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lanesket
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r-asts-val

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litteral](real){25701.000000}<LSEP>[argument 1793; litteral](real){25710.000000}<LSEP>[argument 1794; litteral](real){25714.000000}<LSEP>[argument 1795; litteral](real){25740.000000}<LSEP>[argument 1796; litteral](real){25750.000000}<LSEP>[argument 1797; litteral](real){25774.000000}<LSEP>[argument 1798; litteral](real){25775.000000}<LSEP>[argument 1799; litteral](real){25780.000000}<LSEP>[argument 1800; litteral](real){25784.000000}<LSEP>[argument 1801; litteral](real){25805.000000}<LSEP>[argument 1802; litteral](real){25807.000000}<LSEP>[argument 1803; litteral](real){25824.000000}<LSEP>[argument 1804; litteral](real){25828.000000}<LSEP>[argument 1805; litteral](real){25833.000000}<LSEP>[argument 1806; litteral](real){25838.000000}<LSEP>[argument 1807; litteral](real){25846.000000}<LSEP>[argument 1808; litteral](real){25855.000000}<LSEP>[argument 1809; litteral](real){25857.000000}<LSEP>[argument 1810; litteral](real){25863.000000}<LSEP>[argument 1811; litteral](real){25885.000000}<LSEP>[argument 1812; litteral](real){25909.000000}<LSEP>[argument 1813; litteral](real){25937.000000}<LSEP>[argument 1814; litteral](real){25950.000000}<LSEP>[argument 1815; litteral](real){25977.000000}<LSEP>[argument 1816; litteral](real){25983.000000}<LSEP>[argument 1817; litteral](real){26010.000000}<LSEP>[argument 1818; litteral](real){26011.000000}<LSEP>[argument 1819; litteral](real){26019.000000}<LSEP>[argument 1820; litteral](real){26022.000000}<LSEP>[argument 1821; litteral](real){26050.000000}<LSEP>[argument 1822; litteral](real){26053.000000}<LSEP>[argument 1823; litteral](real){26055.000000}<LSEP>[argument 1824; litteral](real){26063.000000}<LSEP>[argument 1825; litteral](real){26067.000000}<LSEP>[argument 1826; litteral](real){26072.000000}<LSEP>[argument 1827; litteral](real){26086.000000}<LSEP>[argument 1828; litteral](real){26091.000000}<LSEP>[argument 1829; litteral](real){26123.000000}<LSEP>[argument 1830; litteral](real){26129.000000}<LSEP>[argument 1831; litteral](real){26155.000000}<LSEP>[argument 1832; litteral](real){26199.000000}<LSEP>[argument 1833; litteral](real){26237.000000}<LSEP>[argument 1834; litteral](real){26269.000000}<LSEP>[argument 1835; litteral](real){26270.000000}<LSEP>[argument 1836; litteral](real){26276.000000}<LSEP>[argument 1837; litteral](real){26281.000000}<LSEP>[argument 1838; litteral](real){26324.000000}<LSEP>[argument 1839; litteral](real){26328.000000}<LSEP>[argument 1840; litteral](real){26342.000000}<LSEP>[argument 1841; litteral](real){26362.000000}<LSEP>[argument 1842; litteral](real){26367.000000}<LSEP>[argument 1843; litteral](real){26377.000000}<LSEP>[argument 1844; litteral](real){26417.000000}<LSEP>[argument 1845; litteral](real){26443.000000}<LSEP>[argument 1846; litteral](real){26462.000000}<LSEP>[argument 1847; litteral](real){26464.000000}<LSEP>[argument 1848; litteral](real){26475.000000}<LSEP>[argument 1849; litteral](real){26514.000000}<LSEP>[argument 1850; litteral](real){26527.000000}<LSEP>[argument 1851; litteral](real){26538.000000}<LSEP>[argument 1852; litteral](real){26553.000000}<LSEP>[argument 1853; litteral](real){26579.000000}<LSEP>[argument 1854; litteral](real){26587.000000}<LSEP>[argument 1855; litteral](real){26606.000000}<LSEP>[argument 1856; litteral](real){26620.000000}<LSEP>[argument 1857; litteral](real){26636.000000}<LSEP>[argument 1858; litteral](real){26657.000000}<LSEP>[argument 1859; litteral](real){26688.000000}<LSEP>[argument 1860; litteral](real){26708.000000}<LSEP>[argument 1861; litteral](real){26725.000000}<LSEP>[argument 1862; litteral](real){26729.000000}<LSEP>[argument 1863; litteral](real){26733.000000}<LSEP>[argument 1864; litteral](real){26735.000000}<LSEP>[argument 1865; litteral](real){26749.000000}<LSEP>[argument 1866; litteral](real){26756.000000}<LSEP>[argument 1867; litteral](real){26776.000000}<LSEP>[argument 1868; litteral](real){26791.000000}<LSEP>[argument 1869; litteral](real){26799.000000}<LSEP>[argument 1870; litteral](real){26807.000000}<LSEP>[argument 1871; litteral](real){26815.000000}<LSEP>[argument 1872; litteral](real){26839.000000}<LSEP>[argument 1873; litteral](real){26851.000000}<LSEP>[argument 1874; litteral](real){26861.000000}<LSEP>[argument 1875; litteral](real){26895.000000}<LSEP>[argument 1876; litteral](real){26912.000000}<LSEP>[argument 1877; litteral](real){26933.000000}<LSEP>[argument 1878; litteral](real){26979.000000}<LSEP>[argument 1879; litteral](real){26981.000000}<LSEP>[argument 1880; litteral](real){26983.000000}<LSEP>[argument 1881; litteral](real){26995.000000}<LSEP>[argument 1882; litteral](real){27001.000000}<LSEP>[argument 1883; litteral](real){27005.000000}<LSEP>[argument 1884; litteral](real){27012.000000}<LSEP>[argument 1885; litteral](real){27019.000000}<LSEP>[argument 1886; litteral](real){27021.000000}<LSEP>[argument 1887; litteral](real){27052.000000}<LSEP>[argument 1888; litteral](real){27056.000000}<LSEP>[argument 1889; litteral](real){27072.000000}<LSEP>[argument 1890; litteral](real){27073.000000}<LSEP>[argument 1891; litteral](real){27120.000000}<LSEP>[argument 1892; litteral](real){27122.000000}<LSEP>[argument 1893; litteral](real){27126.000000}<LSEP>[argument 1894; litteral](real){27175.000000}<LSEP>[argument 1895; litteral](real){27196.000000}<LSEP>[argument 1896; litteral](real){27200.000000}<LSEP>[argument 1897; litteral](real){27201.000000}<LSEP>[argument 1898; litteral](real){27207.000000}<LSEP>[argument 1899; litteral](real){27219.000000}<LSEP>[argument 1900; litteral](real){27234.000000}<LSEP>[argument 1901; litteral](real){27253.000000}<LSEP>[argument 1902; litteral](real){27261.000000}<LSEP>[argument 1903; litteral](real){27278.000000}<LSEP>[argument 1904; litteral](real){27285.000000}<LSEP>[argument 1905; litteral](real){27288.000000}<LSEP>[argument 1906; litteral](real){27296.000000}<LSEP>[argument 1907; litteral](real){27301.000000}<LSEP>[argument 1908; litteral](real){27303.000000}<LSEP>[argument 1909; litteral](real){27349.000000}<LSEP>[argument 1910; litteral](real){27351.000000}<LSEP>[argument 1911; litteral](real){27378.000000}<LSEP>[argument 1912; litteral](real){27398.000000}<LSEP>[argument 1913; litteral](real){27416.000000}<LSEP>[argument 1914; litteral](real){27417.000000}<LSEP>[argument 1915; litteral](real){27457.000000}<LSEP>[argument 1916; litteral](real){27482.000000}<LSEP>[argument 1917; litteral](real){27499.000000}<LSEP>[argument 1918; litteral](real){27520.000000}<LSEP>[argument 1919; litteral](real){27523.000000}<LSEP>[argument 1920; litteral](real){27526.000000}<LSEP>[argument 1921; litteral](real){27529.000000}<LSEP>[argument 1922; litteral](real){27571.000000}<LSEP>[argument 1923; litteral](real){27573.000000}<LSEP>[argument 1924; litteral](real){27579.000000}<LSEP>[argument 1925; litteral](real){27600.000000}<LSEP>[argument 1926; litteral](real){27607.000000}<LSEP>[argument 1927; litteral](real){27608.000000}<LSEP>[argument 1928; litteral](real){27679.000000}<LSEP>[argument 1929; litteral](real){27683.000000}<LSEP>[argument 1930; litteral](real){27689.000000}<LSEP>[argument 1931; litteral](real){27706.000000}<LSEP>[argument 1932; litteral](real){27720.000000}<LSEP>[argument 1933; litteral](real){27732.000000}<LSEP>[argument 1934; litteral](real){27755.000000}<LSEP>[argument 1935; litteral](real){27768.000000}<LSEP>[argument 1936; litteral](real){27784.000000}<LSEP>[argument 1937; litteral](real){27790.000000}<LSEP>[argument 1938; litteral](real){27806.000000}<LSEP>[argument 1939; litteral](real){27812.000000}<LSEP>[argument 1940; litteral](real){27826.000000}<LSEP>[argument 1941; litteral](real){27838.000000}<LSEP>[argument 1942; litteral](real){27840.000000}<LSEP>[argument 1943; litteral](real){27846.000000}<LSEP>[argument 1944; litteral](real){27847.000000}<LSEP>[argument 1945; litteral](real){27868.000000}<LSEP>[argument 1946; litteral](real){27880.000000}<LSEP>[argument 1947; litteral](real){27905.000000}<LSEP>[argument 1948; litteral](real){27907.000000}<LSEP>[argument 1949; litteral](real){27926.000000}<LSEP>[argument 1950; litteral](real){27932.000000}<LSEP>[argument 1951; litteral](real){27941.000000}<LSEP>[argument 1952; litteral](real){27968.000000}<LSEP>[argument 1953; litteral](real){27975.000000}<LSEP>[argument 1954; litteral](real){27982.000000}<LSEP>[argument 1955; litteral](real){27990.000000}<LSEP>[argument 1956; litteral](real){28016.000000}<LSEP>[argument 1957; litteral](real){28018.000000}<LSEP>[argument 1958; litteral](real){28021.000000}<LSEP>[argument 1959; litteral](real){28067.000000}<LSEP>[argument 1960; litteral](real){28087.000000}<LSEP>[argument 1961; litteral](real){28088.000000}<LSEP>[argument 1962; litteral](real){28097.000000}<LSEP>[argument 1963; litteral](real){28105.000000}<LSEP>[argument 1964; litteral](real){28132.000000}<LSEP>[argument 1965; litteral](real){28139.000000}<LSEP>[argument 1966; litteral](real){28145.000000}<LSEP>[argument 1967; litteral](real){28149.000000}<LSEP>[argument 1968; litteral](real){28154.000000}<LSEP>[argument 1969; litteral](real){28180.000000}<LSEP>[argument 1970; litteral](real){28192.000000}<LSEP>[argument 1971; litteral](real){28199.000000}<LSEP>[argument 1972; 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[](){expression}<LSEP>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){ggplot2}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){readr}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){tidyr}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){dplyr}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){plotly}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){ggthemes}<LEND>[call](){}<LSEP>[](symbol){system}<LSEP>[argument 0; litteral](str){ls ../input}<LEND>[assign](){<-}<LSEP>[](symbol){train_Dt}<LEND>[call](){}<LSEP>[](symbol){read_csv}<LSEP>[argument 0; litteral](str){../input/train.csv}<LSEP>[argument 1; litteral](logical){TRUE}<LEND>[assign](){<-}<LSEP>[](symbol){train_Dt}<LEND>[call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){train_Dt}<LSEP>[](symbol){}<LEND>[argument 2; call](){}<LSEP>[](symbol){-}<LEND>[argument 0; call](){}<LSEP>[](symbol){c}<LSEP>[argument 0; litteral](real){1.000000}<LSEP>[argument 1; litteral](real){6.000000}<LEND>[assign](){<-}<LSEP>[](symbol){bone_gr}<LEND>[call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){ggplot}<LEND>[argument 0; call](){}<LSEP>[](symbol){aes}<LSEP>[](symbol){bone_length}<LEND>[](symbol){train_Dt}<LEND>[argument 1; call](){}<LSEP>[](symbol){geom_density}<LEND>[argument 0; call](){}<LSEP>[](symbol){aes}<LSEP>[](symbol){type}<LSEP>[](symbol){type}<LSEP>[argument 2; litteral](real){0.400000}<LEND>[argument 1; call](){}<LSEP>[](symbol){theme_wsj}<LEND>[argument 1; call](){}<LSEP>[](symbol){ggtitle}<LSEP>[argument 0; litteral](str){A lot of Overlap by bone length}<LEND>[](symbol){bone_gr}<LEND>[assign](){<-}<LSEP>[](symbol){flesh_gr}<LEND>[call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){ggplot}<LEND>[argument 0; call](){}<LSEP>[](symbol){aes}<LSEP>[](symbol){rotting_flesh}<LEND>[](symbol){train_Dt}<LEND>[argument 1; call](){}<LSEP>[](symbol){geom_density}<LEND>[argument 0; call](){}<LSEP>[](symbol){aes}<LSEP>[](symbol){type}<LSEP>[](symbol){type}<LSEP>[argument 2; litteral](real){0.400000}<LEND>[argument 1; call](){}<LSEP>[](symbol){theme_wsj}<LEND>[argument 1; call](){}<LSEP>[](symbol){ggtitle}<LSEP>[argument 0; litteral](str){More Overlap by rotting flesh}<LEND>[](symbol){flesh_gr}<LEND>[assign](){<-}<LSEP>[](symbol){hair_gr}<LEND>[call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){ggplot}<LEND>[argument 0; call](){}<LSEP>[](symbol){aes}<LSEP>[](symbol){hair_length}<LEND>[](symbol){train_Dt}<LEND>[argument 1; call](){}<LSEP>[](symbol){geom_density}<LEND>[argument 0; call](){}<LSEP>[](symbol){aes}<LSEP>[](symbol){type}<LSEP>[](symbol){type}<LSEP>[argument 2; litteral](real){0.400000}<LEND>[argument 1; call](){}<LSEP>[](symbol){theme_wsj}<LEND>[argument 1; call](){}<LSEP>[](symbol){ggtitle}<LSEP>[argument 0; litteral](str){More Overlap by hair length}<LEND>[](symbol){hair_gr}<LEND>[assign](){<-}<LSEP>[](symbol){soul_gr}<LEND>[call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){ggplot}<LEND>[argument 0; call](){}<LSEP>[](symbol){aes}<LSEP>[](symbol){has_soul}<LEND>[](symbol){train_Dt}<LEND>[argument 1; call](){}<LSEP>[](symbol){geom_density}<LEND>[argument 0; call](){}<LSEP>[](symbol){aes}<LSEP>[](symbol){type}<LSEP>[](symbol){type}<LSEP>[argument 2; litteral](real){0.400000}<LEND>[argument 1; call](){}<LSEP>[](symbol){theme_wsj}<LEND>[argument 1; call](){}<LSEP>[](symbol){ggtitle}<LSEP>[argument 0; litteral](str){More Overlap by has soul}<LEND>[](symbol){soul_gr}
[](){expression}<LSEP>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){dplyr}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){data.table}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){xgboost}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){Metrics}<LEND>[assign](){<-}<LSEP>[](symbol){RegularSeasonDetailedResults}<LEND>[call](){}<LSEP>[](symbol){read.csv}<LSEP>[argument 0; litteral](str){../input/RegularSeasonDetailed...}<LSEP>[argument 1; litteral](logical){FALSE}<LEND>[assign](){<-}<LSEP>[](symbol){SampleSubmission}<LEND>[call](){}<LSEP>[](symbol){read.csv}<LSEP>[argument 0; litteral](str){../input/SampleSubmission.csv}<LSEP>[argument 1; litteral](logical){FALSE}<LEND>[assign](){<-}<LSEP>[](symbol){Seasons}<LEND>[call](){}<LSEP>[](symbol){read.csv}<LSEP>[argument 0; litteral](str){../input/Seasons.csv}<LSEP>[argument 1; litteral](logical){FALSE}<LEND>[assign](){<-}<LSEP>[](symbol){Teams}<LEND>[call](){}<LSEP>[](symbol){read.csv}<LSEP>[argument 0; litteral](str){../input/Teams.csv}<LSEP>[argument 1; 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call](){}<LSEP>[](symbol){!}<LEND>[argument 0; call](){}<LSEP>[](symbol){is.na}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){dataset}<LSEP>[](symbol){PetID}<LEND>[](symbol){}<LEND>[](symbol){dominant_colors_blue}<LEND>[call](){}<LSEP>[](symbol){$}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LEND>[argument 0; call](){}<LSEP>[](symbol){head}<LSEP>[](symbol){image_properties}<LSEP>[argument 1; litteral](real){1.000000}<LEND>[](symbol){dominantColors.colors.color}<LEND>[](symbol){blue}<LEND>[statement 7; assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){$}<LEND>[argument 0; call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){dataset}<LEND>[argument 1; call](){}<LSEP>[](symbol){&}<LEND>[argument 0; call](){}<LSEP>[](symbol){==}<LEND>[argument 0; call](){}<LSEP>[](symbol){[[}<LSEP>[](symbol){file_info}<LSEP>[argument 1; litteral](str){PetId}<LEND>[argument 1; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){dataset}<LSEP>[](symbol){PetID}<LEND>[argument 1; call](){}<LSEP>[](symbol){!}<LEND>[argument 0; call](){}<LSEP>[](symbol){is.na}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){dataset}<LSEP>[](symbol){PetID}<LEND>[](symbol){}<LEND>[](symbol){dominant_colors_score}<LEND>[call](){}<LSEP>[](symbol){$}<LEND>[argument 0; call](){}<LSEP>[](symbol){head}<LSEP>[](symbol){image_properties}<LSEP>[argument 1; litteral](real){1.000000}<LEND>[](symbol){dominantColors.colors.score}<LEND>[statement 4; call](){}<LSEP>[](symbol){cat}<LSEP>[argument 0; litteral](str){\x0C}<LEND>[statement 3; call](){}<LSEP>[](symbol){toc}<LEND>[statement 4; call](){}<LSEP>[](symbol){return}<LSEP>[](symbol){dataset}<LEND>[assign](){<-}<LSEP>[](symbol){add_metadata}<LEND>[call](){}<LSEP>[](symbol){AddMetaDataToFile}<LSEP>[](symbol){filenames_train}<LSEP>[](symbol){add_metadata}<LEND>[assign](){<-}<LSEP>[](symbol){add_metadata}<LEND>[call](){}<LSEP>[](symbol){AddMetaDataToFile}<LSEP>[](symbol){filenames_test}<LSEP>[](symbol){add_metadata}<LEND>[assign](){<-}<LSEP>[](symbol){full}<LSEP>[](symbol){add_metadata}<LEND>[assign](){<-}<LSEP>[](symbol){factor_columns}<LEND>[call](){}<LSEP>[](symbol){c}<LSEP>[argument 0; litteral](str){Type}<LSEP>[argument 1; litteral](str){Gender}<LSEP>[argument 2; litteral](str){Color1}<LSEP>[argument 3; litteral](str){Color2}<LSEP>[argument 4; litteral](str){Color3}<LSEP>[argument 5; litteral](str){MaturitySize}<LSEP>[argument 6; litteral](str){FurLength}<LSEP>[argument 7; litteral](str){Vaccinated}<LSEP>[argument 8; litteral](str){Dewormed}<LSEP>[argument 9; litteral](str){State}<LSEP>[argument 10; litteral](str){Sterilized}<LSEP>[argument 11; litteral](str){Health}<LSEP>[argument 12; litteral](str){AdoptionSpeed}<LSEP>[argument 13; litteral](str){Type.breed1}<LSEP>[argument 14; litteral](str){Type.breed2}<LSEP>[argument 15; litteral](str){description_metadata}<LEND>[assign](){<-}<LSEP>[](symbol){character_columns}<LEND>[call](){}<LSEP>[](symbol){c}<LSEP>[argument 0; litteral](str){RescuerID}<LSEP>[argument 1; litteral](str){PetID}<LEND>[assign](){<-}<LSEP>[](symbol){numeric_columns}<LEND>[call](){}<LSEP>[](symbol){c}<LSEP>[argument 0; litteral](str){Age}<LSEP>[argument 1; litteral](str){Breed1}<LSEP>[argument 2; litteral](str){Quantity}<LSEP>[argument 3; litteral](str){sd}<LSEP>[argument 4; litteral](str){Fee}<LSEP>[argument 5; litteral](str){VideoAmt}<LSEP>[argument 6; litteral](str){PhotoAmt}<LSEP>[argument 7; litteral](str){ave_sentiment}<LSEP>[argument 8; litteral](str){word_count}<LEND>[call](){}<LSEP>[](symbol){%<>%}<LSEP>[](symbol){full}<LEND>[argument 1; call](){}<LSEP>[](symbol){mutate_at}<LSEP>[](symbol){factor_columns}<LEND>[argument 1; call](){}<LSEP>[](symbol){funs}<LEND>[argument 0; call](){}<LSEP>[](symbol){as.factor}<LSEP>[](symbol){.}<LEND>[call](){}<LSEP>[](symbol){%<>%}<LSEP>[](symbol){full}<LEND>[argument 1; call](){}<LSEP>[](symbol){mutate_at}<LSEP>[](symbol){character_columns}<LEND>[argument 1; call](){}<LSEP>[](symbol){funs}<LEND>[argument 0; call](){}<LSEP>[](symbol){as.character}<LSEP>[](symbol){.}<LEND>[call](){}<LSEP>[](symbol){%<>%}<LSEP>[](symbol){full}<LEND>[argument 1; call](){}<LSEP>[](symbol){mutate_at}<LSEP>[](symbol){numeric_columns}<LEND>[argument 1; call](){}<LSEP>[](symbol){funs}<LEND>[argument 0; call](){}<LSEP>[](symbol){as.numeric}<LSEP>[](symbol){.