daily-minimum-temperatures-in-me.csv

"Date";"Daily minimum temperatures in Melbourne, Australia, 1981-1990"
"1981-01-01";20.7
"1981-01-02";17.9
"1981-01-03";18.8
"1981-01-04";14.6
"1981-01-05";15.8
"1981-01-06";15.8
"1981-01-07";15.8
"1981-01-08";17.4
"1981-01-09";21.8
"1981-01-10";20.0
"1981-01-11";16.2
"1981-01-12";13.3
"1981-01-13";16.7
"1981-01-14";21.5
"1981-01-15";25.0
"1981-01-16";20.7
"1981-01-17";20.6
"1981-01-18";24.8
"1981-01-19";17.7
"1981-01-20";15.5
"1981-01-21";18.2
"1981-01-22";12.1
"1981-01-23";14.4
"1981-01-24";16.0
"1981-01-25";16.5
"1981-01-26";18.7
"1981-01-27";19.4
"1981-01-28";17.2
"1981-01-29";15.5
"1981-01-30";15.1
"1981-01-31";15.4
"1981-02-01";15.3
"1981-02-02";18.8
"1981-02-03";21.9
"1981-02-04";19.9
"1981-02-05";16.6
"1981-02-06";16.8
"1981-02-07";14.6
"1981-02-08";17.1
"1981-02-09";25.0
"1981-02-10";15.0
"1981-02-11";13.7
"1981-02-12";13.9
"1981-02-13";18.3
"1981-02-14";22.0
"1981-02-15";22.1
"1981-02-16";21.2
"1981-02-17";18.4
"1981-02-18";16.6
"1981-02-19";16.1
"1981-02-20";15.7
"1981-02-21";16.6
"1981-02-22";16.5
"1981-02-23";14.4
"1981-02-24";14.4
"1981-02-25";18.5
"1981-02-26";16.9
"1981-02-27";17.5
"1981-02-28";21.2
"1981-03-01";17.8
"1981-03-02";18.6
"1981-03-03";17.0
"1981-03-04";16.0
"1981-03-05";13.3
"1981-03-06";14.3
"1981-03-07";11.4
"1981-03-08";16.3
"1981-03-09";16.1
"1981-03-10";11.8
"1981-03-11";12.2
"1981-03-12";14.7
"1981-03-13";11.8
"1981-03-14";11.3
"1981-03-15";10.6
"1981-03-16";11.7
"1981-03-17";14.2
"1981-03-18";11.2
"1981-03-19";16.9
"1981-03-20";16.7
"1981-03-21";8.1
"1981-03-22";8.0
"1981-03-23";8.8
"1981-03-24";13.4
"1981-03-25";10.9
"1981-03-26";13.4
"1981-03-27";11.0
"1981-03-28";15.0
"1981-03-29";15.7
"1981-03-30";14.5
"1981-03-31";15.8
"1981-04-01";16.7
"1981-04-02";16.8
"1981-04-03";17.5
"1981-04-04";17.1
"1981-04-05";18.1
"1981-04-06";16.6
"1981-04-07";10.0
"1981-04-08";14.9
"1981-04-09";15.9
"1981-04-10";13.0
"1981-04-11";7.6
"1981-04-12";11.5
"1981-04-13";13.5
"1981-04-14";13.0
"1981-04-15";13.3
"1981-04-16";12.1
"1981-04-17";12.4
"1981-04-18";13.2
"1981-04-19";13.8
"1981-04-20";10.6
"1981-04-21";9.0
"1981-04-22";10.0
"1981-04-23";9.8
"1981-04-24";11.5
"1981-04-25";8.9
"1981-04-26";7.4
"1981-04-27";9.9
"1981-04-28";9.3
"1981-04-29";9.9
"1981-04-30";7.4
"1981-05-01";8.6
"1981-05-02";11.9
"1981-05-03";14.0
"1981-05-04";8.6
"1981-05-05";10.0
"1981-05-06";13.5
"1981-05-07";12.0
"1981-05-08";10.5
"1981-05-09";10.7
"1981-05-10";8.1
"1981-05-11";10.1
"1981-05-12";10.6
"1981-05-13";5.3
"1981-05-14";6.6
"1981-05-15";8.5
"1981-05-16";11.2
"1981-05-17";9.8
"1981-05-18";5.9
"1981-05-19";3.2
"1981-05-20";2.1
"1981-05-21";3.4
"1981-05-22";5.4
"1981-05-23";9.6
"1981-05-24";11.5
"1981-05-25";12.3
"1981-05-26";12.6
"1981-05-27";11.0
"1981-05-28";11.2
"1981-05-29";11.4
"1981-05-30";11.8
"1981-05-31";12.8
"1981-06-01";11.6
"1981-06-02";10.6
"1981-06-03";9.8
"1981-06-04";11.2
"1981-06-05";5.7
"1981-06-06";7.1
"1981-06-07";2.5
"1981-06-08";3.5
"1981-06-09";4.6
"1981-06-10";11.0
"1981-06-11";5.7
"1981-06-12";7.7
"1981-06-13";10.4
"1981-06-14";11.4
"1981-06-15";9.2
"1981-06-16";6.1
"1981-06-17";2.7
"1981-06-18";4.3
"1981-06-19";6.3
"1981-06-20";3.8
"1981-06-21";4.4
"1981-06-22";7.1
"1981-06-23";4.8
"1981-06-24";5.8
"1981-06-25";6.2
"1981-06-26";7.3
"1981-06-27";9.2
"1981-06-28";10.2
"1981-06-29";9.5
"1981-06-30";9.5
"1981-07-01";10.7
"1981-07-02";10.0
"1981-07-03";6.5
"1981-07-04";7.0
"1981-07-05";7.4
"1981-07-06";8.1
"1981-07-07";6.6
"1981-07-08";8.3
"1981-07-09";8.9
"1981-07-10";4.6
"1981-07-11";6.8
"1981-07-12";5.7
"1981-07-13";6.1
"1981-07-14";7.0
"1981-07-15";7.2
"1981-07-16";6.3
"1981-07-17";8.8
"1981-07-18";5.0
"1981-07-19";7.4
"1981-07-20";10.1
"1981-07-21";12.0
"1981-07-22";9.0
"1981-07-23";8.9
"1981-07-24";9.8
"1981-07-25";9.0
"1981-07-26";9.2
"1981-07-27";7.7
"1981-07-28";8.0
"1981-07-29";6.1
"1981-07-30";3.5
"1981-07-31";3.2
"1981-08-01";5.7
"1981-08-02";7.7
"1981-08-03";9.0
"1981-08-04";10.0
"1981-08-05";6.2
"1981-08-06";6.9
"1981-08-07";6.5
"1981-08-08";6.8
"1981-08-09";7.0
"1981-08-10";5.2
"1981-08-11";3.0
"1981-08-12";5.6
"1981-08-13";7.9
"1981-08-14";9.0
"1981-08-15";8.6
"1981-08-16";10.3
"1981-08-17";10.5
"1981-08-18";7.6
"1981-08-19";9.7
"1981-08-20";12.5
"1981-08-21";7.4
"1981-08-22";7.9
"1981-08-23";3.9
"1981-08-24";6.6
"1981-08-25";4.6
"1981-08-26";7.0
"1981-08-27";6.0
"1981-08-28";5.5
"1981-08-29";8.1
"1981-08-30";5.5
"1981-08-31";6.2
"1981-09-01";8.0
"1981-09-02";10.3
"1981-09-03";9.8
"1981-09-04";9.6
"1981-09-05";8.5
