From 664548c29985c07737024d04885fcee2a421cbcf Mon Sep 17 00:00:00 2001 From: Jan Przybylski Date: Mon, 26 Apr 2021 21:38:04 +0200 Subject: [PATCH] update --- dev-0/out.tsv | 1000 ++++++++++++++++++++++++++++++++++++++++++++++ program-dev0.py | 24 ++ program-testA.py | 24 ++ test-A/out.tsv | 1000 ++++++++++++++++++++++++++++++++++++++++++++++ 4 files changed, 2048 insertions(+) create mode 100644 dev-0/out.tsv create mode 100644 program-dev0.py create mode 100644 program-testA.py create mode 100644 test-A/out.tsv diff --git a/dev-0/out.tsv b/dev-0/out.tsv new file mode 100644 index 0000000..cc62983 --- /dev/null +++ b/dev-0/out.tsv @@ -0,0 +1,1000 @@ +77239.20628 +12174.61032 +49262.6456 +13719.09468 +24094.60323 +78831.88372 +44731.85981 +9445.11674 +-8775.67502 +13484.13522 +25123.54292 +82523.24716 +5739.49851 +1473.56316 +35893.29785 +24156.61383 +62832.77714 +94431.87765 +36316.57425 +6932.53866 +-48.78799 +7404.20208 +-8741.08566 +58501.82559 +-5318.33451 +69009.08198 +79095.89379 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pandas as pd + + +train=pd.read_csv('train/train.tsv',sep='\t',names=['price','mileage','year','brand','engineType','engineCapacity']) +df = pd.DataFrame(train,columns=['price','mileage','year','brand','engineType','engineCapacity']) +Y=df[['price']] +X=df[['year','mileage','engineCapacity']] +reg = linear_model.LinearRegression() +reg.fit(X, Y) +inn=pd.read_csv('dev-0/in.tsv',sep='\t',names=['mileage','year','brand','engineType','engineCapacity']) +df = pd.DataFrame(inn,columns=['mileage','year','brand','engineType','engineCapacity']) +r=df[['year','mileage','engineCapacity']] +y_pred=reg.predict(r) +y_pred=np.concatenate(y_pred) +t=np.array2string(y_pred, precision=5, separator='\n',suppress_small=True) +t=t.lstrip('[').rstrip(']') +f = open("dev-0/out.tsv", "a") +f.write(t) diff --git a/program-testA.py b/program-testA.py new file mode 100644 index 0000000..c384e2f --- /dev/null +++ b/program-testA.py @@ -0,0 +1,24 @@ +import numpy as np +from sklearn import preprocessing +from sklearn.pipeline import make_pipeline +from sklearn.feature_extraction.text import TfidfVectorizer +from sklearn.linear_model import LinearRegression +from sklearn import linear_model +import pandas as pd + + +train=pd.read_csv('train/train.tsv',sep='\t',names=['price','mileage','year','brand','engineType','engineCapacity']) +df = pd.DataFrame(train,columns=['price','mileage','year','brand','engineType','engineCapacity']) +Y=df[['price']] +X=df[['year','mileage','engineCapacity']] +reg = linear_model.LinearRegression() +reg.fit(X, Y) +inn=pd.read_csv('test-A/in.tsv',sep='\t',names=['mileage','year','brand','engineType','engineCapacity']) +df = pd.DataFrame(inn,columns=['mileage','year','brand','engineType','engineCapacity']) +r=df[['year','mileage','engineCapacity']] +y_pred=reg.predict(r) +y_pred=np.concatenate(y_pred) +t=np.array2string(y_pred, precision=5, separator='\n',suppress_small=True) +t=t.lstrip('[').rstrip(']') +f = open("test-A/out.tsv", "a") +f.write(t) diff --git 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