}<LEND>[call](){}<LSEP>[](symbol){rm}<LEND>[argument 0; call](){}<LSEP>[](symbol){setdiff}<LEND>[argument 0; call](){}<LSEP>[](symbol){ls}<LEND>[argument 1; litteral](str){full}<LEND>[assign](){<-}<LSEP>[](symbol){train_cleaned}<LEND>[call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){full}<LEND>[argument 1; call](){}<LSEP>[](symbol){:}<LSEP>[argument 0; litteral](real){1.000000}<LSEP>[argument 1; litteral](real){14993.000000}<LEND>[](symbol){}<LEND>[assign](){<-}<LSEP>[](symbol){test_cleaned}<LEND>[call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){full}<LEND>[argument 1; call](){}<LSEP>[](symbol){:}<LSEP>[argument 0; litteral](real){14994.000000}<LEND>[argument 1; call](){}<LSEP>[](symbol){nrow}<LSEP>[](symbol){full}<LEND>[](symbol){}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){test_cleaned}<LSEP>[](symbol){AdoptionSpeed}<LEND>[litteral](NULL){NULL}<LEND>[call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){ggplot}<LSEP>[](symbol){train_cleaned}<LEND>[argument 1; call](){}<LSEP>[](symbol){aes}<LSEP>[](symbol){AdoptionSpeed}<LEND>[argument 1; call](){}<LSEP>[](symbol){geom_bar}<LEND>[argument 0; call](){}<LSEP>[](symbol){aes}<LSEP>[](symbol){AdoptionSpeed}<LEND>[assign](){<-}<LSEP>[](symbol){y}<LSEP>[litteral](str){AdoptionSpeed}<LEND>[assign](){<-}<LSEP>[](symbol){x}<LEND>[call](){}<LSEP>[](symbol){setdiff}<LEND>[argument 0; call](){}<LSEP>[](symbol){names}<LSEP>[](symbol){train_cleaned}<LEND>[](symbol){y}<LEND>[assign](){<-}<LSEP>[](symbol){h2o_train}<LEND>[call](){}<LSEP>[](symbol){as.h2o}<LSEP>[](symbol){train_cleaned}<LEND>[assign](){<-}<LSEP>[](symbol){h2o_test}<LEND>[call](){}<LSEP>[](symbol){as.h2o}<LSEP>[](symbol){test_cleaned}<LEND>[assign](){<-}<LSEP>[](symbol){target_numeric}<LSEP>[](symbol){train_cleaned}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){target_numeric}<LSEP>[](symbol){AdoptionSpeed}<LEND>[call](){}<LSEP>[](symbol){as.numeric}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){target_numeric}<LSEP>[](symbol){AdoptionSpeed}<LEND>[assign](){<-}<LSEP>[](symbol){h2o_numeric_train}<LEND>[call](){}<LSEP>[](symbol){as.h2o}<LSEP>[](symbol){target_numeric}<LEND>[assign](){<-}<LSEP>[](symbol){N_TREES_NUMBER}<LSEP>[litteral](real){1170.000000}<LEND>[assign](){<-}<LSEP>[](symbol){randomForest}<LEND>[call](){}<LSEP>[](symbol){h2o.randomForest}<LSEP>[](symbol){x}<LSEP>[](symbol){y}<LSEP>[](symbol){h2o_train}<LSEP>[](symbol){N_TREES_NUMBER}<LSEP>[argument 4; litteral](real){5.000000}<LSEP>[argument 5; litteral](real){9657.000000}<LSEP>[argument 6; litteral](logical){TRUE}<LEND>[assign](){<-}<LSEP>[](symbol){gbm}<LEND>[call](){}<LSEP>[](symbol){h2o.gbm}<LSEP>[](symbol){x}<LSEP>[](symbol){y}<LSEP>[](symbol){h2o_train}<LSEP>[](symbol){N_TREES_NUMBER}<LSEP>[argument 4; litteral](real){0.010000}<LSEP>[argument 5; litteral](logical){TRUE}<LSEP>[argument 6; litteral](real){5.000000}<LSEP>[argument 7; litteral](real){9657.000000}<LEND>[assign](){<-}<LSEP>[](symbol){ensemble}<LEND>[call](){}<LSEP>[](symbol){h2o.stackedEnsemble}<LSEP>[](symbol){x}<LSEP>[](symbol){y}<LSEP>[](symbol){h2o_train}<LEND>[argument 3; call](){}<LSEP>[](symbol){list}<LSEP>[](symbol){gbm}<LSEP>[](symbol){randomForest}<LEND>[assign](){<-}<LSEP>[](symbol){perf}<LEND>[call](){}<LSEP>[](symbol){h2o.performance}<LSEP>[](symbol){ensemble}<LEND>[](symbol){perf}<LEND>[assign](){<-}<LSEP>[](symbol){perf_gbm_test}<LEND>[call](){}<LSEP>[](symbol){h2o.performance}<LSEP>[](symbol){gbm}<LEND>[](symbol){perf_gbm_test}<LEND>[assign](){<-}<LSEP>[](symbol){perf_rf_test}<LEND>[call](){}<LSEP>[](symbol){h2o.performance}<LSEP>[](symbol){randomForest}<LEND>[](symbol){perf_rf_test}<LEND>[assign](){<-}<LSEP>[](symbol){baselearner_best_auc_test}<LEND>[call](){}<LSEP>[](symbol){max}<LEND>[argument 0; call](){}<LSEP>[](symbol){h2o.rmse}<LSEP>[](symbol){perf_gbm_test}<LEND>[argument 1; call](){}<LSEP>[](symbol){h2o.rmse}<LSEP>[](symbol){perf_rf_test}<LEND>[](symbol){baselearner_best_auc_test}<LEND>[call](){}<LSEP>[](symbol){h2o.rmse}<LSEP>[](symbol){perf}<LEND>[call](){}<LSEP>[](symbol){h2o.performance}<LSEP>[](symbol){ensemble}<LEND>[assign](){<-}<LSEP>[](symbol){pred}<LEND>[call](){}<LSEP>[](symbol){h2o.predict}<LSEP>[](symbol){ensemble}<LSEP>[](symbol){h2o_test}<LEND>[assign](){<-}<LSEP>[](symbol){result}<LEND>[call](){}<LSEP>[](symbol){as.data.frame}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){pred}<LSEP>[](symbol){pred}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){result}<LSEP>[](symbol){PetID}<LEND>[call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){test_cleaned}<LSEP>[](symbol){PetID}<LEND>[assign](){<-}<LSEP>[](symbol){result}<LEND>[call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){result}<LSEP>[](symbol){}<LEND>[argument 2; call](){}<LSEP>[](symbol){c}<LSEP>[argument 0; litteral](str){PetID}<LSEP>[argument 1; litteral](str){predict}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){colnames}<LSEP>[](symbol){result}<LEND>[call](){}<LSEP>[](symbol){c}<LSEP>[argument 0; litteral](str){PetID}<LSEP>[argument 1; litteral](str){AdoptionSpeed}<LEND>[call](){}<LSEP>[](symbol){head}<LSEP>[](symbol){result}<LEND>[call](){}<LSEP>[](symbol){write.csv}<LSEP>[](symbol){result}<LSEP>[argument 1; litteral](str){submission.csv}<LSEP>[argument 2; litteral](logical){FALSE}
[](){expression}<LSEP>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){data.table}<LEND>[assign](){<-}<LSEP>[](symbol){max_sec}<LSEP>[litteral](real){30000.000000}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){h2o}<LSEP>[argument 1; litteral](logical){FALSE}<LEND>[call](){}<LSEP>[](symbol){h2o.init}<LSEP>[argument 0; litteral](str){10G}<LEND>[call](){}<LSEP>[](symbol){h2o.no_progress}<LEND>[assign](){=}<LSEP>[](symbol){train_df}<LEND>[call](){}<LSEP>[](symbol){fread}<LSEP>[argument 0; litteral](str){../input/train.csv}<LSEP>[](symbol){T}<LSEP>[](symbol){T}<LEND>[assign](){=}<LSEP>[](symbol){test_df}<LEND>[call](){}<LSEP>[](symbol){fread}<LSEP>[argument 0; litteral](str){../input/test.csv}<LSEP>[](symbol){T}<LSEP>[](symbol){T}<LEND>[assign](){=}<LSEP>[](symbol){submission}<LEND>[call](){}<LSEP>[](symbol){fread}<LSEP>[argument 0; litteral](str){../input/sample_submission.csv}<LSEP>[](symbol){T}<LEND>[assign](){<-}<LSEP>[](symbol){train}<LEND>[call](){}<LSEP>[](symbol){as.h2o}<LSEP>[](symbol){train_df}<LEND>[assign](){<-}<LSEP>[](symbol){test}<LEND>[call](){}<LSEP>[](symbol){as.h2o}<LSEP>[](symbol){test_df}<LEND>[assign](){<-}<LSEP>[](symbol){y}<LSEP>[litteral](str){target}<LEND>[assign](){<-}<LSEP>[](symbol){x}<LEND>[call](){}<LSEP>[](symbol){setdiff}<LEND>[argument 0; call](){}<LSEP>[](symbol){names}<LSEP>[](symbol){train}<LEND>[argument 1; call](){}<LSEP>[](symbol){c}<LSEP>[](symbol){y}<LSEP>[argument 1; litteral](str){ID_code}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){train}<LSEP>[](symbol){}<LSEP>[](symbol){y}<LEND>[call](){}<LSEP>[](symbol){as.factor}<LEND>[argument 0; call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){train}<LSEP>[](symbol){}<LSEP>[](symbol){y}<LEND>[assign](){<-}<LSEP>[](symbol){model_dl}<LEND>[call](){}<LSEP>[](symbol){h2o.deeplearning}<LSEP>[](symbol){y}<LSEP>[](symbol){x}<LSEP>[](symbol){train}<LSEP>[argument 3; litteral](real){60.000000}<LEND>[argument 4; call](){}<LSEP>[](symbol){c}<LSEP>[argument 0; litteral](real){100.000000}<LSEP>[argument 1; litteral](real){100.000000}<LEND>[argument 5; litteral](str){RectifierWithDropout}<LSEP>[argument 6; litteral](real){1122.000000}<LEND>[call](){}<LSEP>[](symbol){h2o.performance}<LSEP>[](symbol){model_dl}<LEND>[assign](){<-}<LSEP>[](symbol){pred}<LEND>[call](){}<LSEP>[](symbol){as.data.frame}<LEND>[argument 0; call](){}<LSEP>[](symbol){h2o.predict}<LSEP>[](symbol){model_dl}<LSEP>[](symbol){test}<LEND>[call](){}<LSEP>[](symbol){head}<LSEP>[](symbol){pred}<LEND>[assign](){=}<LSEP>[variable; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){submission}<LSEP>[](symbol){target}<LEND>[call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){pred}<LSEP>[](symbol){}<LSEP>[argument 2; litteral](real){2.000000}<LEND>[call](){}<LSEP>[](symbol){head}<LSEP>[](symbol){submission}<LEND>[call](){}<LSEP>[](symbol){write.csv}<LSEP>[](symbol){submission}<LSEP>[argument 1; litteral](str){submission.csv}<LSEP>[](symbol){F}
[](){expression}<LSEP>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){ggmap}<LEND>[assign](){<-}<LSEP>[](symbol){trainData}<LEND>[call](){}<LSEP>[](symbol){read.csv}<LSEP>[argument 0; litteral](str){../input/train.csv}<LSEP>[argument 1; litteral](logical){TRUE}<LSEP>[argument 2; litteral](str){,}<LEND>[assign](){<-}<LSEP>[](symbol){map}<LEND>[call](){}<LSEP>[](symbol){readRDS}<LSEP>[argument 0; litteral](str){../input/sf_map_copyright_open...}<LEND>[assign](){=}<LSEP>[](symbol){crimePoints}<LEND>[call](){}<LSEP>[](symbol){subset}<LSEP>[](symbol){trainData}<LEND>[argument 1; call](){}<LSEP>[](symbol){!=}<LSEP>[](symbol){Y}<LSEP>[argument 1; litteral](real){90.000000}<LEND>[argument 2; call](){}<LSEP>[](symbol){c}<LSEP>[](symbol){X}<LSEP>[](symbol){Y}<LSEP>[](symbol){Category}<LEND>[assign](){<-}<LSEP>[](symbol){plot}<LEND>[call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){ggmap}<LSEP>[](symbol){map}<LEND>[argument 1; call](){}<LSEP>[](symbol){geom_point}<LSEP>[](symbol){crimePoints}<LEND>[argument 1; call](){}<LSEP>[](symbol){aes}<LSEP>[](symbol){X}<LSEP>[](symbol){Y}<LEND>[argument 2; call](){}<LSEP>[](symbol){factor}<LSEP>[](symbol){Category}<LEND>[argument 2; litteral](real){0.090000}<LEND>[argument 1; call](){}<LSEP>[](symbol){guides}<LEND>[argument 0; call](){}<LSEP>[](symbol){guide_legend}<LEND>[argument 0; call](){}<LSEP>[](symbol){list}<LSEP>[argument 0; litteral](real){1.000000}<LSEP>[argument 1; litteral](real){6.000000}<LEND>[argument 1; litteral](str){Type of Crime}<LEND>[argument 1; call](){}<LSEP>[](symbol){ggtitle}<LSEP>[argument 0; litteral](str){SF Crime Plot}<LEND>[call](){}<LSEP>[](symbol){ggsave}<LSEP>[argument 0; litteral](str){sf_map_plot_with_crime_categor...}<LSEP>[](symbol){plot}<LSEP>[argument 2; litteral](real){20.000000}<LSEP>[argument 3; litteral](real){20.000000}<LSEP>[argument 4; litteral](str){in}
[](){expression}<LSEP>[call](){}<LSEP>[call name; call](){}<LSEP>[](symbol){$}<LEND>[argument 0; call](){}<LSEP>[](symbol){::}<LSEP>[](symbol){knitr}<LSEP>[](symbol){opts_chunk}<LEND>[](symbol){set}<LEND>[argument 0; litteral](logical){TRUE}<LSEP>[](symbol){F}<LSEP>[](symbol){F}<LSEP>[argument 3; litteral](real){9.475000}<LSEP>[argument 4; litteral](real){5.000000}<LEND>[assign](){<-}<LSEP>[](symbol){train}<LEND>[call](){}<LSEP>[](symbol){read.csv}<LSEP>[argument 0; litteral](str){../input/train.csv}<LEND>[assign](){<-}<LSEP>[](symbol){test}<LEND>[call](){}<LSEP>[](symbol){read.csv}<LSEP>[argument 0; litteral](str){../input/test.csv}<LEND>[call](){}<LSEP>[](symbol){str}<LSEP>[](symbol){train}<LEND>[call](){}<LSEP>[](symbol){table}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){Survived}<LEND>[call](){}<LSEP>[](symbol){prop.table}<LEND>[argument 0; call](){}<LSEP>[](symbol){table}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){Survived}<LEND>[assign](){<-}<LSEP>[variable; 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[](){expression}<LSEP>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){readr}<LEND>[assign](){<-}<LSEP>[](symbol){train}<LEND>[call](){}<LSEP>[](symbol){read_csv}<LSEP>[argument 0; litteral](str){../input/train.csv}<LEND>[assign](){<-}<LSEP>[](symbol){test}<LEND>[call](){}<LSEP>[](symbol){read_csv}<LSEP>[argument 0; litteral](str){../input/test.csv}<LEND>[call](){}<LSEP>[](symbol){cat}<LEND>[argument 0; call](){}<LSEP>[](symbol){sprintf}<LSEP>[argument 0; litteral](str){Training set has %d rows and %...}<LEND>[argument 1; call](){}<LSEP>[](symbol){nrow}<LSEP>[](symbol){train}<LEND>[argument 2; call](){}<LSEP>[](symbol){ncol}<LSEP>[](symbol){train}<LEND>[call](){}<LSEP>[](symbol){cat}<LEND>[argument 0; call](){}<LSEP>[](symbol){sprintf}<LSEP>[argument 0; litteral](str){Test set has %d rows and %d co...}<LEND>[argument 1; call](){}<LSEP>[](symbol){nrow}<LSEP>[](symbol){test}<LEND>[argument 2; call](){}<LSEP>[](symbol){ncol}<LSEP>[](symbol){test}
[](){expression}<LSEP>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){data.table}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){dplyr}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){ggplot2}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){ggmap}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){maps}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){bit64}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){lubridate}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){ggthemes}<LEND>[assign](){=}<LSEP>[](symbol){events}<LEND>[call](){}<LSEP>[](symbol){fread}<LSEP>[argument 0; litteral](str){../input/events.csv}<LEND>[assign](){=}<LSEP>[variable; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){events}<LSEP>[](symbol){timestamp}<LEND>[call](){}<LSEP>[](symbol){ymd_hms}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){events}<LSEP>[](symbol){timestamp}<LEND>[assign](){=}<LSEP>[variable; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){events}<LSEP>[](symbol){year}<LEND>[call](){}<LSEP>[](symbol){year}<LEND>[argument 0; 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call](){}<LSEP>[](symbol){!=}<LSEP>[](symbol){dYear}<LSEP>[argument 1; litteral](real){2011.000000}<LEND>[](symbol){}<LEND>[assign](){<-}<LSEP>[](symbol){x2}<LEND>[call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){x}<LEND>[argument 1; call](){}<LSEP>[](symbol){==}<LSEP>[](symbol){dYear}<LSEP>[argument 1; litteral](real){2011.000000}<LEND>[](symbol){}<LEND>[call](){}<LSEP>[](symbol){dim}<LSEP>[](symbol){x1}<LEND>[call](){}<LSEP>[](symbol){dim}<LSEP>[](symbol){x2}<LEND>[assign](){<-}<LSEP>[](symbol){fitCv}<LEND>[call](){}<LSEP>[](symbol){train}<LEND>[argument 0; call](){}<LSEP>[](symbol){~}<LSEP>[](symbol){WnvPresent}<LEND>[argument 1; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LSEP>[](symbol){dMonth}<LSEP>[](symbol){Species2}<LEND>[](symbol){Block}<LEND>[](symbol){x}<LSEP>[argument 2; litteral](str){glmnet}<LEND>[argument 3; call](){}<LSEP>[](symbol){trainControl}<LSEP>[argument 0; litteral](str){cv}<LSEP>[argument 1; litteral](real){5.000000}<LSEP>[](symbol){T}<LSEP>[](symbol){twoClassSummary}<LEND>[argument 4; call](){}<LSEP>[](symbol){expand.grid}<LSEP>[argument 0; litteral](real){0.001000}<LEND>[argument 1; call](){}<LSEP>[](symbol){seq}<LSEP>[argument 0; litteral](real){0.001000}<LSEP>[argument 1; litteral](real){0.010000}<LSEP>[argument 2; litteral](real){0.001000}<LEND>[argument 5; litteral](str){ROC}<LEND>[](symbol){fitCv}<LEND>[assign](){<-}<LSEP>[](symbol){pSubmit}<LEND>[call](){}<LSEP>[](symbol){predict}<LSEP>[](symbol){fitCv}<LSEP>[](symbol){test}<LSEP>[argument 2; litteral](str){prob}<LEND>[assign](){<-}<LSEP>[](symbol){submissionFile}<LEND>[call](){}<LSEP>[](symbol){cbind}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){test}<LSEP>[](symbol){Id}<LEND>[argument 1; call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){pSubmit}<LSEP>[](symbol){}<LSEP>[argument 2; litteral](real){2.000000}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){colnames}<LSEP>[](symbol){submissionFile}<LEND>[call](){}<LSEP>[](symbol){c}<LSEP>[argument 0; litteral](str){Id}<LSEP>[argument 1; litteral](str){WnvPresent}<LEND>[call](){}<LSEP>[](symbol){options}<LSEP>[argument 0; litteral](real){100.000000}<LSEP>[argument 1; litteral](real){8.000000}<LEND>[call](){}<LSEP>[](symbol){write.csv}<LSEP>[](symbol){submissionFile}<LSEP>[argument 1; litteral](str){logistic_regression_three_fact...}<LSEP>[argument 2; litteral](logical){FALSE}<LSEP>[argument 3; litteral](logical){FALSE}
[](){expression}<LSEP>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){xgboost}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){Matrix}<LEND>[call](){}<LSEP>[](symbol){set.seed}<LSEP>[argument 0; litteral](real){1234.000000}<LEND>[assign](){<-}<LSEP>[](symbol){train}<LEND>[call](){}<LSEP>[](symbol){read.csv}<LSEP>[argument 0; litteral](str){../input/train.csv}<LEND>[assign](){<-}<LSEP>[](symbol){test}<LEND>[call](){}<LSEP>[](symbol){read.csv}<LSEP>[argument 0; litteral](str){../input/test.csv}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){ID}<LEND>[litteral](NULL){NULL}<LEND>[assign](){<-}<LSEP>[](symbol){test.id}<LEND>[call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){test}<LSEP>[](symbol){ID}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){test}<LSEP>[](symbol){ID}<LEND>[litteral](NULL){NULL}<LEND>[assign](){<-}<LSEP>[](symbol){tc}<LSEP>[](symbol){test}<LEND>[assign](){<-}<LSEP>[](symbol){train.y}<LEND>[call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){TARGET}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){TARGET}<LEND>[litteral](NULL){NULL}<LEND>[assign](){<-}<LSEP>[](symbol){count0}<LEND>[](){function}<LSEP>[](pairlist){}<LSEP>[](symbol){x}<LEND>[body; block](){}<LSEP>[statement 0; call](){}<LSEP>[](symbol){return}<LEND>[argument 0; call](){}<LSEP>[](symbol){sum}<LEND>[argument 0; call](){}<LSEP>[](symbol){==}<LSEP>[](symbol){x}<LSEP>[argument 1; litteral](real){0.000000}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){n0}<LEND>[call](){}<LSEP>[](symbol){apply}<LSEP>[](symbol){train}<LSEP>[argument 1; litteral](real){1.000000}<LSEP>[](symbol){count0}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){test}<LSEP>[](symbol){n0}<LEND>[call](){}<LSEP>[](symbol){apply}<LSEP>[](symbol){test}<LSEP>[argument 1; litteral](real){1.000000}<LSEP>[](symbol){count0}<LEND>[call](){}<LSEP>[](symbol){cat}<LSEP>[argument 0; litteral](str){\n## Removing the constants fe...}<LEND>[control flow](){for}<LSEP>[](symbol){f}<LEND>[range; call](){}<LSEP>[](symbol){names}<LSEP>[](symbol){train}<LEND>[body; block](){}<LSEP>[statement 0; control flow](){if}<LSEP>[condition; call](){}<LSEP>[](symbol){==}<LEND>[argument 0; call](){}<LSEP>[](symbol){length}<LEND>[argument 0; call](){}<LSEP>[](symbol){unique}<LEND>[argument 0; call](){}<LSEP>[](symbol){[[}<LSEP>[](symbol){train}<LSEP>[](symbol){f}<LEND>[argument 1; litteral](real){1.000000}<LEND>[true branch; block](){}<LSEP>[statement 0; call](){}<LSEP>[](symbol){cat}<LSEP>[](symbol){f}<LSEP>[argument 1; litteral](str){is constant in train. We delet...}<LEND>[statement 1; assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){[[}<LSEP>[](symbol){train}<LSEP>[](symbol){f}<LEND>[litteral](NULL){NULL}<LEND>[statement 2; assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){[[}<LSEP>[](symbol){test}<LSEP>[](symbol){f}<LEND>[litteral](NULL){NULL}<LEND>[assign](){<-}<LSEP>[](symbol){features_pair}<LEND>[call](){}<LSEP>[](symbol){combn}<LEND>[argument 0; call](){}<LSEP>[](symbol){names}<LSEP>[](symbol){train}<LEND>[argument 1; litteral](real){2.000000}<LSEP>[](symbol){F}<LEND>[assign](){<-}<LSEP>[](symbol){toRemove}<LEND>[call](){}<LSEP>[](symbol){c}<LEND>[control flow](){for}<LSEP>[](symbol){pair}<LSEP>[](symbol){features_pair}<LEND>[body; block](){}<LSEP>[statement 0; assign](){<-}<LSEP>[](symbol){f1}<LEND>[call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){pair}<LSEP>[argument 1; litteral](real){1.000000}<LEND>[statement 1; assign](){<-}<LSEP>[](symbol){f2}<LEND>[call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){pair}<LSEP>[argument 1; litteral](real){2.000000}<LEND>[statement 2; control flow](){if}<LSEP>[condition; call](){}<LSEP>[](symbol){&}<LEND>[argument 0; call](){}<LSEP>[](symbol){!}<LEND>[argument 0; call](){}<LSEP>[](symbol){(}<LEND>[argument 0; call](){}<LSEP>[](symbol){%in%}<LSEP>[](symbol){f1}<LSEP>[](symbol){toRemove}<LEND>[argument 1; call](){}<LSEP>[](symbol){!