"1981-09-06";7.5
"1981-09-07";11.2
"1981-09-08";14.6
"1981-09-09";11.7
"1981-09-10";7.8
"1981-09-11";12.3
"1981-09-12";10.1
"1981-09-13";11.5
"1981-09-14";7.3
"1981-09-15";10.9
"1981-09-16";14.1
"1981-09-17";10.7
"1981-09-18";16.9
"1981-09-19";10.5
"1981-09-20";6.5
"1981-09-21";11.0
"1981-09-22";6.3
"1981-09-23";10.5
"1981-09-24";7.2
"1981-09-25";7.6
"1981-09-26";10.7
"1981-09-27";7.8
"1981-09-28";9.6
"1981-09-29";11.4
"1981-09-30";12.4
"1981-10-01";8.9
"1981-10-02";13.2
"1981-10-03";8.6
"1981-10-04";6.2
"1981-10-05";11.4
"1981-10-06";13.2
"1981-10-07";14.3
"1981-10-08";7.3
"1981-10-09";12.9
"1981-10-10";7.8
"1981-10-11";6.2
"1981-10-12";5.6
"1981-10-13";10.0
"1981-10-14";13.3
"1981-10-15";8.3
"1981-10-16";10.2
"1981-10-17";8.6
"1981-10-18";7.3
"1981-10-19";10.4
"1981-10-20";11.2
"1981-10-21";13.2
"1981-10-22";11.4
"1981-10-23";9.1
"1981-10-24";6.6
"1981-10-25";8.4
"1981-10-26";9.7
"1981-10-27";13.2
"1981-10-28";12.5
"1981-10-29";11.0
"1981-10-30";11.0
"1981-10-31";11.7
"1981-11-01";9.2
"1981-11-02";11.5
"1981-11-03";13.6
"1981-11-04";13.7
"1981-11-05";10.4
"1981-11-06";11.5
"1981-11-07";7.6
"1981-11-08";9.6
"1981-11-09";14.2
"1981-11-10";15.7
"1981-11-11";10.5
"1981-11-12";10.5
"1981-11-13";9.7
"1981-11-14";9.5
"1981-11-15";11.3
"1981-11-16";8.9
"1981-11-17";9.4
"1981-11-18";11.9
"1981-11-19";11.7
"1981-11-20";13.4
"1981-11-21";12.6
"1981-11-22";10.1
"1981-11-23";15.8
"1981-11-24";13.6
"1981-11-25";11.9
"1981-11-26";9.9
"1981-11-27";12.6
"1981-11-28";17.8
"1981-11-29";15.0
"1981-11-30";13.6
"1981-12-01";13.4
"1981-12-02";10.5
"1981-12-03";14.2
"1981-12-04";11.5
"1981-12-05";13.0
"1981-12-06";15.0
"1981-12-07";14.7
"1981-12-08";12.6
"1981-12-09";12.5
"1981-12-10";13.5
"1981-12-11";14.8
"1981-12-12";17.2
"1981-12-13";9.7
"1981-12-14";12.1
"1981-12-15";12.8
"1981-12-16";11.2
"1981-12-17";16.4
"1981-12-18";15.6
"1981-12-19";13.3
"1981-12-20";11.0
"1981-12-21";11.1
"1981-12-22";15.0
"1981-12-23";12.8
"1981-12-24";15.0
"1981-12-25";14.2
"1981-12-26";14.0
"1981-12-27";15.5
"1981-12-28";13.3
"1981-12-29";15.6
"1981-12-30";15.2
"1981-12-31";17.4
"1982-01-01";17.0
"1982-01-02";15.0
"1982-01-03";13.5
"1982-01-04";15.2
"1982-01-05";13.0
"1982-01-06";12.5
"1982-01-07";14.1
"1982-01-08";14.8
"1982-01-09";16.2
"1982-01-10";15.8
"1982-01-11";19.1
"1982-01-12";22.2
"1982-01-13";15.9
"1982-01-14";13.0
"1982-01-15";14.1
"1982-01-16";15.8
"1982-01-17";24.0
"1982-01-18";18.0
"1982-01-19";19.7
"1982-01-20";25.2
"1982-01-21";20.5
"1982-01-22";19.3
"1982-01-23";15.8
"1982-01-24";17.0
"1982-01-25";18.4
"1982-01-26";13.3
"1982-01-27";14.6
"1982-01-28";12.5
"1982-01-29";17.0
"1982-01-30";17.1
"1982-01-31";14.0
"1982-02-01";14.6
"1982-02-02";13.3
"1982-02-03";14.8
"1982-02-04";15.1
"1982-02-05";13.1
"1982-02-06";13.6
"1982-02-07";19.5
"1982-02-08";22.7
"1982-02-09";17.2
"1982-02-10";13.5
"1982-02-11";15.4
"1982-02-12";17.0
"1982-02-13";19.2
"1982-02-14";22.8
"1982-02-15";26.3
"1982-02-16";18.2
"1982-02-17";17.0
"1982-02-18";14.8
"1982-02-19";12.8
"1982-02-20";15.5
"1982-02-21";15.6
"1982-02-22";13.1
"1982-02-23";15.2
"1982-02-24";14.1
"1982-02-25";12.5
"1982-02-26";14.6
"1982-02-27";10.4
"1982-02-28";13.9
"1982-03-01";11.9
"1982-03-02";13.5
"1982-03-03";9.8
"1982-03-04";14.0
"1982-03-05";21.5
"1982-03-06";19.5
"1982-03-07";16.7
"1982-03-08";19.1
"1982-03-09";11.0
"1982-03-10";9.0
"1982-03-11";10.0
"1982-03-12";14.6
"1982-03-13";12.5
"1982-03-14";17.2
"1982-03-15";19.2
"1982-03-16";22.2
"1982-03-17";15.7
"1982-03-18";14.2
"1982-03-19";9.8
"1982-03-20";14.0
"1982-03-21";17.5
"1982-03-22";20.7
"1982-03-23";15.6
"1982-03-24";13.2
"1982-03-25";14.5
"1982-03-26";16.8
"1982-03-27";17.2
"1982-03-28";13.4
"1982-03-29";14.2
"1982-03-30";14.3
"1982-03-31";10.2
"1982-04-01";10.4
"1982-04-02";12.3
"1982-04-03";11.9
"1982-04-04";11.2
"1982-04-05";8.5
"1982-04-06";12.0
"1982-04-07";12.4
"1982-04-08";12.9
"1982-04-09";10.1
"1982-04-10";15.0
"1982-04-11";13.6
"1982-04-12";12.4
"1982-04-13";13.6
"1982-04-14";16.1
"1982-04-15";19.5
"1982-04-16";14.2
"1982-04-17";9.3
"1982-04-18";10.1
"1982-04-19";7.4
"1982-04-20";8.6
"1982-04-21";7.8
"1982-04-22";9.1
"1982-04-23";13.0
"1982-04-24";16.5
"1982-04-25";12.9
"1982-04-26";6.9
"1982-04-27";6.9
"1982-04-28";8.7
"1982-04-29";10.0
"1982-04-30";10.8
"1982-05-01";7.5
"1982-05-02";6.3
"1982-05-03";11.9
"1982-05-04";13.8
"1982-05-05";11.8
"1982-05-06";11.0
"1982-05-07";10.1
"1982-05-08";8.5
"1982-05-09";5.5
"1982-05-10";7.6
"1982-05-11";8.7
"1982-05-12";10.8
"1982-05-13";11.2
"1982-05-14";9.1
"1982-05-15";3.7
