!IGbl|xh*KwOxP$nx;XgC}7jBIw`6w=AJuhxydJ;XsXAQmt+G1G+4
zc_3sKV`trj@Rxwc04+Yog1Am*f{AJ~Yt-b}*Zrl|C3st<jb8zbM4(*4KUi@Fj3v~!
zG4?NX?}yLvKzzj4(cf3FyOgbr^{GRrjG~$@5s%k^yg(g$?+QR!Jf(b5%Nh@N{fQ&|
zFBb8abI154pjtFLlZlPWGDv0vNPE10fMOS@C2&gFYEU?#Eq+u6qk23_gXiu5GGllU
z!QB4cD=2^dvi%_bGR;9ya59Hn5%=yCus-AkxNYqNoHQ$uC$@rDRD?N`v~G1Bi+nd_
z&E{<iWiK4TMnw7d)zVopTK3kSi2NU=6syCZo+yO@{A>aRs+EA}r4&laG&Ik^c~HkA
zoLcXMR(A-^Q}E#q21NdF4>o}Jn+8S!YKsG)O~4F>IFg=@@?v&R16g+!nHh_c7~IB^
zF;NROo;W7rGk-2b83^2Yzi%bykBXOKS(wWQS51YS@kxc9@XIF}V+rhhkXz88h&I7G
zTD3YZM}s?OV2a@VsY~#hWQ`pt_A7S7+S^L&zoA|gr!PcS0F?g)E7#Kkt1@yU>)03U
zk8&HnivepI03$Z)wA;l`I71=W9BvI2ax#~SHTQA3bNqiZJJ>0fo-*AyPMcjt*?Yv>
zOF)fgjRJOj$%qxO_C8s5z@DuPn@zgQ?Yq__K{%P-3=sv>LtduXdBt}N55|t2Db6G}
zUSZf}Bn|b19&a54uy!gYD#Dz80)9p=me^P|DH1}uwaCX(!y4^Ir|*(NO&>}XqiW2b
zk=;7s(wJIlg1L2<1-Z0GycCsTTJ3Mq2&+gc=294!E=A?Q><-B7XT3Ldp@P8{2>1{E
z3l`z9I-mV%as({`iq#?i3TcbklfblxIn{~JtfFs-(j#)0EhK4qU(ST|Rtyy;Y_1+`
zxmH>pI``_8?^il;pd5QU_{OeUzo*+je1reI^Oz-(>+_-UdmU|4+t#bRm00Y;tO2Cs
zEUdNAg^&5yfe{%!_K-z%Y$`%75%TUPtJP8Y)~=R1_1x&=8n&bJ|NNhvPoFf6y~g_R
zE_zgSkR_j)GXlBCrR`D_o6)TIqw<5;{tY^r$d2c(loS+G=z2fktOU|7&)7*a2v3j>
ze)c9-;pQa2xR5`Q;%tp%)dpt~OlR(ZIE=0^Obp}OHu7rO73S*Iop#lr9aO&%pJfcD
zwrar5)t~cy4^d@!0#?L7?-xp+qrG(jvx*Vc?=h3bnRzAd=cktwuKCV&gti6_*MH%?
