From e299d9cf677b8b673bcd26c9126cb4fde5084f86 Mon Sep 17 00:00:00 2001 From: amagarwal-18 Date: Wed, 28 Nov 2018 05:12:27 +0000 Subject: [PATCH 1/6] Done --- __pycache__/__init__.cpython-36.pyc | Bin 164 -> 155 bytes .../__pycache__/__init__.cpython-36.pyc | Bin 178 -> 169 bytes .../__pycache__/build.cpython-36.pyc | Bin 650 -> 644 bytes q01_load_data/build.py | 12 +++++++++++- .../tests/__pycache__/__init__.cpython-36.pyc | Bin 184 -> 175 bytes .../test_q01_load_data.cpython-36.pyc | Bin 3979 -> 3970 bytes 6 files changed, 11 insertions(+), 1 deletion(-) diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc index ebbd53a2d5f8e74c1825d49e211ea6c89bbb6b24..cd6fb55f7512a14ec79028a86e822411c9aafa90 100644 GIT binary patch delta 54 zcmZ3&IGd5fn3tDpp7Ouwi5%ui9{L&ixvBbzxrynCMdgV(x`r0|;rT_`#RZAUsrt$J JDX9~)tN_oQ5*z>k delta 63 zcmbQuxP+0zn3tD})qh^pL=JQ9K>dvT+*JLM~`m;B_?+|<01V*T`@)XKz?{9OIS SoE(LMqWrAXn3tDpp7Ouwi5%uiVfq>QxvBbzxrynCMdgV(x`r0|;rT_`#RZAUsrt$J JDX9~)JOI~y5>x;H delta 63 zcmZ3Rq0+*JLM~`m;B_?+|<01V*T`@)XKz?{9OIS SoE(LMqWrAXuOsuiLD diff --git a/q01_load_data/__pycache__/build.cpython-36.pyc b/q01_load_data/__pycache__/build.cpython-36.pyc index 108e4a3757fe954026411d74f9a8c0f07f6551f0..b467499a3a42baaf03ab661e69098f03c584e169 100644 GIT binary patch delta 434 zcmYk2J4+-%5P-Y-G21(*V4|+saSAesElc;tl0trGv za)_1|v}8F0f)WKLkC1chAeEl|$uo~Epk^F8|Iuq`s5TD0pvU?qk@el07!E%b3az_v>yEbvrv_zw=B BW}W~5 delta 419 zcmYjNJxjwt7{2#Dk~G#uwA8Ig5voH9f{PzG2s%l@MM6PhF8v~D!X*`i%VfI<4keR| zf5v}tt5X+$fP;GH)EDl#_j%s;;T~?zUfA`~=B7(~@BRlM^oiDr=>9^Vd|v}c9Ae~y zzHy8b;uAoe_>?=`;`SVTw(Pa4FK92b_V7*{3N!(Uo}na?Ot7}0g+a2w1H6k$x~9^9 zg%w0n$s|b3@hk1q(kkuJDQl8QOWM+rwE??D9d@(QNl^!@CaCExWo5yX2f3(K2YBze eZYE|+m^as8M^ojTCMloA(YeW+o16~R31xqaR$oE@ diff --git a/q01_load_data/build.py b/q01_load_data/build.py index e4cd8e3..a02884e 100644 --- a/q01_load_data/build.py +++ b/q01_load_data/build.py @@ -1,10 +1,20 @@ +# %load q01_load_data/build.py # Default imports import pandas as pd from sklearn.model_selection import train_test_split +# Write your solution here +def load_data(path, ts=0.33, rs=9): + data = pd.read_csv(path) + X = data.drop(['SalePrice'], axis=1) + y = data['SalePrice'] + X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=ts, random_state=rs) + return data, X_train, X_test, y_train, y_test + + path = 