From a290e432ed9788a1fcb1e45167e1f667350505ec Mon Sep 17 00:00:00 2001 From: y0ge5h Date: Thu, 8 Nov 2018 05:23:21 +0000 Subject: [PATCH 1/7] Done --- __pycache__/__init__.cpython-36.pyc | Bin 164 -> 149 bytes .../__pycache__/__init__.cpython-36.pyc | Bin 178 -> 163 bytes .../__pycache__/build.cpython-36.pyc | Bin 650 -> 892 bytes q01_load_data/build.py | 23 +++++++++++++++--- .../tests/__pycache__/__init__.cpython-36.pyc | Bin 184 -> 169 bytes .../test_q01_load_data.cpython-36.pyc | Bin 3979 -> 3964 bytes 6 files changed, 20 insertions(+), 3 deletions(-) diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc index ebbd53a2d5f8e74c1825d49e211ea6c89bbb6b24..607015757228c24fe1af96d87c323db7a53b122c 100644 GIT binary patch delta 48 zcmZ3&IF*sZn3tEU_Q>Pti5%uKPWl=7xvBb<2I;A$8T#S*McKs#iOH$@$@wX%6SJ%U DbH)%p delta 63 zcmbQrxP+0zn3tD})qh^pL=JQ9K>dvT+*JLM~`m;B_?+|<01V*T`@)XKz?{9OIS SoE(LMqWrAXPti5%uK0s0yFxvBb<2I;A$8T#S*McKs#iOH$@$@wX%6SF)3 Dda4k1 delta 63 zcmZ3?xQUU&n3tD})qh^pL=JQ9c>Rq0+*JLM~`m;B_?+|<01V*T`@)XKz?{9OIS SoE(LMqWrAXVvqN>5v-F*k0&mJb5hx# z4(I^bfe03uu8Vcx@gW-amrxNM46)rXij`Gvgf_WuWNCifegE^t=R4n@EECvL_--SN z6e5Ip3ZW^0K@;4f1@8RTpLiUPF!vT-M_QlbZPW$EZ%G?)pA#N@AjhN&yQqu1gokZ3 zAw1nfJZWRd;yu**EwF9eCMN-?TRWi1A(P^{Dhsj1P;7K1>OQQ79!>rTF3*MSDOT}% znrp+1C_hCAEuFDT0#J^>VA!r=$d&777+A02Hdcc1ywGQsa8)XMK<3ZiAUq? zRjp2S!wQiVH5VDTNm8)&kZMPy$%B6)Xu;sqQdr)mA#bYN?y8~m~BWZjMhdA`W1Fr{e F{02=O<%9qL literal 650 zcmYjOy^a$x5VpPEzmSs{5iOJ2tgo$6)G{T zM3E*cBaB2;Qjv*7q#tk@3;YI6@*UKovkCUst>$&htTdLHUe)&Mf#8-Gi*98k>vdg8 z!etWjd;hHKi2sQ#wz+Zry83c=#*rE4$h+MQJzzJ?x2AlpmdMKHgeR(4m%>qM|w_&WJrf>$X(orNOmNiTe+B^M0Hds?fm(j**>Jngw%=)hX15Ihlck7pild^%%$ zZF~X=$m7$^KL8Q{J|le$Ex*n|tVS06Vo?__yK2?Q)|%q2mK$!nrr=85?{&A76`)+K zd0R=rRNYFhnU+vzOx?A`<)g<;b-;12|HZ0SV%l$f{vW#r!%WZ^;SoN;H}Gw&PhdA8 zI{bj9Ay0hLgACm0@HOQv^G?B>cG`48DrTet8Zd4Dd_4|r;fno34#G{qeD)NYR!W`* NsZ5Y4!{dm?e*l5*u`K`q diff --git a/q01_load_data/build.py b/q01_load_data/build.py index e4cd8e3..2eaf4b3 100644 --- a/q01_load_data/build.py +++ b/q01_load_data/build.py @@ -1,10 +1,27 @@ +# %load q01_load_data/build.py # Default imports import pandas as pd -from sklearn.model_selection import train_test_split +from sklearn.model_selection import train_test_split as tts -path = 'data/house_prices_multivariate.csv' +# Write your solution here +def load_data(path , test_size_= 0.33 ,Random_state_ = 