Answered step by step
Verified Expert Solution
Link Copied!

Question

1 Approved Answer

COPY AND PASTE THE PORTION BELOW INTO A TEXT FILE AND RENAME IT TO WEATHER_DATA.TXT. THEN PARSE IT VIA PANDAS weather_data.txt (just copy and paste

COPY AND PASTE THE PORTION BELOW INTO A TEXT FILE AND RENAME IT TO WEATHER_DATA.TXT. THEN PARSE IT VIA PANDAS

image text in transcribed

weather_data.txt (just copy and paste into a txt file called weather_data, then solve above question)

date,actual_mean_temp,actual_min_temp,actual_max_temp,average_min_temp,average_max_temp,record_min_temp,record_max_temp,record_min_temp_year,record_max_temp_year,actual_precipitation,average_precipitation,record_precipitation 2014-7-1,81,70,91,67,89,56,104,1919,2012,0.00,0.10,5.91 2014-7-2,85,74,95,68,89,56,101,2008,1931,0.00,0.10,1.53 2014-7-3,82,71,93,68,89,56,99,2010,1931,0.14,0.11,2.50 2014-7-4,75,64,86,68,89,55,99,1933,1955,0.00,0.10,2.63 2014-7-5,72,60,84,68,89,57,100,1967,1954,0.00,0.10,1.65 2014-7-6,74,61,87,68,89,57,99,1964,1948,0.00,0.10,1.95 2014-7-7,79,67,91,68,89,55,100,1972,1954,0.00,0.11,2.37 2014-7-8,83,72,94,68,89,58,101,1892,2010,0.00,0.11,1.87 2014-7-9,80,71,89,68,89,57,101,1891,1986,0.15,0.12,3.71 2014-7-10,78,71,85,68,89,53,101,1961,1926,0.0,0.11,2.45 2014-7-11,78,68,87,68,89,55,100,1961,1986,0.00,0.12,3.10 2014-7-12,79,67,91,68,89,59,102,1953,1930,0.00,0.11,1.95 2014-7-13,81,69,92,68,89,56,100,1918,1986,0.00,0.12,2.09 2014-7-14,85,74,96,68,89,59,102,2007,1954,0.00,0.12,2.15 2014-7-15,81,67,94,68,89,58,100,2001,1893,0.87,0.12,4.61 2014-7-16,76,66,85,68,89,58,100,2001,1887,0.00,0.12,1.47 2014-7-17,74,63,84,68,89,62,100,1886,1986,0.00,0.12,4.14 2014-7-18,77,70,83,68,89,62,102,1896,1887,0.0,0.12,1.82 2014-7-19,70,66,74,68,89,60,103,2009,1986,0.17,0.12,2.30 2014-7-20,74,65,83,68,89,60,101,1910,1986,0.0,0.12,1.25 2014-7-21,74,70,77,68,89,57,103,1890,1986,1.30,0.12,3.83 2014-7-22,79,72,85,68,89,58,103,2001,1926,0.0,0.12,2.56 2014-7-23,80,69,90,68,89,56,101,2007,1987,0.00,0.13,6.88 2014-7-24,80,71,89,68,89,59,100,1947,1952,0.06,0.12,2.83 2014-7-25,77,68,86,68,89,62,101,1947,2010,0.00,0.13,2.34 2014-7-26,78,66,89,68,89,60,100,1904,2005,0.00,0.13,2.84 2014-7-27,80,70,90,68,89,57,103,1920,1940,0.18,0.13,2.46 2014-7-28,79,68,90,68,89,54,102,1962,1952,0.06,0.13,2.98 2014-7-29,73,62,83,68,89,59,103,1920,1952,0.00,0.14,2.04 2014-7-30,74,63,85,68,89,58,101,1914,2011,0.00,0.14,4.24 2014-7-31,72,65,78,68,89,56,100,1914,1999,1.45,0.14,1.45 2014-8-1,68,65,70,68,89,58,98,1966,1957,2.39,0.14,2.39 