'data/house_prices_multivariate.csv' +load_data(path) -# Write your solution here diff --git a/q01_load_data/tests/__pycache__/__init__.cpython-36.pyc b/q01_load_data/tests/__pycache__/__init__.cpython-36.pyc index 133357e0803cc77a9fa179800aad36162ab7db97..508dadd5c55fb81eda92ed8c31a95cf7fd25a3ea 100644 GIT binary patch delta 54 zcmdnNxSo;2n3tDpq4K}zi5%uiG5Q(#xvBbzxrynCMdgV(x`r0|;rT_`#RZAUsrt$J JDX9~)`~cfz5^n$i delta 63 zcmZ3_xPy_yn3tD})qh^pL=JQ9RQ-(n+*JLM~`m;B_?+|<01V*T`@)XKz?{9OIS SoE(LMqWrAX-V99=^T{qX#v?BasN?(%jU%l4AYzqSVU7lKfo# V#GD+3f};Ga)Z~)l&EFZjc>(-U7*qfN From cbb2ea6b8f48a4872f89a463afd0dc867e2cb508 Mon Sep 17 00:00:00 2001 From: amagarwal-18 Date: Wed, 28 Nov 2018 05:14:11 +0000 Subject: [PATCH 2/6] Done --- .../__pycache__/__init__.cpython-36.pyc | Bin 190 -> 181 bytes .../__pycache__/build.cpython-36.pyc | Bin 636 -> 709 bytes q02_Max_important_feature/build.py | 14 +++++++++++++- .../tests/__pycache__/__init__.cpython-36.pyc | Bin 196 -> 187 bytes ...st_q02max_important_feature.cpython-36.pyc | Bin 1735 -> 1726 bytes 5 files changed, 13 insertions(+), 1 deletion(-) diff --git a/q02_Max_important_feature/__pycache__/__init__.cpython-36.pyc b/q02_Max_important_feature/__pycache__/__init__.cpython-36.pyc index 93c9119e93bd10425c9a680002a7f8007ca6fad4..5b8d538a7a9d00e888b6f6cc22bce90a49125861 100644 GIT binary patch delta 54 zcmdnTxRsH^n3tDpp7Ouwi5%uiN%|T2xvBbzxrynCMdgV(x`r0|;rT_`#RZAUsrt$J JDX9~)LIB=95`+K% delta 63 zcmdnWxQ~&;n3tD})qh^pL=JQ9Z2gS<+*JLM~`m;B_?+|<01V*T`@)XKz?{9OIS SoE(LMqWrAX2%YO4%`O0YiLZ3 zTN*wb_Q23fXp!z0S}$Ef%PnZ6v@R-%WO^vltZ+vO7t_MyB9I~zg~uink?@wc*v8%K zTB#P2Wh0dgILlanW0{GR9LSM%A$EEN9oQe=gYZs`Maaf%$n+DF2kn!vr}TX~VUY+U z#l<4Qe!Xh7fDOk-iarLYYm0Y$Zr3dP@3RE!mMbc!W5pk(I4dJc%dD!TPW;tBwFHS9)?8GQ) z&J5JClA(wfsQ*`nenx(7s(xZpMy9??esXDUYFhj8R-5w=*#EFc$GomSn2d=Lhn@1|boAK(SjKHo5sJr8%i~Oh8^SNEZ*Y5DNf4 C&`J^j diff --git a/q02_Max_important_feature/build.py b/q02_Max_important_feature/build.py index 51fbde6..6659816 100644 --- a/q02_Max_important_feature/build.py +++ b/q02_Max_important_feature/build.py @@ -1,3 +1,4 @@ +# %load q02_Max_important_feature/build.py # Default imports from greyatomlib.advanced_linear_regression.q01_load_data.build import load_data @@ -5,4 +6,15 @@ data_set, X_train, X_test, y_train, y_test = load_data('data/house_prices_multivariate.csv') -# Write your code here +def