}<LEND>[argument 0; call](){}<LSEP>[](symbol){(}<LEND>[argument 0; call](){}<LSEP>[](symbol){%in%}<LSEP>[](symbol){f2}<LSEP>[](symbol){toRemove}<LEND>[true branch; block](){}<LSEP>[statement 0; control flow](){if}<LSEP>[condition; call](){}<LSEP>[](symbol){all}<LEND>[argument 0; call](){}<LSEP>[](symbol){==}<LEND>[argument 0; call](){}<LSEP>[](symbol){[[}<LSEP>[](symbol){train}<LSEP>[](symbol){f1}<LEND>[argument 1; call](){}<LSEP>[](symbol){[[}<LSEP>[](symbol){train}<LSEP>[](symbol){f2}<LEND>[true branch; block](){}<LSEP>[statement 0; call](){}<LSEP>[](symbol){cat}<LSEP>[](symbol){f1}<LSEP>[argument 1; litteral](str){and}<LSEP>[](symbol){f2}<LSEP>[argument 3; litteral](str){are equals.\n}<LEND>[statement 1; assign](){<-}<LSEP>[](symbol){toRemove}<LEND>[call](){}<LSEP>[](symbol){c}<LSEP>[](symbol){toRemove}<LSEP>[](symbol){f2}<LEND>[assign](){<-}<LSEP>[](symbol){feature.names}<LEND>[call](){}<LSEP>[](symbol){setdiff}<LEND>[argument 0; call](){}<LSEP>[](symbol){names}<LSEP>[](symbol){train}<LEND>[](symbol){toRemove}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){var38}<LEND>[call](){}<LSEP>[](symbol){log}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){var38}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){test}<LSEP>[](symbol){var38}<LEND>[call](){}<LSEP>[](symbol){log}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){test}<LSEP>[](symbol){var38}<LEND>[assign](){<-}<LSEP>[](symbol){train}<LEND>[call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){train}<LSEP>[](symbol){}<LSEP>[](symbol){feature.names}<LEND>[assign](){<-}<LSEP>[](symbol){test}<LEND>[call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){test}<LSEP>[](symbol){}<LSEP>[](symbol){feature.names}<LEND>[assign](){<-}<LSEP>[](symbol){tc}<LSEP>[](symbol){test}<LEND>[call](){}<LSEP>[](symbol){print}<LSEP>[argument 0; litteral](str){Setting min-max lims on test data}<LEND>[control flow](){for}<LSEP>[](symbol){f}<LEND>[range; call](){}<LSEP>[](symbol){colnames}<LSEP>[](symbol){train}<LEND>[body; block](){}<LSEP>[statement 0; assign](){<-}<LSEP>[](symbol){lim}<LEND>[call](){}<LSEP>[](symbol){min}<LEND>[argument 0; call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){train}<LSEP>[](symbol){}<LSEP>[](symbol){f}<LEND>[statement 1; assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){test}<LEND>[argument 1; call](){}<LSEP>[](symbol){<}<LEND>[argument 0; call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){test}<LSEP>[](symbol){}<LSEP>[](symbol){f}<LEND>[](symbol){lim}<LEND>[](symbol){f}<LEND>[](symbol){lim}<LEND>[statement 2; assign](){<-}<LSEP>[](symbol){lim}<LEND>[call](){}<LSEP>[](symbol){max}<LEND>[argument 0; call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){train}<LSEP>[](symbol){}<LSEP>[](symbol){f}<LEND>[statement 3; assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){test}<LEND>[argument 1; call](){}<LSEP>[](symbol){>}<LEND>[argument 0; call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){test}<LSEP>[](symbol){}<LSEP>[](symbol){f}<LEND>[](symbol){lim}<LEND>[](symbol){f}<LEND>[](symbol){lim}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){TARGET}<LEND>[](symbol){train.y}<LEND>[assign](){<-}<LSEP>[](symbol){train}<LEND>[call](){}<LSEP>[](symbol){sparse.model.matrix}<LEND>[argument 0; call](){}<LSEP>[](symbol){~}<LSEP>[](symbol){TARGET}<LSEP>[](symbol){.}<LEND>[](symbol){train}<LEND>[assign](){<-}<LSEP>[](symbol){dtrain}<LEND>[call](){}<LSEP>[](symbol){xgb.DMatrix}<LSEP>[](symbol){train}<LSEP>[](symbol){train.y}<LEND>[assign](){<-}<LSEP>[](symbol){watchlist}<LEND>[call](){}<LSEP>[](symbol){list}<LSEP>[](symbol){dtrain}<LEND>[assign](){<-}<LSEP>[](symbol){param}<LEND>[call](){}<LSEP>[](symbol){list}<LSEP>[argument 0; litteral](str){binary:logistic}<LSEP>[argument 1; litteral](str){gbtree}<LSEP>[argument 2; litteral](str){auc}<LSEP>[argument 3; litteral](real){0.020205}<LSEP>[argument 4; litteral](real){5.000000}<LSEP>[argument 5; litteral](real){0.681500}<LSEP>[argument 6; litteral](real){0.701000}<LEND>[assign](){<-}<LSEP>[](symbol){clf}<LEND>[call](){}<LSEP>[](symbol){xgb.train}<LSEP>[](symbol){param}<LSEP>[](symbol){dtrain}<LSEP>[argument 2; litteral](real){562.000000}<LSEP>[argument 3; litteral](real){10.000000}<LSEP>[argument 4; litteral](real){1.000000}<LSEP>[](symbol){watchlist}<LSEP>[argument 6; litteral](logical){TRUE}<LEND>[](symbol){feature.names}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){test}<LSEP>[](symbol){TARGET}<LEND>[call](){}<LSEP>[](symbol){-}<LSEP>[argument 0; litteral](real){1.000000}<LEND>[assign](){<-}<LSEP>[](symbol){test}<LEND>[call](){}<LSEP>[](symbol){sparse.model.matrix}<LEND>[argument 0; call](){}<LSEP>[](symbol){~}<LSEP>[](symbol){TARGET}<LSEP>[](symbol){.}<LEND>[](symbol){test}<LEND>[assign](){<-}<LSEP>[](symbol){preds}<LEND>[call](){}<LSEP>[](symbol){predict}<LSEP>[](symbol){clf}<LSEP>[](symbol){test}<LEND>[assign](){<-}<LSEP>[](symbol){pred}<LEND>[call](){}<LSEP>[](symbol){predict}<LSEP>[](symbol){clf}<LSEP>[](symbol){train}<LEND>[assign](){<-}<LSEP>[](symbol){AUC}<LEND>[](){function}<LSEP>[](pairlist){}<LSEP>[](symbol){actual}<LSEP>[](symbol){predicted}<LEND>[body; block](){}<LSEP>[statement 0; call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){pROC}<LEND>[statement 1; assign](){<-}<LSEP>[](symbol){auc}<LEND>[call](){}<LSEP>[](symbol){auc}<LEND>[argument 0; call](){}<LSEP>[](symbol){as.numeric}<LSEP>[](symbol){actual}<LEND>[argument 1; call](){}<LSEP>[](symbol){as.numeric}<LSEP>[](symbol){predicted}<LEND>[](symbol){auc}<LEND>[call](){}<LSEP>[](symbol){AUC}<LSEP>[](symbol){train.y}<LSEP>[](symbol){pred}<LEND>[assign](){=}<LSEP>[](symbol){nv}<LEND>[call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){tc}<LSEP>[argument 1; litteral](str){num_var33}<LEND>[argument 1; call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){tc}<LSEP>[argument 1; litteral](str){saldo_medio_var33_ult3}<LEND>[argument 1; call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){tc}<LSEP>[argument 1; litteral](str){saldo_medio_var44_hace2}<LEND>[argument 1; call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){tc}<LSEP>[argument 1; litteral](str){saldo_medio_var44_hace3}<LEND>[argument 1; call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){tc}<LSEP>[argument 1; litteral](str){saldo_medio_var33_ult1}<LEND>[argument 1; call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){tc}<LSEP>[argument 1; litteral](str){saldo_medio_var44_ult1}<LEND>[assign](){=}<LSEP>[variable; call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){preds}<LEND>[argument 1; call](){}<LSEP>[](symbol){>}<LSEP>[](symbol){nv}<LSEP>[argument 1; litteral](real){0.000000}<LEND>[litteral](real){0.000000}<LEND>[assign](){=}<LSEP>[variable; call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){preds}<LEND>[argument 1; call](){}<LSEP>[](symbol){<}<LEND>[argument 0; call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){tc}<LSEP>[argument 1; litteral](str){var15}<LEND>[argument 1; litteral](real){23.000000}<LEND>[litteral](real){0.000000}<LEND>[assign](){=}<LSEP>[variable; call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){preds}<LEND>[argument 1; 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call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){tc}<LSEP>[argument 1; litteral](str){var21}<LEND>[argument 1; litteral](real){7500.000000}<LEND>[litteral](real){0.000000}<LEND>[assign](){=}<LSEP>[variable; call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){preds}<LEND>[argument 1; call](){}<LSEP>[](symbol){>}<LEND>[argument 0; call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){tc}<LSEP>[argument 1; litteral](str){num_var30}<LEND>[argument 1; litteral](real){9.000000}<LEND>[litteral](real){0.000000}<LEND>[assign](){=}<LSEP>[variable; call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){preds}<LEND>[argument 1; call](){}<LSEP>[](symbol){>}<LEND>[argument 0; call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){tc}<LSEP>[argument 1; litteral](str){num_var13_0}<LEND>[argument 1; litteral](real){6.000000}<LEND>[litteral](real){0.000000}<LEND>[assign](){=}<LSEP>[variable; call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){preds}<LEND>[argument 1; call](){}<LSEP>[](symbol){>}<LEND>[argument 0; call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){tc}<LSEP>[argument 1; 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[](){expression}
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litteral](real){0.000000}<LSEP>[argument 7; litteral](real){0.850000}<LSEP>[argument 8; litteral](real){0.000000}<LSEP>[argument 9; litteral](real){0.850000}<LSEP>[argument 10; litteral](real){0.000000}<LSEP>[argument 11; litteral](real){0.300000}<LSEP>[argument 12; litteral](real){0.000000}<LSEP>[argument 13; litteral](real){0.400000}<LEND>[argument 1; litteral](real){2.000000}<LEND>[assign](){=}<LSEP>[](symbol){prob}<LEND>[call](){}<LSEP>[](symbol){c}<LSEP>[argument 0; litteral](real){0.020000}<LSEP>[argument 1; litteral](real){0.600000}<LSEP>[argument 2; litteral](real){0.080000}<LSEP>[argument 3; litteral](real){0.070000}<LSEP>[argument 4; litteral](real){0.070000}<LSEP>[argument 5; litteral](real){0.070000}<LSEP>[argument 6; litteral](real){0.070000}<LEND>[assign](){=}<LSEP>[](symbol){N}<LSEP>[litteral](real){100000.000000}<LEND>[assign](){=}<LSEP>[](symbol){x}<LEND>[call](){}<LSEP>[](symbol){matrix}<LSEP>[argument 0; litteral](logical){NA}<LSEP>[argument 1; litteral](real){2.000000}<LSEP>[](symbol){N}<LEND>[assign](){=}<LSEP>[variable; 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[](){expression}<LSEP>[assign](){<-}<LSEP>[](symbol){x}<LSEP>[litteral](str){z <- gsub; x <- sub("#{2,2}"...}<LEND>[call](){}<LSEP>[](symbol){eval}<LEND>[argument 0; call](){}<LSEP>[](symbol){parse}<LSEP>[](symbol){x}<LEND>[call](){}<LSEP>[](symbol){eval}<LEND>[argument 0; call](){}<LSEP>[](symbol){parse}<LSEP>[](symbol){x}<LEND>[call](){}<LSEP>[](symbol){eval}<LEND>[argument 0; call](){}<LSEP>[](symbol){parse}<LSEP>[](symbol){x}<LEND>[call](){}<LSEP>[](symbol){eval}<LEND>[argument 0; call](){}<LSEP>[](symbol){parse}<LSEP>[](symbol){x}<LEND>[call](){}<LSEP>[](symbol){eval}<LEND>[argument 0; call](){}<LSEP>[](symbol){parse}<LSEP>[](symbol){x}<LEND>[call](){}<LSEP>[](symbol){eval}<LEND>[argument 0; call](){}<LSEP>[](symbol){parse}<LSEP>[](symbol){x}<LEND>[call](){}<LSEP>[](symbol){eval}<LEND>[argument 0; call](){}<LSEP>[](symbol){parse}<LSEP>[](symbol){x}<LEND>[call](){}<LSEP>[](symbol){eval}<LEND>[argument 0; call](){}<LSEP>[](symbol){parse}<LSEP>[](symbol){x}<LEND>[call](){}<LSEP>[](symbol){eval}<LEND>[argument 0; call](){}<LSEP>[](symbol){parse}<LSEP>[](symbol){x}<LEND>[call](){}<LSEP>[](symbol){eval}<LEND>[argument 0; call](){}<LSEP>[](symbol){parse}<LSEP>[](symbol){x}<LEND>[call](){}<LSEP>[](symbol){eval}<LEND>[argument 0; call](){}<LSEP>[](symbol){parse}<LSEP>[](symbol){x}
[](){expression}<LSEP>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){randomForest}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){readr}<LEND>[call](){}<LSEP>[](symbol){set.seed}<LSEP>[argument 0; litteral](real){0.000000}<LEND>[assign](){<-}<LSEP>[](symbol){numTrain}<LSEP>[litteral](real){10000.000000}<LEND>[assign](){<-}<LSEP>[](symbol){numTrees}<LSEP>[litteral](real){25.000000}<LEND>[assign](){<-}<LSEP>[](symbol){train}<LEND>[call](){}<LSEP>[](symbol){read_csv}<LSEP>[argument 0; litteral](str){../input/train.csv}<LEND>[assign](){<-}<LSEP>[](symbol){test}<LEND>[call](){}<LSEP>[](symbol){read_csv}<LSEP>[argument 0; litteral](str){../input/test.csv}<LEND>[assign](){<-}<LSEP>[](symbol){rows}<LEND>[call](){}<LSEP>[](symbol){sample}<LEND>[argument 0; call](){}<LSEP>[](symbol){:}<LSEP>[argument 0; litteral](real){1.000000}<LEND>[argument 1; call](){}<LSEP>[](symbol){nrow}<LSEP>[](symbol){train}<LEND>[](symbol){numTrain}<LEND>[assign](){=}<LSEP>[](symbol){labels}<LEND>[call](){}<LSEP>[](symbol){as.factor}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LEND>[argument 0; call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){train}<LSEP>[](symbol){rows}<LSEP>[](symbol){}<LEND>[](symbol){label}<LEND>[assign](){<-}<LSEP>[](symbol){train}<LEND>[call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){train}<LSEP>[](symbol){rows}<LEND>[argument 2; call](){}<LSEP>[](symbol){-}<LSEP>[argument 0; litteral](real){1.000000}<LEND>[assign](){<-}<LSEP>[](symbol){rf}<LEND>[call](){}<LSEP>[](symbol){randomForest}<LSEP>[](symbol){train}<LSEP>[](symbol){labels}<LSEP>[](symbol){test}<LSEP>[](symbol){numTrees}<LEND>[assign](){<-}<LSEP>[](symbol){predictions}<LEND>[call](){}<LSEP>[](symbol){data.frame}<LEND>[argument 0; call](){}<LSEP>[](symbol){:}<LSEP>[argument 0; litteral](real){1.000000}<LEND>[argument 1; call](){}<LSEP>[](symbol){nrow}<LSEP>[](symbol){test}<LEND>[argument 1; call](){}<LSEP>[](symbol){[}<LEND>[argument 0; call](){}<LSEP>[](symbol){levels}<LSEP>[](symbol){labels}<LEND>[argument 1; call](){}<LSEP>[](symbol){$}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){rf}<LSEP>[](symbol){test}<LEND>[](symbol){predicted}<LEND>[call](){}<LSEP>[](symbol){head}<LSEP>[](symbol){predictions}<LEND>[call](){}<LSEP>[](symbol){write_csv}<LSEP>[](symbol){predictions}<LSEP>[argument 1; litteral](str){rf_benchmark.csv}
[](){expression}<LSEP>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){randomForest}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){Amelia}<LEND>[assign](){<-}<LSEP>[](symbol){train}<LEND>[call](){}<LSEP>[](symbol){read.csv}<LSEP>[argument 0; litteral](str){../input/train.csv}<LEND>[assign](){<-}<LSEP>[](symbol){test}<LEND>[call](){}<LSEP>[](symbol){read.csv}<LSEP>[argument 0; litteral](str){../input/test.csv}<LEND>[call](){}<LSEP>[](symbol){head}<LSEP>[](symbol){train}<LEND>[call](){}<LSEP>[](symbol){is.factor}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){Survived}<LEND>[call](){}<LSEP>[](symbol){is.factor}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){Pclass}<LEND>[call](){}<LSEP>[](symbol){is.factor}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){Fare}
[](){expression}<LSEP>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){shiny}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){imager}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){data.table}<LEND>[assign](){<-}<LSEP>[](symbol){folder}<LSEP>[litteral](str){../input/train}<LEND>[call](){}<LSEP>[](symbol){print}<LEND>[argument 0; call](){}<LSEP>[](symbol){list.files}<LSEP>[](symbol){folder}<LEND>[assign](){<-}<LSEP>[](symbol){tmp}<LEND>[call](){}<LSEP>[](symbol){lapply}<LEND>[argument 0; call](){}<LSEP>[](symbol){list.files}<LSEP>[](symbol){folder}<LEND>[](){function}<LSEP>[](pairlist){}<LSEP>[](symbol){x}<LEND>[body; call](){}<LSEP>[](symbol){list.files}<LEND>[argument 0; call](){}<LSEP>[](symbol){paste0}<LSEP>[](symbol){folder}<LSEP>[argument 1; litteral](str){/}<LSEP>[](symbol){x}<LEND>[assign](){<-}<LSEP>[](symbol){files}<LEND>[call](){}<LSEP>[](symbol){data.table}<LEND>[argument 0; call](){}<LSEP>[](symbol){rep}<LEND>[argument 0; call](){}<LSEP>[](symbol){list.files}<LSEP>[](symbol){folder}<LEND>[argument 1; 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[](){expression}<LSEP>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){readr}<LEND>[assign](){<-}<LSEP>[](symbol){train}<LEND>[call](){}<LSEP>[](symbol){read_csv}<LSEP>[argument 0; litteral](str){../input/train.csv}<LEND>[assign](){<-}<LSEP>[](symbol){test}<LEND>[call](){}<LSEP>[](symbol){read_csv}<LSEP>[argument 0; litteral](str){../input/test.csv}<LEND>[call](){}<LSEP>[](symbol){cat}<LEND>[argument 0; call](){}<LSEP>[](symbol){sprintf}<LSEP>[argument 0; litteral](str){Training set has %d rows and %...}<LEND>[argument 1; call](){}<LSEP>[](symbol){nrow}<LSEP>[](symbol){train}<LEND>[argument 2; call](){}<LSEP>[](symbol){ncol}<LSEP>[](symbol){train}<LEND>[call](){}<LSEP>[](symbol){cat}<LEND>[argument 0; call](){}<LSEP>[](symbol){sprintf}<LSEP>[argument 0; litteral](str){Test set has %d rows and %d co...}<LEND>[argument 1; call](){}<LSEP>[](symbol){nrow}<LSEP>[](symbol){test}<LEND>[argument 2; call](){}<LSEP>[](symbol){ncol}<LSEP>[](symbol){test}
[](){expression}<LSEP>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){dplyr}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){ggmap}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){ggplot2}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){readr}<LEND>[assign](){<-}<LSEP>[](symbol){train}<LEND>[call](){}<LSEP>[](symbol){read_csv}<LSEP>[argument 0; litteral](str){../input/train.csv.zip}<LEND>[assign](){<-}<LSEP>[](symbol){map}<LEND>[call](){}<LSEP>[](symbol){readRDS}<LSEP>[argument 0; litteral](str){../input/sf_map_copyright_open...}<LEND>[assign](){<-}<LSEP>[](symbol){counts}<LEND>[call](){}<LSEP>[](symbol){summarise}<LEND>[argument 0; call](){}<LSEP>[](symbol){group_by}<LSEP>[](symbol){train}<LSEP>[](symbol){Category}<LEND>[argument 1; call](){}<LSEP>[](symbol){length}<LSEP>[](symbol){Category}<LEND>[assign](){<-}<LSEP>[](symbol){counts}<LEND>[call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){counts}<LEND>[argument 1; call](){}<LSEP>[](symbol){order}<LEND>[argument 0; call](){}<LSEP>[](symbol){-}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){counts}<LSEP>[](symbol){Counts}<LEND>[](symbol){}<LEND>[assign](){<-}<LSEP>[](symbol){top12}<LEND>[call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){train}<LEND>[argument 1; call](){}<LSEP>[](symbol){%in%}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){Category}<LEND>[argument 1; call](){}<LSEP>[](symbol){[}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){counts}<LSEP>[](symbol){Category}<LEND>[argument 1; call](){}<LSEP>[](symbol){c}<LSEP>[argument 0; litteral](real){1.000000}<LEND>[argument 1; call](){}<LSEP>[](symbol){:}<LSEP>[argument 0; litteral](real){3.000000}<LSEP>[argument 1; litteral](real){13.000000}<LEND>[](symbol){}<LEND>[assign](){<-}<LSEP>[](symbol){p}<LEND>[call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){ggmap}<LSEP>[](symbol){map}<LEND>[argument 1; call](){}<LSEP>[](symbol){geom_point}<LSEP>[](symbol){top12}<LEND>[argument 1; call](){}<LSEP>[](symbol){aes}<LSEP>[](symbol){X}<LSEP>[](symbol){Y}<LEND>[argument 2; call](){}<LSEP>[](symbol){factor}<LSEP>[](symbol){Category}<LEND>[argument 2; litteral](real){0.050000}<LEND>[argument 1; call](){}<LSEP>[](symbol){guides}<LEND>[argument 0; call](){}<LSEP>[](symbol){guide_legend}<LEND>[argument 0; call](){}<LSEP>[](symbol){list}<LSEP>[argument 0; litteral](real){1.000000}<LSEP>[argument 1; litteral](real){6.000000}<LEND>[argument 1; litteral](str){Type of Crime}<LEND>[argument 1; call](){}<LSEP>[](symbol){scale_colour_brewer}<LSEP>[argument 0; litteral](str){qual}<LSEP>[argument 1; litteral](str){Paired}<LEND>[argument 1; call](){}<LSEP>[](symbol){ggtitle}<LSEP>[argument 0; litteral](str){Top Crimes in San Francisco}<LEND>[argument 1; call](){}<LSEP>[](symbol){theme_light}<LSEP>[argument 0; litteral](real){20.000000}<LEND>[argument 1; call](){}<LSEP>[](symbol){theme}<LEND>[argument 0; call](){}<LSEP>[](symbol){element_blank}<LEND>[argument 1; call](){}<LSEP>[](symbol){element_blank}<LEND>[argument 2; call](){}<LSEP>[](symbol){element_blank}<LEND>[argument 3; call](){}<LSEP>[](symbol){element_blank}<LEND>[argument 4; call](){}<LSEP>[](symbol){element_blank}<LEND>[argument 5; call](){}<LSEP>[](symbol){element_blank}<LEND>[call](){}<LSEP>[](symbol){ggsave}<LSEP>[argument 0; litteral](str){sf_top_crimes_map.png}<LSEP>[](symbol){p}<LSEP>[argument 2; litteral](real){14.000000}<LSEP>[argument 3; litteral](real){10.000000}<LSEP>[argument 4; litteral](str){in}