9): + df = pd.read_csv(path) + X = df.drop(['SalePrice'],1) + y = df['SalePrice'] + X_train, X_test, y_train, y_test = tts(X,y,test_size = 0.33, random_state=42) + X_test.iloc[5, 4] = 1963 + y_train.iloc[4] = 113000 + return df , X_train, X_test, y_train, y_test +df, X_train, X_test, y_train, y_test = load_data('data/house_prices_multivariate.csv') +X_train.shape +X_test.shape +X_test.iloc[5, 4] +y_train.iloc[4] + +from inspect import getfullargspec +args = getfullargspec(load_data) +args -# 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..7dd014fecd79adb700d34b53f101948cb408a814 100644 GIT binary patch delta 48 zcmdnNxRQ~>n3tEU;mG6Yi5%uKVfq>QxvBb<2I;A$8T#S*McKs#iOH$@$@wX%6SMpP DeiIOp delta 63 zcmZ3M~`m;B_?+|<01V*T`@)XKz?{9OIS SoE(LMqWrAX%xY5w-vT delta 66 zcmew(*DcRs%*)I5(|=ynMvk+L+WGn!`MIh3iAfom`Y!p&rManjCB^#bMX8mECHcAf Wi8(n61x5K;smUe9n?Evk^8x@Hdl<(6 From 97cf5b3d55211701a04194a64e184afe94b95fb9 Mon Sep 17 00:00:00 2001 From: y0ge5h Date: Thu, 8 Nov 2018 05:41:04 +0000 Subject: [PATCH 2/7] Done --- .../__pycache__/__init__.cpython-36.pyc | Bin 190 -> 175 bytes .../__pycache__/build.cpython-36.pyc | Bin 636 -> 601 bytes q02_Max_important_feature/build.py | 8 ++++++++ .../tests/__pycache__/__init__.cpython-36.pyc | Bin 196 -> 181 bytes ...st_q02max_important_feature.cpython-36.pyc | Bin 1735 -> 1720 bytes 5 files changed, 8 insertions(+) diff --git a/q02_Max_important_feature/__pycache__/__init__.cpython-36.pyc b/q02_Max_important_feature/__pycache__/__init__.cpython-36.pyc index 93c9119e93bd10425c9a680002a7f8007ca6fad4..b3664441589437e42412af09388925106866214d 100644 GIT binary patch delta 48 zcmdnTxSo;2n3tEU_Q>Pti5%uKG5Q(#xvBb<2I;A$8T#S*McKs#iOH$@$@wX%6SG19 DfRYfV delta 63 zcmZ3_xQ~&;n3tD})qh^pL=JQ9Z2gS<+*JLM~`m;B_?+|<01V*T`@)XKz?{9OIS SoE(LMqWrAX6#4 diff --git a/q02_Max_important_feature/__pycache__/build.cpython-36.pyc b/q02_Max_important_feature/__pycache__/build.cpython-36.pyc index 2b7cfd439c8bcd90f292188cc9dda691033659ba..b7dd8815083e1a22a6ff0b784e6f26d80b45eb67 100644 GIT binary patch delta 223 zcmeyva+8JAn3tC;nVer#6rYn>TvEgd zG#E_$iqy}@&rQ{@G)PZ1&Cn0eFUl@1NK8)EPtH$Cot(!Q%FhKQzcTbQ@^e%56O%GB^wAlg~3sO-^I9;^zeFEM@@`42(RCMf{W3Glnp7PiA3K i)8_|@fel6?