2014-8-2,69,65,72,68,89,59,98,1895,1942,0.00,0.14,2.00 2014-8-3,77,67,86,68,89,60,98,1998,2011,0.00,0.15,4.51 2014-8-4,78,69,87,68,89,58,98,1912,1935,0.00,0.15,2.59 2014-8-5,77,65,88,68,89,55,100,1912,1954,0.00,0.15,3.01 2014-8-6,78,68,88,68,88,57,102,1912,1956,0.17,0.14,3.19 2014-8-7,78,67,88,68,88,50,100,2004,1963,0.00,0.13,1.53 2014-8-8,77,73,81,68,88,55,102,2004,2007,0.0,0.13,1.37 2014-8-9,76,68,84,68,88,56,104,2002,2007,0.00,0.13,1.26 2014-8-10,70,67,73,68,88,56,104,1879,2007,0.01,0.13,2.26 2014-8-11,78,71,85,68,88,58,98,1879,1956,0.58,0.13,3.04 2014-8-12,81,72,89,68,88,57,100,1890,1925,0.31,0.13,2.25 2014-8-13,75,65,84,68,88,57,102,1979,1956,0.00,0.14,1.27 2014-8-14,71,59,83,68,88,57,98,1967,1925,0.00,0.14,2.00 2014-8-15,73,60,86,68,88,55,99,1964,2007,0.00,0.14,3.17 2014-8-16,77,68,86,68,88,57,102,1924,1954,0.00,0.14,2.51 2014-8-17,78,67,89,67,88,55,97,1979,1911,0.00,0.14,2.92 2014-8-18,81,71,90,67,88,59,101,1976,1988,0.0,0.13,1.76 2014-8-19,80,70,90,67,87,59,100,1981,1988,0.0,0.14,1.96 2014-8-20,79,67,91,67,87,56,103,1918,1925,0.00,0.14,1.84 2014-8-21,80,67,93,67,87,56,103,1998,1983,0.00,0.13,2.22 2014-8-22,83,70,95,67,87,57,101,1886,1983,0.00,0.15,2.81 2014-8-23,82,73,91,67,87,53,103,1930,1983,0.08,0.13,2.74 2014-8-24,74,66,81,67,87,55,97,1888,1968,0.14,0.14,2.35 2014-8-25,72,60,83,66,87,56,98,1952,1943,0.00,0.14,3.16 2014-8-26,72,60,84,66,87,55,100,1942,1954,0.00,0.14,5.36 2014-8-27,72,57,87,66,86,55,101,1952,1954,0.00,0.13,4.39 2014-8-28,77,61,92,66,86,55,98,1905,1924,0.00,0.13,4.64 2014-8-29,79,69,88,66,86,54,100,1986,1948,0.00,0.13,1.42 2014-8-30,79,68,90,66,86,53,101,1965,1932,0.00,0.12,2.54 2014-8-31,83,74,91,65,86,53,99,1946,1957,0.06,0.12,3.40 2014-9-1,82,71,93,65,85,51,99,1999,1957,0.00,0.11,2.93 2014-9-2,82,69,94,65,85,53,99,1967,1932,0.0,0.12,1.20 2014-9-3,81,68,93,65,85,52,98,1967,1925,0.63,0.11,2.67 2014-9-4,77,69,85,64,85,54,100,1952,1925,0.82,0.11,1.15 2014-9-5,79,69,89,64,84,54,101,1967,1954,0.01,0.11,2.46 2014-9-6,80,70,90,64,84,53,104,1924,1954,0.00,0.11,3.47 2014-9-7,79,70,88,64,84,53,100,1924,1925,0.09,0.11,2.38 2014-9-8,70,67,73,63,84,54,99,1988,1925,0.0,0.11,1.96 2014-9-9,72,66,77,63,83,46,101,1998,1939,0.00,0.11,1.92 2014-9-10,72,65,79,63,83,47,98,1998,1939,0.00,0.10,3.64 2014-9-11,77,64,89,62,83,49,96,1956,1925,0.09,0.10,1.80 2014-9-12,81,72,90,62,83,45,95,1917,1925,0.08,0.09,1.76 2014-9-13,76,66,86,62,82,49,94,1917,1962,1.56,0.11,4.12 2014-9-14,66,62,69,61,82,47,97,1985,1897,0.0,0.10,3.23 