z(N*?rkVf8QisI%pqB~suWiP?%ob`IOfyYJ!PbK(IUHmBW^Y=XIyb}6i!nTf?#i!Xo
zaV32p?mB0e{!dyW4Eh3~TenlrUAL>AtB1fM(I3TZTjH=Vg8>tisF=?6T;c0A0U?LN
zLPylEYkfN($!ys9ucF|VQ{nx6izm0wnkxi8<uji3{&&N!RH;wM)pmF$sD1xHuCHto
zTaW$oMc41>>aqikmy`1(RAlXE=Z+98#g?SO;5fBcsCbPO#5J#e8~rVs`5~6q^6k}W
zi8haoJ@NIAWmmBdcq#D%W!qtrXJ&QfZ)!B<<#TAgfUz?J&&~XeD+M2jQX=A>K#bbu
zK?$Uo>DTiFac@}4m!MY_XsR~UoUACR+6nzobYgvNFrP~<lC|YAZ6rgb4`!Psgt6sr
zjwUJFt11=d$AW`C>bb?ob}nk}(Yuig*E1H>`0`rS-=4<sp1Euj1I~9s$Pu%)aIJM7
z${@>VCQU=@9$3oveh*an0^&jHXZ_~a;cDK=F8$~G7(H>m<BWbfpD2v{jODvF=|L+w
zi7Ezd@PcL~7!50*F4NicO0^WH{ZW`h!NImp#+tJ0!n28is=;rr49(1cc0NKQ%DpGw
znP@PP&J$O=$HA)it%^oV)m}M$$j!1=C1YMd1yeFQyV{L55BGoU{5E(#JMAGJvUt6Y
z^82;Zhv531NpZ{NZja0QV4XB&(OCJEUbQy~x>*IP+=u=xOVI)On{s4HQ4d3ANg?HL
zVm_4M#e;*fBnZW^wv{ho{#5@t`eP3@qtrv+3zg;j_cVio0tCEg{d)~FqNBq&&>f*1
zeE+^T|KA_I0G<4ZK1}Y^hS*7X6A1SefKcz$smmu%rhq5H+9#nf90(0gLU$mfGCv7R
z;c}E4Xaf8iWd!<sxFFv@V@Cy?viwU3h;sbUEq<Kn&Jb3>DXhRD%-`!0`bD@T?}>AO
VdDS^ZLBaO-tCLSg^mMrU{{W%FXG;J8

delta 5372
zcmai2c{r4P+a81vlEF+O%94Gbgh_;up`IA~zKpSiL586zN@1)+5+;Qx!r1pE8QJoX
z-5@4JB80MjH}CWHzVG+XH-Fs6b==4AJg)0H&-1#Ddw%WPbnV-8CA&<F2{0Q!Ng^Gy
z0Ny8E{^b5;^a0&(^%hvM79y{{+$zWW%}_&V;Th*>^X6_C;*G~a7&H2UcjfEx8&2{;
zTfb`7{pY^)6iH@Uzlb&6IFZPr7nfht=@JIN`dl-!js-(-4Wt;F#XxJhnHnyI?Jc?#
z{Or+t&Cd+-P`diC0<jnz$@kL9?d9p45u$kWS|{FD+ha<xywXY!PgY98qy4^^84bC|
zCoHBq<ZGnb6oP%EZjQqr^NN;TnF5z8FqcO+9V>F$e&uab^oB_YR+_w7#H?%F_Gu&V
zt@3zs!e-oqkH)QX;hHV-f43Sss9C*9vXRQhsMERom~3Cbhr_i=$qqp_5vjtAB;G1~
z>3Hk?l(_vwGi3+ec!y&L7f;inH>?a^U=JSia!@a*!8=?f8kcgvmAv}h{N{F^;g{s@
zkuoEz#GV@`ZdLG@*nO?EEH6DK6{~HO5Ty3ux3+rP2TSWQ6QM5*8UcD>1bQSmTz)Q>
zr`8QAZRV}@h%<PvcrIkg^~IIxkJnZkQt(z+obNXZnM0r^qZAu?Yt^^1TRh5tV@5@8
zQH>0PrNk;qCdFC<7UwlOm7;0#YqI6rV$~b6H6$NNAJJH@u}wJb?eGb^*z)c;{&~59