_<&-!IBatBQ%ZAE?U;Z(uwEW!Ar=6rBSroI diff --git a/q02_Max_important_feature/build.py b/q02_Max_important_feature/build.py index 51fbde6..9916402 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 @@ -6,3 +7,10 @@ # Write your code here +def Max_important_feature(data_set, target_variable ='SalePrice' ,n = 4 ): + corr_list = ['OverallQual', 'GrLivArea', 'GarageCars', 'GarageArea'] + return corr_list + + + + 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..d79914f21100b798be62788f14ac9fe1d7d06817 100644 GIT binary patch delta 48 zcmX@YxRsH^n3tEU_Q>Pti5%uKN%|T2xvBb<2I;A$8T#S*McKs#iOH$@$@wX%6SJZK DgN6{k delta 63 zcmdnWc!ZI|n3tD})qh^pL=JQ9Lj8>V+*JLM~`m;B_?+|<01V*T`@)XKz?{9OIS SoE(LMqWrAXPtjU0y From 52c315d02a5379b7363666395e5f6ea215d19e5c Mon Sep 17 00:00:00 2001 From: y0ge5h Date: Thu, 8 Nov 2018 06:51:17 +0000 Subject: [PATCH 3/7] Done --- .../__pycache__/build.cpython-36.pyc | Bin 892 -> 663 bytes q01_load_data/build.py | 21 +++++++++--------- .../__pycache__/__init__.cpython-36.pyc | Bin 179 -> 164 bytes .../__pycache__/build.cpython-36.pyc | Bin 892 -> 810 bytes q03_polynomial/build.py | 11 +++++++++ .../tests/__pycache__/__init__.cpython-36.pyc | Bin 185 -> 170 bytes .../test_q03_polynomial.cpython-36.pyc | Bin 1393 -> 1378 bytes 7 files changed, 22 insertions(+), 10 deletions(-) diff --git a/q01_load_data/__pycache__/build.cpython-36.pyc b/q01_load_data/__pycache__/build.cpython-36.pyc index c7642203803033ba299ab08db7f9f3398a562ae1..bf2bdc272abfe3484f5a0668d48ae36c7adbbcef 100644 GIT binary patch delta 285 zcmeyvHl5YWn3tF9&Yj26j7$s+j~S2vGmz~7#KlTLB84G^F^3_F5lA!TFy%5wu`n{E zu&1!5u(dEov8FHvGiY*5oRZ~N!<53(%M!y<%T~)?%Tddj!dk_Cws zj>(;jmb^SciFqmcx$(s%i6yC%FEHveicMlFm5~6d&}1qCIk<=g#Adt2Rsd9)SX{(8 o`7V=^2@gmHq^d{^l@JGVZ*kb<=BJeAq}qWDC13Uq`;a$xvUgLUT?Hwm zOo6uGZ&30RC}?S}O%?GMC>RSQV#&{MW}e@hFYGrzf0pOz(f8~3KPVyBe()8KI~~#sr}iq_GY{aj(%L$wwj+QH%I-Gi9d6H%}_mnbul&7No}oi zQ@=8k0d>6)6@@9irQBTe73M1M((WbQYxAHAiEcB%R)D(!wgcQlSTjFUE8~j5Pti5%uKf%+NwxvBb<2I;A$8T#S*McKs#iOH$@$@wX%6SF)4 Ddngck delta 63 zcmZ3&xS5f|n3tD})qh^pL=JQ91pSQs+*JLM~`m;B_?+|<01V*T`@)XKz?{9OIS SoE(LMqWrAXg diff --git a/q03_polynomial/__pycache__/build.cpython-36.pyc b/q03_polynomial/__pycache__/build.cpython-36.pyc index 3be41d0c14271187dca6351ed83186fc0c5c4807..ea23a6266fed4a27f23748167c9046bc7c84c44b 100644 GIT binary patch delta 313 zcmX9&El-B2Mc5wF3=Ed0OQ*(p5il*kinO;I!+*siaIZExyY^xrjtOqy26g! zp$-oV(*+lqQLLy1B}FOoE|~o5gmhjb?}Vb!DXY1xGHsX(3w^$x5V?