2014-9-15,76,65,86,61,81,47,96,2000,1956,0.37,0.11,4.06 2014-9-16,76,65,86,61,81,47,96,2000,1956,0.37,0.11,4.06 2014-9-17,69,63,74,60,81,46,96,1984,1954,0.00,0.11,3.14 2014-9-18,71,62,80,60,81,48,99,2001,1896,0.00,0.11,4.84 2014-9-19,73,67,79,59,80,46,97,1984,1954,0.02,0.10,2.72 2014-9-20,71,59,82,59,80,45,98,1929,1925,0.00,0.11,2.82 2014-9-21,71,57,85,59,80,43,97,1918,1895,0.00,0.11,2.74 2014-9-22,69,61,76,58,79,43,98,1918,1895,0.00,0.10,2.92 2014-9-23,59,53,65,58,79,39,97,1999,1931,0.02,0.11,1.69 2014-9-24,59,53,64,57,79,43,95,1999,1895,0.19,0.10,3.89 2014-9-25,66,61,70,57,78,40,94,1887,2010,0.01,0.11,1.31 2014-9-26,67,62,71,57,78,42,94,1950,1961,0.0,0.11,2.54 2014-9-27,69,59,78,56,78,43,93,1940,1900,0.00,0.11,1.94 2014-9-28,68,60,76,56,77,41,93,1947,1954,0.00,0.12,3.38 2014-9-29,67,64,70,55,77,40,93,1942,1941,0.09,0.11,3.59 2014-9-30,71,59,83,55,77,38,91,1888,1926,0.00,0.12,3.65 2014-10-1,70,56,84,54,76,39,92,1899,1954,0.00,0.12,3.80 2014-10-2,72,59,85,54,76,36,92,1899,1954,0.00,0.11,1.60 2014-10-3,70,61,79,54,76,36,91,1974,1954,0.03,0.12,2.15 2014-10-4,55,43,67,53,75,33,95,1974,1954,0.00,0.12,4.21 2014-10-5,52,38,65,53,75,38,97,1974,1954,0.00,0.12,1.16 2014-10-6,62,47,76,52,75,38,98,1935,1954,0.00,0.12,1.98 2014-10-7,67,53,80,52,74,34,91,1935,1951,0.00,0.11,2.70 2014-10-8,72,58,86,52,74,34,93,1889,1941,0.00,0.12,3.82 2014-10-9,66,52,80,51,74,31,92,2000,2007,0.00,0.12,3.80 2014-10-10,72,60,84,51,74,30,89,2000,1939,0.00,0.11,4.18 2014-10-11,78,68,87,51,73,29,90,2000,1939,0.08,0.12,2.58 2014-10-12,63,58,68,50,73,31,87,1906,1919,0.02,0.12,2.82 2014-10-13,66,59,72,50,73,35,91,1964,1954,0.04,0.12,1.93 2014-10-14,73,64,82,49,72,32,87,2006,1940,0.45,0.11,2.27 2014-10-15,66,58,73,49,72,30,88,2006,1985,0.24,0.11,1.83 2014-10-16,61,50,71,49,72,35,87,1939,1925,0.0,0.11,4.76 2014-10-17,59,44,74,48,71,35,85,2001,1962,0.00,0.11,1.90 2014-10-18,65,53,76,48,71,31,87,2001,1938,0.00,0.12,2.34 2014-10-19,57,45,69,48,71,30,87,2009,1938,0.00,0.10,1.20 2014-10-20,59,46,71,47,71,30,86,1972,1926,0.0,0.11,2.33 2014-10-21,61,47,75,47,70,30,88,1952,1943,0.00,0.11,1.31 2014-10-22,56,44,68,47,70,29,85,1952,1939,0.00,0.10,4.52 2014-10-23,55,40,70,46,70,31,88,1998,1941,0.00,0.11,1.72 2014-10-24,54,39,69,46,70,28,88,2006,1939,0.00,0.10,0.85 2014-10-25,57,39,74,46,69,27,84,2006,1931,0.00,0.09,2.65 2014-10-26,66,48,83,45,69,27,86,2013,1940,0.00,0.10,1.85 2014-10-27,62,43,80,45,69,24,86,1962,1939,0.00,0.09,2.03 2014-10-28,68,52,84,45,68,26,87,2001,1940,0.00,0.10,1.23 