[](){expression}<LSEP>[assign](){=}<LSEP>[](symbol){train}<LEND>[call](){}<LSEP>[](symbol){read.csv}<LSEP>[argument 0; litteral](str){../input/train.csv}<LEND>[call](){}<LSEP>[](symbol){table}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){label}
[](){expression}<LSEP>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){dplyr}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){ggplot2}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){fpc}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){caret}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){glmnet}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){ranger}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){e1071}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){clValid}<LEND>[assign](){<-}<LSEP>[](symbol){train}<LEND>[call](){}<LSEP>[](symbol){read.csv}<LSEP>[argument 0; litteral](str){../input/train.csv}<LSEP>[argument 1; litteral](logical){TRUE}<LSEP>[argument 2; litteral](logical){FALSE}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){Dataset}<LEND>[litteral](str){train}<LEND>[assign](){<-}<LSEP>[](symbol){test}<LEND>[call](){}<LSEP>[](symbol){read.csv}<LSEP>[argument 0; litteral](str){../input/test.csv}<LSEP>[argument 1; litteral](logical){TRUE}<LSEP>[argument 2; litteral](logical){FALSE}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){test}<LSEP>[](symbol){Dataset}<LEND>[litteral](str){test}<LEND>[assign](){<-}<LSEP>[](symbol){full}<LEND>[call](){}<LSEP>[](symbol){bind_rows}<LSEP>[](symbol){train}<LSEP>[](symbol){test}<LEND>[assign](){<-}<LSEP>[](symbol){factor_variables}<LEND>[call](){}<LSEP>[](symbol){c}<LSEP>[argument 0; litteral](str){id}<LSEP>[argument 1; litteral](str){color}<LSEP>[argument 2; litteral](str){type}<LSEP>[argument 3; litteral](str){Dataset}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){full}<LSEP>[](symbol){factor_variables}<LEND>[call](){}<LSEP>[](symbol){lapply}<LEND>[argument 0; call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){full}<LSEP>[](symbol){factor_variables}<LEND>[](){function}<LSEP>[](pairlist){}<LSEP>[](symbol){x}<LEND>[body; call](){}<LSEP>[](symbol){as.factor}<LSEP>[](symbol){x}<LEND>[assign](){<-}<LSEP>[](symbol){train_2}<LEND>[call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){full}<LEND>[argument 1; call](){}<LSEP>[](symbol){==}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){full}<LSEP>[](symbol){Dataset}<LEND>[argument 1; litteral](str){train}<LEND>[](symbol){}<LEND>[call](){}<LSEP>[](symbol){pairs}<LEND>[argument 0; call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){full}<LSEP>[](symbol){}<LEND>[argument 2; call](){}<LSEP>[](symbol){:}<LSEP>[argument 0; litteral](real){2.000000}<LSEP>[argument 1; litteral](real){5.000000}<LEND>[argument 1; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){full}<LSEP>[](symbol){type}<LEND>[argument 2; call](){}<LSEP>[](symbol){c}<LSEP>[argument 0; litteral](str){Bone Length}<LSEP>[argument 1; litteral](str){Rotting Flesh}<LSEP>[argument 2; litteral](str){Hair Length}<LSEP>[argument 3; litteral](str){Soul}
[](){expression}<LSEP>[assign](){<-}<LSEP>[](symbol){packages}<LEND>[call](){}<LSEP>[](symbol){c}<LSEP>[argument 0; litteral](str){jsonlite}<LSEP>[argument 1; litteral](str){dplyr}<LSEP>[argument 2; litteral](str){purrr}<LEND>[call](){}<LSEP>[call name; call](){}<LSEP>[](symbol){::}<LSEP>[](symbol){purrr}<LSEP>[](symbol){walk}<LEND>[](symbol){packages}<LSEP>[](symbol){library}<LSEP>[argument 2; litteral](logical){TRUE}<LSEP>[argument 3; litteral](logical){FALSE}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){data.table}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){xgboost}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){caret}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){stringr}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){quanteda}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){lubridate}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){stringr}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){Hmisc}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){Matrix}<LEND>[assign](){<-}<LSEP>[](symbol){catNWayAvgCV}<LEND>[](){function}<LSEP>[](pairlist){}<LSEP>[](symbol){data}<LSEP>[](symbol){varList}<LSEP>[](symbol){y}<LSEP>[](symbol){pred0}<LSEP>[](symbol){filter}<LSEP>[](symbol){k}<LSEP>[](symbol){f}<LSEP>[](symbol){g}<LSEP>[](symbol){lambda}<LSEP>[](symbol){r_k}<LSEP>[](symbol){cv}<LEND>[body; block](){}<LSEP>[statement 0; assign](){<-}<LSEP>[](symbol){n}<LEND>[call](){}<LSEP>[](symbol){length}<LSEP>[](symbol){varList}<LEND>[statement 1; assign](){<-}<LSEP>[](symbol){varNames}<LEND>[call](){}<LSEP>[](symbol){paste0}<LSEP>[argument 0; litteral](str){v}<LEND>[argument 1; call](){}<LSEP>[](symbol){seq}<LSEP>[](symbol){n}<LEND>[statement 2; assign](){<-}<LSEP>[](symbol){ind}<LEND>[call](){}<LSEP>[](symbol){unlist}<LSEP>[](symbol){cv}<LSEP>[argument 1; litteral](logical){FALSE}<LEND>[statement 3; assign](){<-}<LSEP>[](symbol){oof}<LSEP>[litteral](NULL){NULL}<LEND>[statement 4; control flow](){if}<LSEP>[condition; call](){}<LSEP>[](symbol){>}<LEND>[argument 0; call](){}<LSEP>[](symbol){length}<LSEP>[](symbol){cv}<LEND>[argument 1; litteral](real){0.000000}<LEND>[true branch; block](){}<LSEP>[statement 0; control flow](){for}<LSEP>[](symbol){i}<LEND>[range; call](){}<LSEP>[](symbol){:}<LSEP>[argument 0; litteral](real){1.000000}<LEND>[argument 1; call](){}<LSEP>[](symbol){length}<LSEP>[](symbol){cv}<LEND>[body; block](){}<LSEP>[statement 0; assign](){<-}<LSEP>[](symbol){sub1}<LEND>[call](){}<LSEP>[](symbol){data.table}<LEND>[argument 0; call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){data}<LSEP>[](symbol){}<LSEP>[](symbol){varList}<LSEP>[argument 3; litteral](logical){FALSE}<LEND>[argument 1; call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){data}<LSEP>[](symbol){}<LSEP>[](symbol){y}<LSEP>[argument 3; litteral](logical){FALSE}<LEND>[argument 2; call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){data}<LSEP>[](symbol){}<LSEP>[](symbol){pred0}<LSEP>[argument 3; litteral](logical){FALSE}<LEND>[](symbol){filter}<LEND>[statement 1; assign](){<-}<LSEP>[](symbol){sub1}<LEND>[call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){sub1}<LEND>[argument 1; call](){}<LSEP>[](symbol){==}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){sub1}<LSEP>[](symbol){filt}<LEND>[argument 1; litteral](logical){TRUE}<LEND>[](symbol){}<LEND>[statement 2; call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){sub1}<LSEP>[](symbol){}<LEND>[argument 2; 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call](){}<LSEP>[](symbol){sum}<LSEP>[](symbol){y}<LEND>[argument 1; call](){}<LSEP>[](symbol){mean}<LSEP>[](symbol){y}<LEND>[argument 2; call](){}<LSEP>[](symbol){length}<LSEP>[](symbol){y}<LEND>[](symbol){varNames}<LEND>[statement 7; assign](){<-}<LSEP>[](symbol){tmp1}<LEND>[call](){}<LSEP>[](symbol){merge}<LSEP>[](symbol){sub2}<LSEP>[](symbol){sum1}<LSEP>[](symbol){varNames}<LSEP>[argument 3; litteral](logical){TRUE}<LSEP>[argument 4; litteral](logical){FALSE}<LEND>[statement 8; call](){}<LSEP>[](symbol){set}<LSEP>[](symbol){tmp1}<LEND>[argument 1; call](){}<LSEP>[](symbol){which}<LEND>[argument 0; call](){}<LSEP>[](symbol){is.na}<LEND>[argument 0; call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){tmp1}<LSEP>[](symbol){}<LSEP>[](symbol){cnt}<LEND>[argument 2; litteral](str){cnt}<LSEP>[argument 3; litteral](real){0.000000}<LEND>[statement 9; call](){}<LSEP>[](symbol){set}<LSEP>[](symbol){tmp1}<LEND>[argument 1; call](){}<LSEP>[](symbol){which}<LEND>[argument 0; call](){}<LSEP>[](symbol){is.na}<LEND>[argument 0; 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[](){expression}<LSEP>[call](){}<LSEP>[call name; call](){}<LSEP>[](symbol){$}<LEND>[argument 0; call](){}<LSEP>[](symbol){::}<LSEP>[](symbol){knitr}<LSEP>[](symbol){opts_chunk}<LEND>[](symbol){set}<LEND>[argument 0; litteral](logical){TRUE}<LSEP>[argument 1; litteral](logical){FALSE}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){dplyr}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){tidyr}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){data.table}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){lubridate}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){timeDate}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){plotly}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){ggplot2}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){randomForest}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){Imap}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){e1071}<LEND>[assign](){<-}<LSEP>[](symbol){train}<LEND>[call](){}<LSEP>[](symbol){read.csv}<LSEP>[argument 0; 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call](){}<LSEP>[](symbol){-}<LSEP>[](symbol){mark}<LEND>[](symbol){}<LEND>[assign](){<-}<LSEP>[](symbol){iris.rf}<LEND>[call](){}<LSEP>[](symbol){randomForest}<LEND>[argument 0; call](){}<LSEP>[](symbol){~}<LEND>[argument 0; call](){}<LSEP>[](symbol){log}<LSEP>[](symbol){trip_duration}<LEND>[argument 1; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LSEP>[](symbol){dis}<LSEP>[](symbol){pickup_isWeekend}<LEND>[](symbol){pickup_hour}<LEND>[](symbol){pickup_month}<LEND>[](symbol){pickup_longitude}<LEND>[](symbol){pickup_latitude}<LEND>[](symbol){dropoff_longitude}<LEND>[](symbol){dropoff_latitude}<LEND>[](symbol){passenger_count}<LEND>[](symbol){vendor_id}<LEND>[](symbol){pickup_dayOfWeek}<LEND>[](symbol){store_and_fwd_flag}<LEND>[](symbol){traindata}<LSEP>[argument 2; litteral](logical){TRUE}<LSEP>[argument 3; litteral](logical){TRUE}<LEND>[](symbol){iris.rf}<LEND>[call](){}<LSEP>[](symbol){varImpPlot}<LSEP>[](symbol){iris.rf}<LEND>[assign](){<-}<LSEP>[](symbol){y}<LEND>[call](){}<LSEP>[](symbol){predict}<LSEP>[](symbol){iris.rf}<LSEP>[](symbol){testdata}<LEND>[assign](){<-}<LSEP>[](symbol){mse}<LEND>[call](){}<LSEP>[](symbol){/}<LEND>[argument 0; call](){}<LSEP>[](symbol){sum}<LEND>[argument 0; call](){}<LSEP>[](symbol){^}<LEND>[argument 0; call](){}<LSEP>[](symbol){(}<LEND>[argument 0; call](){}<LSEP>[](symbol){-}<LSEP>[](symbol){y}<LEND>[argument 1; call](){}<LSEP>[](symbol){log}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){testdata}<LSEP>[](symbol){trip_duration}<LEND>[argument 1; litteral](real){2.000000}<LEND>[argument 1; call](){}<LSEP>[](symbol){nrow}<LSEP>[](symbol){testdata}<LEND>[](symbol){mse}<LEND>[assign](){<-}<LSEP>[](symbol){taxi.svm}<LEND>[call](){}<LSEP>[](symbol){svm}<LEND>[argument 0; call](){}<LSEP>[](symbol){~}<LEND>[argument 0; call](){}<LSEP>[](symbol){log}<LSEP>[](symbol){trip_duration}<LEND>[argument 1; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LSEP>[](symbol){dis}<LSEP>[](symbol){pickup_isWeekend}<LEND>[](symbol){pickup_hour}<LEND>[](symbol){pickup_month}<LEND>[](symbol){pickup_longitude}<LEND>[](symbol){pickup_latitude}<LEND>[](symbol){dropoff_longitude}<LEND>[](symbol){dropoff_latitude}<LEND>[](symbol){passenger_count}<LEND>[](symbol){vendor_id}<LEND>[](symbol){pickup_dayOfWeek}<LEND>[](symbol){store_and_fwd_flag}<LEND>[](symbol){traindata}<LEND>[assign](){<-}<LSEP>[](symbol){y2}<LEND>[call](){}<LSEP>[](symbol){predict}<LSEP>[](symbol){taxi.svm}<LSEP>[](symbol){testdata}<LEND>[assign](){<-}<LSEP>[](symbol){mse2}<LEND>[call](){}<LSEP>[](symbol){/}<LEND>[argument 0; call](){}<LSEP>[](symbol){sum}<LEND>[argument 0; call](){}<LSEP>[](symbol){^}<LEND>[argument 0; call](){}<LSEP>[](symbol){(}<LEND>[argument 0; call](){}<LSEP>[](symbol){-}<LSEP>[](symbol){y2}<LEND>[argument 1; call](){}<LSEP>[](symbol){log}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){testdata}<LSEP>[](symbol){trip_duration}<LEND>[argument 1; litteral](real){2.000000}<LEND>[argument 1; call](){}<LSEP>[](symbol){nrow}<LSEP>[](symbol){testdata}<LEND>[](symbol){mse2}
[](){expression}<LSEP>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){tidyverse}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){lubridate}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){magrittr}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){text2vec}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){tokenizers}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){stopwords}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){xgboost}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){Matrix}<LEND>[call](){}<LSEP>[](symbol){set.seed}<LSEP>[argument 0; litteral](real){0.000000}<LEND>[call](){}<LSEP>[](symbol){cat}<LSEP>[argument 0; litteral](str){Loading data...\n}<LEND>[assign](){<-}<LSEP>[](symbol){tr}<LEND>[call](){}<LSEP>[](symbol){read_csv}<LSEP>[argument 0; litteral](str){../input/train.csv}<LEND>[assign](){<-}<LSEP>[](symbol){te}<LEND>[call](){}<LSEP>[](symbol){read_csv}<LSEP>[argument 0; litteral](str){../input/test.csv}<LEND>[call](){}<LSEP>[](symbol){cat}<LSEP>[argument 0; litteral](str){Preprocessing...\n}<LEND>[assign](){<-}<LSEP>[](symbol){tri}<LEND>[call](){}<LSEP>[](symbol){:}<LSEP>[argument 0; litteral](real){1.000000}<LEND>[argument 1; call](){}<LSEP>[](symbol){nrow}<LSEP>[](symbol){tr}<LEND>[assign](){<-}<LSEP>[](symbol){y}<LEND>[call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){tr}<LSEP>[](symbol){deal_probability}<LEND>[assign](){<-}<LSEP>[](symbol){tr_te}<LEND>[call](){}<LSEP>[](symbol){%T>%}<LEND>[argument 0; call](){}<LSEP>[](symbol){%>%}<LEND>[argument 0; call](){}<LSEP>[](symbol){%>%}<LEND>[argument 0; call](){}<LSEP>[](symbol){%>%}<LEND>[argument 0; call](){}<LSEP>[](symbol){%>%}<LEND>[argument 0; call](){}<LSEP>[](symbol){%>%}<LSEP>[](symbol){tr}<LEND>[argument 1; call](){}<LSEP>[](symbol){select}<LEND>[argument 0; call](){}<LSEP>[](symbol){-}<LSEP>[](symbol){deal_probability}<LEND>[argument 1; call](){}<LSEP>[](symbol){bind_rows}<LSEP>[](symbol){te}<LEND>[argument 1; call](){}<LSEP>[](symbol){mutate}<LEND>[argument 0; call](){}<LSEP>[](symbol){%>%}<LEND>[argument 0; call](){}<LSEP>[](symbol){%>%}<LSEP>[](symbol){image}<LEND>[argument 1; call](){}<LSEP>[](symbol){is.na}<LEND>[argument 1; call](){}<LSEP>[](symbol){as.integer}<LEND>[argument 1; call](){}<LSEP>[](symbol){%>%}<LEND>[argument 0; call](){}<LSEP>[](symbol){%>%}<LSEP>[](symbol){description}<LEND>[argument 1; call](){}<LSEP>[](symbol){is.na}<LEND>[argument 1; call](){}<LSEP>[](symbol){as.integer}<LEND>[argument 2; call](){}<LSEP>[](symbol){%>%}<LEND>[argument 0; call](){}<LSEP>[](symbol){%>%}<LSEP>[](symbol){param_1}<LEND>[argument 1; call](){}<LSEP>[](symbol){is.na}<LEND>[argument 1; call](){}<LSEP>[](symbol){as.integer}<LEND>[argument 3; call](){}<LSEP>[](symbol){%>%}<LEND>[argument 0; call](){}<LSEP>[](symbol){%>%}<LSEP>[](symbol){param_2}<LEND>[argument 1; call](){}<LSEP>[](symbol){is.na}<LEND>[argument 1; call](){}<LSEP>[](symbol){as.integer}<LEND>[argument 4; call](){}<LSEP>[](symbol){%>%}<LEND>[argument 0; call](){}<LSEP>[](symbol){%>%}<LSEP>[](symbol){param_3}<LEND>[argument 1; call](){}<LSEP>[](symbol){is.na}<LEND>[argument 1; call](){}<LSEP>[](symbol){as.integer}<LEND>[argument 5; call](){}<LSEP>[](symbol){str_length}<LSEP>[](symbol){title}<LEND>[argument 6; call](){}<LSEP>[](symbol){str_length}<LSEP>[](symbol){description}<LEND>[argument 7; call](){}<LSEP>[](symbol){str_count}<LSEP>[](symbol){title}<LSEP>[argument 1; litteral](str){[A-Z\xD0\x90-\xD0\xAF]}<LEND>[argument 8; call](){}<LSEP>[](symbol){str_count}<LSEP>[](symbol){description}<LSEP>[argument 1; litteral](str){[A-Z\xD0\x90-\xD0\xAF]}<LEND>[argument 9; call](){}<LSEP>[](symbol){str_count}<LSEP>[](symbol){title}<LSEP>[argument 1; litteral](str){[[:punct:]]}<LEND>[argument 10; call](){}<LSEP>[](symbol){str_count}<LSEP>[](symbol){description}<LSEP>[argument 1; litteral](str){[[:punct:]]}<LEND>[argument 11; call](){}<LSEP>[](symbol){str_count}<LSEP>[](symbol){title}<LSEP>[argument 1; litteral](str){[[:digit:]]}<LEND>[argument 12; call](){}<LSEP>[](symbol){str_count}<LSEP>[](symbol){description}<LSEP>[argument 1; litteral](str){[[:digit:]]}<LEND>[argument 13; call](){}<LSEP>[](symbol){as.factor}<LSEP>[](symbol){user_type}<LEND>[argument 14; call](){}<LSEP>[](symbol){%>%}<LEND>[argument 0; call](){}<LSEP>[](symbol){%>%}<LSEP>[](symbol){category_name}<LEND>[argument 1; call](){}<LSEP>[](symbol){factor}<LEND>[argument 1; call](){}<LSEP>[](symbol){as.integer}<LEND>[argument 15; call](){}<LSEP>[](symbol){%>%}<LEND>[argument 0; call](){}<LSEP>[](symbol){%>%}<LSEP>[](symbol){parent_category_name}<LEND>[argument 1; call](){}<LSEP>[](symbol){factor}<LEND>[argument 1; call](){}<LSEP>[](symbol){as.integer}<LEND>[argument 16; call](){}<LSEP>[](symbol){%>%}<LEND>[argument 0; call](){}<LSEP>[](symbol){%>%}<LSEP>[](symbol){region}<LEND>[argument 1; call](){}<LSEP>[](symbol){factor}<LEND>[argument 1; call](){}<LSEP>[](symbol){as.integer}<LEND>[argument 17; call](){}<LSEP>[](symbol){%>%}<LEND>[argument 0; call](){}<LSEP>[](symbol){%>%}<LSEP>[](symbol){param_1}<LEND>[argument 1; call](){}<LSEP>[](symbol){factor}<LEND>[argument 1; call](){}<LSEP>[](symbol){as.integer}<LEND>[argument 18; call](){}<LSEP>[](symbol){%>%}<LEND>[argument 0; call](){}<LSEP>[](symbol){%>%}<LSEP>[](symbol){param_2}<LEND>[argument 1; call](){}<LSEP>[](symbol){factor}<LEND>[argument 1; call](){}<LSEP>[](symbol){as.integer}<LEND>[argument 19; call](){}<LSEP>[](symbol){%>%}<LEND>[argument 0; call](){}<LSEP>[](symbol){%>%}<LEND>[argument 0; call](){}<LSEP>[](symbol){%>%}<LSEP>[](symbol){param_3}<LEND>[argument 1; call](){}<LSEP>[](symbol){factor}<LEND>[argument 1; call](){}<LSEP>[](symbol){fct_lump}<LSEP>[argument 0; litteral](real){0.000050}<LEND>[argument 1; call](){}<LSEP>[](symbol){as.integer}<LEND>[argument 20; call](){}<LSEP>[](symbol){%>%}<LEND>[argument 0; call](){}<LSEP>[](symbol){%>%}<LEND>[argument 0; call](){}<LSEP>[](symbol){%>%}<LSEP>[](symbol){city}<LEND>[argument 1; call](){}<LSEP>[](symbol){factor}<LEND>[argument 1; call](){}<LSEP>[](symbol){fct_lump}<LSEP>[argument 0; litteral](real){0.000300}<LEND>[argument 1; call](){}<LSEP>[](symbol){as.integer}<LEND>[argument 21; call](){}<LSEP>[](symbol){%>%}<LEND>[argument 0; call](){}<LSEP>[](symbol){%>%}<LEND>[argument 0; call](){}<LSEP>[](symbol){%>%}<LSEP>[](symbol){user_id}<LEND>[argument 1; call](){}<LSEP>[](symbol){factor}<LEND>[argument 1; call](){}<LSEP>[](symbol){fct_lump}<LSEP>[argument 0; litteral](real){0.000025}<LEND>[argument 1; call](){}<LSEP>[](symbol){as.integer}<LEND>[argument 22; call](){}<LSEP>[](symbol){log1p}<LSEP>[](symbol){price}<LEND>[argument 23; call](){}<LSEP>[](symbol){paste}<LSEP>[](symbol){title}<LSEP>[](symbol){description}<LSEP>[argument 2; litteral](str){ }<LEND>[argument 24; call](){}<LSEP>[](symbol){mday}<LSEP>[](symbol){activation_date}<LEND>[argument 25; call](){}<LSEP>[](symbol){wday}<LSEP>[](symbol){activation_date}<LEND>[argument 26; call](){}<LSEP>[](symbol){day}<LSEP>[](symbol){activation_date}<LEND>[argument 1; call](){}<LSEP>[](symbol){select}<LEND>[argument 0; call](){}<LSEP>[](symbol){-}<LSEP>[](symbol){item_id}<LEND>[argument 1; call](){}<LSEP>[](symbol){-}<LSEP>[](symbol){image}<LEND>[argument 2; call](){}<LSEP>[](symbol){-}<LSEP>[](symbol){title}<LEND>[argument 3; call](){}<LSEP>[](symbol){-}<LSEP>[](symbol){description}<LEND>[argument 4; call](){}<LSEP>[](symbol){-}<LSEP>[](symbol){activation_date}<LEND>[argument 1; call](){}<LSEP>[](symbol){replace_na}<LEND>[argument 0; call](){}<LSEP>[](symbol){list}<LEND>[argument 0; call](){}<LSEP>[](symbol){-}<LSEP>[argument 0; litteral](real){1.000000}<LEND>[argument 1; call](){}<LSEP>[](symbol){-}<LSEP>[argument 0; litteral](real){1.000000}<LEND>[argument 2; call](){}<LSEP>[](symbol){-}<LSEP>[argument 0; litteral](real){1.000000}<LEND>[argument 3; call](){}<LSEP>[](symbol){-}<LSEP>[argument 0; litteral](real){1.000000}<LEND>[argument 4; call](){}<LSEP>[](symbol){-}<LSEP>[argument 0; litteral](real){1.000000}<LEND>[argument 5; litteral](real){0.000000}<LSEP>[argument 6; litteral](real){0.000000}<LSEP>[argument 7; litteral](real){0.000000}<LSEP>[argument 8; litteral](real){0.000000}<LEND>[argument 1; call](){}<LSEP>[](symbol){glimpse}<LEND>[call](){}<LSEP>[](symbol){rm}<LSEP>[](symbol){tr}<LSEP>[](symbol){te}<LEND>[call](){}<LSEP>[](symbol){gc}<LEND>[call](){}<LSEP>[](symbol){cat}<LSEP>[argument 0; litteral](str){Parsing text...