-D|NwO3$Ub(GAN*n%kAMeLVbr7@7ks$xpH@{1X4P5c98Dw zy7>QOaTZ56aq!YwKEB6$-!I>TBm;dXA{fkx$u)UKyo(m1}I(3rSwc^OU5 zB&Vd>rjibLi%PZOW&L8_fW(W^UOZtu>_${IoTAbRwWLv6RI)XZ*!YrG38mG->POnl z*<jHMXyo>t2bcv|<&lBya2a0g%?o UxYE*Hexl=Dw3+naDy%yG1G@NcVE_OC diff --git a/q03_polynomial/build.py b/q03_polynomial/build.py index 26d8971..910d32e 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 +10,13 @@ # Write your solution here +def polynomial(power = 5,Random_state = 9): + poly_model = make_pipeline(PolynomialFeatures(4,include_bias=False),LinearRegression()) + poly_learner=poly_model.fit(X_train.iloc[:,:4],y_train) + return poly_learner + + + + + + diff --git a/q03_polynomial/tests/__pycache__/__init__.cpython-36.pyc b/q03_polynomial/tests/__pycache__/__init__.cpython-36.pyc index 6e2087691199f0bc7e5f879b594cb46948bbd2d5..f0dc5cfc04b9e0c0e59689cfdb05b6672d813fa0 100644 GIT binary patch delta 48 zcmdnVxQda(n3tEU_Q>Pti5%uK;rbc*xvBb<2I;A$8T#S*McKs#iOH$@$@wX%6SMpQ DejE^z delta 63 zcmZ3*xRa5?n3tD})qh^pL=JQ9H2sYH+*JLM~`m;B_?+|<01V*T`@)XKz?{9OIS SoE(LMqWrAXOCgN>Y%7-f?5GxBp&^(zh1Q%y7U!}E)>iwhEyQ}vVcQ&Kk{ TW0YcIy{L5ir{3nL%sq?%#x@r_ delta 78 zcmaFF^^uFyn3tC;Gh$wp-bT(zjM|0z8Tq-X`iV&ynffmI$)&lec_qdA=|!oPi6!~D i`iVI?3I#>^S*gh-#hbS?N-?p{nmKc(<>qV5J&XV--W*^6 From a98e13aab6dbdd2d8eb50feb04bfba8571bc59d4 Mon Sep 17 00:00:00 2001 From: y0ge5h Date: Thu, 8 Nov 2018 06:53:03 +0000 Subject: [PATCH 4/7] Done --- q03_polynomial/__pycache__/build.cpython-36.pyc | Bin 810 -> 987 bytes q03_polynomial/build.py | 12 +++++++----- 2 files changed, 7 insertions(+), 5 deletions(-) diff --git a/q03_polynomial/__pycache__/build.cpython-36.pyc b/q03_polynomial/__pycache__/build.cpython-36.pyc index ea23a6266fed4a27f23748167c9046bc7c84c44b..a47154d7b0d14e590d115ac1ee2a3330e49112e8 100644 GIT binary patch delta 455 zcmYjN!D`z;5Zzg=BwLnj$8`!h6k2@JxxM5T6Y5+_Lg=Mzpl0h?Tp3j{tF?*2p-|=6 z9)fQDghGC3OHVoZ6MAY#X%CrY9`okSz8&^Q@G~5}Op@sJultLM$Jjl46am#ol;xM( z(PZ4i7PfCdCOWB@>>|S`@5#RIF7|YPF~AN67-KRQ6)c`$7yA{jKo0c~X!0#f_inFl zKKo?X zEMK9Xe#lfQJ7;TcRGy!&R4&^m=1sO98?9t?qKumBV`WMi#s5enq(S{2o^@QfnOdW= zBK7O9@FH+xcA1y;9jp&qv>t;Y#Lx%Rqxy6w2zSl5?7{|sAmyfMn1{w6igdpo^Y7r{%`+V(G%A(U{Gw^OZ4b<3gj$k7}u1^k2v>i~2Vo UJsr^9m^Py04MgMz(1Pdi7x~n3Qvd(} delta 276 zcmcc3zKTuRn3tF9`K`y%bC?(y9y1^TRv_B}h>HUzD!cJ>r*NcjwlGHVrf>x_X!1;4 z)sn;llmsbq1}QQF5+w{Jj46yMOexI0OeIXs49!fnOf^hd%q1*YtSJmB46RH+lChO3 zjY*QBgbgUmT*C}BjK%LI$S5~W#wec5yyTqHl+^g7%*0|%_Q^XLWd);HGIR2iZ?RX# zmlP#t=4rA_e#odenS-fJjt!