2014-10-29,69,58,79,44,68,27,82,1976,1984,0.00,0.10,1.65 2014-10-30,57,45,68,44,68,26,84,1952,1950,0.00,0.10,2.51 2014-10-31,50,39,61,44,68,29,85,2008,1950,0.49,0.10,1.68 2014-11-1,47,40,53,43,67,29,84,1954,1950,0.28,0.10,1.14 2014-11-2,44,30,57,43,67,27,85,1954,1961,0.00,0.10,1.82 2014-11-3,45,24,65,43,67,24,84,1954,1961,0.00,0.10,1.69 2014-11-4,53,39,67,43,66,22,83,1966,1961,0.00,0.10,1.97 2014-11-5,60,49,70,42,66,24,81,2006,2003,0.00,0.10,0.97 2014-11-6,60,48,71,42,66,26,82,1976,2003,0.04,0.10,1.34 2014-11-7,50,39,61,42,65,26,78,1998,1888,0.00,0.10,1.71 2014-11-8,45,31,58,41,65,25,78,1967,1934,0.00,0.11,2.79 2014-11-9,51,38,63,41,65,24,82,1976,2005,0.00,0.10,2.76 2014-11-10,51,32,69,41,64,28,83,1973,2006,0.00,0.10,1.43 2014-11-11,57,39,74,41,64,24,78,1973,2006,0.00,0.09,1.82 2014-11-12,59,41,77,40,64,24,81,1894,1989,0.00,0.10,1.54 2014-11-13,53,46,60,40,63,21,81,2013,1931,0.0,0.10,1.93 2014-11-14,37,28,46,40,63,21,80,2013,1879,0.01,0.11,1.23 2014-11-15,35,25,45,39,63,20,82,1969,1993,0.00,0.10,1.32 2014-11-16,41,29,53,39,62,22,82,1969,1958,0.00,0.10,2.26 2014-11-17,47,36,57,39,62,20,84,1883,1958,0.63,0.11,1.90 2014-11-18,30,20,39,38,62,20,78,2014,1942,0.00,0.10,1.93 2014-11-19,29,14,44,38,61,14,78,2014,1942,0.00,0.11,2.04 2014-11-20,47,34,59,38,61,18,79,1951,1942,0.00,0.11,1.36 2014-11-21,44,30,58,38,61,19,78,1914,1942,0.00,0.11,3.26 2014-11-22,39,22,55,37,60,13,76,2008,2011,0.00,0.11,1.68 2014-11-23,54,42,65,37,60,18,78,1880,1900,1.72,0.11,1.72 2014-11-24,67,59,74,37,59,16,75,1970,1958,0.00,0.11,1.68 2014-11-25,58,49,66,37,59,13,76,1970,1921,0.22,0.10,2.42 2014-11-26,46,40,52,36,59,11,75,1950,2001,0.89,0.11,2.36 2014-11-27,43,34,52,36,58,18,77,1903,2001,0.00,0.11,1.54 2014-11-28,36,25,47,36,58,19,77,2013,1990,0.00,0.11,2.93 2014-11-29,44,31,56,35,58,20,76,1955,2001,0.00,0.12,1.37 2014-11-30,54,39,68,35,57,15,76,1929,1991,0.00,0.11,2.09 2014-12-1,57,41,73,35,57,15,76,1964,1946,0.00,0.11,1.21 2014-12-2,49,42,55,35,57,20,76,1924,1991,0.00,0.11,1.85 2014-12-3,53,42,64,34,56,20,75,1960,1998,0.0,0.12,2.96 2014-12-4,56,49,63,34,56,18,76,2000,1956,0.0,0.11,1.93 2014-12-5,47,42,51,34,56,18,75,1969,1998,0.04,0.11,2.06 2014-12-6,47,42,52,34,55,18,78,1895,1998,0.12,0.10,2.37 2014-12-7,48,39,56,33,55,12,76,2010,1998,0.00,0.10,1.56 2014-12-8,40,36,43,33,55,10,76,1882,1998,0.14,0.11,1.15 2014-12-9,46,37,55,33,54,14,78,2006,1943,0.0,0.10,1.78 2014-12-10,43,32,53,33,54,13,80,1917,2007,0.00,0.10,1.91 2014-12-11,37,23,51,33,54,13,79,1957,2007,0.00,0.11,1.69 2014-12-12,41,22,60,32,54,7,79,1962,2007,0.00,0.11,1.57 