"1982-05-16";4.6
"1982-05-17";6.6
"1982-05-18";13.2
"1982-05-19";15.2
"1982-05-20";7.6
"1982-05-21";8.4
"1982-05-22";6.0
"1982-05-23";8.3
"1982-05-24";8.6
"1982-05-25";11.1
"1982-05-26";12.1
"1982-05-27";12.9
"1982-05-28";14.0
"1982-05-29";12.5
"1982-05-30";11.5
"1982-05-31";7.0
"1982-06-01";7.1
"1982-06-02";9.0
"1982-06-03";3.1
"1982-06-04";2.5
"1982-06-05";0.0
"1982-06-06";1.6
"1982-06-07";2.6
"1982-06-08";5.7
"1982-06-09";2.3
"1982-06-10";4.5
"1982-06-11";8.2
"1982-06-12";6.9
"1982-06-13";7.3
"1982-06-14";6.0
"1982-06-15";7.3
"1982-06-16";7.6
"1982-06-17";8.0
"1982-06-18";8.0
"1982-06-19";6.8
"1982-06-20";7.3
"1982-06-21";6.2
"1982-06-22";6.9
"1982-06-23";8.9
"1982-06-24";4.0
"1982-06-25";1.3
"1982-06-26";0.8
"1982-06-27";4.3
"1982-06-28";7.3
"1982-06-29";7.7
"1982-06-30";9.0
"1982-07-01";4.2
"1982-07-02";1.6
"1982-07-03";2.6
"1982-07-04";3.4
"1982-07-05";3.9
"1982-07-06";7.0
"1982-07-07";7.8
"1982-07-08";5.3
"1982-07-09";2.4
"1982-07-10";2.8
"1982-07-11";4.0
"1982-07-12";7.5
"1982-07-13";7.8
"1982-07-14";5.6
"1982-07-15";3.3
"1982-07-16";5.0
"1982-07-17";3.7
"1982-07-18";3.9
"1982-07-19";5.2
"1982-07-20";0.2
"1982-07-21";0.8
"1982-07-22";0.9
"1982-07-23";3.5
"1982-07-24";6.6
"1982-07-25";9.5
"1982-07-26";9.0
"1982-07-27";3.5
"1982-07-28";4.5
"1982-07-29";5.7
"1982-07-30";5.6
"1982-07-31";7.1
"1982-08-01";9.7
"1982-08-02";8.3
"1982-08-03";9.1
"1982-08-04";2.8
"1982-08-05";2.2
"1982-08-06";4.5
"1982-08-07";3.8
"1982-08-08";3.8
"1982-08-09";6.2
"1982-08-10";11.5
"1982-08-11";10.2
"1982-08-12";7.9
"1982-08-13";9.0
"1982-08-14";9.5
"1982-08-15";6.0
"1982-08-16";8.2
"1982-08-17";9.2
"1982-08-18";4.3
"1982-08-19";6.6
"1982-08-20";9.4
"1982-08-21";13.2
"1982-08-22";6.6
"1982-08-23";5.1
"1982-08-24";12.1
"1982-08-25";11.2
"1982-08-26";8.5
"1982-08-27";4.6
"1982-08-28";7.0
"1982-08-29";14.2
"1982-08-30";12.7
"1982-08-31";7.6
"1982-09-01";4.0
"1982-09-02";10.0
"1982-09-03";10.5
"1982-09-04";5.0
"1982-09-05";4.5
"1982-09-06";8.2
"1982-09-07";4.3
"1982-09-08";9.8
"1982-09-09";5.8
"1982-09-10";5.0
"1982-09-11";8.5
"1982-09-12";9.0
"1982-09-13";3.6
"1982-09-14";6.7
"1982-09-15";6.7
"1982-09-16";10.1
"1982-09-17";15.0
"1982-09-18";8.9
"1982-09-19";5.7
"1982-09-20";4.2
"1982-09-21";4.0
"1982-09-22";5.3
"1982-09-23";6.3
"1982-09-24";8.5
"1982-09-25";11.5
"1982-09-26";7.7
"1982-09-27";9.2
"1982-09-28";7.8
"1982-09-29";6.3
"1982-09-30";6.3
"1982-10-01";8.6
"1982-10-02";6.1
"1982-10-03";13.2
"1982-10-04";9.9
"1982-10-05";4.7
"1982-10-06";5.8
"1982-10-07";14.9
"1982-10-08";10.7
"1982-10-09";8.6
"1982-10-10";9.4
"1982-10-11";5.7
"1982-10-12";10.9
"1982-10-13";13.1
"1982-10-14";10.4
"1982-10-15";8.2
"1982-10-16";9.8
"1982-10-17";7.5
"1982-10-18";5.8
"1982-10-19";9.8
"1982-10-20";7.9
"1982-10-21";8.7
"1982-10-22";10.0
"1982-10-23";10.6
"1982-10-24";8.0
"1982-10-25";10.2
"1982-10-26";15.1
"1982-10-27";13.9
"1982-10-28";9.2
"1982-10-29";9.0
"1982-10-30";13.2
"1982-10-31";7.0
"1982-11-01";10.6
"1982-11-02";6.9
"1982-11-03";9.5
"1982-11-04";12.5
"1982-11-05";13.6
"1982-11-06";17.7
"1982-11-07";16.0
"1982-11-08";11.3
"1982-11-09";10.5
"1982-11-10";14.4
"1982-11-11";10.3
"1982-11-12";9.0
"1982-11-13";11.1
"1982-11-14";14.5
"1982-11-15";18.0
"1982-11-16";12.8
"1982-11-17";10.7
"1982-11-18";9.1
"1982-11-19";8.7
"1982-11-20";12.4
"1982-11-21";12.6
"1982-11-22";10.3
"1982-11-23";13.7
"1982-11-24";16.0
"1982-11-25";15.8
"1982-11-26";12.1
"1982-11-27";12.5
"1982-11-28";12.2
"1982-11-29";13.7
"1982-11-30";16.1
"1982-12-01";15.5
"1982-12-02";10.3
"1982-12-03";10.5
"1982-12-04";11.0
"1982-12-05";11.9
"1982-12-06";13.0
"1982-12-07";12.2
"1982-12-08";10.6
"1982-12-09";13.0
"1982-12-10";13.0
"1982-12-11";12.2
"1982-12-12";12.6
"1982-12-13";18.7
"1982-12-14";15.2
"1982-12-15";15.3
"1982-12-16";13.9
"1982-12-17";15.8
"1982-12-18";13.0
"1982-12-19";13.0
"1982-12-20";13.7
"1982-12-21";12.0
"1982-12-22";10.8
"1982-12-23";15.6
"1982-12-24";15.3
"1982-12-25";13.9
"1982-12-26";13.0
"1982-12-27";15.3
"1982-12-28";16.3
"1982-12-29";15.8
"1982-12-30";17.7
"1982-12-31";16.3
"1983-01-01";18.4
"1983-01-02";15.0
"1983-01-03";10.9
"1983-01-04";11.4
"1983-01-05";14.8
"1983-01-06";12.1
"1983-01-07";12.8
"1983-01-08";16.2
"1983-01-09";15.5
"1983-01-10";13.0
"1983-01-11";10.5
"1983-01-12";9.1
"1983-01-13";10.5
"1983-01-14";11.8
"1983-01-15";12.7
"1983-01-16";12.7
"1983-01-17";11.5
"1983-01-18";13.8
"1983-01-19";13.3
"1983-01-20";11.6
"1983-01-21";15.4
"1983-01-22";12.4
"1983-01-23";16.9
"1983-01-24";14.7
"1983-01-25";10.6
"1983-01-26";15.6