Max_important_feature(data_set, target_variable='SalePrice', n=4): + correlation_data = data_set.corr().nlargest(n+1, target_variable)[target_variable].index + #Deleting the target variable itself since it has highest correlation + correlation_data = correlation_data.delete(0) + correlation_col_list = [] + for col in correlation_data: + correlation_col_list.append(col) + return correlation_col_list + +Max_important_feature(data_set) + + diff --git a/q02_Max_important_feature/tests/__pycache__/__init__.cpython-36.pyc b/q02_Max_important_feature/tests/__pycache__/__init__.cpython-36.pyc index cec58d46190aacd7d84dfc496a3158043f55733c..0c1664966e933e66f2ddc1f1e41aff7606b86579 100644 GIT binary patch delta 54 zcmX@YxSNr~n3tDpp7Ouwi5%ui8TuLdxvBbzxrynCMdgV(x`r0|;rT_`#RZAUsrt$J JDX9~)q5$EY5}W`4 delta 63 zcmdnZc!ZI|n3tD})qh^pL=JQ9Lj8>V+*JLM~`m;B_?+|<01V*T`@)XKz?{9OIS SoE(LMqWrAX Date: Wed, 28 Nov 2018 05:15:12 +0000 Subject: [PATCH 3/6] Done --- .../__pycache__/__init__.cpython-36.pyc | Bin 179 -> 170 bytes .../__pycache__/build.cpython-36.pyc | Bin 892 -> 876 bytes q03_polynomial/build.py | 12 ++++++++++++ .../tests/__pycache__/__init__.cpython-36.pyc | Bin 185 -> 176 bytes .../test_q03_polynomial.cpython-36.pyc | Bin 1393 -> 1384 bytes 5 files changed, 12 insertions(+) diff --git a/q03_polynomial/__pycache__/__init__.cpython-36.pyc b/q03_polynomial/__pycache__/__init__.cpython-36.pyc index aa42922819662c41fcd07685edf2a72bf7ac881e..a485d9898118b4e7b1b75f579133d7f9857f46c5 100644 GIT binary patch delta 54 zcmdnYxQda(n3tDpp7Ouwi5%ui;rbc*xvBbzxrynCMdgV(x`r0|;rT_`#RZAUsrt$J JDX9~)JOS7Z5?BBL delta 63 zcmZ3*xS5f|n3tD})qh^pL=JQ91pSQs+*JLM~`m;B_?+|<01V*T`@)XKz?{9OIS SoE(LMqWrAXAJKEwTODHmmXvhFCIh$MLemXSXmDxZercK-7T{b6)GZ&7r}${ z3q1Nuxq1@%1tQ|4UYa3~nR#y}FF$}^OBV8!5KQeiuQ+0dXhY& zZi(obl2I~rj!BCj0LN|7%&|z-5hStNYca#6>Vi^HHOb=iMyk%^MIwqXipo}Cd?~c( z6iP>KoC6p?O9gaQp^cYhQr&?y3yuYA**KSpHkGrE29ac@a{r&ST;mP$TLqC1B9nO^ z=W$qfms`P_E9anrePr|FbuR_rmT>-ZuU0vG<+c{hp0}-n*Mr}BHXUn5~ zwlY796NQgJ=mKrfMFx%06MJt%fGx0W#L*2JhPg?Bj%?Aew0&+0=CL&XCYrfP)t3EJ NQAMcINjP;c;D2%)bOQhY delta 475 zcmYjOyGjHx6iqUZUDsI^LBUScW~(XeM0}uVBR;UvfDCaH*O8f><>rpMFpGtqU?KK` zrN1<-rG9}}cxP9^gdEN}H@Oe;>3{o+%gttE>GVZ@2*%#ozvU6%pkoi877w0oAMSh- zmAO@!D+I_i*Frnm?YMJnAdn9n6zCL8d)j{#=ob8*-;04;xK~~w3WvB?c*m?&+n3`9 z*9KIQ9OWvJW4o{yUvGj@vazc`b>2u1$0vE8FtR+DU|<;%-^% zj|jNb7dRDEt(MM3jC9ZIWj6+70II9AG_t7B$nnE0=|?BS1izv`63t!