\n}<LEND>[assign](){<-}<LSEP>[](symbol){it}<LEND>[call](){}<LSEP>[](symbol){%>%}<LEND>[argument 0; call](){}<LSEP>[](symbol){%>%}<LEND>[argument 0; call](){}<LSEP>[](symbol){%>%}<LEND>[argument 0; call](){}<LSEP>[](symbol){%>%}<LEND>[argument 0; call](){}<LSEP>[](symbol){%$%}<LSEP>[](symbol){tr_te}<LEND>[argument 1; call](){}<LSEP>[](symbol){str_to_lower}<LSEP>[](symbol){txt}<LEND>[argument 1; call](){}<LSEP>[](symbol){str_replace_all}<LSEP>[argument 0; litteral](str){[^[:alpha:]]}<LSEP>[argument 1; litteral](str){ }<LEND>[argument 1; call](){}<LSEP>[](symbol){str_replace_all}<LSEP>[argument 0; litteral](str){\\s+}<LSEP>[argument 1; litteral](str){ }<LEND>[argument 1; call](){}<LSEP>[](symbol){tokenize_word_stems}<LSEP>[argument 0; litteral](str){russian}<LEND>[argument 1; call](){}<LSEP>[](symbol){itoken}<LEND>[assign](){<-}<LSEP>[](symbol){vect}<LEND>[call](){}<LSEP>[](symbol){%>%}<LEND>[argument 0; call](){}<LSEP>[](symbol){%>%}<LEND>[argument 0; call](){}<LSEP>[](symbol){create_vocabulary}<LSEP>[](symbol){it}<LEND>[argument 1; call](){}<LSEP>[](symbol){c}<LSEP>[argument 0; litteral](real){1.000000}<LSEP>[argument 1; litteral](real){1.000000}<LEND>[argument 2; call](){}<LSEP>[](symbol){stopwords}<LSEP>[argument 0; litteral](str){ru}<LEND>[argument 1; call](){}<LSEP>[](symbol){prune_vocabulary}<LSEP>[argument 0; litteral](real){3.000000}<LSEP>[argument 1; litteral](real){0.390000}<LSEP>[argument 2; litteral](real){6500.000000}<LEND>[argument 1; call](){}<LSEP>[](symbol){vocab_vectorizer}<LEND>[assign](){<-}<LSEP>[](symbol){m_tfidf}<LEND>[call](){}<LSEP>[call name; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){TfIdf}<LSEP>[](symbol){new}<LEND>[argument 0; litteral](str){l2}<LSEP>[](symbol){T}<LEND>[assign](){<-}<LSEP>[](symbol){tfidf}<LEND>[call](){}<LSEP>[](symbol){%>%}<LEND>[argument 0; call](){}<LSEP>[](symbol){create_dtm}<LSEP>[](symbol){it}<LSEP>[](symbol){vect}<LEND>[argument 1; call](){}<LSEP>[](symbol){fit_transform}<LSEP>[](symbol){m_tfidf}<LEND>[call](){}<LSEP>[](symbol){rm}<LSEP>[](symbol){it}<LSEP>[](symbol){vect}<LSEP>[](symbol){m_tfidf}<LEND>[call](){}<LSEP>[](symbol){gc}<LEND>[call](){}<LSEP>[](symbol){cat}<LSEP>[argument 0; 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litteral](str){Training model...\n}<LEND>[assign](){<-}<LSEP>[](symbol){p}<LEND>[call](){}<LSEP>[](symbol){list}<LSEP>[argument 0; litteral](str){reg:logistic}<LSEP>[argument 1; litteral](str){gbtree}<LSEP>[argument 2; litteral](str){rmse}<LSEP>[argument 3; litteral](real){8.000000}<LSEP>[argument 4; litteral](real){0.040000}<LSEP>[argument 5; litteral](real){18.000000}<LSEP>[argument 6; litteral](real){8.000000}<LSEP>[argument 7; litteral](real){0.000000}<LSEP>[argument 8; litteral](real){0.800000}<LSEP>[argument 9; litteral](real){0.700000}<LSEP>[argument 10; litteral](real){0.000000}<LSEP>[argument 11; litteral](real){0.000000}<LSEP>[argument 12; litteral](real){6000.000000}<LEND>[assign](){<-}<LSEP>[](symbol){m_xgb}<LEND>[call](){}<LSEP>[](symbol){xgb.train}<LSEP>[](symbol){p}<LSEP>[](symbol){dtrain}<LEND>[argument 2; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){p}<LSEP>[](symbol){nrounds}<LEND>[argument 3; call](){}<LSEP>[](symbol){list}<LSEP>[](symbol){dval}<LEND>[argument 4; litteral](real){50.000000}<LSEP>[argument 5; 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[](){expression}<LSEP>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){data.table}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){FeatureHashing}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){xgboost}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){dplyr}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){Matrix}<LEND>[assign](){=}<LSEP>[](symbol){train}<LEND>[call](){}<LSEP>[](symbol){%>%}<LEND>[argument 0; call](){}<LSEP>[](symbol){fread}<LSEP>[argument 0; litteral](str){../input/act_train.csv}<LEND>[argument 1; call](){}<LSEP>[](symbol){as.data.frame}<LEND>[assign](){=}<LSEP>[](symbol){test}<LEND>[call](){}<LSEP>[](symbol){%>%}<LEND>[argument 0; call](){}<LSEP>[](symbol){fread}<LSEP>[argument 0; litteral](str){../input/act_test.csv}<LEND>[argument 1; call](){}<LSEP>[](symbol){as.data.frame}<LEND>[assign](){=}<LSEP>[](symbol){people}<LEND>[call](){}<LSEP>[](symbol){%>%}<LEND>[argument 0; call](){}<LSEP>[](symbol){fread}<LSEP>[argument 0; litteral](str){../input/people.csv}<LEND>[argument 1; 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call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){i}<LEND>[call](){}<LSEP>[](symbol){:}<LSEP>[argument 0; litteral](real){1.000000}<LEND>[argument 1; call](){}<LSEP>[](symbol){[}<LEND>[argument 0; call](){}<LSEP>[](symbol){dim}<LSEP>[](symbol){D}<LEND>[argument 1; litteral](real){1.000000}<LEND>[assign](){=}<LSEP>[](symbol){test_activity_id}<LEND>[call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){test}<LSEP>[](symbol){activity_id}<LEND>[call](){}<LSEP>[](symbol){rm}<LSEP>[](symbol){train}<LSEP>[](symbol){test}<LSEP>[](symbol){d1}<LSEP>[](symbol){d2}<LEND>[call](){}<LSEP>[](symbol){gc}<LEND>[assign](){=}<LSEP>[](symbol){char.cols}<LEND>[call](){}<LSEP>[](symbol){c}<LSEP>[argument 0; litteral](str){activity_category}<LSEP>[argument 1; litteral](str){people_group_1}<LSEP>[argument 2; litteral](str){char_1}<LSEP>[argument 3; litteral](str){char_2}<LSEP>[argument 4; litteral](str){char_3}<LSEP>[argument 5; litteral](str){char_4}<LSEP>[argument 6; litteral](str){char_5}<LSEP>[argument 7; 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call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_10}<LEND>[argument 2; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_11}<LEND>[argument 3; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_12}<LEND>[argument 4; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_13}<LEND>[argument 5; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_14}<LEND>[argument 6; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_15}<LEND>[argument 7; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_16}<LEND>[argument 8; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_17}<LEND>[argument 9; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_18}<LEND>[argument 10; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_19}<LEND>[argument 11; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_20}<LEND>[argument 12; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_21}<LEND>[argument 13; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_22}<LEND>[argument 14; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_23}<LEND>[argument 15; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_24}<LEND>[argument 16; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_25}<LEND>[argument 17; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_26}<LEND>[argument 18; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_27}<LEND>[argument 19; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_28}<LEND>[argument 20; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_29}<LEND>[argument 21; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_30}<LEND>[argument 22; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_31}<LEND>[argument 23; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_32}<LEND>[argument 24; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_33}<LEND>[argument 25; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_34}<LEND>[argument 26; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_35}<LEND>[argument 27; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_36}<LEND>[argument 28; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_37}<LEND>[argument 29; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_38}<LEND>[argument 30; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){binay_sum}<LEND>[assign](){=}<LSEP>[](symbol){train.sparse}<LEND>[call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){D.sparse}<LEND>[argument 1; call](){}<LSEP>[](symbol){:}<LSEP>[argument 0; litteral](real){1.000000}<LSEP>[](symbol){row.train}<LEND>[](symbol){}<LEND>[assign](){=}<LSEP>[](symbol){test.sparse}<LEND>[call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){D.sparse}<LEND>[argument 1; call](){}<LSEP>[](symbol){:}<LEND>[argument 0; call](){}<LSEP>[](symbol){(}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LSEP>[](symbol){row.train}<LSEP>[argument 1; litteral](real){1.000000}<LEND>[argument 1; call](){}<LSEP>[](symbol){nrow}<LSEP>[](symbol){D.sparse}<LEND>[](symbol){}<LEND>[assign](){<-}<LSEP>[](symbol){dtrain}<LEND>[call](){}<LSEP>[](symbol){xgb.DMatrix}<LSEP>[](symbol){train.sparse}<LSEP>[](symbol){Y}<LEND>[assign](){<-}<LSEP>[](symbol){dtest}<LEND>[call](){}<LSEP>[](symbol){xgb.DMatrix}<LSEP>[](symbol){test.sparse}<LEND>[assign](){<-}<LSEP>[](symbol){param}<LEND>[call](){}<LSEP>[](symbol){list}<LSEP>[argument 0; litteral](str){binary:logistic}<LSEP>[argument 1; litteral](str){auc}<LSEP>[argument 2; litteral](str){gblinear}<LSEP>[argument 3; litteral](real){0.020000}<LSEP>[argument 4; litteral](real){0.700000}<LSEP>[argument 5; litteral](real){0.700000}<LSEP>[argument 6; litteral](real){0.000000}<LSEP>[argument 7; litteral](real){10.000000}<LEND>[call](){}<LSEP>[](symbol){set.seed}<LSEP>[argument 0; litteral](real){120.000000}<LEND>[assign](){<-}<LSEP>[](symbol){m2}<LEND>[call](){}<LSEP>[](symbol){xgb.train}<LSEP>[](symbol){dtrain}<LSEP>[](symbol){param}<LSEP>[argument 2; litteral](real){305.000000}<LEND>[argument 3; call](){}<LSEP>[](symbol){list}<LSEP>[](symbol){dtrain}<LEND>[argument 4; litteral](real){10.000000}<LEND>[assign](){<-}<LSEP>[](symbol){out}<LEND>[call](){}<LSEP>[](symbol){predict}<LSEP>[](symbol){m2}<LSEP>[](symbol){dtest}<LEND>[assign](){<-}<LSEP>[](symbol){sub}<LEND>[call](){}<LSEP>[](symbol){data.frame}<LSEP>[](symbol){test_activity_id}<LSEP>[](symbol){out}<LEND>[call](){}<LSEP>[](symbol){write.csv}<LSEP>[](symbol){sub}<LSEP>[argument 1; litteral](str){model_sub.csv}<LSEP>[](symbol){F}
[](){expression}<LSEP>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){ggplot2}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){readr}<LEND>[call](){}<LSEP>[](symbol){system}<LSEP>[argument 0; litteral](str){ls ../input}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){xgboost}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){Matrix}<LEND>[call](){}<LSEP>[](symbol){set.seed}<LSEP>[argument 0; litteral](real){1234.000000}<LEND>[assign](){<-}<LSEP>[](symbol){train}<LEND>[call](){}<LSEP>[](symbol){read.csv}<LSEP>[argument 0; litteral](str){../input/train.csv}<LEND>[assign](){<-}<LSEP>[](symbol){test}<LEND>[call](){}<LSEP>[](symbol){read.csv}<LSEP>[argument 0; litteral](str){../input/test.csv}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){ID}<LEND>[litteral](NULL){NULL}<LEND>[assign](){<-}<LSEP>[](symbol){test.id}<LEND>[call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){test}<LSEP>[](symbol){ID}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){test}<LSEP>[](symbol){ID}<LEND>[litteral](NULL){NULL}<LEND>[assign](){<-}<LSEP>[](symbol){train.y}<LEND>[call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){TARGET}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){TARGET}<LEND>[litteral](NULL){NULL}<LEND>[assign](){<-}<LSEP>[](symbol){count0}<LEND>[](){function}<LSEP>[](pairlist){}<LSEP>[](symbol){x}<LEND>[body; block](){}<LSEP>[statement 0; call](){}<LSEP>[](symbol){return}<LEND>[argument 0; call](){}<LSEP>[](symbol){sum}<LEND>[argument 0; call](){}<LSEP>[](symbol){==}<LSEP>[](symbol){x}<LSEP>[argument 1; litteral](real){0.000000}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){n0}<LEND>[call](){}<LSEP>[](symbol){apply}<LSEP>[](symbol){train}<LSEP>[argument 1; litteral](real){1.000000}<LSEP>[](symbol){count0}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){test}<LSEP>[](symbol){n0}<LEND>[call](){}<LSEP>[](symbol){apply}<LSEP>[](symbol){test}<LSEP>[argument 1; litteral](real){1.000000}<LSEP>[](symbol){count0}<LEND>[call](){}<LSEP>[](symbol){cat}<LSEP>[argument 0; litteral](str){\n## Eliminando car\xC3\xA1cte...}<LEND>[control flow](){for}<LSEP>[](symbol){f}<LEND>[range; call](){}<LSEP>[](symbol){names}<LSEP>[](symbol){train}<LEND>[body; block](){}<LSEP>[statement 0; control flow](){if}<LSEP>[condition; call](){}<LSEP>[](symbol){==}<LEND>[argument 0; call](){}<LSEP>[](symbol){length}<LEND>[argument 0; call](){}<LSEP>[](symbol){unique}<LEND>[argument 0; call](){}<LSEP>[](symbol){[[}<LSEP>[](symbol){train}<LSEP>[](symbol){f}<LEND>[argument 1; litteral](real){1.000000}<LEND>[true branch; block](){}<LSEP>[statement 0; call](){}<LSEP>[](symbol){cat}<LSEP>[](symbol){f}<LSEP>[argument 1; litteral](str){ es constante en train. La eli...}<LEND>[statement 1; assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){[[}<LSEP>[](symbol){train}<LSEP>[](symbol){f}<LEND>[litteral](NULL){NULL}<LEND>[statement 2; assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){[[}<LSEP>[](symbol){test}<LSEP>[](symbol){f}<LEND>[litteral](NULL){NULL}<LEND>[assign](){<-}<LSEP>[](symbol){features_pair}<LEND>[call](){}<LSEP>[](symbol){combn}<LEND>[argument 0; call](){}<LSEP>[](symbol){names}<LSEP>[](symbol){train}<LEND>[argument 1; litteral](real){2.000000}<LSEP>[](symbol){F}<LEND>[assign](){<-}<LSEP>[](symbol){toRemove}<LEND>[call](){}<LSEP>[](symbol){c}<LEND>[control flow](){for}<LSEP>[](symbol){pair}<LSEP>[](symbol){features_pair}<LEND>[body; block](){}<LSEP>[statement 0; assign](){<-}<LSEP>[](symbol){f1}<LEND>[call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){pair}<LSEP>[argument 1; litteral](real){1.000000}<LEND>[statement 1; assign](){<-}<LSEP>[](symbol){f2}<LEND>[call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){pair}<LSEP>[argument 1; litteral](real){2.000000}<LEND>[statement 2; control flow](){if}<LSEP>[condition; call](){}<LSEP>[](symbol){&}<LEND>[argument 0; call](){}<LSEP>[](symbol){!}<LEND>[argument 0; call](){}<LSEP>[](symbol){(}<LEND>[argument 0; call](){}<LSEP>[](symbol){%in%}<LSEP>[](symbol){f1}<LSEP>[](symbol){toRemove}<LEND>[argument 1; call](){}<LSEP>[](symbol){!}<LEND>[argument 0; call](){}<LSEP>[](symbol){(}<LEND>[argument 0; call](){}<LSEP>[](symbol){%in%}<LSEP>[](symbol){f2}<LSEP>[](symbol){toRemove}<LEND>[true branch; block](){}<LSEP>[statement 0; control flow](){if}<LSEP>[condition; call](){}<LSEP>[](symbol){all}<LEND>[argument 0; call](){}<LSEP>[](symbol){==}<LEND>[argument 0; call](){}<LSEP>[](symbol){[[}<LSEP>[](symbol){train}<LSEP>[](symbol){f1}<LEND>[argument 1; call](){}<LSEP>[](symbol){[[}<LSEP>[](symbol){train}<LSEP>[](symbol){f2}<LEND>[true branch; block](){}<LSEP>[statement 0; call](){}<LSEP>[](symbol){cat}<LSEP>[](symbol){f1}<LSEP>[argument 1; litteral](str){y}<LSEP>[](symbol){f2}<LSEP>[argument 3; litteral](str){son iguales.\n}<LEND>[statement 1; assign](){<-}<LSEP>[](symbol){toRemove}<LEND>[call](){}<LSEP>[](symbol){c}<LSEP>[](symbol){toRemove}<LSEP>[](symbol){f2}<LEND>[assign](){<-}<LSEP>[](symbol){feature.names}<LEND>[call](){}<LSEP>[](symbol){setdiff}<LEND>[argument 0; call](){}<LSEP>[](symbol){names}<LSEP>[](symbol){train}<LEND>[](symbol){toRemove}<LEND>[assign](){<-}<LSEP>[](symbol){train}<LEND>[call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){train}<LSEP>[](symbol){}<LSEP>[](symbol){feature.names}<LEND>[assign](){<-}<LSEP>[](symbol){test}<LEND>[call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){test}<LSEP>[](symbol){}<LSEP>[](symbol){feature.names}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){TARGET}<LEND>[](symbol){train.y}<LEND>[assign](){<-}<LSEP>[](symbol){train}<LEND>[call](){}<LSEP>[](symbol){sparse.model.matrix}<LEND>[argument 0; call](){}<LSEP>[](symbol){~}<LSEP>[](symbol){TARGET}<LSEP>[](symbol){.}<LEND>[](symbol){train}<LEND>[assign](){<-}<LSEP>[](symbol){dtrain}<LEND>[call](){}<LSEP>[](symbol){xgb.DMatrix}<LSEP>[](symbol){train}<LSEP>[](symbol){train.y}<LEND>[assign](){<-}<LSEP>[](symbol){watchlist}<LEND>[call](){}<LSEP>[](symbol){list}<LSEP>[](symbol){dtrain}<LEND>[assign](){<-}<LSEP>[](symbol){param}<LEND>[call](){}<LSEP>[](symbol){list}<LSEP>[argument 0; litteral](str){binary:logistic}<LSEP>[argument 1; litteral](str){gbtree}<LSEP>[argument 2; litteral](str){auc}<LSEP>[argument 3; litteral](real){0.020200}<LSEP>[argument 4; litteral](real){4.000000}<LSEP>[argument 5; litteral](real){0.681500}<LSEP>[argument 6; litteral](real){0.701000}<LEND>[assign](){<-}<LSEP>[](symbol){clf}<LEND>[call](){}<LSEP>[](symbol){xgb.train}<LSEP>[](symbol){param}<LSEP>[](symbol){dtrain}<LSEP>[argument 2; litteral](real){549.000000}<LSEP>[argument 3; litteral](real){1.000000}<LSEP>[](symbol){watchlist}<LSEP>[argument 5; litteral](logical){FALSE}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){test}<LSEP>[](symbol){TARGET}<LEND>[call](){}<LSEP>[](symbol){-}<LSEP>[argument 0; litteral](real){1.000000}<LEND>[assign](){<-}<LSEP>[](symbol){test}<LEND>[call](){}<LSEP>[](symbol){sparse.model.matrix}<LEND>[argument 0; call](){}<LSEP>[](symbol){~}<LSEP>[](symbol){TARGET}<LSEP>[](symbol){.}<LEND>[](symbol){test}<LEND>[assign](){<-}<LSEP>[](symbol){preds}<LEND>[call](){}<LSEP>[](symbol){predict}<LSEP>[](symbol){clf}<LSEP>[](symbol){test}<LEND>[assign](){<-}<LSEP>[](symbol){submission}<LEND>[call](){}<LSEP>[](symbol){data.frame}<LSEP>[](symbol){test.id}<LSEP>[](symbol){preds}<LEND>[call](){}<LSEP>[](symbol){cat}<LSEP>[argument 0; litteral](str){Guardando el resultado\n}<LEND>[call](){}<LSEP>[](symbol){write.csv}<LSEP>[](symbol){submission}<LSEP>[argument 1; litteral](str){submission_XGB_exp6.csv}<LSEP>[](symbol){F}