"1983-01-27";10.7
"1983-01-28";12.6
"1983-01-29";13.8
"1983-01-30";14.3
"1983-01-31";14.0
"1983-02-01";18.1
"1983-02-02";17.3
"1983-02-03";13.0
"1983-02-04";16.0
"1983-02-05";14.9
"1983-02-06";16.2
"1983-02-07";20.3
"1983-02-08";22.5
"1983-02-09";17.2
"1983-02-10";15.9
"1983-02-11";16.8
"1983-02-12";13.8
"1983-02-13";12.8
"1983-02-14";14.0
"1983-02-15";17.5
"1983-02-16";21.5
"1983-02-17";16.8
"1983-02-18";13.6
"1983-02-19";14.5
"1983-02-20";14.2
"1983-02-21";15.7
"1983-02-22";19.7
"1983-02-23";17.4
"1983-02-24";14.4
"1983-02-25";16.9
"1983-02-26";19.1
"1983-02-27";20.4
"1983-02-28";20.1
"1983-03-01";19.9
"1983-03-02";22.0
"1983-03-03";20.5
"1983-03-04";22.1
"1983-03-05";20.6
"1983-03-06";15.0
"1983-03-07";20.6
"1983-03-08";21.5
"1983-03-09";16.2
"1983-03-10";14.1
"1983-03-11";14.5
"1983-03-12";21.1
"1983-03-13";15.9
"1983-03-14";15.2
"1983-03-15";13.1
"1983-03-16";13.2
"1983-03-17";12.5
"1983-03-18";15.2
"1983-03-19";17.6
"1983-03-20";15.5
"1983-03-21";16.7
"1983-03-22";16.3
"1983-03-23";15.1
"1983-03-24";12.7
"1983-03-25";10.0
"1983-03-26";11.4
"1983-03-27";12.6
"1983-03-28";10.7
"1983-03-29";10.0
"1983-03-30";13.9
"1983-03-31";13.4
"1983-04-01";12.5
"1983-04-02";12.8
"1983-04-03";7.8
"1983-04-04";11.1
"1983-04-05";10.7
"1983-04-06";7.1
"1983-04-07";6.7
"1983-04-08";5.7
"1983-04-09";9.1
"1983-04-10";15.2
"1983-04-11";15.5
"1983-04-12";11.1
"1983-04-13";11.7
"1983-04-14";11.5
"1983-04-15";9.8
"1983-04-16";6.2
"1983-04-17";6.7
"1983-04-18";7.5
"1983-04-19";8.8
"1983-04-20";8.0
"1983-04-21";10.4
"1983-04-22";14.5
"1983-04-23";16.5
"1983-04-24";14.1
"1983-04-25";10.5
"1983-04-26";12.6
"1983-04-27";13.0
"1983-04-28";8.7
"1983-04-29";10.1
"1983-04-30";12.0
"1983-05-01";12.5
"1983-05-02";13.5
"1983-05-03";13.7
"1983-05-04";13.5
"1983-05-05";10.7
"1983-05-06";13.0
"1983-05-07";11.6
"1983-05-08";13.0
"1983-05-09";11.2
"1983-05-10";13.5
"1983-05-11";12.9
"1983-05-12";6.8
"1983-05-13";10.0
"1983-05-14";14.5
"1983-05-15";11.7
"1983-05-16";6.7
"1983-05-17";4.6
"1983-05-18";4.9
"1983-05-19";7.4
"1983-05-20";8.3
"1983-05-21";7.5
"1983-05-22";6.2
"1983-05-23";7.8
"1983-05-24";13.2
"1983-05-25";11.9
"1983-05-26";6.5
"1983-05-27";8.3
"1983-05-28";12.1
"1983-05-29";9.3
"1983-05-30";7.5
"1983-05-31";9.3
"1983-06-01";11.0
"1983-06-02";10.8
"1983-06-03";5.3
"1983-06-04";7.6
"1983-06-05";5.6
"1983-06-06";7.2
"1983-06-07";9.6
"1983-06-08";7.0
"1983-06-09";8.3
"1983-06-10";7.8
"1983-06-11";4.7
"1983-06-12";6.8
"1983-06-13";7.2
"1983-06-14";8.3
"1983-06-15";9.5
"1983-06-16";4.7
"1983-06-17";3.0
"1983-06-18";1.5
"1983-06-19";2.5
"1983-06-20";6.2
"1983-06-21";11.6
"1983-06-22";6.6
"1983-06-23";6.6
"1983-06-24";8.0
"1983-06-25";7.9
"1983-06-26";3.3
"1983-06-27";3.9
"1983-06-28";6.0
"1983-06-29";4.0
"1983-06-30";5.5
"1983-07-01";8.5
"1983-07-02";9.8
"1983-07-03";9.5
"1983-07-04";7.2
"1983-07-05";8.1
"1983-07-06";8.0
"1983-07-07";8.5
"1983-07-08";8.8
"1983-07-09";8.3
"1983-07-10";2.4
"1983-07-11";4.9
"1983-07-12";5.9
"1983-07-13";6.7
"1983-07-14";8.4
"1983-07-15";6.5
"1983-07-16";7.9
"1983-07-17";4.1
"1983-07-18";5.4
"1983-07-19";7.5
"1983-07-20";3.9
"1983-07-21";2.5
"1983-07-22";5.3
"1983-07-23";6.6
"1983-07-24";0.0
"1983-07-25";0.7
"1983-07-26";7.6
"1983-07-27";12.3
"1983-07-28";9.2
"1983-07-29";9.6
"1983-07-30";9.5
"1983-07-31";10.0
"1983-08-01";7.7
"1983-08-02";8.0
"1983-08-03";8.3
"1983-08-04";8.3
"1983-08-05";4.5
"1983-08-06";6.5
"1983-08-07";9.4
"1983-08-08";9.4
"1983-08-09";10.5
"1983-08-10";10.7
"1983-08-11";9.9
"1983-08-12";7.6
"1983-08-13";5.8
"1983-08-14";8.5
"1983-08-15";13.8
"1983-08-16";14.3
"1983-08-17";8.3
"1983-08-18";5.3
"1983-08-19";3.0
"1983-08-20";5.2
"1983-08-21";10.3
"1983-08-22";11.1
"1983-08-23";10.5
"1983-08-24";9.0
"1983-08-25";13.0
"1983-08-26";6.4
"1983-08-27";8.4
"1983-08-28";6.7
"1983-08-29";8.3
"1983-08-30";11.2
"1983-08-31";10.0
"1983-09-01";10.1
"1983-09-02";10.6
"1983-09-03";10.9
"1983-09-04";5.7
"1983-09-05";9.5
"1983-09-06";10.4
"1983-09-07";11.1
"1983-09-08";12.2
"1983-09-09";10.6
"1983-09-10";8.8
"1983-09-11";9.2
"1983-09-12";5.5
"1983-09-13";7.1
"1983-09-14";6.5
"1983-09-15";4.3
"1983-09-16";5.0
"1983-09-17";11.2
"1983-09-18";7.5
"1983-09-19";12.0
"1983-09-20";13.6
"1983-09-21";8.3
"1983-09-22";8.5
"1983-09-23";12.9
"1983-09-24";7.7
"1983-09-25";7.6
"1983-09-26";3.5
"1983-09-27";10.4
"1983-09-28";15.4
"1983-09-29";10.6
"1983-09-30";9.6
"1983-10-01";9.3
"1983-10-02";13.9
"1983-10-03";7.7
"1983-10-04";9.5
"1983-10-05";7.6
"1983-10-06";6.9
"1983-10-07";6.8
"1983-10-08";5.8
"1983-10-09";6.0