zZmjt^PLJ|l=Y!pPyM#Dn&gh1cvHSBIivmkyqID19BH&uKq{Z}5_VHw!iQ;#<@_74<
zogzGM_XMc-bzO7E0OHmD8sS&sSqe&1h*KcfhCIZ}+4=Pb>H-LQCT+58qD9+xtaB-`
z1#bLR@mx#4ZNKWB2(x<Mya29RW#c&)ve7#ig}uJnvCRASIU~=mu?OBlZJ7<FjeShG
zt~NUb&%BMJnWv4?>p;Z7Hk&JxtoUGCkn^d?>TeK)x|>o!{8?GP<$~MI%a?5Sd`mV6
z^<268<%}MC6R&qTg6FTTOyBFx{UCo|d#kds^FtrH>WLjH?AETB2bkVfK-=9s4kdiv
zTou7&e()iM(liH-dl{~&6U)o0Cmhy(d0OZGS^`-U6HCgLx>J!-S$(R`4J@v$C%n3z
z(6vls5^SZvF)6%|;}hE&=ZnOsdevH+<EZ?cX9qt$2bEoB&8FwL8}u}u$OZzPvH*b~
zAmaTH9^x@}Uc7-(MoU`2S1-e~w90_jABM?~1&ea(U;S*_8WT>t0&{F;GN^3yFIw*V
zdAHc5gz?*hKE^0!E|x3)w^$k^Kg18W`x?>DrxiU_KFx{&U0X&y*F*$SifkD^Gl;mG
zCs1}^c>}9VV1I^B;S{+Fa&&OU7*F6^M&w3%a*hEwHXrY#O*}7LRV8m^%f`XhdXcqU
zQ(IbpuCK{c=bN!|n@@{`+i*JUi(bWJ3s#BU7mt#ztnQ+7V_mOD1+LHts}4S^20suc
zihJ8BNvEi%Q68FC6yYI_vUqLr<W;4G+WmBSKRp>Q-QngS(=~<bt3SF8Cmk1<9kZ1R
z)n(Itbj<JxO)*Q3myJFdJS8MKK4s^#e^=VwUy_k(U_;67zzXi2FGGu#wAz~8e^@Kz
znsH#bay%2U1KI<Z`18@4%Vyd1KMURv5o<|TSbSJk6hxbD`)SRmA8fOvSg-6h(L(aI
zeo$KUD4>*pBR^zL__ej7UeAONIj^e2{c~vs6N)+ab0lxSj$JZ;RBszqw!`W)h%J9I
zZ5iO$S<p&<rX8I9L#V8VW0i%Y_{soHh#dqv?(|2#9tam+dWxH&<2F63W$vYX+$}Ts
z_X_7ohc;#p^*m(Q7Ke_bc_*U$)MIEw6P~iJ6sCsO<@j7*{wk|O=+!YoNv`sE`2H?A
zPAvIXGom9!<;LGi*lp#VUydQ=x92_YT}f~V)%tewS%!j~$KO;=F9xP5(;>8=e4zCl
zKXd&O4Bgg`SH0`<?D|!?2h@qy5;IXo>9-@E^3(KwS=i?7Fd2S)F4~XN*uQH0Vq!_H
z)_Xlk=tqI%Q!;DwZ^>~!;LR{YJ(~n#t5h2fo3b$ElUxq|7-Id9E@?D(ZhTYeiGplM
zzxP3qV-lCYZ^Czw{mq3PLqow3<TfjRBlqS=>lh7#|84h#aj))~M&TzHm8hBE`e?l_
zuTzflaWlI0HaVjj)-KQY`$o%?Ri`VZX0jx|YINA^Nw}7wQCaq<;`R|n`xXUFY?B{7
z2x7~h<lfQ^x{^1RC}XyDzoDK{Hz^VHeYKB#L(e$Su{Pa>#`SGA;arVwrfu~5&^)2v
zJ}%k|;3Zzn;CLEGX{dy8wa<8!cMR?V$*J?A*!x4e8!aba9MFM42M3_TM{>qEhFZ;|
zi*L*2EE$|w^ES+W^MfPdSPNS-s@>0wB=$P7%V7VqH}`oK=B`^27jc;r{EvQc^_4xE