[](){expression}<LSEP>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){class}<LEND>[assign](){<-}<LSEP>[](symbol){train}<LEND>[call](){}<LSEP>[](symbol){read.csv}<LSEP>[argument 0; litteral](str){../input/train.csv}<LEND>[assign](){<-}<LSEP>[](symbol){test}<LEND>[call](){}<LSEP>[](symbol){read.csv}<LSEP>[argument 0; litteral](str){../input/test.csv}<LEND>[assign](){<-}<LSEP>[](symbol){train}<LEND>[call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){train}<LEND>[argument 1; call](){}<LSEP>[](symbol){-}<LSEP>[argument 0; litteral](real){1.000000}<LEND>[assign](){<-}<LSEP>[](symbol){test}<LEND>[call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){test}<LEND>[argument 1; call](){}<LSEP>[](symbol){-}<LSEP>[argument 0; litteral](real){1.000000}<LEND>[assign](){<-}<LSEP>[](symbol){model}<LEND>[call](){}<LSEP>[](symbol){glm}<LEND>[argument 0; call](){}<LSEP>[](symbol){~}<LSEP>[](symbol){Survived}<LEND>[argument 1; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LSEP>[](symbol){Pclass}<LSEP>[](symbol){Sex}<LEND>[](symbol){SibSp}<LEND>[](symbol){train}<LSEP>[](symbol){binomial}<LEND>[assign](){<-}<LSEP>[](symbol){test_pred}<LEND>[call](){}<LSEP>[](symbol){predict}<LSEP>[](symbol){model}<LSEP>[](symbol){test}<LSEP>[argument 2; litteral](str){response}<LEND>[assign](){<-}<LSEP>[](symbol){test_pred}<LEND>[call](){}<LSEP>[](symbol){ifelse}<LEND>[argument 0; call](){}<LSEP>[](symbol){>}<LSEP>[](symbol){test_pred}<LSEP>[argument 1; litteral](real){0.500000}<LEND>[argument 1; litteral](real){1.000000}<LSEP>[argument 2; litteral](real){0.000000}<LEND>[call](){}<LSEP>[](symbol){table}<LSEP>[](symbol){test_pred}<LEND>[call](){}<LSEP>[](symbol){png}<LSEP>[argument 0; litteral](str){1_survival_by_Sex.png}<LSEP>[argument 1; litteral](real){800.000000}<LSEP>[argument 2; litteral](real){600.000000}<LEND>[call](){}<LSEP>[](symbol){mosaicplot}<LEND>[argument 0; call](){}<LSEP>[](symbol){~}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){test}<LSEP>[](symbol){Sex}<LEND>[](symbol){test_pred}<LEND>[argument 1; litteral](str){Passenger Survival by Sex}<LEND>[argument 2; call](){}<LSEP>[](symbol){c}<LSEP>[argument 0; litteral](str){#8dd3c7}<LSEP>[argument 1; litteral](str){#fb8072}<LEND>[argument 3; litteral](logical){FALSE}<LSEP>[argument 4; litteral](str){}<LSEP>[argument 5; litteral](str){}<LEND>[argument 6; call](){}<LSEP>[](symbol){c}<LSEP>[argument 0; litteral](real){0.000000}<LEND>[argument 7; litteral](real){1.400000}<LEND>[call](){}<LSEP>[](symbol){dev.off}
[](){expression}<LSEP>[call](){}<LSEP>[](symbol){library}<LSEP>[argument 0; litteral](str){ggplot2}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[argument 0; litteral](str){ggthemes}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[argument 0; litteral](str){scales}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[argument 0; litteral](str){dplyr}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[argument 0; litteral](str){mice}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[argument 0; litteral](str){randomForest}<LEND>[assign](){<-}<LSEP>[](symbol){train}<LEND>[call](){}<LSEP>[](symbol){read.csv}<LSEP>[argument 0; litteral](str){../input/train.csv}<LSEP>[](symbol){F}<LEND>[assign](){<-}<LSEP>[](symbol){test}<LEND>[call](){}<LSEP>[](symbol){read.csv}<LSEP>[argument 0; litteral](str){../input/test.csv}<LSEP>[](symbol){F}<LEND>[assign](){<-}<LSEP>[](symbol){full}<LEND>[call](){}<LSEP>[](symbol){bind_rows}<LSEP>[](symbol){train}<LSEP>[](symbol){test}<LEND>[call](){}<LSEP>[](symbol){str}<LSEP>[](symbol){full}
[](){expression}<LSEP>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){randomForest}<LEND>[assign](){<-}<LSEP>[](symbol){train}<LEND>[call](){}<LSEP>[](symbol){read.csv}<LSEP>[argument 0; litteral](str){../input/train.csv}<LEND>[assign](){<-}<LSEP>[](symbol){test}<LEND>[call](){}<LSEP>[](symbol){read.csv}<LSEP>[argument 0; litteral](str){../input/test.csv}<LEND>[call](){}<LSEP>[](symbol){summary}<LSEP>[](symbol){train}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){Survived}<LEND>[call](){}<LSEP>[](symbol){factor}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){Survived}<LEND>[argument 1; call](){}<LSEP>[](symbol){c}<LSEP>[argument 0; litteral](real){1.000000}<LSEP>[argument 1; litteral](real){0.000000}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){levels}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){Survived}<LEND>[call](){}<LSEP>[](symbol){c}<LSEP>[argument 0; litteral](str){Survived}<LSEP>[argument 1; litteral](str){Died}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){Pclass}<LEND>[call](){}<LSEP>[](symbol){as.factor}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){Pclass}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){levels}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){Pclass}<LEND>[call](){}<LSEP>[](symbol){c}<LSEP>[argument 0; litteral](str){1st Class}<LSEP>[argument 1; litteral](str){2nd Class}<LSEP>[argument 2; litteral](str){3rd Class}<LEND>[call](){}<LSEP>[](symbol){png}<LSEP>[argument 0; litteral](str){1_survival_by_class.png}<LSEP>[argument 1; litteral](real){800.000000}<LSEP>[argument 2; litteral](real){600.000000}<LEND>[call](){}<LSEP>[](symbol){mosaicplot}<LEND>[argument 0; call](){}<LSEP>[](symbol){~}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){Pclass}<LEND>[argument 1; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){Survived}<LEND>[argument 1; litteral](str){Passenger Survival by Class}<LEND>[argument 2; call](){}<LSEP>[](symbol){c}<LSEP>[argument 0; litteral](str){#8dd3c7}<LSEP>[argument 1; litteral](str){#fb8072}<LEND>[argument 3; litteral](logical){FALSE}<LSEP>[argument 4; litteral](str){}<LSEP>[argument 5; litteral](str){}<LEND>[argument 6; call](){}<LSEP>[](symbol){c}<LSEP>[argument 0; litteral](real){0.000000}<LEND>[argument 7; litteral](real){1.400000}<LEND>[call](){}<LSEP>[](symbol){dev.off}
[](){expression}<LSEP>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){readr}<LEND>[assign](){<-}<LSEP>[](symbol){train}<LEND>[call](){}<LSEP>[](symbol){read_csv}<LSEP>[argument 0; litteral](str){../input/train.csv}<LEND>[assign](){<-}<LSEP>[](symbol){test}<LEND>[call](){}<LSEP>[](symbol){read_csv}<LSEP>[argument 0; litteral](str){../input/test.csv}<LEND>[call](){}<LSEP>[](symbol){cat}<LEND>[argument 0; call](){}<LSEP>[](symbol){sprintf}<LSEP>[argument 0; litteral](str){Training set has %d rows and %...}<LEND>[argument 1; call](){}<LSEP>[](symbol){nrow}<LSEP>[](symbol){train}<LEND>[argument 2; call](){}<LSEP>[](symbol){ncol}<LSEP>[](symbol){train}<LEND>[call](){}<LSEP>[](symbol){cat}<LEND>[argument 0; call](){}<LSEP>[](symbol){sprintf}<LSEP>[argument 0; litteral](str){Test set has %d rows and %d co...}<LEND>[argument 1; call](){}<LSEP>[](symbol){nrow}<LSEP>[](symbol){test}<LEND>[argument 2; call](){}<LSEP>[](symbol){ncol}<LSEP>[](symbol){test}
[](){expression}<LSEP>[litteral](str){hi}
[](){expression}<LSEP>[assign](){<-}<LSEP>[](symbol){train}<LEND>[call](){}<LSEP>[](symbol){read.csv}<LSEP>[argument 0; litteral](str){../input/train.csv}<LEND>[assign](){<-}<LSEP>[](symbol){test}<LEND>[call](){}<LSEP>[](symbol){read.csv}<LSEP>[argument 0; litteral](str){../input/test.csv}<LEND>[call](){}<LSEP>[](symbol){summary}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){Age}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){Child}<LEND>[litteral](real){0.000000}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){[}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){Child}<LEND>[argument 1; call](){}<LSEP>[](symbol){<}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){Age}<LEND>[argument 1; litteral](real){18.000000}<LEND>[litteral](real){1.000000}<LEND>[call](){}<LSEP>[](symbol){aggregate}<LEND>[argument 0; 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call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){Fare}<LEND>[argument 1; litteral](real){10.000000}<LEND>[litteral](str){10-20}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){[}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){Fare2}<LEND>[argument 1; call](){}<LSEP>[](symbol){<}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){Fare}<LEND>[argument 1; litteral](real){10.000000}<LEND>[litteral](str){<10}<LEND>[call](){}<LSEP>[](symbol){aggregate}<LEND>[argument 0; call](){}<LSEP>[](symbol){~}<LSEP>[](symbol){Survived}<LEND>[argument 1; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LSEP>[](symbol){Fare2}<LSEP>[](symbol){Pclass}<LEND>[](symbol){Sex}<LEND>[](symbol){train}<LEND>[](){function}<LSEP>[](pairlist){}<LSEP>[](symbol){x}<LEND>[body; block](){}<LSEP>[statement 0; call](){}<LSEP>[](symbol){/}<LEND>[argument 0; call](){}<LSEP>[](symbol){sum}<LSEP>[](symbol){x}<LEND>[argument 1; 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call](){}<LSEP>[](symbol){==}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){test}<LSEP>[](symbol){Pclass}<LEND>[argument 1; litteral](real){3.000000}<LEND>[argument 1; call](){}<LSEP>[](symbol){>=}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){test}<LSEP>[](symbol){Fare}<LEND>[argument 1; litteral](real){20.000000}<LEND>[litteral](real){0.000000}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){[}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){test}<LSEP>[](symbol){Survived}<LEND>[argument 1; call](){}<LSEP>[](symbol){&}<LEND>[argument 0; call](){}<LSEP>[](symbol){&}<LEND>[argument 0; call](){}<LSEP>[](symbol){==}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){test}<LSEP>[](symbol){Sex}<LEND>[argument 1; litteral](str){male}<LEND>[argument 1; call](){}<LSEP>[](symbol){==}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){test}<LSEP>[](symbol){Pclass}<LEND>[argument 1; litteral](real){1.000000}<LEND>[argument 1; 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[](){expression}<LSEP>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){randomForest}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){scales}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){ggplot2}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){ggthemes}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){dplyr}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){mice}<LEND>[assign](){<-}<LSEP>[](symbol){train}<LEND>[call](){}<LSEP>[](symbol){read.csv}<LSEP>[argument 0; litteral](str){../input/train.csv}<LEND>[assign](){<-}<LSEP>[](symbol){test}<LEND>[call](){}<LSEP>[](symbol){read.csv}<LSEP>[argument 0; litteral](str){../input/test.csv}<LEND>[assign](){<-}<LSEP>[](symbol){full}<LEND>[call](){}<LSEP>[](symbol){bind_rows}<LSEP>[](symbol){train}<LSEP>[](symbol){test}<LEND>[assign](){=}<LSEP>[variable; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){full}<LSEP>[](symbol){Title}<LEND>[call](){}<LSEP>[](symbol){gsub}<LSEP>[argument 0; litteral](str){(., )\|(\\..)}<LSEP>[argument 1; 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litteral](str){Mme}<LEND>[litteral](str){Mrs}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){[}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){full}<LSEP>[](symbol){Title}<LEND>[argument 1; call](){}<LSEP>[](symbol){%in%}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){full}<LSEP>[](symbol){Title}<LEND>[](symbol){rare_title}<LEND>[litteral](str){Rare_Title}<LEND>[call](){}<LSEP>[](symbol){table}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){full}<LSEP>[](symbol){Sex}<LEND>[argument 1; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){full}<LSEP>[](symbol){Title}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){full}<LSEP>[](symbol){Surname}<LEND>[call](){}<LSEP>[](symbol){sapply}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){full}<LSEP>[](symbol){Name}<LEND>[](){function}<LSEP>[](pairlist){}<LSEP>[](symbol){x}<LEND>[body; call](){}<LSEP>[](symbol){[}<LEND>[argument 0; call](){}<LSEP>[](symbol){[[}<LEND>[argument 0; call](){}<LSEP>[](symbol){strsplit}<LSEP>[](symbol){x}<LSEP>[argument 1; litteral](str){[,.]}<LEND>[argument 1; litteral](real){1.000000}<LEND>[argument 1; litteral](real){1.000000}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){full}<LSEP>[](symbol){Fsize}<LEND>[call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){full}<LSEP>[](symbol){SibSp}<LEND>[argument 1; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){full}<LSEP>[](symbol){Parch}<LEND>[argument 1; litteral](real){1.000000}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){full}<LSEP>[](symbol){Family}<LEND>[call](){}<LSEP>[](symbol){paste}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){full}<LSEP>[](symbol){Surname}<LEND>[argument 1; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){full}<LSEP>[](symbol){Fsize}<LEND>[argument 2; litteral](str){_}<LEND>[call](){}<LSEP>[](symbol){+}<LEND>[argument 0; 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block](){}<LSEP>[statement 0; assign](){<-}<LSEP>[](symbol){levels}<LEND>[call](){}<LSEP>[](symbol){unique}<LEND>[argument 0; call](){}<LSEP>[](symbol){[[}<LSEP>[](symbol){HighestSoldItem}<LSEP>[](symbol){f}<LEND>[statement 1; assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){[[}<LSEP>[](symbol){HighestSoldItem}<LSEP>[](symbol){f}<LEND>[call](){}<LSEP>[](symbol){as.numeric}<LEND>[argument 0; call](){}<LSEP>[](symbol){factor}<LEND>[argument 0; call](){}<LSEP>[](symbol){[[}<LSEP>[](symbol){HighestSoldItem}<LSEP>[](symbol){f}<LEND>[](symbol){levels}<LEND>[statement 9; call](){}<LSEP>[](symbol){return}<LSEP>[](symbol){HighestSoldItem}<LEND>[assign](){=}<LSEP>[](symbol){HighestSoldItem}<LEND>[call](){}<LSEP>[](symbol){GetHighestSoldItem}<LSEP>[](symbol){train}<LSEP>[argument 1; litteral](real){329362.000000}<LSEP>[argument 2; litteral](real){44.000000}<LEND>[assign](){=}<LSEP>[](symbol){HighestSoldItemTest}<LEND>[call](){}<LSEP>[](symbol){GetHighestSoldItem}<LSEP>[](symbol){test}<LSEP>[argument 1; 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litteral](real){2.000000}<LEND>[statement 1; assign](){<-}<LSEP>[](symbol){rankImportance}<LEND>[call](){}<LSEP>[](symbol){%>%}<LSEP>[](symbol){varImportance}<LEND>[argument 1; call](){}<LSEP>[](symbol){mutate}<LEND>[argument 0; call](){}<LSEP>[](symbol){paste0}<LSEP>[argument 0; litteral](str){#}<LEND>[argument 1; call](){}<LSEP>[](symbol){dense_rank}<LEND>[argument 0; call](){}<LSEP>[](symbol){desc}<LSEP>[](symbol){Importance}<LEND>[statement 2; assign](){=}<LSEP>[](symbol){rankImportancefull}<LSEP>[](symbol){rankImportance}<LEND>[statement 3; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){ggplot}<LSEP>[](symbol){rankImportance}<LEND>[argument 1; call](){}<LSEP>[](symbol){aes}<LEND>[argument 0; call](){}<LSEP>[](symbol){reorder}<LSEP>[](symbol){Variables}<LSEP>[](symbol){Importance}<LEND>[](symbol){Importance}<LEND>[argument 1; 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[](){expression}<LSEP>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){data.table}<LEND>[assign](){<-}<LSEP>[](symbol){train}<LEND>[call](){}<LSEP>[](symbol){fread}<LSEP>[argument 0; litteral](str){../input/train_1.csv}<LSEP>[argument 1; litteral](logical){FALSE}<LEND>[call](){}<LSEP>[](symbol){dim}<LSEP>[](symbol){train}<LEND>[call](){}<LSEP>[](symbol){sum}<LEND>[argument 0; call](){}<LSEP>[](symbol){is.na}<LSEP>[](symbol){train}<LEND>[call](){}<LSEP>[](symbol){head}<LSEP>[](symbol){train}<LSEP>[argument 1; litteral](real){2.000000}
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call](){}<LSEP>[](symbol){-}<LSEP>[argument 0; litteral](real){1.000000}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){row.names}<LSEP>[](symbol){mdd4}<LEND>[call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){dd4}<LSEP>[](symbol){group}<LEND>[call](){}<LSEP>[](symbol){d3heatmap}<LEND>[argument 0; call](){}<LSEP>[](symbol){t}<LSEP>[](symbol){mdd4}<LEND>[argument 1; litteral](real){0.900000}<LSEP>[argument 2; litteral](real){0.800000}<LSEP>[argument 3; litteral](str){none}<LEND>[argument 4; call](){}<LSEP>[](symbol){viridis}<LSEP>[argument 0; litteral](real){10.000000}<LEND>[call](){}<LSEP>[](symbol){d3heatmap}<LEND>[argument 0; call](){}<LSEP>[](symbol){t}<LSEP>[](symbol){mdd4}<LEND>[argument 1; litteral](real){0.900000}<LSEP>[argument 2; litteral](real){0.800000}<LSEP>[argument 3; litteral](str){row}<LEND>[argument 4; call](){}<LSEP>[](symbol){viridis}<LSEP>[argument 0; litteral](real){10.000000}<LEND>[call](){}<LSEP>[](symbol){%>%}<LEND>[argument 0; call](){}<LSEP>[](symbol){plot_ly}<LSEP>[](symbol){label}<LSEP>[](symbol){age}<LSEP>[](symbol){gender}<LSEP>[argument 3; 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[](){expression}<LSEP>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){tidyverse}<LEND>[call](){}<LSEP>[](symbol){list.files}<LSEP>[argument 0; litteral](str){../input}<LEND>[call](){}<LSEP>[](symbol){cat}<LSEP>[argument 0; litteral](str){Loading Data.....}<LEND>[assign](){<-}<LSEP>[](symbol){train}<LEND>[call](){}<LSEP>[](symbol){read.csv}<LSEP>[argument 0; litteral](str){../input/train_V2.csv}<LEND>[assign](){<-}<LSEP>[](symbol){test}<LEND>[call](){}<LSEP>[](symbol){read.csv}<LSEP>[argument 0; litteral](str){../input/test_V2.csv}<LEND>[assign](){<-}<LSEP>[](symbol){train}<LEND>[call](){}<LSEP>[](symbol){%>%}<LSEP>[](symbol){train}<LEND>[argument 1; call](){}<LSEP>[](symbol){mutate}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LSEP>[](symbol){walkDistance}<LSEP>[](symbol){rideDistance}<LEND>[](symbol){swimDistance}<LEND>[argument 1; call](){}<LSEP>[](symbol){/}<LSEP>[](symbol){rideDistance}<LSEP>[](symbol){walkDistance}<LEND>[argument 2; 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call](){}<LSEP>[](symbol){select}<LSEP>[](symbol){train}<LEND>[argument 1; call](){}<LSEP>[](symbol){-}<LSEP>[](symbol){Id}<LEND>[argument 2; call](){}<LSEP>[](symbol){-}<LSEP>[](symbol){groupId}<LEND>[argument 3; call](){}<LSEP>[](symbol){-}<LSEP>[](symbol){matchId}<LEND>[assign](){<-}<LSEP>[](symbol){train_dm_freq}<LEND>[call](){}<LSEP>[](symbol){xgb.DMatrix}<LSEP>[](symbol){train_mm_freq}<LEND>[argument 1; call](){}<LSEP>[](symbol){as.matrix}<LSEP>[](symbol){train.labels}<LEND>[argument 2; litteral](str){NAN}<LEND>[assign](){<-}<LSEP>[](symbol){test_mm_freq}<LEND>[call](){}<LSEP>[](symbol){data.matrix}<LEND>[argument 0; call](){}<LSEP>[](symbol){select}<LSEP>[](symbol){test}<LEND>[argument 1; call](){}<LSEP>[](symbol){-}<LSEP>[](symbol){Id}<LEND>[argument 2; call](){}<LSEP>[](symbol){-}<LSEP>[](symbol){groupId}<LEND>[argument 3; call](){}<LSEP>[](symbol){-}<LSEP>[](symbol){matchId}<LEND>[assign](){<-}<LSEP>[](symbol){test_dm_freq}<LEND>[call](){}<LSEP>[](symbol){xgb.DMatrix}<LSEP>[](symbol){test_mm_freq}<LSEP>[argument 1; 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litteral](str){Winner_winner_chicken_dinner_b...}<LSEP>[](symbol){F}