"1983-10-10";8.3
"1983-10-11";9.1
"1983-10-12";12.5
"1983-10-13";13.2
"1983-10-14";16.2
"1983-10-15";12.5
"1983-10-16";11.8
"1983-10-17";10.6
"1983-10-18";10.0
"1983-10-19";12.2
"1983-10-20";8.9
"1983-10-21";10.3
"1983-10-22";7.5
"1983-10-23";11.6
"1983-10-24";12.6
"1983-10-25";12.9
"1983-10-26";11.7
"1983-10-27";14.0
"1983-10-28";12.3
"1983-10-29";9.0
"1983-10-30";9.2
"1983-10-31";9.8
"1983-11-01";11.8
"1983-11-02";10.6
"1983-11-03";12.6
"1983-11-04";11.0
"1983-11-05";8.2
"1983-11-06";7.5
"1983-11-07";13.6
"1983-11-08";14.8
"1983-11-09";10.9
"1983-11-10";7.7
"1983-11-11";10.2
"1983-11-12";10.8
"1983-11-13";10.8
"1983-11-14";12.5
"1983-11-15";13.2
"1983-11-16";8.7
"1983-11-17";5.7
"1983-11-18";9.8
"1983-11-19";7.3
"1983-11-20";10.8
"1983-11-21";10.0
"1983-11-22";16.2
"1983-11-23";15.0
"1983-11-24";14.5
"1983-11-25";15.9
"1983-11-26";14.9
"1983-11-27";14.2
"1983-11-28";15.8
"1983-11-29";17.2
"1983-11-30";17.6
"1983-12-01";12.1
"1983-12-02";11.4
"1983-12-03";13.0
"1983-12-04";13.2
"1983-12-05";12.0
"1983-12-06";15.3
"1983-12-07";12.7
"1983-12-08";12.1
"1983-12-09";13.8
"1983-12-10";10.9
"1983-12-11";12.0
"1983-12-12";16.5
"1983-12-13";15.0
"1983-12-14";11.2
"1983-12-15";13.9
"1983-12-16";15.0
"1983-12-17";14.8
"1983-12-18";15.0
"1983-12-19";13.3
"1983-12-20";20.4
"1983-12-21";18.0
"1983-12-22";12.2
"1983-12-23";16.7
"1983-12-24";13.8
"1983-12-25";17.5
"1983-12-26";15.0
"1983-12-27";13.9
"1983-12-28";11.1
"1983-12-29";16.1
"1983-12-30";20.4
"1983-12-31";18.0
"1984-01-01";19.5
"1984-01-02";17.1
"1984-01-03";17.1
"1984-01-04";12.0
"1984-01-05";11.0
"1984-01-06";16.3
"1984-01-07";16.1
"1984-01-08";13.0
"1984-01-09";13.4
"1984-01-10";15.2
"1984-01-11";12.5
"1984-01-12";14.3
"1984-01-13";16.5
"1984-01-14";18.6
"1984-01-15";18.0
"1984-01-16";18.2
"1984-01-17";11.4
"1984-01-18";11.9
"1984-01-19";12.2
"1984-01-20";14.8
"1984-01-21";13.1
"1984-01-22";12.7
"1984-01-23";10.5
"1984-01-24";13.8
"1984-01-25";18.8
"1984-01-26";13.9
"1984-01-27";11.2
"1984-01-28";10.6
"1984-01-29";14.7
"1984-01-30";13.1
"1984-01-31";12.1
"1984-02-01";14.7
"1984-02-02";11.1
"1984-02-03";13.0
"1984-02-04";15.6
"1984-02-05";14.2
"1984-02-06";15.5
"1984-02-07";18.0
"1984-02-08";15.0
"1984-02-09";15.9
"1984-02-10";15.5
"1984-02-11";15.8
"1984-02-12";16.6
"1984-02-13";13.6
"1984-02-14";13.8
"1984-02-15";14.6
"1984-02-16";15.6
"1984-02-17";16.6
"1984-02-18";14.3
"1984-02-19";16.3
"1984-02-20";18.9
"1984-02-21";18.7
"1984-02-22";14.5
"1984-02-23";16.5
"1984-02-24";14.1
"1984-02-25";13.5
"1984-02-26";11.7
"1984-02-27";15.1
"1984-02-28";11.2
"1984-02-29";13.5
"1984-03-01";12.6
"1984-03-02";8.8
"1984-03-03";10.5
"1984-03-04";12.1
"1984-03-05";14.5
"1984-03-06";19.5
"1984-03-07";14.0
"1984-03-08";13.8
"1984-03-09";10.5
"1984-03-10";13.8
"1984-03-11";11.4
"1984-03-12";15.6
"1984-03-13";11.1
"1984-03-14";12.1
"1984-03-15";14.2
"1984-03-16";10.9
"1984-03-17";14.2
"1984-03-18";13.8
"1984-03-19";15.1
"1984-03-20";14.0
"1984-03-21";12.1
"1984-03-22";13.8
"1984-03-23";16.6
"1984-03-24";17.8
"1984-03-25";9.4
"1984-03-26";10.2
"1984-03-27";7.4
"1984-03-28";8.7
"1984-03-29";14.0
"1984-03-30";15.3
"1984-03-31";11.1
"1984-04-01";9.7
"1984-04-02";10.3
"1984-04-03";9.2
"1984-04-04";8.2
"1984-04-05";9.7
"1984-04-06";12.4
"1984-04-07";12.5
"1984-04-08";9.0
"1984-04-09";9.7
"1984-04-10";10.1
"1984-04-11";11.2
"1984-04-12";12.0
"1984-04-13";11.1
"1984-04-14";10.8
"1984-04-15";12.8
"1984-04-16";9.8
"1984-04-17";13.7
"1984-04-18";11.0
"1984-04-19";13.2
"1984-04-20";13.0
"1984-04-21";10.2
"1984-04-22";13.2
"1984-04-23";9.3
"1984-04-24";11.1
"1984-04-25";10.3
"1984-04-26";8.7
"1984-04-27";11.7
"1984-04-28";12.5
"1984-04-29";6.5
"1984-04-30";9.6
"1984-05-01";13.8
"1984-05-02";14.7
"1984-05-03";9.1
"1984-05-04";4.8
"1984-05-05";3.3
"1984-05-06";3.5
"1984-05-07";5.7
"1984-05-08";5.5
"1984-05-09";7.0
"1984-05-10";9.5
"1984-05-11";9.9
"1984-05-12";4.9
"1984-05-13";6.3
"1984-05-14";4.8
"1984-05-15";6.2
"1984-05-16";7.1
"1984-05-17";7.5
"1984-05-18";9.4
"1984-05-19";8.7
"1984-05-20";9.5
"1984-05-21";12.1
"1984-05-22";9.5
"1984-05-23";9.3
"1984-05-24";8.5
"1984-05-25";8.0
"1984-05-26";9.8
"1984-05-27";6.2
"1984-05-28";7.3
"1984-05-29";10.9
"1984-05-30";10.0
"1984-05-31";8.7
"1984-06-01";9.0
"1984-06-02";10.8
"1984-06-03";12.4
"1984-06-04";7.2
"1984-06-05";7.2
"1984-06-06";11.1
"1984-06-07";9.3
"1984-06-08";10.1
"1984-06-09";3.9
"1984-06-10";5.0
"1984-06-11";8.2
"1984-06-12";2.8
"1984-06-13";4.3
"1984-06-14";8.1
"1984-06-15";11.1
"1984-06-16";4.7
"1984-06-17";5.3
