From f6d85cba9bdd263315252297e02d97ad69ae5f46 Mon Sep 17 00:00:00 2001 From: shehzaan07 Date: Fri, 30 Nov 2018 10:49:44 +0000 Subject: [PATCH 1/6] Done --- __pycache__/__init__.cpython-36.pyc | Bin 164 -> 153 bytes .../__pycache__/__init__.cpython-36.pyc | Bin 178 -> 167 bytes .../__pycache__/build.cpython-36.pyc | Bin 650 -> 645 bytes q01_load_data/build.py | 10 +++++++++- .../tests/__pycache__/__init__.cpython-36.pyc | Bin 184 -> 173 bytes .../test_q01_load_data.cpython-36.pyc | Bin 3979 -> 3968 bytes 6 files changed, 9 insertions(+), 1 deletion(-) diff --git a/__pycache__/__init__.cpython-36.pyc b/__pycache__/__init__.cpython-36.pyc index ebbd53a2d5f8e74c1825d49e211ea6c89bbb6b24..cedcb7f18bcde1f12bda29ee413a9fefea5c354c 100644 GIT binary patch delta 52 zcmZ3&IFpgXn3tF9iwI-PL=JNWH~ozK+*JMIjMR*(#Kb%UbN%rAqU_>=#N<@{ HiCIdvT+*JLM~`m;B_?+|<01V*T`@)XKz?{9OIS SoE(LMqWrAX5dDn&+*JMIjMR*(#Kb%UbN%rAqU_>=#N<@{ HiCG>1nk*3y delta 63 zcmZ3^xQUU&n3tD})qh^pL=JQ9c>Rq0+*JLM~`m;B_?+|<01V*T`@)XKz?{9OIS SoE(LMqWrAX5Rn diff --git a/q01_load_data/__pycache__/build.cpython-36.pyc b/q01_load_data/__pycache__/build.cpython-36.pyc index 108e4a3757fe954026411d74f9a8c0f07f6551f0..8ab1b238465c6b157161b1a3af280ba530a2a412 100644 GIT binary patch delta 189 zcmeBTZDmz9=H=zuC(0P}g^_{bF#{4{2C^N1xL9wZvMNU^Ybr}KBO}8^j|@h?i5sP4 zSz4LWm?Rl$S!$S5Ks0L!a}7%kYYk%!QwsCMPfFZToWY4XsR2cq$*Ge?7!@X4GA1en z>SyHVrs@}Gq-InlCgvHK>xbtTWfvDDCa3Br=clAjKFVk-zzMRH3rH|9axscAa!eLt V$`k~-rkDdra4_<)urPA50{{>gC@25` delta 215 zcmZo=?P66n=H=yL378jkn2~|uF#{4{2C^N1xL9qXvg*Wu45tVnr-UJkv4)|Uv6i`p zIg2TUA%&q8L^8KBr7=k|)UqInvVcWcOPFg|YFKL+YnW1)CVo(wEX%0CTEqb~YO*b3 zqIQgaMt*LpeqvHaroKyla%paAUP-ZjdQoa+Vo83keqv6JLP1e}R%&ud@#KAswgTKB g2XO%j21YJMF-D=u+)SDLOdvrvAi=@N!_2}8042&UO8@`> diff --git a/q01_load_data/build.py b/q01_load_data/build.py index e4cd8e3..d8c115b 100644 --- a/q01_load_data/build.py +++ b/q01_load_data/build.py @@ -1,10 +1,18 @@ +# %load q01_load_data/build.py # Default imports import pandas as pd from sklearn.model_selection import train_test_split +# Write your solution here path = 'data/house_prices_multivariate.csv' +def load_data(path, test_size=0.33, random_state=9): + df = pd.read_csv(path) + X = df.iloc[:, :-1] + y = df['SalePrice'] + X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=test_size, random_state=random_state) + return df, X_train, X_test, y_train, y_test +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..bc4d3378b77227772b362594e0d4502402321b27 100644 GIT binary patch delta 52 zcmdnNxR#N_n3tF9n+RjfL=JO>DE*B5+*JMIjMR*(#Kb%UbN%rAqU_>=#N<@{ HiCKOCoxTw% delta 63 zcmZ3>xPy_yn3tD})qh^pL=JQ9RQ-(n+*JLM~`m;B_?+|<01V*T`@)XKz?{9OIS SoE(LMqWrAX diff --git a/q01_load_data/tests/__pycache__/test_q01_load_data.cpython-36.pyc b/q01_load_data/tests/__pycache__/test_q01_load_data.cpython-36.pyc index 689755b50e9d543263dd64c6c6fa30cc162289d0..f85a3164983ffb247fcfa908f2ed8f40b0789129 100644 GIT binary patch delta 54 zcmeB{Z;f0*LW+Jyer~FMaYkxJRbpbEfw_Koeo=ODL1J>MesX?F J>L#XcUI59?5zhbs delta 66 zcmZpW@0RB<=H=!3=|3-OBga`r?R@=={M=Oi#H5T&eV6>?