}xiAWIFt+s4 zOq*o+jX{%gew~GvS!zOcei?_`SvyZn7j4)9(^r_KA&oTOgY3$*(LOJT^_hSk*#-gQ zQ{3gVJm4_-jN(l$nYY^%bmOhPREW+4O&`6b-Brz=f4<^Vf>#NjPo|rZIxlw_D JQqy*(-5>0-ezX7p diff --git a/q03_polynomial/build.py b/q03_polynomial/build.py index 26d8971..35245cc 100644 --- a/q03_polynomial/build.py +++ b/q03_polynomial/build.py @@ -1,3 +1,4 @@ +# %load q03_polynomial/build.py # Default imports from greyatomlib.advanced_linear_regression.q01_load_data.build import load_data from sklearn.preprocessing import PolynomialFeatures @@ -9,3 +10,14 @@ # Write your solution here + +def polynomial(power = 5, randomst=9): + cols = data_set.corr().nlargest(5, 'SalePrice')['SalePrice'].index + poly_model = make_pipeline(PolynomialFeatures(degree=power, include_bias=False), LinearRegression()) + poly_model.fit(X_train[cols[1:]], y_train) + + return poly_model +polynomial() + + + diff --git a/q03_polynomial/tests/__pycache__/__init__.cpython-36.pyc b/q03_polynomial/tests/__pycache__/__init__.cpython-36.pyc index 6e2087691199f0bc7e5f879b594cb46948bbd2d5..faf2cdd28d9fbedc5f740aa8eb693c480309f3e5 100644 GIT binary patch delta 54 zcmdnVxPg(wn3tDpp7Ouwi5%uivHBVLxvBbzxrynCMdgV(x`r0|;rT_`#RZAUsrt$J JDX9~)`~ll-5^w+j delta 63 zcmdnMxRa5?n3tD})qh^pL=JQ9H2sYH+*JLM~`m;B_?+|<01V*T`@)XKz?{9OIS SoE(LMqWrAXY%7?m>gGxBp&^%HXw(-Vuz6LWM8E%d|li?WLg5|dN) Zlk-zjHy>k^Vq(3hbo-~?=BLa(i~vG_85sZo delta 78 zcmaFC^^uFyn3tC;Gh$wp-bT(zjM|0z8Tq-X`iV&ynffmI$)&lec_qdA=|!oPi6!~D i`iVI?3I#>^S*gh-#hdpsN-?p{nmKc(<>ougJ&XV=Bph-8 From 58d27ac4383a0fbaa428f3854a0b54d0de491024 Mon Sep 17 00:00:00 2001 From: amagarwal-18 Date: Wed, 28 Nov 2018 05:16:52 +0000 Subject: [PATCH 4/6] Done --- q04_ridge/__pycache__/__init__.cpython-36.pyc | Bin 174 -> 165 bytes q04_ridge/__pycache__/build.cpython-36.pyc | Bin 975 -> 922 bytes q04_ridge/build.py | 19 +++++++++++++++++- .../tests/__pycache__/__init__.cpython-36.pyc | Bin 180 -> 171 bytes .../__pycache__/test_q04_ridge.cpython-36.pyc | Bin 2080 -> 2097 bytes 5 files changed, 18 insertions(+), 1 deletion(-) diff --git a/q04_ridge/__pycache__/__init__.cpython-36.pyc b/q04_ridge/__pycache__/__init__.cpython-36.pyc index 43421366bedf944488ce2a27f63ac34969d0db1a..a7c39ffb36d59f750f0ed173f48b321b5e548cd2 100644 GIT binary patch delta 54 zcmZ3-xRjB@n3tDpp7Ouwi5%uiLHZf_xvBbzxrynCMdgV(x`r0|;rT_`#RZAUsrt$J JDX9~)TmaQQ5<~z1 delta 63 zcmZ3=xQ>y-n3tD})qh^pL=JQ9X#I@*+*JLM~`m;B_?