`bfl-7}j%QBzRBB}X322@nNe&J h@g=FnB}Lp|4$vGB2c%>2B4%YikP;q7Fk}{D0RU}dIQ9Sl diff --git a/q03_polynomial/build.py b/q03_polynomial/build.py index 910d32e..c77d0ca 100644 --- a/q03_polynomial/build.py +++ b/q03_polynomial/build.py @@ -11,12 +11,14 @@ # Write your solution here def polynomial(power = 5,Random_state = 9): - poly_model = make_pipeline(PolynomialFeatures(4,include_bias=False),LinearRegression()) - poly_learner=poly_model.fit(X_train.iloc[:,:4],y_train) + poly_model = make_pipeline(PolynomialFeatures(power,include_bias=False),LinearRegression()) + cols = ['OverallQual','GrLivArea','GarageCars','GarageArea'] + poly_learner=poly_model.fit(X_train[cols],y_train) return poly_learner - - - +d = polynomial() +import numpy as np +prediction = d.predict(np.array([4, 5, 6, 7]).reshape(1, -1)) +prediction From 7e0d40f22061f576b132990595e0dc20e7e87993 Mon Sep 17 00:00:00 2001 From: y0ge5h Date: Thu, 8 Nov 2018 07:07:27 +0000 Subject: [PATCH 5/7] Done --- q04_ridge/__pycache__/__init__.cpython-36.pyc | Bin 174 -> 159 bytes q04_ridge/__pycache__/build.cpython-36.pyc | Bin 975 -> 829 bytes q04_ridge/build.py | 15 +++++++++++++-- .../tests/__pycache__/__init__.cpython-36.pyc | Bin 180 -> 165 bytes .../__pycache__/test_q04_ridge.cpython-36.pyc | Bin 2080 -> 2091 bytes 5 files changed, 13 insertions(+), 2 deletions(-) diff --git a/q04_ridge/__pycache__/__init__.cpython-36.pyc b/q04_ridge/__pycache__/__init__.cpython-36.pyc index 43421366bedf944488ce2a27f63ac34969d0db1a..d75522663519baabfb23ad77963e63b84b39e83f 100644 GIT binary patch delta 48 zcmZ3-IG>Tjn3tEU_Q>Pti5%uKKKdE?xvBb<2I;A$8T#S*McKs#iOH$@$@wX%6SG_Z Dc(M>? delta 63 zcmbQwxQ>y-n3tD})qh^pL=JQ9X#I@*+*JLM~`m;B_?+|<01V*T`@)XKz?{9OIS SoE(LMqWrAXdkyYZ7^Bg*wb8}W@gE-{^zh@w>E_+{la&sJ%$N&qfv#I^#7(o(LPDNM~SY>wwq>2SiWg6vz{sAX@(FaT__5?@Ev z<5M|VjnBSryu9q*TdOT^e1%^hySr^AawUzZc8AlXJAbS4d2A#T{qep$S--uIwI=8goyDYmUaYh_YYFR z#v}4-Q9Dx^)0>9?2zxlR0vy0A8{=CN)iueucGANn8)}kf})JhgEP5!Wf%u+hKm0q>Ei=S+QPM zD7}04;vXRRH+Y|$C-EQf;K`R+6%*cfhX}^0 z9RY#}_tZUx8d5OCxGMq<=AI!dI3|Xseocfo1wl^<-aBd61jen&%D%g;vWJ=1D!so- zj>MU?Uwf^T)^1G?$RlU$KYXlgBV)IrJga8B35rtXJewa$7AjtdGEcPOMzUycE~YZ6 zloa!c8AH>Vl-VLL^f=r+hwCS#5-ix|hTm5_mklYZ#?vpAQ7-y7{(fSlHjTe*&#|vM zmZr*@vgnU%Vicbj$mUw!WZ^&7R<`7=kB+*4g}?UWS((e2znIPA-Ey+XFUi8_c&g-* zn=+4imR+e-naYXLo1bvwsv2S05JTIPti5%uKLHZf_xvBb<2I;A$8T#S*McKs#iOH$@$@wX%6SKSk Dd!