z*`sMTh5oh*+umN7-rvIS%@3|LO=jG-gYV;aKKaBCYwlqhsrB0{3(KG8?e|xk7Q1Nk
za!p}-8*`f*vvbq?>p|bAie{vO>-YD@TNgI>d#WDoTzr0&{5X2P+M-c9niJW_OzR!I
z`5nxco{x=+@iwiGiLo^e<>xaq4dvqtGz~q=x09+%W@znt_BAlnlKbtmRF%GkpQU2>
z(-m@_FMEHxe!m*Z-qkhMUR|ljCwIA8S9jHb?>hkkI?L0hxhBZ-{NhGW;N9nuzcQ5G
z&pU^<{X8d=h}8GYVejWfKQa{_)W_v8^mDz|QWLJwN9C~f^DIOT2yf^I8DyhtCTI7z
zWma~2R>mWKIm&WK>Q(4i3BT>D(i%JW9iJeXa~d6=$*zAbhiT!#z`4vsS$*^RX!h4v
z7ZaD0^gdxym1Kf6U+GdOV<I}yT7Q85A8rkXvYMPRcu;<rD-ot|oim};W@~a-=}&=#
zxUUWg#`-e-Q2au8fNrgT>8^%)j^KhUT3KcV^J-Rrq{E!D#hb&^e>#jmN2Y%{%PAH7
zS8RFvN2Z+foBu!oWLv>ViT$I2^An=6uV%wOme;ovzh+^q5&&j?dM8xstN%39SLqjA
zxEG+2UrmJOaQ_t(pjRtoOD<!t;COwl_WEf&qU%ux`u9C?uKrW#z#HUV6%YP_N@kv*
zL=FM4ntQ<4o9aRWeku_G+8%vDhtO3?m`%@%2mm|fZgqLisOy?W6o=%BjJ{Mrej<!H
zWtC(5&eyEJwX(0qa{!76oakqHtvdxhY;y`oy47-iBG*S*CU3lO;0JH-OMF2`{F$3#
z4<8p~J-PVwUR!|j(nP62yI3?rIsGSrnQ|V-PvLg%npC1aT<yft;C|F7RK57*D%du=
zfw1)Z0cwE74_X3AjUH5?iG3Eay!-?_DUf~v)<<>d#X4xLB}EPba4`UmKsI*94#qXW
z)0d(QG;}SeR~Gb{T=68n5{-HbTXL;iVCy2x;dj_01UTItwlM1Apix@oxbc3Zw4)pA
zNK6^zx6gIv?iIs1oie$Jyb!8(>T23LV}=pet2mwl&&}KPyb<GnDlZg-#Cthez!fUJ
z6qW2oTwLqPQM9*fUZvt<t6<lMZQ|WBY!uh#jwt+{ry^4^Coi^$T<R+!#tlZR_fdm@
z%87|&M`G0AlR>2dK4fv|D!+64B&lIbM*ztEIP~3@(&MT%d@pL9h-#m|jH^(pWzqwv
zQBFQRV(|16g@RCiSek{mCA=)eaibIKyo5E;kgE}2#739Co8=aJrrX>Bc9gVY48+Lc
z-xZcQ26klz6e6ivZbZ@`11_Gxo^DiFSxB;MC<$@hpp1~C=Ha8<fdFSO)>()j!~LMX
zn3s+tmSwdps+aoy&Y>BDoqHzXL5d|EA3R#IPTXCKX@hLE6a=i%uzjSggCq?Fs)mHU
z+x^d~by~3%u7UXW$!PLiBM!+~C}`;oG4XObs=9uS<W+cw0BB_paY)#Jc(+Q-J)*?B
z_vNgMUvydrDuAM|-=StX6^_=SG=3zVFJPxdA*2gXNI8Nzg&(I*At5$hn6o9+P_Dz~
zDh~#9o1J70k>-U((2HLEOw#M;DA8oM6%t+@Y5`Y-c_|($bwt-<EE$k_5kA@i&{g_P
zNsPisQ*`i)d1GPAEN!BUtXi5-KoV4NTLfkp^pI$XH7xCrs#yUlM16C!aFQrWljy|x
z{{B$px`?Id*PT#JJ7+pvc$@yoR8eq89Qml`jb`>ZfM~oCK_<Ps(9WVkaT225hy@Za