"1984-06-18";10.0
"1984-06-19";5.6
"1984-06-20";2.2
"1984-06-21";7.1
"1984-06-22";8.3
"1984-06-23";8.6
"1984-06-24";10.1
"1984-06-25";8.3
"1984-06-26";7.2
"1984-06-27";7.7
"1984-06-28";7.8
"1984-06-29";9.1
"1984-06-30";9.4
"1984-07-01";7.8
"1984-07-02";2.6
"1984-07-03";2.4
"1984-07-04";3.9
"1984-07-05";1.3
"1984-07-06";2.1
"1984-07-07";7.4
"1984-07-08";7.2
"1984-07-09";8.8
"1984-07-10";8.9
"1984-07-11";8.8
"1984-07-12";8.0
"1984-07-13";0.7
"1984-07-14";0.1
"1984-07-15";0.9
"1984-07-16";7.8
"1984-07-17";7.2
"1984-07-18";8.0
"1984-07-19";4.6
"1984-07-20";5.2
"1984-07-21";5.8
"1984-07-22";6.8
"1984-07-23";8.1
"1984-07-24";7.5
"1984-07-25";5.4
"1984-07-26";4.6
"1984-07-27";6.4
"1984-07-28";9.7
"1984-07-29";7.0
"1984-07-30";10.0
"1984-07-31";10.6
"1984-08-01";11.5
"1984-08-02";10.2
"1984-08-03";11.1
"1984-08-04";11.0
"1984-08-05";8.9
"1984-08-06";9.9
"1984-08-07";11.7
"1984-08-08";11.6
"1984-08-09";9.0
"1984-08-10";6.3
"1984-08-11";8.7
"1984-08-12";8.5
"1984-08-13";8.5
"1984-08-14";8.0
"1984-08-15";6.0
"1984-08-16";8.0
"1984-08-17";8.5
"1984-08-18";7.7
"1984-08-19";8.4
"1984-08-20";9.0
"1984-08-21";8.3
"1984-08-22";6.8
"1984-08-23";9.3
"1984-08-24";6.7
"1984-08-25";9.0
"1984-08-26";7.3
"1984-08-27";6.3
"1984-08-28";7.9
"1984-08-29";5.2
"1984-08-30";9.0
"1984-08-31";11.3
"1984-09-01";9.2
"1984-09-02";11.3
"1984-09-03";7.0
"1984-09-04";8.0
"1984-09-05";4.6
"1984-09-06";8.5
"1984-09-07";9.5
"1984-09-08";9.4
"1984-09-09";10.5
"1984-09-10";9.7
"1984-09-11";4.9
"1984-09-12";8.0
"1984-09-13";5.8
"1984-09-14";5.5
"1984-09-15";10.9
"1984-09-16";11.7
"1984-09-17";9.2
"1984-09-18";8.9
"1984-09-19";11.3
"1984-09-20";8.6
"1984-09-21";6.2
"1984-09-22";6.6
"1984-09-23";9.1
"1984-09-24";6.1
"1984-09-25";7.5
"1984-09-26";10.7
"1984-09-27";6.3
"1984-09-28";5.5
"1984-09-29";6.7
"1984-09-30";4.2
"1984-10-01";11.3
"1984-10-02";16.3
"1984-10-03";10.5
"1984-10-04";10.3
"1984-10-05";7.9
"1984-10-06";7.7
"1984-10-07";16.0
"1984-10-08";14.6
"1984-10-09";12.5
"1984-10-10";8.1
"1984-10-11";12.2
"1984-10-12";17.2
"1984-10-13";9.4
"1984-10-14";8.7
"1984-10-15";5.9
"1984-10-16";4.8
"1984-10-17";7.4
"1984-10-18";9.4
"1984-10-19";9.7
"1984-10-20";9.9
"1984-10-21";6.5
"1984-10-22";9.8
"1984-10-23";18.2
"1984-10-24";11.3
"1984-10-25";9.1
"1984-10-26";9.6
"1984-10-27";13.5
"1984-10-28";10.7
"1984-10-29";10.0
"1984-10-30";8.5
"1984-10-31";12.6
"1984-11-01";16.6
"1984-11-02";11.6
"1984-11-03";12.2
"1984-11-04";11.2
"1984-11-05";9.2
"1984-11-06";9.9
"1984-11-07";11.9
"1984-11-08";15.6
"1984-11-09";19.0
"1984-11-10";12.8
"1984-11-11";12.2
"1984-11-12";12.0
"1984-11-13";11.1
"1984-11-14";11.8
"1984-11-15";7.6
"1984-11-16";13.0
"1984-11-17";12.7
"1984-11-18";16.0
"1984-11-19";14.8
"1984-11-20";14.2
"1984-11-21";10.0
"1984-11-22";8.8
"1984-11-23";11.6
"1984-11-24";8.6
"1984-11-25";14.6
"1984-11-26";24.3
"1984-11-27";11.6
"1984-11-28";10.8
"1984-11-29";12.0
"1984-11-30";11.0
"1984-12-01";12.6
"1984-12-02";10.8
"1984-12-03";9.1
"1984-12-04";11.0
"1984-12-05";13.0
"1984-12-06";12.8
"1984-12-07";9.9
"1984-12-08";11.6
"1984-12-09";10.5
"1984-12-10";15.9
"1984-12-11";12.2
"1984-12-12";13.0
"1984-12-13";12.5
"1984-12-14";12.5
"1984-12-15";11.4
"1984-12-16";12.1
"1984-12-17";16.8
"1984-12-18";12.1
"1984-12-19";11.3
"1984-12-20";10.4
"1984-12-21";14.2
"1984-12-22";11.4
"1984-12-23";13.7
"1984-12-24";16.5
"1984-12-25";12.8
"1984-12-26";12.2
"1984-12-27";12.0
"1984-12-28";12.6
"1984-12-29";16.0
"1984-12-30";16.4
"1985-01-01";13.3
"1985-01-02";15.2
"1985-01-03";13.1
"1985-01-04";12.7
"1985-01-05";14.6
"1985-01-06";11.0
"1985-01-07";13.2
"1985-01-08";12.2
"1985-01-09";14.4
"1985-01-10";13.7
"1985-01-11";14.5
"1985-01-12";14.1
"1985-01-13";14.4
"1985-01-14";19.7
"1985-01-15";16.5
"1985-01-16";15.9
"1985-01-17";11.8
"1985-01-18";12.0
"1985-01-19";11.4
"1985-01-20";14.4
"1985-01-21";12.4
"1985-01-22";15.1
"1985-01-23";15.6
"1985-01-24";15.2
"1985-01-25";12.8
"1985-01-26";13.3
"1985-01-27";17.5
"1985-01-28";15.4
"1985-01-29";13.5
"1985-01-30";16.7
"1985-01-31";15.2
"1985-02-01";14.9
"1985-02-02";10.2
"1985-02-03";13.6
"1985-02-04";19.0
"1985-02-05";15.7
"1985-02-06";18.0
"1985-02-07";14.8
"1985-02-08";13.9
"1985-02-09";13.0
"1985-02-10";15.3
"1985-02-11";14.3
"1985-02-12";15.6
"1985-02-13";16.0
"1985-02-14";14.9
"1985-02-15";11.1
"1985-02-16";14.8
"1985-02-17";13.0
"1985-02-18";12.2
"1985-02-19";10.9
"1985-02-20";14.6
"1985-02-21";16.6
"1985-02-22";18.1
"1985-02-23";13.4
"1985-02-24";10.3
"1985-02-25";13.6
"1985-02-26";13.8
"1985-02-27";10.3
"1985-02-28";11.0
