diff --git a/Skrypt.py b/Skrypt.py new file mode 100644 index 0000000..bd9ac3f --- /dev/null +++ b/Skrypt.py @@ -0,0 +1,78 @@ +#!/usr/bin/env python +# coding: utf-8 + + +from sklearn.linear_model import LinearRegression +import pandas as pd +import string +import csv + + + +price = [] +mileage = [] +year = [] +brand = [] +enginetype = [] +enginecapacity = [] +with open("train/train.tsv") as tsv: + for line in csv.reader(tsv, delimiter="\t"): + price.append(line[0]) + mileage.append(line[1]) + year.append(line[2]) + brand.append(line[3]) + enginetype.append(line[4]) + enginecapacity.append(line[5]) + +cena = pd.DataFrame(list(zip(price))) +reszta = pd.DataFrame(list(zip(mileage,year,enginecapacity))) +model = LinearRegression().fit(reszta,cena) + + +out1 = open("dev-0/out.tsv", "w") +mileage_dev = [] +year_dev = [] +brand_dev = [] +enginetype_dev = [] +enginecapacity_dev = [] +with open("dev-0/in.tsv") as tsv: + for line in csv.reader(tsv, delimiter="\t"): + mileage_dev.append(line[0]) + year_dev.append(line[1]) + brand_dev.append(line[2]) + enginetype_dev.append(line[3]) + enginecapacity_dev.append(line[4]) + +do_predykcji1 = pd.DataFrame(list(zip(mileage_dev,year_dev,enginecapacity_dev))) +predict1 = model.predict(do_predykcji1) + +for x in predict1: + new1 = str(x).replace('[','') + new1 = str(new1).replace(']','') + out1.write(str(new1) + '\n') +out1.close() + + + +out2 = open("test-A/out.tsv", "w") +mileage_test = [] +year_test = [] +brand_test = [] +enginetype_test = [] +enginecapacity_test = [] +with open("test-A/in.tsv") as tsv: + for line in csv.reader(tsv, delimiter="\t"): + mileage_test.append(line[0]) + year_test.append(line[1]) + brand_test.append(line[2]) + enginetype_test.append(line[3]) + enginecapacity_test.append(line[4]) + +do_predykcji2 = pd.DataFrame(list(zip(mileage_test,year_test,enginecapacity_test))) +predict2 = model.predict(do_predykcji2) + +for y in predict2: + new2 = str(y).replace('[','') + new2 = str(new2).replace(']','') + out2.write(str(new2) + '\n') +out2.close() diff --git a/dev-0/out.tsv b/dev-0/out.tsv new file mode 100644 index 0000000..c013889 --- /dev/null +++ b/dev-0/out.tsv @@ -0,0 +1,1000 @@ +77239.20627538 +12174.61032325 +49262.64560364 +13719.09468101 +24094.60322682 +78831.88372284 +44731.85980817 +9445.11673982 +-8775.67502277 +13484.13521715 +25123.54292194 +82523.24716192 +5739.49850727 +1473.56315553 +35893.29784707 +24156.61382664 +62832.77713692 +94431.87764602 +36316.57424734 +6932.53866113 +-48.7879907 +7404.20208452 +-8741.08566326 +58501.8255941 +-5318.33450646 +69009.08198443 +79095.89379122 +12188.81037414 +10168.62801905 +37254.4992954 +75971.48053176 +63525.0818144 +6658.01358076 +49598.44155941 +39198.50197904 +59440.58970404 +32540.59955929 +24943.55508617 +42595.65891726 +71446.06228789 +74940.54496611 +28528.72234677 +39057.39609124 +68094.38631122 +12355.50137411 +121925.12622801 +91830.77944794 +9824.20041728 +42892.43558432 +50773.90575243 +75051.48785955 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