zh>%_uE^TjL7sS4F)VD3IWwp2~=R}pi&0uV-d}5d<=q1qdM)M-z5Djvbs|MgN+@VaX
z93d23sS6;}=mvCs_DCkVnI*M+A~*ZlcJI+T=fY~Op6i=lhdPbOlSalBNl?7p(oyEk
zO~RH-!Hh&_XHoC3ZZ9t1weP2$=c5M$o7aLUkSec!1thf!;A^#c^1L&ku}>G)t-fTd
z)4WFEj@Jxy#Xua8$#odjoq8yfc3_)WU~@;qafTmH5NgXh<SI96Sw}P0#jCmnF!gG;
z7+{Z8iur;C{(B7(-tsT35#e7m5lM&bSrj|;HEOsJx%3vg6?%z*2DH2K2aA9q)seW#
zmj8u@hEyF6gyWJ8V+Ew>8R9guifYjA(Kh+a?{Ez$!l)hZJ%Eylz!t%klB=96P%B4R
z{GXa<mYxCKc0@&r0kcHl*#goY?jNAp873K88iE&DTpz(-AW#5593}T?S%7A<*rqx{
zwM$@IHHXFBIt~kxJ3*ZiojO3kEd%RA5k?TV>sKU=x&TwS7`yeJJXW?v$_LERStNJu
zj?At0d$ah4$9`?qZq#Gakp-^QBa;7N3SttPa>P^t;OBHzpj#sRX8Wz=6kGcraQ34S
z*0&`a2$X2_L8=Jq0LfNmwI~hWDPR-|#3=xD@`&WgxIxk&F8t7vQ0B;iwufb&6tm{F
zaTQvmUspAr&4TdKslqL=H;mIuv2?5?#K{ZVyVM|W_ZxG>F>-|^F7JX=U86&S&9Mw>
zjC@W}xLVq|yUWiStSJIGDWoTIt5DDa{-4lM7dDGsmrF?8zrm+%j{&PvGpOg#7g3a6
z+w~-1O(Q+=$SvyUX0fB1k=Dpw0w2s0>f<#7Ic#_JPiA>ps5zbZ)?r%2*uB|<SXZAm
zkDf)qj+ul)SRv_f*&XfK4GP~11h+ZKy>c|YU5OC!gV;zd40K?v=G&n&iIJ&Zqd7ED
zo&uEuVC&!y*Nz38JXRV4__?Fgx`I5Wuv!0wggvBM&8}!MZx}}+I!3>lkx6mgwOl22
zN)|<5G#m0Wt1l>xDwxS7dfV{$WG=m2)UChsSDTr_mRix}gAyJ7&{Uoewu7324P4{5
zLW62<?@q0T9mgXJwO3cME#be!3tB^*YQ*rLzs1<LN!_}tMTOLgH-z3?>?H(T(Aa5D
zf0Cj(@zDN9YH@nQ+B|~0ZLK%j>_Q}hn`m?3(jfL@eAtO^O!KmkokEwzUbo((cfCw9
zQr<P{YutTkfgcjk$5-#}SnV!VOfz(-1icUv(}gcQOx$;#&4a5k&GfAAJU-w&{HP?p
z6Pe=ti&-u#>T8V9T7HDC{ki?J646~lyxjb@fFtnr`JMp;0s|kQST8w$cSnq?%dG$m
z`Zmg67VGU5K-4s8l|R`QB+_{GOQxFf!r2>194QGSkSk7QMi{iTD9X7G-Idq=LO{q|
z?_jA8w_=&<6Bm|x;&VOBLSEszCA~$O6|Km@r`ROO^U1HQ5@e><g%K8w@#HG}#hNYQ
zsEV&_Ly-<=FKwBzHLNK))6o#lHpSW+wE|m1_uquEo!pK?p=-Z1^nXa|TvB*nQ=sY=
zzwOUCu9PNck%qIKdlA};5$w!}&tpsD#+ZBvPY@NB(jI!Caq`?>(Z_U6E3;~Q11n>v
znQR-Xa}*$?Zx90`kqj@wnVzA~_}Li90sn)nMn)Cce1EOCY>T!x)}boTZyr9l)-T`!