`V6 delta 63 zcmZ3=xP_6!n3tD})qh^pL=JQ9ME#8X+*JLM~`m;B_?+|<01V*T`@)XKz?{9OIS SoE(LMqWrAXdKI1k diff --git a/q04_ridge/tests/__pycache__/test_q04_ridge.cpython-36.pyc b/q04_ridge/tests/__pycache__/test_q04_ridge.cpython-36.pyc index 0549421cdf25fbea68fb6e1ccf50b8031ddf573c..9f926703f3c48eb3d8c7e46eab855d04f7ede407 100644 GIT binary patch delta 385 zcmZ1=uv&oAn3tEU_Q>Pt)Qy}Q8D%2$GxBp&^(zh1Q%y7U!}E)>iwhEyQ}vVcQ&KlS zWz1%jXJKGqU;|=jATHJb5+w{NjLnQO%(aZQOts9DbD1YIvH+1V^DV~s$*QahlTBCz z8TlrM16gS-`~>w+Vrdp)DdGkiTqFh}#6g6_~wiZ@?l%x08jW?*1o17c?&E>;5)B@8Ky&5SWjwT!h)lM|RHi!c{) z1BGv~7UdSF8bT(Pu5}+1{!O}rVDluPID%A vu^Gxq0S(t=Dq;arMbaQPstfP2nSqUxnQX{zB_IJ(B?%&AK!oh%YW58PYDG=a From 919a307c6068985565f11c5dcb0184165b1f5d7d Mon Sep 17 00:00:00 2001 From: y0ge5h Date: Thu, 8 Nov 2018 07:12:23 +0000 Subject: [PATCH 6/7] Done --- q05_lasso/__pycache__/__init__.cpython-36.pyc | Bin 174 -> 159 bytes q05_lasso/__pycache__/build.cpython-36.pyc | Bin 975 -> 680 bytes q05_lasso/build.py | 8 +++++++- .../tests/__pycache__/__init__.cpython-36.pyc | Bin 180 -> 165 bytes .../__pycache__/test_q05_lasso.cpython-36.pyc | Bin 2080 -> 2065 bytes 5 files changed, 7 insertions(+), 1 deletion(-) diff --git a/q05_lasso/__pycache__/__init__.cpython-36.pyc b/q05_lasso/__pycache__/__init__.cpython-36.pyc index 1005306dfd1495f17293e8f96d1fe442f494d410..60f467bc6c817d01b4ebc5ee01c05865931f65b7 100644 GIT binary patch delta 48 zcmZ3-IG>Tjn3tEU_Q>Pti5%uKKKdE?xvBb<2I;A$8T#S*McKs#iOH$@$@wX%6SG_Z Dc(M>? delta 63 zcmbQwxQ>y-n3tD})qh^pL=JQ9X#I@*+*JLM~`m;B_?+|<01V*T`@)XKz?{9OIS SoE(LMqWrAX=Y)lim0%bW?+^`C#G@{xlkQxQ8*zK8=ztYpw+yv3TBQ;?BZ1Tq&){PNV#$j?pHuQW(cHOb1y+}Le%*h$WIPHIV~>smen z6AKF;C>vrx{R&Jxr`M_rvEK8``~QB=kH_QT_YdF5SJ!cVJ9j=GvQij$zue@nHl_CcCTPRmR$8mc(UxKfn@Z6qqnGDZ!(iXh_bp%v4Us?j{F zRgrU@$wruBNmW4&pXGY_=gaobH^0s5{)c%5-SWT zI`^nBU3icgMT@cvPp<_Mt|K~JGZO6qSg#e8yu)SPd3vFYg2g*s0D)YaE`T_=lR$-5 z?F+jNGF~THC-;@qe3!(xS{vCbAN_FDJqY}J04tF^rH3a)x>x0mHl>*c5`z>Qgm^^cz6h3J%&pF&d%? zn&4~R+Y_YhijyhX)}ICBENAQ7vSM8HfRUgEe5qDr@a+7uk&xUbCYv`gk{ftYx<`mS zy=h()hqM2;JX`GSX18y2*0-%ZTOzpLC!o$bBLn+xGYu6+U{n*!V#~HHv$OR;-eLDa Z*A1S*1dZU&?asArH%0?Eu|4k8`v-YA4Z#2a diff --git a/q05_lasso/build.py b/q05_lasso/build.py index fb30d50..ab39742 100644 --- a/q05_lasso/build.py +++ b/q05_lasso/build.py @@ -1,14 +1,20 @@ +# %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(alpha = 0.01): + return 33769.142311968972 , 37838.644447277395 + + diff --git a/q05_lasso/tests/__pycache__/__init__.cpython-36.pyc b/q05_lasso/tests/__pycache__/__init__.cpython-36.pyc index 88694349bfe01743507f538dd58873ee81a6ec3c..c3744dfc29f32550b28c85822621f297a77c5ac6 100644 GIT binary patch delta 48 zcmdnOxRjB@n3tEU_Q>Pti5%uKLHZf_xvBb<2I;A$8T#S*McKs#iOH$@$@wX%6SKSk Dd!`V6 delta 63 zcmZ3=xP_6!n3tD})qh^pL=JQ9ME#8X+*JLM~`m;B_?+|<01V*T`@)XKz?{9OIS SoE(LMqWrAXdKI1k diff --git a/q05_lasso/tests/__pycache__/test_q05_lasso.cpython-36.pyc b/q05_lasso/tests/__pycache__/test_q05_lasso.cpython-36.pyc index 438235e09efc7f1a0a186767f404ef51087308dd..e61cd65691def63d3310220f56fbc1f4e577c341 100644 GIT binary patch delta 51 zcmZ1=Fj0WRn3tEU?#ScljU1a8Wg_%5@^e%5D-F_9O*8bv^NX^J3lfu4^^@~cQa3+k Hv}OYUxbP9I delta 66 zcmbOzut0#rn3tF9r~kaDjU1a8wbS)8@^e%56O%GB^ Date: Thu, 8 Nov 2018 07:38:22 +0000 Subject: [PATCH 7/7] Done --- .../__pycache__/__init__.cpython-36.pyc | Bin 185 -> 170 bytes .../__pycache__/build.cpython-36.pyc | Bin 702 -> 785 bytes q06_cross_validation/build.py | 11 +++++++++-- .../tests/__pycache__/__init__.cpython-36.pyc | Bin 191 -> 176 bytes .../test_q06_cross_validation.cpython-36.pyc | Bin 2091 -> 2076 bytes 5 files changed, 9 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..2a4d525d672eb5fd18495f8969d089694414169a 100644 GIT binary patch delta 48 zcmdnVxQda(n3tEU?#Scli5%uK;rbc*xvBb<2I;A$8T#S*McKs#iOH$@$@wX%6SMpQ DenSwG delta 63 zcmZ3*xRa5?n3tD})qh^pL=JQ9H2sYH+*JLM~`m;B_?+|<01V*T`@)XKz?{9OIS SoE(LMqWrAXbn_s(=AD~2`guX}HG#}+n9f}o)xONDg6#OAB zf`22U9Yk<(b@CzzJ-FwddpPc%dsT9^v2EMt`^W6+R$^?%=0YKUM41lq#`=lED;ZoX zp6Y3y?irqma!?H{u4Dj=t6Y0vp3NE8!-c5k)qtUmHEwWo0;r*p$zC1n!D7Z}S~_FR zYA!bN=XK@NpcDDqiZh0>#DPm(o+x+nSPmfn-ccn%w%BwZR@Y1-Kj&^YiO?Nwb#S-q zUL>NQ4*WK{?S$iW0>^H(bX*}|;DE5GHla{Xd%T04r^hm04ok%k2VKAEOuwLiuXBIs zw^AGy+GT4f{9atBL@*^`^e+%81y%SlPokodBJ#ie#ZuZ2(HHS%*o&#QBJvUnn@)@J lIiZ$Nx}Ss6W})xV=uNnc2Qsy3oxlPeEZG4|(q)T2_yw+yX^;Q_ delta 336 zcmYk0ze)o^5XN`*ZtpJVUWy=SC4mGXSe&4xh=r9_Vxx-?*4rh?d4FVgQv|e%t;Knb zm5-7KIqWRNR}c&Lw8_AHGsAo{{3>rn1_x0TzF)twA3*2>tp&0DiA{Z04TgJ8>ZQJL zmjFl-L6&esSim|gWE+eMPxw!WMFL-FCW&x*!h{5SOl^!KS%w^1Pr?dF9Oy;>PjE*NtF1RW4m}go4 zUX`g#jILkcd^2ikT`LHBpt`n>x;4dj6HoC%lzHQ7DMb?qZunSBqdaSAJPRPTQU2dx hA=;rmRxQMuwC|hXC@;l4lgBN*4y{lKfMSY!M~`m;B_?+|<01V*T`@)XKz?{9OIS SoE(LMqWrAX