(%jU%l4AYzqSVU7lKfo# V#GD+3f};Ga)Z~)l&0iV2c>(*y7*GHJ From de0bc4bd0069c9cc7517e87a610fecebddea49ba Mon Sep 17 00:00:00 2001 From: shehzaan07 Date: Fri, 30 Nov 2018 10:53:12 +0000 Subject: [PATCH 2/6] Done --- .../__pycache__/__init__.cpython-36.pyc | Bin 190 -> 179 bytes .../__pycache__/build.cpython-36.pyc | Bin 636 -> 864 bytes q02_Max_important_feature/build.py | 18 ++++++++++++++++++ .../tests/__pycache__/__init__.cpython-36.pyc | Bin 196 -> 185 bytes ...st_q02max_important_feature.cpython-36.pyc | Bin 1735 -> 1724 bytes 5 files changed, 18 insertions(+) diff --git a/q02_Max_important_feature/__pycache__/__init__.cpython-36.pyc b/q02_Max_important_feature/__pycache__/__init__.cpython-36.pyc index 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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 +7,20 @@ # Write your code here +import pandas as pd +def Max_important_feature(data_set, target_variable='SalePrice', n=4): + columns = list(data_set.columns) + columns.remove(target_variable) + df = pd.DataFrame({'corr': []}, columns=['corr'], index=[]) + for column in columns: + corr = data_set[column].corr(data_set[target_variable]) + new_df = pd.DataFrame({ 'corr' : [corr] }, columns=['corr'], index=[column]) + df = df.append(new_df) + df = df.sort_values('corr') + + mlist = list(df.tail(n).index) + mlist = mlist[::-1] + return mlist + + + 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..fb2f06c74798b93da68072f115934a380d45fc83 100644 GIT binary patch delta 52 zcmX@YxRa5?n3tF9iwI-PL=JO>H2sYH+*JMIjMR*(#Kb%UbN%rAqU_>=#N<@{ HiCIwqqu>!& delta 63 zcmdnVc!ZI|n3tD})qh^pL=JQ9Lj8>V+*JLM~`m;B_?+|<01V*T`@)XKz?{9OIS SoE(LMqWrAX Date: Fri, 30 Nov 2018 10:55:21 +0000 Subject: [PATCH 3/6] Done --- .../__pycache__/__init__.cpython-36.pyc | Bin 179 -> 168 bytes .../__pycache__/build.cpython-36.pyc | Bin 892 -> 971 bytes q03_polynomial/build.py | 14 ++++++++++++++ .../tests/__pycache__/__init__.cpython-36.pyc | Bin 185 -> 174 bytes .../test_q03_polynomial.cpython-36.pyc | Bin 1393 -> 1382 bytes 5 files changed, 14 insertions(+) diff --git a/q03_polynomial/__pycache__/__init__.cpython-36.pyc b/q03_polynomial/__pycache__/__init__.cpython-36.pyc index aa42922819662c41fcd07685edf2a72bf7ac881e..c12b2cbb606a390cdc3633db20fed5292ea03f9d 100644 GIT binary patch delta 52 zcmdnYxPpQ2mVj+*JMIjMR*(#Kb%UbN%rAqU_>=#N<@{ HiCLZinzj)W delta 63 zcmZ3%xS5f|n3tD})qh^pL=JQ91pSQs+*JLM~`m;B_?+|<01V*T`@)XKz?{9OIS 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26d8971..1db52fc 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 +10,16 @@ # Write your solution here +import numpy as np +def polynomial(power=5, random_state=9): + data_set, X_train, X_test, y_train, y_test = load_data('data/house_prices_multivariate.csv',random_state=random_state) + features = ['OverallQual','GrLivArea','GarageCars','GarageArea'] + X_train = X_train[features] + poly_model = make_pipeline(PolynomialFeatures(degree=power, include_bias=False), + LinearRegression()) + + poly_model.fit(X_train, y_train) + + return poly_model + + diff --git a/q03_polynomial/tests/__pycache__/__init__.cpython-36.pyc b/q03_polynomial/tests/__pycache__/__init__.cpython-36.pyc index 6e2087691199f0bc7e5f879b594cb46948bbd2d5..274487688244f7490c12a06ce30ceb6490fb32be 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