"1985-03-01";14.3
"1985-03-02";15.5
"1985-03-03";14.7
"1985-03-04";12.7
"1985-03-05";10.7
"1985-03-06";12.6
"1985-03-07";9.8
"1985-03-08";13.2
"1985-03-09";15.2
"1985-03-10";16.6
"1985-03-11";21.0
"1985-03-12";22.4
"1985-03-13";17.0
"1985-03-14";21.7
"1985-03-15";21.4
"1985-03-16";18.6
"1985-03-17";16.2
"1985-03-18";16.8
"1985-03-19";17.0
"1985-03-20";18.4
"1985-03-21";17.2
"1985-03-22";18.4
"1985-03-23";18.8
"1985-03-24";16.5
"1985-03-25";13.3
"1985-03-26";12.2
"1985-03-27";11.3
"1985-03-28";13.8
"1985-03-29";16.6
"1985-03-30";14.0
"1985-03-31";14.3
"1985-04-01";16.4
"1985-04-02";11.9
"1985-04-03";15.7
"1985-04-04";17.6
"1985-04-05";17.5
"1985-04-06";15.9
"1985-04-07";16.2
"1985-04-08";16.0
"1985-04-09";15.9
"1985-04-10";16.2
"1985-04-11";16.2
"1985-04-12";19.5
"1985-04-13";18.2
"1985-04-14";21.8
"1985-04-15";15.1
"1985-04-16";11.0
"1985-04-17";8.1
"1985-04-18";9.5
"1985-04-19";9.3
"1985-04-20";10.6
"1985-04-21";6.3
"1985-04-22";8.6
"1985-04-23";6.8
"1985-04-24";8.7
"1985-04-25";8.4
"1985-04-26";9.3
"1985-04-27";10.0
"1985-04-28";10.5
"1985-04-29";12.0
"1985-04-30";10.1
"1985-05-01";9.4
"1985-05-02";10.1
"1985-05-03";8.0
"1985-05-04";10.6
"1985-05-05";13.6
"1985-05-06";15.4
"1985-05-07";9.0
"1985-05-08";10.4
"1985-05-09";11.0
"1985-05-10";12.1
"1985-05-11";13.4
"1985-05-12";11.3
"1985-05-13";6.7
"1985-05-14";9.8
"1985-05-15";10.8
"1985-05-16";7.8
"1985-05-17";4.5
"1985-05-18";7.6
"1985-05-19";6.9
"1985-05-20";7.5
"1985-05-21";8.5
"1985-05-22";5.5
"1985-05-23";9.5
"1985-05-24";7.3
"1985-05-25";5.4
"1985-05-26";5.5
"1985-05-27";8.1
"1985-05-28";11.2
"1985-05-29";13.4
"1985-05-30";11.6
"1985-05-31";10.1
"1985-06-01";4.3
"1985-06-02";5.5
"1985-06-03";4.4
"1985-06-04";5.9
"1985-06-05";5.7
"1985-06-06";8.2
"1985-06-07";8.2
"1985-06-08";4.2
"1985-06-09";6.5
"1985-06-10";10.0
"1985-06-11";8.8
"1985-06-12";6.6
"1985-06-13";7.8
"1985-06-14";10.1
"1985-06-15";7.1
"1985-06-16";7.7
"1985-06-17";8.5
"1985-06-18";7.3
"1985-06-19";6.9
"1985-06-20";8.4
"1985-06-21";7.1
"1985-06-22";6.3
"1985-06-23";0.6
"1985-06-24";1.6
"1985-06-25";7.0
"1985-06-26";8.3
"1985-06-27";8.0
"1985-06-28";10.2
"1985-06-29";10.6
"1985-06-30";10.4
"1985-07-01";11.6
"1985-07-02";11.0
"1985-07-03";10.7
"1985-07-04";7.3
"1985-07-05";4.2
"1985-07-06";4.7
"1985-07-07";5.6
"1985-07-08";7.7
"1985-07-09";7.5
"1985-07-10";4.9
"1985-07-11";5.9
"1985-07-12";7.8
"1985-07-13";5.8
"1985-07-14";7.0
"1985-07-15";8.4
"1985-07-16";6.2
"1985-07-17";7.5
"1985-07-18";4.8
"1985-07-19";3.3
"1985-07-20";3.2
"1985-07-21";7.0
"1985-07-22";8.4
"1985-07-23";0.3
"1985-07-24";0.3
"1985-07-25";2.1
"1985-07-26";8.5
"1985-07-27";1.4
"1985-07-28";4.1
"1985-07-29";10.3
"1985-07-30";6.6
"1985-07-31";6.1
"1985-08-01";7.0
"1985-08-02";5.1
"1985-08-03";6.3
"1985-08-04";6.9
"1985-08-05";11.4
"1985-08-06";10.4
"1985-08-07";10.3
"1985-08-08";9.2
"1985-08-09";7.2
"1985-08-10";7.5
"1985-08-11";4.0
"1985-08-12";5.6
"1985-08-13";6.7
"1985-08-14";8.4
"1985-08-15";11.0
"1985-08-16";8.4
"1985-08-17";8.8
"1985-08-18";8.6
"1985-08-19";8.3
"1985-08-20";4.0
"1985-08-21";3.6
"1985-08-22";5.7
"1985-08-23";10.6
"1985-08-24";6.9
"1985-08-25";10.0
"1985-08-26";9.8
"1985-08-27";7.2
"1985-08-28";10.5
"1985-08-29";3.6
"1985-08-30";5.3
"1985-08-31";8.4
"1985-09-01";10.3
"1985-09-02";7.9
"1985-09-03";8.5
"1985-09-04";7.9
"1985-09-05";8.0
"1985-09-06";9.8
"1985-09-07";6.7
"1985-09-08";4.8
"1985-09-09";9.9
"1985-09-10";12.8
"1985-09-11";10.9
"1985-09-12";11.7
"1985-09-13";11.7
"1985-09-14";11.0
"1985-09-15";8.2
"1985-09-16";7.5
"1985-09-17";5.4
"1985-09-18";7.2
"1985-09-19";9.7
"1985-09-20";8.4
"1985-09-21";9.0
"1985-09-22";8.7
"1985-09-23";6.6
"1985-09-24";11.6
"1985-09-25";13.1
"1985-09-26";6.7
"1985-09-27";6.5
"1985-09-28";7.7
"1985-09-29";8.7
"1985-09-30";7.2
"1985-10-01";10.5
"1985-10-02";8.6
"1985-10-03";7.2
"1985-10-04";11.4
"1985-10-05";16.2
"1985-10-06";6.1
"1985-10-07";9.6
"1985-10-08";11.1
"1985-10-09";13.6
"1985-10-10";10.7
"1985-10-11";14.7
"1985-10-12";11.6
"1985-10-13";7.3
"1985-10-14";8.0
"1985-10-15";9.6
"1985-10-16";16.0
"1985-10-17";15.1
"1985-10-18";12.8
"1985-10-19";6.2
"1985-10-20";7.1
"1985-10-21";8.4
"1985-10-22";10.0
"1985-10-23";12.7
"1985-10-24";10.0
"1985-10-25";10.2
"1985-10-26";6.5
"1985-10-27";9.2
"1985-10-28";11.9
"1985-10-29";14.7
"1985-10-30";11.4
"1985-10-31";6.8
"1985-11-01";7.4
"1985-11-02";11.2
"1985-11-03";9.2
"1985-11-04";12.6
"1985-11-05";16.0
"1985-11-06";17.1
"1985-11-07";15.3
"1985-11-08";13.3
"1985-11-09";15.4
"1985-11-10";13.2
"1985-11-11";14.4