[](){expression}<LSEP>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){readr}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){randomForest}<LEND>[call](){}<LSEP>[](symbol){set.seed}<LSEP>[argument 0; litteral](real){1.000000}<LEND>[call](){}<LSEP>[](symbol){cat}<LSEP>[argument 0; litteral](str){reading the train and test data\n}<LEND>[assign](){<-}<LSEP>[](symbol){train}<LEND>[call](){}<LSEP>[](symbol){read_csv}<LSEP>[argument 0; litteral](str){../input/train.csv}<LEND>[assign](){<-}<LSEP>[](symbol){test}<LEND>[call](){}<LSEP>[](symbol){read_csv}<LSEP>[argument 0; litteral](str){../input/test.csv}<LEND>[assign](){<-}<LSEP>[](symbol){feature.names}<LEND>[call](){}<LSEP>[](symbol){[}<LEND>[argument 0; call](){}<LSEP>[](symbol){names}<LSEP>[](symbol){train}<LEND>[argument 1; call](){}<LSEP>[](symbol){-}<LEND>[argument 0; call](){}<LSEP>[](symbol){:}<LSEP>[argument 0; litteral](real){2.000000}<LEND>[argument 1; call](){}<LSEP>[](symbol){ncol}<LSEP>[](symbol){train}<LEND>[argument 1; litteral](real){1.000000}<LEND>[call](){}<LSEP>[](symbol){cat}<LSEP>[argument 0; litteral](str){assuming text variables are ca...}<LEND>[control flow](){for}<LSEP>[](symbol){f}<LSEP>[](symbol){feature.names}<LEND>[body; block](){}<LSEP>[statement 0; control flow](){if}<LSEP>[condition; call](){}<LSEP>[](symbol){==}<LEND>[argument 0; call](){}<LSEP>[](symbol){class}<LEND>[argument 0; call](){}<LSEP>[](symbol){[[}<LSEP>[](symbol){train}<LSEP>[](symbol){f}<LEND>[argument 1; litteral](str){character}<LEND>[true branch; block](){}<LSEP>[statement 0; assign](){<-}<LSEP>[](symbol){levels}<LEND>[call](){}<LSEP>[](symbol){unique}<LEND>[argument 0; call](){}<LSEP>[](symbol){c}<LEND>[argument 0; call](){}<LSEP>[](symbol){[[}<LSEP>[](symbol){train}<LSEP>[](symbol){f}<LEND>[argument 1; call](){}<LSEP>[](symbol){[[}<LSEP>[](symbol){test}<LSEP>[](symbol){f}<LEND>[statement 1; assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){[[}<LSEP>[](symbol){train}<LSEP>[](symbol){f}<LEND>[call](){}<LSEP>[](symbol){as.integer}<LEND>[argument 0; call](){}<LSEP>[](symbol){factor}<LEND>[argument 0; call](){}<LSEP>[](symbol){[[}<LSEP>[](symbol){train}<LSEP>[](symbol){f}<LEND>[](symbol){levels}<LEND>[statement 2; assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){[[}<LSEP>[](symbol){test}<LSEP>[](symbol){f}<LEND>[call](){}<LSEP>[](symbol){as.integer}<LEND>[argument 0; call](){}<LSEP>[](symbol){factor}<LEND>[argument 0; call](){}<LSEP>[](symbol){[[}<LSEP>[](symbol){test}<LSEP>[](symbol){f}<LEND>[](symbol){levels}<LEND>[call](){}<LSEP>[](symbol){cat}<LSEP>[argument 0; litteral](str){replacing missing values with ...}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){train}<LEND>[argument 1; call](){}<LSEP>[](symbol){is.na}<LSEP>[](symbol){train}<LEND>[call](){}<LSEP>[](symbol){-}<LSEP>[argument 0; litteral](real){1.000000}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){test}<LEND>[argument 1; call](){}<LSEP>[](symbol){is.na}<LSEP>[](symbol){test}<LEND>[call](){}<LSEP>[](symbol){-}<LSEP>[argument 0; 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litteral](real){2.000000}<LEND>[call](){}<LSEP>[](symbol){cat}<LSEP>[argument 0; litteral](str){Create Importance Dataframe\n}<LEND>[assign](){<-}<LSEP>[](symbol){submission}<LEND>[call](){}<LSEP>[](symbol){data.frame}<LEND>[argument 0; call](){}<LSEP>[](symbol){rownames}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){rf}<LSEP>[](symbol){importance}<LEND>[argument 1; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){rf}<LSEP>[](symbol){importance}<LEND>[assign](){<-}<LSEP>[](symbol){submission}<LEND>[call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){submission}<LEND>[argument 1; call](){}<LSEP>[](symbol){order}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){rf}<LSEP>[](symbol){importance}<LEND>[argument 1; litteral](logical){TRUE}<LEND>[](symbol){}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){rownames}<LSEP>[](symbol){submission}<LEND>[call](){}<LSEP>[](symbol){:}<LSEP>[argument 0; litteral](real){1.000000}<LEND>[argument 1; call](){}<LSEP>[](symbol){nrow}<LSEP>[](symbol){submission}<LEND>[call](){}<LSEP>[](symbol){head}<LSEP>[](symbol){submission}<LSEP>[argument 1; litteral](real){50.000000}<LEND>[call](){}<LSEP>[](symbol){cat}<LSEP>[argument 0; litteral](str){saving the submission file\n}<LEND>[call](){}<LSEP>[](symbol){write_csv}<LSEP>[](symbol){submission}<LSEP>[argument 1; litteral](str){random_forest_importance_submi...}
[](){expression}
[](){expression}<LSEP>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){randomForest}<LEND>[assign](){<-}<LSEP>[](symbol){train}<LEND>[call](){}<LSEP>[](symbol){read.csv}<LSEP>[argument 0; litteral](str){../input/train.csv}<LEND>[assign](){<-}<LSEP>[](symbol){test}<LEND>[call](){}<LSEP>[](symbol){read.csv}<LSEP>[argument 0; litteral](str){../input/test.csv}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){test}<LSEP>[](symbol){Survived}<LEND>[call](){}<LSEP>[](symbol){rep}<LSEP>[argument 0; litteral](real){0.000000}<LSEP>[argument 1; litteral](real){418.000000}<LEND>[call](){}<LSEP>[](symbol){prop.table}<LEND>[argument 0; call](){}<LSEP>[](symbol){table}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){Sex}<LEND>[argument 1; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){Survived}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){Survived}<LEND>[call](){}<LSEP>[](symbol){factor}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){Survived}<LEND>[argument 1; call](){}<LSEP>[](symbol){c}<LSEP>[argument 0; litteral](real){1.000000}<LSEP>[argument 1; litteral](real){0.000000}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){levels}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){Survived}<LEND>[call](){}<LSEP>[](symbol){c}<LSEP>[argument 0; litteral](str){Survived}<LSEP>[argument 1; litteral](str){Died}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){Pclass}<LEND>[call](){}<LSEP>[](symbol){as.factor}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){Pclass}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){levels}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){Pclass}<LEND>[call](){}<LSEP>[](symbol){c}<LSEP>[argument 0; litteral](str){1st Class}<LSEP>[argument 1; litteral](str){2nd Class}<LSEP>[argument 2; litteral](str){3rd Class}<LEND>[call](){}<LSEP>[](symbol){png}<LSEP>[argument 0; litteral](str){1_survival_by_class.png}<LSEP>[argument 1; litteral](real){800.000000}<LSEP>[argument 2; litteral](real){600.000000}<LEND>[call](){}<LSEP>[](symbol){mosaicplot}<LEND>[argument 0; call](){}<LSEP>[](symbol){~}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){Pclass}<LEND>[argument 1; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){Survived}<LEND>[argument 1; litteral](str){Passenger Survival by Class}<LEND>[argument 2; call](){}<LSEP>[](symbol){c}<LSEP>[argument 0; litteral](str){#8dd3c7}<LSEP>[argument 1; litteral](str){#fb8072}<LEND>[argument 3; litteral](logical){FALSE}<LSEP>[argument 4; litteral](str){}<LSEP>[argument 5; litteral](str){}<LEND>[argument 6; call](){}<LSEP>[](symbol){c}<LSEP>[argument 0; litteral](real){0.000000}<LEND>[argument 7; litteral](real){1.400000}<LEND>[call](){}<LSEP>[](symbol){dev.off}
[](){expression}<LSEP>[assign](){<-}<LSEP>[](symbol){fb}<LEND>[call](){}<LSEP>[](symbol){read.csv}<LSEP>[argument 0; litteral](str){../input/train.csv}<LSEP>[](symbol){T}<LEND>[assign](){<-}<LSEP>[](symbol){fb}<LEND>[call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){fb}<LEND>[argument 1; call](){}<LSEP>[](symbol){&}<LEND>[argument 0; call](){}<LSEP>[](symbol){&}<LEND>[argument 0; call](){}<LSEP>[](symbol){&}<LEND>[argument 0; call](){}<LSEP>[](symbol){>}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){fb}<LSEP>[](symbol){x}<LEND>[argument 1; litteral](real){1.000000}<LEND>[argument 1; call](){}<LSEP>[](symbol){<}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){fb}<LSEP>[](symbol){x}<LEND>[argument 1; litteral](real){1.250000}<LEND>[argument 1; call](){}<LSEP>[](symbol){>}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){fb}<LSEP>[](symbol){y}<LEND>[argument 1; litteral](real){2.500000}<LEND>[argument 1; call](){}<LSEP>[](symbol){<}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){fb}<LSEP>[](symbol){y}<LEND>[argument 1; litteral](real){2.750000}<LEND>[](symbol){}<LEND>[call](){}<LSEP>[](symbol){write.csv}<LSEP>[](symbol){fb}<LSEP>[argument 1; litteral](str){fb.csv}
[](){expression}<LSEP>[assign](){<-}<LSEP>[](symbol){packages}<LEND>[call](){}<LSEP>[](symbol){c}<LSEP>[argument 0; litteral](str){knitr}<LSEP>[argument 1; litteral](str){tidyverse}<LSEP>[argument 2; litteral](str){dplyr}<LSEP>[argument 3; litteral](str){data.table}<LSEP>[argument 4; litteral](str){cluster}<LSEP>[argument 5; litteral](str){tidyr}<LSEP>[argument 6; litteral](str){lubridate}<LSEP>[argument 7; litteral](str){reshape2}<LSEP>[argument 8; litteral](str){ggplot2}<LEND>[assign](){<-}<LSEP>[](symbol){UsePackages}<LEND>[](){function}<LSEP>[](pairlist){}<LSEP>[](symbol){p}<LEND>[body; block](){}<LSEP>[statement 0; control flow](){if}<LSEP>[condition; call](){}<LSEP>[](symbol){!}<LEND>[argument 0; call](){}<LSEP>[](symbol){is.element}<LSEP>[](symbol){p}<LEND>[argument 1; call](){}<LSEP>[](symbol){[}<LEND>[argument 0; call](){}<LSEP>[](symbol){installed.packages}<LEND>[](symbol){}<LSEP>[argument 2; litteral](real){1.000000}<LEND>[true branch; block](){}<LSEP>[statement 0; call](){}<LSEP>[](symbol){install.packages}<LSEP>[](symbol){p}<LSEP>[argument 1; litteral](logical){TRUE}<LEND>[statement 1; call](){}<LSEP>[](symbol){require}<LSEP>[](symbol){p}<LSEP>[argument 1; litteral](logical){TRUE}<LEND>[control flow](){for}<LSEP>[](symbol){p}<LSEP>[](symbol){packages}<LEND>[body; block](){}<LSEP>[statement 0; call](){}<LSEP>[](symbol){UsePackages}<LSEP>[](symbol){p}<LEND>[assign](){=}<LSEP>[](symbol){train}<LEND>[call](){}<LSEP>[](symbol){read.csv}<LSEP>[argument 0; litteral](str){../input/train_2016_v2.csv}<LSEP>[argument 1; litteral](str){,}<LSEP>[argument 2; litteral](logical){TRUE}<LEND>[assign](){=}<LSEP>[](symbol){properties_2016}<LEND>[call](){}<LSEP>[](symbol){read.csv}<LSEP>[argument 0; litteral](str){../input/properties_2016.csv}<LSEP>[argument 1; litteral](logical){TRUE}<LSEP>[argument 2; litteral](str){,}<LEND>[call](){}<LSEP>[](symbol){cat}<LSEP>[argument 0; litteral](str){Number of Rows in training set:}<LEND>[argument 1; call](){}<LSEP>[](symbol){nrow}<LSEP>[](symbol){train}<LEND>[call](){}<LSEP>[](symbol){cat}<LSEP>[argument 0; 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call](){}<LSEP>[](symbol){-}<LEND>[argument 0; call](){}<LSEP>[](symbol){which}<LEND>[argument 0; call](){}<LSEP>[](symbol){==}<LEND>[argument 0; call](){}<LSEP>[](symbol){names}<LSEP>[](symbol){df_train_features_2}<LEND>[argument 1; litteral](str){logerror}<LEND>[argument 2; litteral](str){logerror}<LSEP>[argument 3; litteral](str){rf}<LSEP>[argument 4; litteral](real){500.000000}<LSEP>[argument 5; litteral](real){123.000000}<LEND>[call](){}<LSEP>[](symbol){h2o.varimp_plot}<LSEP>[](symbol){rf_trained}<LSEP>[argument 1; litteral](real){20.000000}<LEND>[call](){}<LSEP>[](symbol){h2o.shutdown}<LSEP>[](symbol){F}<LEND>[call](){}<LSEP>[](symbol){detach}<LSEP>[argument 0; litteral](str){package:h2o}
[](){expression}<LSEP>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){xgboost}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){Matrix}<LEND>[call](){}<LSEP>[](symbol){require}<LSEP>[](symbol){data.table}<LEND>[call](){}<LSEP>[](symbol){require}<LSEP>[](symbol){plyr}<LEND>[call](){}<LSEP>[](symbol){require}<LSEP>[](symbol){ROCR}<LEND>[call](){}<LSEP>[](symbol){require}<LSEP>[](symbol){caret}<LEND>[call](){}<LSEP>[](symbol){set.seed}<LSEP>[argument 0; litteral](real){1234.000000}<LEND>[assign](){<-}<LSEP>[](symbol){train}<LEND>[call](){}<LSEP>[](symbol){read.csv}<LSEP>[argument 0; litteral](str){../input/train.csv}<LEND>[assign](){<-}<LSEP>[](symbol){test}<LEND>[call](){}<LSEP>[](symbol){read.csv}<LSEP>[argument 0; litteral](str){../input/test.csv}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){ID}<LEND>[litteral](NULL){NULL}<LEND>[assign](){<-}<LSEP>[](symbol){test.id}<LEND>[call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){test}<LSEP>[](symbol){ID}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){test}<LSEP>[](symbol){ID}<LEND>[litteral](NULL){NULL}<LEND>[assign](){<-}<LSEP>[](symbol){train.y}<LEND>[call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){TARGET}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){TARGET}<LEND>[litteral](NULL){NULL}<LEND>[assign](){<-}<LSEP>[](symbol){count0}<LEND>[](){function}<LSEP>[](pairlist){}<LSEP>[](symbol){x}<LEND>[body; block](){}<LSEP>[statement 0; call](){}<LSEP>[](symbol){return}<LEND>[argument 0; call](){}<LSEP>[](symbol){sum}<LEND>[argument 0; call](){}<LSEP>[](symbol){==}<LSEP>[](symbol){x}<LSEP>[argument 1; litteral](real){0.000000}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){n0}<LEND>[call](){}<LSEP>[](symbol){apply}<LSEP>[](symbol){train}<LSEP>[argument 1; litteral](real){1.000000}<LSEP>[](symbol){count0}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){test}<LSEP>[](symbol){n0}<LEND>[call](){}<LSEP>[](symbol){apply}<LSEP>[](symbol){test}<LSEP>[argument 1; litteral](real){1.000000}<LSEP>[](symbol){count0}<LEND>[call](){}<LSEP>[](symbol){cat}<LSEP>[argument 0; litteral](str){\n## Removing the constants fe...}<LEND>[control flow](){for}<LSEP>[](symbol){f}<LEND>[range; call](){}<LSEP>[](symbol){names}<LSEP>[](symbol){train}<LEND>[body; block](){}<LSEP>[statement 0; control flow](){if}<LSEP>[condition; call](){}<LSEP>[](symbol){==}<LEND>[argument 0; call](){}<LSEP>[](symbol){length}<LEND>[argument 0; call](){}<LSEP>[](symbol){unique}<LEND>[argument 0; call](){}<LSEP>[](symbol){[[}<LSEP>[](symbol){train}<LSEP>[](symbol){f}<LEND>[argument 1; litteral](real){1.000000}<LEND>[true branch; block](){}<LSEP>[statement 0; call](){}<LSEP>[](symbol){cat}<LSEP>[](symbol){f}<LSEP>[argument 1; litteral](str){is constant in train. We delet...}<LEND>[statement 1; assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){[[}<LSEP>[](symbol){train}<LSEP>[](symbol){f}<LEND>[litteral](NULL){NULL}<LEND>[statement 2; assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){[[}<LSEP>[](symbol){test}<LSEP>[](symbol){f}<LEND>[litteral](NULL){NULL}<LEND>[assign](){<-}<LSEP>[](symbol){features_pair}<LEND>[call](){}<LSEP>[](symbol){combn}<LEND>[argument 0; call](){}<LSEP>[](symbol){names}<LSEP>[](symbol){train}<LEND>[argument 1; litteral](real){2.000000}<LSEP>[](symbol){F}<LEND>[assign](){<-}<LSEP>[](symbol){toRemove}<LEND>[call](){}<LSEP>[](symbol){c}<LEND>[control flow](){for}<LSEP>[](symbol){pair}<LSEP>[](symbol){features_pair}<LEND>[body; block](){}<LSEP>[statement 0; assign](){<-}<LSEP>[](symbol){f1}<LEND>[call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){pair}<LSEP>[argument 1; litteral](real){1.000000}<LEND>[statement 1; assign](){<-}<LSEP>[](symbol){f2}<LEND>[call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){pair}<LSEP>[argument 1; litteral](real){2.000000}<LEND>[statement 2; control flow](){if}<LSEP>[condition; call](){}<LSEP>[](symbol){&}<LEND>[argument 0; call](){}<LSEP>[](symbol){!}<LEND>[argument 0; call](){}<LSEP>[](symbol){(}<LEND>[argument 0; call](){}<LSEP>[](symbol){%in%}<LSEP>[](symbol){f1}<LSEP>[](symbol){toRemove}<LEND>[argument 1; call](){}<LSEP>[](symbol){!}<LEND>[argument 0; call](){}<LSEP>[](symbol){(}<LEND>[argument 0; call](){}<LSEP>[](symbol){%in%}<LSEP>[](symbol){f2}<LSEP>[](symbol){toRemove}<LEND>[true branch; block](){}<LSEP>[statement 0; control flow](){if}<LSEP>[condition; call](){}<LSEP>[](symbol){all}<LEND>[argument 0; call](){}<LSEP>[](symbol){==}<LEND>[argument 0; call](){}<LSEP>[](symbol){[[}<LSEP>[](symbol){train}<LSEP>[](symbol){f1}<LEND>[argument 1; call](){}<LSEP>[](symbol){[[}<LSEP>[](symbol){train}<LSEP>[](symbol){f2}<LEND>[true branch; block](){}<LSEP>[statement 0; call](){}<LSEP>[](symbol){cat}<LSEP>[](symbol){f1}<LSEP>[argument 1; litteral](str){and}<LSEP>[](symbol){f2}<LSEP>[argument 3; litteral](str){are equals.\n}<LEND>[statement 1; assign](){<-}<LSEP>[](symbol){toRemove}<LEND>[call](){}<LSEP>[](symbol){c}<LSEP>[](symbol){toRemove}<LSEP>[](symbol){f2}<LEND>[assign](){<-}<LSEP>[](symbol){feature.names}<LEND>[call](){}<LSEP>[](symbol){setdiff}<LEND>[argument 0; call](){}<LSEP>[](symbol){names}<LSEP>[](symbol){train}<LEND>[](symbol){toRemove}<LEND>[assign](){<-}<LSEP>[](symbol){train}<LEND>[call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){train}<LSEP>[](symbol){}<LSEP>[](symbol){feature.names}<LEND>[assign](){<-}<LSEP>[](symbol){test}<LEND>[call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){test}<LSEP>[](symbol){}<LSEP>[](symbol){feature.names}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){TARGET}<LEND>[](symbol){train.y}<LEND>[assign](){<-}<LSEP>[](symbol){FeatureEng}<LEND>[](){function}<LSEP>[](pairlist){}<LSEP>[](symbol){DT}<LEND>[body; block](){}<LSEP>[statement 0; assign](){<-}<LSEP>[](symbol){DT}<LEND>[call](){}<LSEP>[](symbol){as.data.table}<LSEP>[](symbol){DT}<LEND>[statement 1; call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){DT}<LSEP>[](symbol){}<LEND>[argument 2; call](){}<LSEP>[](symbol){:=}<LSEP>[](symbol){or_1_25_26}<LEND>[argument 1; call](){}<LSEP>[](symbol){*}<LSEP>[argument 0; litteral](real){1.000000}<LEND>[argument 1; call](){}<LSEP>[](symbol){(}<LEND>[argument 0; call](){}<LSEP>[](symbol){\|}<LEND>[argument 0; call](){}<LSEP>[](symbol){\|}<LSEP>[](symbol){ind_var1}<LSEP>[](symbol){ind_var25_0}<LEND>[](symbol){ind_var26_0}<LEND>[statement 2; call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){DT}<LSEP>[](symbol){}<LEND>[argument 2; call](){}<LSEP>[](symbol){:=}<LSEP>[](symbol){ind_var1}<LSEP>[argument 1; litteral](NULL){NULL}<LEND>[statement 3; call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){DT}<LSEP>[](symbol){}<LEND>[argument 2; call](){}<LSEP>[](symbol){:=}<LSEP>[](symbol){ind_var25_0}<LSEP>[argument 1; litteral](NULL){NULL}<LEND>[statement 4; call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){DT}<LSEP>[](symbol){}<LEND>[argument 2; call](){}<LSEP>[](symbol){:=}<LSEP>[](symbol){ind_var26_0}<LSEP>[argument 1; litteral](NULL){NULL}<LEND>[statement 5; call](){}<LSEP>[](symbol){return}<LEND>[argument 0; call](){}<LSEP>[](symbol){as.data.frame}<LSEP>[](symbol){DT}<LEND>[assign](){<-}<LSEP>[](symbol){train}<LEND>[call](){}<LSEP>[](symbol){FeatureEng}<LSEP>[](symbol){train}<LEND>[assign](){<-}<LSEP>[](symbol){test}<LEND>[call](){}<LSEP>[](symbol){FeatureEng}<LSEP>[](symbol){test}<LEND>[assign](){<-}<LSEP>[](symbol){train}<LEND>[call](){}<LSEP>[](symbol){sparse.model.matrix}<LEND>[argument 0; call](){}<LSEP>[](symbol){~}<LSEP>[](symbol){TARGET}<LSEP>[](symbol){.}<LEND>[](symbol){train}<LEND>[assign](){<-}<LSEP>[](symbol){dtrain}<LEND>[call](){}<LSEP>[](symbol){xgb.DMatrix}<LSEP>[](symbol){train}<LSEP>[](symbol){train.y}<LEND>[assign](){<-}<LSEP>[](symbol){watchlist}<LEND>[call](){}<LSEP>[](symbol){list}<LSEP>[](symbol){dtrain}<LEND>[assign](){<-}<LSEP>[](symbol){param}<LEND>[call](){}<LSEP>[](symbol){list}<LSEP>[argument 0; litteral](str){binary:logistic}<LSEP>[argument 1; litteral](str){gbtree}<LSEP>[argument 2; litteral](str){auc}<LSEP>[argument 3; litteral](real){0.020205}<LSEP>[argument 4; litteral](real){5.000000}<LSEP>[argument 5; litteral](real){0.681500}<LSEP>[argument 6; litteral](real){0.701000}<LEND>[assign](){<-}<LSEP>[](symbol){clf}<LEND>[call](){}<LSEP>[](symbol){xgb.train}<LSEP>[](symbol){param}<LSEP>[](symbol){dtrain}<LSEP>[argument 2; litteral](real){560.000000}<LSEP>[argument 3; litteral](real){1.000000}<LSEP>[](symbol){watchlist}<LSEP>[argument 5; litteral](logical){FALSE}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){test}<LSEP>[](symbol){TARGET}<LEND>[call](){}<LSEP>[](symbol){-}<LSEP>[argument 0; litteral](real){1.000000}<LEND>[assign](){<-}<LSEP>[](symbol){test}<LEND>[call](){}<LSEP>[](symbol){sparse.model.matrix}<LEND>[argument 0; call](){}<LSEP>[](symbol){~}<LSEP>[](symbol){TARGET}<LSEP>[](symbol){.}<LEND>[](symbol){test}<LEND>[assign](){<-}<LSEP>[](symbol){preds}<LEND>[call](){}<LSEP>[](symbol){predict}<LSEP>[](symbol){clf}<LSEP>[](symbol){test}<LEND>[assign](){<-}<LSEP>[](symbol){submission}<LEND>[call](){}<LSEP>[](symbol){data.frame}<LSEP>[](symbol){test.id}<LSEP>[](symbol){preds}<LEND>[call](){}<LSEP>[](symbol){cat}<LSEP>[argument 0; litteral](str){saving the submission file\n}<LEND>[call](){}<LSEP>[](symbol){write.csv}<LSEP>[](symbol){submission}<LSEP>[argument 1; litteral](str){submission.csv}<LSEP>[](symbol){F}