2014-12-13,46,25,66,32,53,2,77,1962,2007,0.00,0.10,1.78 2014-12-14,46,29,63,32,53,12,73,1962,1948,0.00,0.10,2.38 2014-12-15,43,26,60,32,53,10,73,2010,1948,0.00,0.10,2.46 2014-12-16,48,37,58,32,53,12,75,1958,1971,0.09,0.10,1.58 2014-12-17,46,31,60,32,52,14,73,1901,1956,0.00,0.10,1.30 2014-12-18,43,30,56,31,52,11,75,1953,1984,0.00,0.10,1.74 2014-12-19,43,30,56,31,52,11,76,1963,1984,0.00,0.11,0.85 2014-12-20,44,40,48,31,52,12,79,1884,1931,0.03,0.10,2.38 2014-12-21,47,42,51,31,52,10,73,1901,2013,0.0,0.10,2.19 2014-12-22,42,38,46,31,51,11,72,1960,1998,0.26,0.11,2.27 2014-12-23,42,37,47,31,51,8,73,1989,1990,0.29,0.11,2.12 2014-12-24,53,45,60,31,51,6,71,1983,1982,0.91,0.11,1.47 2014-12-25,45,32,57,30,51,4,77,1983,1955,0.00,0.10,2.32 2014-12-26,43,27,59,30,51,6,76,1983,1889,0.00,0.11,1.72 2014-12-27,48,32,64,30,51,15,72,1970,1971,0.00,0.10,1.25 2014-12-28,55,49,60,30,51,10,77,1925,1971,0.04,0.11,1.67 2014-12-29,51,44,58,30,51,2,74,1894,1984,0.59,0.10,1.82 2014-12-30,39,32,45,30,50,-5,76,1880,1984,0.06,0.10,1.21 2014-12-31,37,27,46,30,50,0,70,1890,1996,0.00,0.10,2.15

3. In Pandas, parse the file "weather_data.txt" and output the answers to the following: a. What day(s) had the highest actual precipitation? b. What was the average actual max temp for July 2014 ? c. What days was the actual max temp the record max temp? d. How much did it rain in October 2014? e. What day(s), if any, was the actual low temperature below 60 degrees and actual max temperature above 90 degrees on the same day? 4. In Pandas, parse the file "weather_data.txt" and create the following plots (with titles, labels and a legend): a. Actual max temperature and actual min temperature on the same line chart (max should be a red line, min should be blue) b. A histogram of actual precipitation

Step by Step Solution

There are 3 Steps involved in it

Step: 1

blur-text-image

Get Instant Access to Expert-Tailored Solutions

See step-by-step solutions with expert insights and AI powered tools for academic success

Step: 2

blur-text-image

Step: 3

blur-text-image

Ace Your Homework with AI

Get the answers you need in no time with our AI-driven, step-by-step assistance

Get Started

Recommended Textbook for

Data Management Databases And Organizations

Authors: Richard T. Watson

6th Edition

1943153035, 978-1943153039

More Books

Students also viewed these Databases questions

Question

Define facework and identify three primary facework strategies

Answered: 1 week ago