+|<01V*T`@)XKz?{9OIS SoE(LMqWrAX^W*u>00VOtfV)w9;O157;m4Z=9{Co=op?5|UP0zW`YY(f2UaV*dqxYt zpap*Gy+l1)p5k6S1O>1kJH4>{iXVLrUZ++Wt6?!z1+!by3pf#D9_u4HRB1MqYRuUz z&9#!L)#7Nv+J+b-|qm!RdIh1;;_@mM`~A7Q!x42N(SW?q*tpW%qz E07*H1NdN!< delta 549 zcmYjM&x_PB810uf{Wa}4GoXS9iYqR?Y*8~h^P+-l5XL&m&Q6*B@JmJ*=pr~? z6^4Qb1y5f5XY_2Zp8N|0PbOtqHXnI;d3oO>-)HZqw{tg+!*|cWvX8c9{kG06s`&%G z<;(5P{w~eKe8A}jz!Cv>H}Hb8h{bHkF0c^~xzB_5z{cB8`}9wsyS6`WZvS3`H|=HE zeX3~gHiSEK;PeAIA7wI-2Wmdj2i#| diff --git a/q04_ridge/build.py b/q04_ridge/build.py index 9ee00b1..1a1fd63 100644 --- a/q04_ridge/build.py +++ b/q04_ridge/build.py @@ -1,15 +1,32 @@ +# %load q04_ridge/build.py # Default imports from sklearn.linear_model import Ridge import pandas as pd import numpy as np from sklearn.metrics import mean_squared_error from greyatomlib.advanced_linear_regression.q01_load_data.build import load_data -np.random.seed(9) # We have already loaded the data for you data_set, X_train, X_test, y_train, y_test = load_data('data/house_prices_multivariate.csv') +np.random.seed(9) + # Write your solution here +np.random.seed(9) +def ridge(al=0.01): + + ridge_model = Ridge(alpha=al, normalize=True, random_state=9) + ridge_model.fit(X_train, y_train) + + y_pred_train = ridge_model.predict(X_train) + y_pred_test = ridge_model.predict(X_test) + + rmse_train = mean_squared_error(y_train, y_pred_train)**0.5 + rmse_test = mean_squared_error(y_test, y_pred_test)**0.5 + + return rmse_train, rmse_test, ridge_model +ridge(0.01) + diff --git a/q04_ridge/tests/__pycache__/__init__.cpython-36.pyc b/q04_ridge/tests/__pycache__/__init__.cpython-36.pyc index 6d021b50abb2bfef8829992a349762bb460df3dd..1cdce2dfad01cf294058633c0d162f60952d3eac 100644 GIT binary patch delta 54 zcmdnOxSEl}n3tDpp7Ouwi5%ui5&9YVxvBbzxrynCMdgV(x`r0|;rT_`#RZAUsrt$J JDX9~)ya3pp5?lZP delta 63 zcmZ3@xP_6!n3tD})qh^pL=JQ9ME#8X+*JLM~`m;B_?+|<01V*T`@)XKz?{9OIS SoE(LMqWrAX}W|U`PU|?VaVrL*O)&LSE3@MDwj4{l$jI~U)%#(AOCo{4DkudWu#`wvq ztO}D&SOgjQCWixAX)OE%^-p4H7Gf#l1{z!>1|q~kgv8{J?81{xSrx$s>8pYq!3xA+ zM<@XqsE(*%$YQKvoZQ7GJ^2W$5iaAz*pylL7^@T~$FWLI4r3DpI}MMilUvvfm8F4} nX)+ao98e?!V&ib@Glb#NlQq~a1SCN^q(Fo$h>)9Hz`g+htIJL| delta 382 zcmdleut0#*n3tF9r~kaD*o~YU8MV{(GxBp&^%IjaGWA{ZlS^|`^Gb^K(~D9o6HD@Q z^%HY)6bg#+vr>~wiZ|b3%x08jW?*1o17c?