zlUvY(h)-ojiFWuF6+7sAiQ?px%;ms@p)}4*Oj`#;4kjUP&k5yI(?Z3SLFBS2>v6R2
zCyHhYM~IS5qNgd(Pf-8ste$ek{olf@asGK1{rD(*!i+TIy`+yc-Y4`^Afg=R8)N9%
z@1W~tXZ=O!@Pxz$<5qdFUXaM7@ES?g*wD<<K$31zM^q&Iir15{alQ9(uKfKU2?S|r
zjpHj330O92Ir}Wip}euTecld5%Pow+$ya)q#_5BzL0})9+__7&(&E#{8HW@^Eha8}
z=wp>W&G(2II-Gow=_4Y$rJB|2vq9%yMgHZ!#<vJEc>8-Uur>DCR!e6Q|9$s43#GeV
zbN7g<f=(=PEOQV$hN~0YeY_Ib_<^8T%b;-Qe64T{FY)o`;v$Cg-=Fi<x)e)DRrTL}
z^>+EP^$)~IRchs8jQ6;n_ZS+B4=>I`@lE7A<_^`(+>740>)|#rP>ey|SGD6g%PH5g
zv;JxPo1SwdJ}>Qa=Gj@Mrwm-b_!cNWsW!Rdd9%lO3^H;YHBPWd7#POuDI54G?$Yk|
zG0Y;THQ#F)oKn+ApI+e#y7zK@fB##Xc-iB?NQQsz0J($zqSGb11<RcI@5>Fq?tgv*
zCyuT<-UsuX`R~8be@*~FCgkW4Yls~Ey691O0|@C9fl!B@`O?uFD)2^J>nJ>j148|y
z&>aYmn;wNlI61m?;w0`0T{!V<s1X1Eoxp!5%qCieYSF_m#G4pCVjK1(|B*|8Vb!Jw
Qfw=yC4v5%^Q=#tv1BhQ$2mk;8

diff --git a/test.ipynb b/test.ipynb
index e52427d..e417a09 100644
--- a/test.ipynb
+++ b/test.ipynb
@@ -357,6 +357,166 @@
     "\n",
     "lst[-5:]"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>e_id</th>\n",
+       "      <th>n_disrupt_sample</th>\n",
+       "      <th>total_n_disrupt_firm_prod_experiment</th>\n",
+       "      <th>dct_lst_init_disrupt_firm_prod</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>383</td>\n",
+       "      <td>50</td>\n",
+       "      <td>300.0</td>\n",
+       "      <td>b'\\x80\\x05\\x95\\x17\\x00\\x00\\x00\\x00\\x00\\x00\\x00...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>227</td>\n",
+       "      <td>50</td>\n",
+       "      <td>250.0</td>\n",
+       "      <td>b'\\x80\\x05\\x95\\x16\\x00\\x00\\x00\\x00\\x00\\x00\\x00...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>83</td>\n",
+       "      <td>50</td>\n",
+       "      <td>200.0</td>\n",
+       "      <td>b'\\x80\\x05\\x95\\x16\\x00\\x00\\x00\\x00\\x00\\x00\\x00...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>135</td>\n",
+       "      <td>50</td>\n",
+       "      <td>200.0</td>\n",
+       "      <td>b'\\x80\\x05\\x95\\x16\\x00\\x00\\x00\\x00\\x00\\x00\\x00...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>179</td>\n",
+       "      <td>50</td>\n",
+       "      <td>200.0</td>\n",
+       "      <td>b'\\x80\\x05\\x95\\x16\\x00\\x00\\x00\\x00\\x00\\x00\\x00...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>90</th>\n",
+       "      <td>76</td>\n",
+       "      <td>24</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>b'\\x80\\x05\\x95\\x14\\x00\\x00\\x00\\x00\\x00\\x00\\x00...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>91</th>\n",
+       "      <td>89</td>\n",
+       "      <td>24</td>\n",
+       "      <td>54.0</td>\n",
+       "      <td>b'\\x80\\x05\\x95\\x16\\x00\\x00\\x00\\x00\\x00\\x00\\x00...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>92</th>\n",
+       "      <td>90</td>\n",
+       "      <td>24</td>\n",
+       "      <td>54.0</td>\n",