[](){expression}<LSEP>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){ggplot2}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){readr}<LEND>[call](){}<LSEP>[](symbol){system}<LSEP>[argument 0; litteral](str){ls ../input}<LEND>[call](){}<LSEP>[](symbol){getwd}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){xgboost}<LEND>[assign](){<-}<LSEP>[](symbol){train}<LEND>[call](){}<LSEP>[](symbol){read.csv}<LSEP>[argument 0; litteral](str){../input/train.csv}<LSEP>[argument 1; litteral](logical){TRUE}<LEND>[assign](){<-}<LSEP>[](symbol){index}<LEND>[call](){}<LSEP>[](symbol){sample}<LEND>[argument 0; call](){}<LSEP>[](symbol){:}<LSEP>[argument 0; litteral](real){1.000000}<LEND>[argument 1; call](){}<LSEP>[](symbol){nrow}<LSEP>[](symbol){train}<LEND>[argument 1; call](){}<LSEP>[](symbol){round}<LEND>[argument 0; call](){}<LSEP>[](symbol){*}<LSEP>[argument 0; litteral](real){0.700000}<LEND>[argument 1; call](){}<LSEP>[](symbol){nrow}<LSEP>[](symbol){train}<LEND>[assign](){<-}<LSEP>[](symbol){tlabels}<LEND>[call](){}<LSEP>[](symbol){as.numeric}<LEND>[argument 0; call](){}<LSEP>[](symbol){[}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){TARGET}<LEND>[](symbol){index}<LEND>[assign](){<-}<LSEP>[](symbol){xgbtrain}<LEND>[call](){}<LSEP>[](symbol){xgb.DMatrix}<LEND>[argument 0; call](){}<LSEP>[](symbol){data.matrix}<LEND>[argument 0; call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){train}<LSEP>[](symbol){index}<LEND>[argument 2; call](){}<LSEP>[](symbol){-}<LEND>[argument 0; call](){}<LSEP>[](symbol){c}<LSEP>[argument 0; litteral](real){1.000000}<LSEP>[argument 1; litteral](real){371.000000}<LEND>[](symbol){tlabels}<LSEP>[argument 2; litteral](logical){NA}<LEND>[assign](){<-}<LSEP>[](symbol){xgbmodel_cv}<LEND>[call](){}<LSEP>[](symbol){xgb.cv}<LSEP>[](symbol){xgbtrain}<LSEP>[argument 1; litteral](real){5.000000}<LSEP>[argument 2; litteral](real){7.000000}<LSEP>[argument 3; litteral](real){0.150000}<LSEP>[argument 4; litteral](real){600.000000}<LSEP>[argument 5; litteral](str){binary:logistic}<LSEP>[argument 6; litteral](str){auc}
[](){expression}<LSEP>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){xgboost}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){Matrix}<LEND>[call](){}<LSEP>[](symbol){set.seed}<LSEP>[argument 0; litteral](real){1234.000000}<LEND>[assign](){<-}<LSEP>[](symbol){train}<LEND>[call](){}<LSEP>[](symbol){read.csv}<LSEP>[argument 0; litteral](str){../input/train.csv}<LEND>[assign](){<-}<LSEP>[](symbol){test}<LEND>[call](){}<LSEP>[](symbol){read.csv}<LSEP>[argument 0; litteral](str){../input/test.csv}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){ID}<LEND>[litteral](NULL){NULL}<LEND>[assign](){<-}<LSEP>[](symbol){test.id}<LEND>[call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){test}<LSEP>[](symbol){ID}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){test}<LSEP>[](symbol){ID}<LEND>[litteral](NULL){NULL}<LEND>[assign](){<-}<LSEP>[](symbol){tc}<LSEP>[](symbol){test}<LEND>[assign](){<-}<LSEP>[](symbol){train.y}<LEND>[call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){TARGET}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){TARGET}<LEND>[litteral](NULL){NULL}<LEND>[assign](){<-}<LSEP>[](symbol){count0}<LEND>[](){function}<LSEP>[](pairlist){}<LSEP>[](symbol){x}<LEND>[body; block](){}<LSEP>[statement 0; call](){}<LSEP>[](symbol){return}<LEND>[argument 0; call](){}<LSEP>[](symbol){sum}<LEND>[argument 0; call](){}<LSEP>[](symbol){==}<LSEP>[](symbol){x}<LSEP>[argument 1; litteral](real){0.000000}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){train}<LSEP>[](symbol){n0}<LEND>[call](){}<LSEP>[](symbol){apply}<LSEP>[](symbol){train}<LSEP>[argument 1; litteral](real){1.000000}<LSEP>[](symbol){count0}<LEND>[assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){test}<LSEP>[](symbol){n0}<LEND>[call](){}<LSEP>[](symbol){apply}<LSEP>[](symbol){test}<LSEP>[argument 1; litteral](real){1.000000}<LSEP>[](symbol){count0}<LEND>[call](){}<LSEP>[](symbol){cat}<LSEP>[argument 0; litteral](str){\n## Removing the constants fe...}<LEND>[control flow](){for}<LSEP>[](symbol){f}<LEND>[range; call](){}<LSEP>[](symbol){names}<LSEP>[](symbol){train}<LEND>[body; block](){}<LSEP>[statement 0; control flow](){if}<LSEP>[condition; call](){}<LSEP>[](symbol){==}<LEND>[argument 0; call](){}<LSEP>[](symbol){length}<LEND>[argument 0; call](){}<LSEP>[](symbol){unique}<LEND>[argument 0; call](){}<LSEP>[](symbol){[[}<LSEP>[](symbol){train}<LSEP>[](symbol){f}<LEND>[argument 1; litteral](real){1.000000}<LEND>[true branch; block](){}<LSEP>[statement 0; call](){}<LSEP>[](symbol){cat}<LSEP>[](symbol){f}<LSEP>[argument 1; litteral](str){is constant in train. We delet...}<LEND>[statement 1; assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){[[}<LSEP>[](symbol){train}<LSEP>[](symbol){f}<LEND>[litteral](NULL){NULL}<LEND>[statement 2; assign](){<-}<LSEP>[variable; call](){}<LSEP>[](symbol){[[}<LSEP>[](symbol){test}<LSEP>[](symbol){f}<LEND>[litteral](NULL){NULL}<LEND>[assign](){<-}<LSEP>[](symbol){features_pair}<LEND>[call](){}<LSEP>[](symbol){combn}<LEND>[argument 0; call](){}<LSEP>[](symbol){names}<LSEP>[](symbol){train}<LEND>[argument 1; litteral](real){2.000000}<LSEP>[](symbol){F}<LEND>[assign](){<-}<LSEP>[](symbol){toRemove}<LEND>[call](){}<LSEP>[](symbol){c}<LEND>[control flow](){for}<LSEP>[](symbol){pair}<LSEP>[](symbol){features_pair}<LEND>[body; block](){}<LSEP>[statement 0; assign](){<-}<LSEP>[](symbol){f1}<LEND>[call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){pair}<LSEP>[argument 1; litteral](real){1.000000}<LEND>[statement 1; assign](){<-}<LSEP>[](symbol){f2}<LEND>[call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){pair}<LSEP>[argument 1; litteral](real){2.000000}<LEND>[statement 2; control flow](){if}<LSEP>[condition; call](){}<LSEP>[](symbol){&}<LEND>[argument 0; call](){}<LSEP>[](symbol){!}<LEND>[argument 0; call](){}<LSEP>[](symbol){(}<LEND>[argument 0; call](){}<LSEP>[](symbol){%in%}<LSEP>[](symbol){f1}<LSEP>[](symbol){toRemove}<LEND>[argument 1; call](){}<LSEP>[](symbol){!}<LEND>[argument 0; call](){}<LSEP>[](symbol){(}<LEND>[argument 0; call](){}<LSEP>[](symbol){%in%}<LSEP>[](symbol){f2}<LSEP>[](symbol){toRemove}<LEND>[true branch; block](){}<LSEP>[statement 0; control flow](){if}<LSEP>[condition; call](){}<LSEP>[](symbol){all}<LEND>[argument 0; call](){}<LSEP>[](symbol){==}<LEND>[argument 0; call](){}<LSEP>[](symbol){[[}<LSEP>[](symbol){train}<LSEP>[](symbol){f1}<LEND>[argument 1; call](){}<LSEP>[](symbol){[[}<LSEP>[](symbol){train}<LSEP>[](symbol){f2}<LEND>[true branch; block](){}<LSEP>[statement 0; call](){}<LSEP>[](symbol){cat}<LSEP>[](symbol){f1}<LSEP>[argument 1; litteral](str){and}<LSEP>[](symbol){f2}<LSEP>[argument 3; 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call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){char_2}<LEND>[argument 4; call](){}<LSEP>[](symbol){sparseMatrix}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){i}<LEND>[argument 1; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){char_3}<LEND>[argument 5; call](){}<LSEP>[](symbol){sparseMatrix}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){i}<LEND>[argument 1; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){char_4}<LEND>[argument 6; call](){}<LSEP>[](symbol){sparseMatrix}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){i}<LEND>[argument 1; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){char_5}<LEND>[argument 7; call](){}<LSEP>[](symbol){sparseMatrix}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){i}<LEND>[argument 1; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){char_6}<LEND>[argument 8; call](){}<LSEP>[](symbol){sparseMatrix}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){i}<LEND>[argument 1; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){char_7}<LEND>[argument 9; call](){}<LSEP>[](symbol){sparseMatrix}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){i}<LEND>[argument 1; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){char_8}<LEND>[argument 10; call](){}<LSEP>[](symbol){sparseMatrix}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){i}<LEND>[argument 1; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){char_9}<LEND>[argument 11; call](){}<LSEP>[](symbol){sparseMatrix}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){i}<LEND>[argument 1; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_2}<LEND>[argument 12; call](){}<LSEP>[](symbol){sparseMatrix}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){i}<LEND>[argument 1; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_3}<LEND>[argument 13; call](){}<LSEP>[](symbol){sparseMatrix}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){i}<LEND>[argument 1; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_4}<LEND>[argument 14; call](){}<LSEP>[](symbol){sparseMatrix}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){i}<LEND>[argument 1; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_5}<LEND>[argument 15; call](){}<LSEP>[](symbol){sparseMatrix}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){i}<LEND>[argument 1; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_6}<LEND>[argument 16; call](){}<LSEP>[](symbol){sparseMatrix}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){i}<LEND>[argument 1; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_7}<LEND>[argument 17; call](){}<LSEP>[](symbol){sparseMatrix}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){i}<LEND>[argument 1; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_8}<LEND>[argument 18; call](){}<LSEP>[](symbol){sparseMatrix}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){i}<LEND>[argument 1; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_9}<LEND>[argument 19; call](){}<LSEP>[](symbol){sparseMatrix}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){i}<LEND>[argument 1; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){activity_category.frq}<LEND>[argument 20; call](){}<LSEP>[](symbol){sparseMatrix}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){i}<LEND>[argument 1; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_group_1.frq}<LEND>[argument 21; call](){}<LSEP>[](symbol){sparseMatrix}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){i}<LEND>[argument 1; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){char_1.frq}<LEND>[argument 22; call](){}<LSEP>[](symbol){sparseMatrix}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){i}<LEND>[argument 1; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){char_2.frq}<LEND>[argument 23; call](){}<LSEP>[](symbol){sparseMatrix}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){i}<LEND>[argument 1; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){char_3.frq}<LEND>[argument 24; call](){}<LSEP>[](symbol){sparseMatrix}<LEND>[argument 0; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){i}<LEND>[argument 1; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){char_4.frq}<LEND>[call](){}<LSEP>[](symbol){cat}<LEND>[argument 0; call](){}<LSEP>[](symbol){Sys.time}<LEND>[call](){}<LSEP>[](symbol){cat}<LSEP>[argument 0; litteral](str){Making sparse data (2)\n}<LEND>[assign](){=}<LSEP>[](symbol){D.sparse}<LEND>[call](){}<LSEP>[](symbol){cBind}<LSEP>[](symbol){D.sparse}<LEND>[argument 1; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_10}<LEND>[argument 2; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_11}<LEND>[argument 3; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_12}<LEND>[argument 4; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_13}<LEND>[argument 5; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_14}<LEND>[argument 6; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_15}<LEND>[argument 7; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_16}<LEND>[argument 8; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_17}<LEND>[argument 9; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_18}<LEND>[argument 10; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_19}<LEND>[argument 11; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_20}<LEND>[argument 12; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_21}<LEND>[argument 13; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_22}<LEND>[argument 14; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_23}<LEND>[argument 15; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_24}<LEND>[argument 16; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_25}<LEND>[argument 17; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_26}<LEND>[argument 18; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_27}<LEND>[argument 19; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_28}<LEND>[argument 20; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_29}<LEND>[argument 21; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_30}<LEND>[argument 22; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_31}<LEND>[argument 23; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_32}<LEND>[argument 24; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_33}<LEND>[argument 25; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_34}<LEND>[argument 26; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_35}<LEND>[argument 27; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_36}<LEND>[argument 28; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_37}<LEND>[argument 29; call](){}<LSEP>[](symbol){$}<LSEP>[](symbol){D}<LSEP>[](symbol){people_char_38}<LEND>[call](){}<LSEP>[](symbol){cat}<LEND>[argument 0; call](){}<LSEP>[](symbol){Sys.time}<LEND>[call](){}<LSEP>[](symbol){cat}<LSEP>[argument 0; litteral](str){Unmerging train/test sparse da...}<LEND>[call](){}<LSEP>[](symbol){rm}<LSEP>[](symbol){D}<LEND>[call](){}<LSEP>[](symbol){gc}<LEND>[assign](){=}<LSEP>[](symbol){train.sparse}<LEND>[call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){D.sparse}<LEND>[argument 1; call](){}<LSEP>[](symbol){:}<LSEP>[argument 0; litteral](real){1.000000}<LSEP>[](symbol){row.train}<LEND>[](symbol){}<LEND>[assign](){=}<LSEP>[](symbol){test.sparse}<LEND>[call](){}<LSEP>[](symbol){[}<LSEP>[](symbol){D.sparse}<LEND>[argument 1; call](){}<LSEP>[](symbol){:}<LEND>[argument 0; call](){}<LSEP>[](symbol){(}<LEND>[argument 0; call](){}<LSEP>[](symbol){+}<LSEP>[](symbol){row.train}<LSEP>[argument 1; litteral](real){1.000000}<LEND>[argument 1; call](){}<LSEP>[](symbol){nrow}<LSEP>[](symbol){D.sparse}<LEND>[](symbol){}<LEND>[call](){}<LSEP>[](symbol){rm}<LSEP>[](symbol){D.sparse}<LEND>[call](){}<LSEP>[](symbol){gc}<LEND>[assign](){<-}<LSEP>[](symbol){dtrain}<LEND>[call](){}<LSEP>[](symbol){xgb.DMatrix}<LSEP>[](symbol){train.sparse}<LSEP>[](symbol){Y}<LEND>[call](){}<LSEP>[](symbol){rm}<LSEP>[](symbol){train.sparse}<LEND>[call](){}<LSEP>[](symbol){gc}<LSEP>[argument 0; litteral](logical){FALSE}<LEND>[assign](){<-}<LSEP>[](symbol){dtest}<LEND>[call](){}<LSEP>[](symbol){xgb.DMatrix}<LSEP>[](symbol){test.sparse}<LEND>[call](){}<LSEP>[](symbol){rm}<LSEP>[](symbol){test.sparse}<LEND>[call](){}<LSEP>[](symbol){gc}<LSEP>[argument 0; litteral](logical){FALSE}<LEND>[assign](){<-}<LSEP>[](symbol){param}<LEND>[call](){}<LSEP>[](symbol){list}<LSEP>[argument 0; litteral](str){binary:logistic}<LSEP>[argument 1; litteral](str){auc}<LSEP>[argument 2; litteral](str){gblinear}<LSEP>[argument 3; litteral](real){0.050000}<LSEP>[argument 4; litteral](real){0.860000}<LSEP>[argument 5; litteral](real){0.920000}<LSEP>[argument 6; litteral](real){0.900000}<LSEP>[argument 7; litteral](real){0.000000}<LSEP>[argument 8; litteral](real){11.000000}<LEND>[call](){}<LSEP>[](symbol){cat}<LEND>[argument 0; call](){}<LSEP>[](symbol){Sys.time}<LEND>[call](){}<LSEP>[](symbol){cat}<LSEP>[argument 0; litteral](str){XGBoost\n}<LEND>[call](){}<LSEP>[](symbol){set.seed}<LSEP>[argument 0; litteral](real){120.000000}<LEND>[assign](){<-}<LSEP>[](symbol){m2}<LEND>[call](){}<LSEP>[](symbol){xgb.train}<LSEP>[](symbol){dtrain}<LSEP>[](symbol){param}<LSEP>[argument 2; litteral](real){450.000000}<LEND>[argument 3; call](){}<LSEP>[](symbol){list}<LSEP>[](symbol){dtrain}<LEND>[argument 4; litteral](real){101.000000}<LEND>[call](){}<LSEP>[](symbol){cat}<LEND>[argument 0; call](){}<LSEP>[](symbol){Sys.time}<LEND>[call](){}<LSEP>[](symbol){cat}<LSEP>[argument 0; litteral](str){Predicting on test data\n}<LEND>[assign](){<-}<LSEP>[](symbol){out}<LEND>[call](){}<LSEP>[](symbol){predict}<LSEP>[](symbol){m2}<LSEP>[](symbol){dtest}<LEND>[assign](){<-}<LSEP>[](symbol){sub}<LEND>[call](){}<LSEP>[](symbol){data.frame}<LSEP>[](symbol){test_activity_id}<LSEP>[](symbol){out}<LEND>[call](){}<LSEP>[](symbol){write.csv}<LSEP>[](symbol){sub}<LSEP>[argument 1; litteral](str){model_sub0509.csv}<LSEP>[](symbol){F}
[](){expression}<LSEP>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){ggplot2}<LEND>[call](){}<LSEP>[](symbol){library}<LSEP>[](symbol){readr}<LEND>[call](){}<LSEP>[](symbol){system}<LSEP>[argument 0; litteral](str){ls ../input}

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