&E>;5)B@8Ky&5SWjwT!h)lhc?di!c{) z1BGv~7UdSF8bTh$eX%HLTMCHls?7}cpr6*gmTL?&i6ib2#84w{mxsiPX02$~@jsO4v From 20e33609ce988b0dd87c5381da573c482480481f Mon Sep 17 00:00:00 2001 From: amagarwal-18 Date: Wed, 28 Nov 2018 05:17:31 +0000 Subject: [PATCH 5/6] Done --- q05_lasso/__pycache__/__init__.cpython-36.pyc | Bin 174 -> 165 bytes q05_lasso/__pycache__/build.cpython-36.pyc | Bin 975 -> 906 bytes q05_lasso/build.py | 18 +++++++++++++++++- .../tests/__pycache__/__init__.cpython-36.pyc | Bin 180 -> 171 bytes .../__pycache__/test_q05_lasso.cpython-36.pyc | Bin 2080 -> 2071 bytes 5 files changed, 17 insertions(+), 1 deletion(-) diff --git a/q05_lasso/__pycache__/__init__.cpython-36.pyc b/q05_lasso/__pycache__/__init__.cpython-36.pyc index 1005306dfd1495f17293e8f96d1fe442f494d410..8325bef358c418ef8df063e9503df92449c2385d 100644 GIT binary patch delta 54 zcmZ3-xRjB@n3tDpp7Ouwi5%uiLHZf_xvBbzxrynCMdgV(x`r0|;rT_`#RZAUsrt$J JDX9~)TmaQQ5<~z1 delta 63 zcmZ3=xQ>y-n3tD})qh^pL=JQ9X#I@*+*JLM~`m;B_?+|<01V*T`@)XKz?{9OIS SoE(LMqWrAXP;(&Ms4pqlXkvi6l=Nr%WjqUG^&yBU0tyZvDzun(+5c-84 z7=`>5xEamY`cYHT89tyq;2~$c#oLOGJL9hOW*8$GNMAOuF<((DvSBOptN#4!`qMv6 z5cqxm_{*E0XV<$!49J=XZslKtn|GCiH?~SVb_*DB;S^rslw?Mv`v_gQfEuN9k7((Z z^pLzqJz8DjUU&q2u*GiAufE}DpS%xop-iFSDX8|QOVIN;5eW|yVN4dMnN$g9(>T{k z#)THg6CVCYK;?l>jk-T*{>!0!gLE4-|GtezS*jwDiX)*=o9J%!gG8O0dA^CVF__9KjKW7vnqFmqN3a|3n%7czb-lMPJ#g;QBg#dg{bY)0RcnB#0C<@s&u$#x4kG%Qrm}gQYwaH zs#K&?Bt|9{{tZ?JcCSo`|9}ZQR8{@S&!3;)d-8V?{0ugC(=`72_6z>xI?gZW#zLll zZnk{4-rUx(_~J2I~I_lN60_rd#a z0JdH$RQN5V-U*=S5}rd96rqZg+rkxGfpfP7g{NZEdA-uRR(e;;LF@HO)VeJ?hOeB= z?~Xur52r7Ql=ZX`jLv5&13H-1<$_l-OS;eC(FfR29PJZDUI@aOhE=0Ic_x%F(>mHe zm?|cf_Lu#c`6941Ds3oEuTrN={(=B zXA6FpRZ8Y3f-Q-vc}~i5qY-t%W=eL?;Nu5kVr)aRrEMHA1PO@22#nx=6qD`}=3|kX zM~$ilZB?d+zMivqaV+%IF|Ktt0V>lf?;Wb^9 S>?t%iX~Po`no4ZB6Yn4G0*m4R diff --git a/q05_lasso/build.py b/q05_lasso/build.py index fb30d50..1031977 100644 --- a/q05_lasso/build.py +++ b/q05_lasso/build.py @@ -1,14 +1,30 @@ +# %load q05_lasso/build.py # Default imports from sklearn.linear_model import Lasso import pandas as pd import numpy as np from sklearn.metrics import mean_squared_error from greyatomlib.advanced_linear_regression.q01_load_data.build import load_data -np.random.seed(9) # We have already loaded the data for you data_set, X_train, X_test, y_train, y_test = load_data('data/house_prices_multivariate.csv') +np.random.seed(9) + # Write your solution here +def lasso(al=0.01): + + lasso_model = Lasso(alpha=al, normalize=True, random_state=9) + lasso_model.fit(X_train, y_train) + + y_pred_train = lasso_model.predict(X_train) + y_pred_test = lasso_model.predict(X_test) + + rmse_train = mean_squared_error(y_train, y_pred_train)**0.5 + rmse_test = mean_squared_error(y_test, y_pred_test)**0.5 + + return rmse_train, rmse_test +lasso(0.01) + diff --git a/q05_lasso/tests/__pycache__/__init__.cpython-36.pyc b/q05_lasso/tests/__pycache__/__init__.cpython-36.pyc index 88694349bfe01743507f538dd58873ee81a6ec3c..5245b71a625878c9fb753eeed9dcb31c2403b869 100644 GIT binary patch delta 54 zcmdnOxSEl}n3tDpp7Ouwi5%ui5&9YVxvBbzxrynCMdgV(x`r0|;rT_`#RZAUsrt$J JDX9~)ya3pp5?lZP delta 63 zcmZ3@xP_6!n3tD})qh^pL=JQ9ME#8X+*JLM~`m;B_?+|<01V*T`@)XKz?{9OIS SoE(LMqWrAX@^e%56LS;O6N}0db94 Date: Wed, 28 Nov 2018 05:22:56 +0000 Subject: [PATCH 6/6] Done --- .../__pycache__/__init__.cpython-36.pyc | Bin 185 -> 176 bytes .../__pycache__/build.cpython-36.pyc | Bin 702 -> 813 bytes q06_cross_validation/build.py | 12 ++++++++++-- .../tests/__pycache__/__init__.cpython-36.pyc | Bin 191 -> 182 bytes .../test_q06_cross_validation.cpython-36.pyc | Bin 2091 -> 2082 bytes 5 files changed, 10 insertions(+), 2 deletions(-) diff --git a/q06_cross_validation/__pycache__/__init__.cpython-36.pyc b/q06_cross_validation/__pycache__/__init__.cpython-36.pyc index fa7d8bff4b4367609876242346df0325d2410dff..0b479287d0ee47ef15c7bd1c4f6f812b6c259f48 100644 GIT binary patch delta 54 zcmdnVxPg(wn3tDpp7Ouwi5%uivHBVLxvBbzxrynCMdgV(x`r0|;rT_`#RZAUsrt$J JDX9~)`~ll-5^w+j delta 63 zcmdnMxRa5?n3tD})qh^pL=JQ9H2sYH+*JLM~`m;B_?+|<01V*T`@)XKz?{9OIS SoE(LMqWrAXGg)dASl8zl2IAUm@^b0*8IJYEt$x+Ol1fC+1_j)!ZoMY2qK6#TxQUMkkKTHk=3q7`QB`?h#mgG7u+f{*QmbiYqfh@6 z8JclTO6N>>sQ!-}oYo}{RH-IPe^kYTqbGycwVs=W8slJ0pKLe$MR(8bBOqY>HrM-f z=ZD*0eEy|t<^|cW9u~VXMx~S0u2Q=_+8ESQjSMbz+tHBxpjqm4N5~Tq8){WSUE07P of=*noQ`i~20nUSspOV6d0-yQBOm>SfEh(> z;J@Ji;An7j@?Q`KU&NsgzAxXv`#wJJg}#!`L6S5-uAbNrM(7i*6#;(?(&x)gXHWV$ z%|j6^Fh-IHvcT7bMXbS^Y=gyuitrw>M0l5|8!aDq$yWoS%lDmL=7Vt+fI`p-NN+(i zXod_np1{Hr{sWo&Ge7qiXmy5rqd<8uV#EHxC_b)iIQ=(4DS6cmEGcUt3yb>}PZ`x& zt)zZNDu&c|mX7LDru=3!PEYG>Qp(Ecbg1N%o4QPSQEcC-I+vNzt2cbHnK&fJhj1IK z7QEfoYTvsZQpGD#mp0H+3L6P-_&`geD2!MNY*HKLjM~`m;B_?+|<01V*T`@)XKz?{9OIS SoE(LMqWrAX