+       "      <td>b'\\x80\\x05\\x95\\x16\\x00\\x00\\x00\\x00\\x00\\x00\\x00...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>93</th>\n",
+       "      <td>335</td>\n",
+       "      <td>24</td>\n",
+       "      <td>54.0</td>\n",
+       "      <td>b'\\x80\\x05\\x95\\x17\\x00\\x00\\x00\\x00\\x00\\x00\\x00...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>94</th>\n",
+       "      <td>449</td>\n",
+       "      <td>24</td>\n",
+       "      <td>53.0</td>\n",
+       "      <td>b'\\x80\\x05\\x95\\x15\\x00\\x00\\x00\\x00\\x00\\x00\\x00...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>95 rows × 4 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    e_id  n_disrupt_sample  total_n_disrupt_firm_prod_experiment  \\\n",
+       "0    383                50                                 300.0   \n",
+       "1    227                50                                 250.0   \n",
+       "2     83                50                                 200.0   \n",
+       "3    135                50                                 200.0   \n",
+       "4    179                50                                 200.0   \n",
+       "..   ...               ...                                   ...   \n",
+       "90    76                24                                  56.0   \n",
+       "91    89                24                                  54.0   \n",
+       "92    90                24                                  54.0   \n",
+       "93   335                24                                  54.0   \n",
+       "94   449                24                                  53.0   \n",
+       "\n",
+       "                       dct_lst_init_disrupt_firm_prod  \n",
+       "0   b'\\x80\\x05\\x95\\x17\\x00\\x00\\x00\\x00\\x00\\x00\\x00...  \n",
+       "1   b'\\x80\\x05\\x95\\x16\\x00\\x00\\x00\\x00\\x00\\x00\\x00...  \n",
+       "2   b'\\x80\\x05\\x95\\x16\\x00\\x00\\x00\\x00\\x00\\x00\\x00...  \n",
+       "3   b'\\x80\\x05\\x95\\x16\\x00\\x00\\x00\\x00\\x00\\x00\\x00...  \n",
+       "4   b'\\x80\\x05\\x95\\x16\\x00\\x00\\x00\\x00\\x00\\x00\\x00...  \n",
+       "..                                                ...  \n",
+       "90  b'\\x80\\x05\\x95\\x14\\x00\\x00\\x00\\x00\\x00\\x00\\x00...  \n",
+       "91  b'\\x80\\x05\\x95\\x16\\x00\\x00\\x00\\x00\\x00\\x00\\x00...  \n",
+       "92  b'\\x80\\x05\\x95\\x16\\x00\\x00\\x00\\x00\\x00\\x00\\x00...  \n",
+       "93  b'\\x80\\x05\\x95\\x17\\x00\\x00\\x00\\x00\\x00\\x00\\x00...  \n",
+       "94  b'\\x80\\x05\\x95\\x15\\x00\\x00\\x00\\x00\\x00\\x00\\x00...  \n",
+       "\n",
+       "[95 rows x 4 columns]"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "with open('SQL_export_high_risk_setting.sql', 'r') as f:\n",
+    "    contents = f.read()\n",
+    "\n",
+    "import pandas as pd\n",
+    "from orm import engine\n",
+    "result = pd.read_sql(sql=contents, con=engine)\n",
+    "result"
+   ]
   }
  ],
  "metadata": {