"1985-11-12";14.0
"1985-11-13";15.5
"1985-11-14";21.0
"1985-11-15";10.0
"1985-11-16";9.6
"1985-11-17";12.0
"1985-11-18";12.2
"1985-11-19";11.3
"1985-11-20";13.2
"1985-11-21";10.5
"1985-11-22";10.1
"1985-11-23";8.8
"1985-11-24";13.7
"1985-11-25";16.2
"1985-11-26";16.0
"1985-11-27";14.0
"1985-11-28";13.7
"1985-11-29";12.5
"1985-11-30";12.8
"1985-12-01";12.3
"1985-12-02";15.2
"1985-12-03";15.0
"1985-12-04";16.4
"1985-12-05";16.1
"1985-12-06";14.6
"1985-12-07";18.2
"1985-12-08";16.4
"1985-12-09";16.6
"1985-12-10";14.7
"1985-12-11";15.8
"1985-12-12";14.1
"1985-12-13";13.5
"1985-12-14";13.6
"1985-12-15";13.7
"1985-12-16";13.6
"1985-12-17";12.1
"1985-12-18";12.7
"1985-12-19";13.3
"1985-12-20";14.2
"1985-12-21";15.0
"1985-12-22";13.7
"1985-12-23";12.0
"1985-12-24";13.1
"1985-12-25";13.2
"1985-12-26";13.3
"1985-12-27";11.5
"1985-12-28";10.8
"1985-12-29";12.0
"1985-12-30";16.3
"1985-12-31";14.4
"1986-01-01";12.9
"1986-01-02";13.8
"1986-01-03";10.6
"1986-01-04";12.6
"1986-01-05";13.7
"1986-01-06";12.6
"1986-01-07";13.1
"1986-01-08";15.4
"1986-01-09";11.9
"1986-01-10";13.8
"1986-01-11";14.4
"1986-01-12";15.2
"1986-01-13";12.5
"1986-01-14";12.2
"1986-01-15";16.1
"1986-01-16";14.6
"1986-01-17";11.6
"1986-01-18";13.1
"1986-01-19";12.8
"1986-01-20";15.2
"1986-01-21";13.8
"1986-01-22";15.0
"1986-01-23";13.5
"1986-01-24";11.8
"1986-01-25";15.3
"1986-01-26";13.5
"1986-01-27";15.3
"1986-01-28";13.8
"1986-01-29";15.8
"1986-01-30";17.4
"1986-01-31";15.3
"1986-02-01";14.6
"1986-02-02";14.8
"1986-02-03";10.7
"1986-02-04";11.6
"1986-02-05";13.6
"1986-02-06";14.4
"1986-02-07";11.8
"1986-02-08";15.8
"1986-02-09";16.0
"1986-02-10";11.8
"1986-02-11";14.5
"1986-02-12";10.7
"1986-02-13";14.2
"1986-02-14";19.5
"1986-02-15";21.4
"1986-02-16";17.9
"1986-02-17";17.4
"1986-02-18";12.7
"1986-02-19";13.8
"1986-02-20";14.0
"1986-02-21";15.0
"1986-02-22";14.5
"1986-02-23";13.1
"1986-02-24";11.4
"1986-02-25";12.5
"1986-02-26";12.0
"1986-02-27";13.4
"1986-02-28";14.4
"1986-03-01";17.7
"1986-03-02";13.9
"1986-03-03";13.3
"1986-03-04";14.6
"1986-03-05";16.4
"1986-03-06";16.8
"1986-03-07";20.0
"1986-03-08";12.5
"1986-03-09";12.7
"1986-03-10";11.7
"1986-03-11";12.7
"1986-03-12";8.6
"1986-03-13";11.9
"1986-03-14";16.0
"1986-03-15";15.2
"1986-03-16";13.4
"1986-03-17";11.6
"1986-03-18";11.1
"1986-03-19";15.6
"1986-03-20";17.0
"1986-03-21";18.5
"1986-03-22";17.4
"1986-03-23";16.5
"1986-03-24";16.2
"1986-03-25";16.1
"1986-03-26";13.2
"1986-03-27";18.0
"1986-03-28";12.8
"1986-03-29";11.7
"1986-03-30";16.7
"1986-03-31";15.6
"1986-04-01";10.2
"1986-04-02";10.3
"1986-04-03";15.0
"1986-04-04";18.0
"1986-04-05";13.8
"1986-04-06";10.5
"1986-04-07";11.8
"1986-04-08";7.2
"1986-04-09";11.6
"1986-04-10";7.4
"1986-04-11";14.2
"1986-04-12";12.2
"1986-04-13";9.0
"1986-04-14";12.3
"1986-04-15";19.7
"1986-04-16";12.8
"1986-04-17";12.4
"1986-04-18";12.0
"1986-04-19";12.0
"1986-04-20";11.1
"1986-04-21";12.7
"1986-04-22";14.2
"1986-04-23";11.6
"1986-04-24";12.0
"1986-04-25";11.5
"1986-04-26";8.3
"1986-04-27";10.5
"1986-04-28";9.0
"1986-04-29";6.9
"1986-04-30";9.4
"1986-05-01";11.1
"1986-05-02";9.1
"1986-05-03";7.7
"1986-05-04";10.0
"1986-05-05";10.4
"1986-05-06";8.0
"1986-05-07";9.8
"1986-05-08";12.4
"1986-05-09";12.9
"1986-05-10";12.3
"1986-05-11";6.9
"1986-05-12";10.5
"1986-05-13";11.0
"1986-05-14";9.7
"1986-05-15";11.1
"1986-05-16";11.5
"1986-05-17";13.4
"1986-05-18";10.9
"1986-05-19";12.0
"1986-05-20";12.1
"1986-05-21";10.4
"1986-05-22";10.0
"1986-05-23";9.6
"1986-05-24";11.3
"1986-05-25";8.5
"1986-05-26";6.3
"1986-05-27";8.2
"1986-05-28";10.7
"1986-05-29";10.3
"1986-05-30";9.5
"1986-05-31";10.9
"1986-06-01";10.9
"1986-06-02";4.3
"1986-06-03";5.2
"1986-06-04";11.0
"1986-06-05";11.6
"1986-06-06";10.6
"1986-06-07";9.4
"1986-06-08";10.0
"1986-06-09";9.6
"1986-06-10";9.5
"1986-06-11";9.7
"1986-06-12";9.6
"1986-06-13";7.0
"1986-06-14";7.0
"1986-06-15";6.8
"1986-06-16";6.9
"1986-06-17";8.0
"1986-06-18";7.6
"1986-06-19";8.6
"1986-06-20";5.7
"1986-06-21";5.5
"1986-06-22";5.7
"1986-06-23";5.7
"1986-06-24";6.6
"1986-06-25";6.0
"1986-06-26";6.9
"1986-06-27";7.7
"1986-06-28";8.0
"1986-06-29";3.9
"1986-06-30";0.8
"1986-07-01";2.8
"1986-07-02";8.0
"1986-07-03";9.8
"1986-07-04";11.4
"1986-07-05";8.6
"1986-07-06";5.2
"1986-07-07";6.6
"1986-07-08";5.7
"1986-07-09";4.6
"1986-07-10";5.8
"1986-07-11";7.0
"1986-07-12";4.8
"1986-07-13";4.4
"1986-07-14";4.4
"1986-07-15";7.9
"1986-07-16";10.6
"1986-07-17";5.0
"1986-07-18";7.6
"1986-07-19";9.2
"1986-07-20";9.7
"1986-07-21";8.8
"1986-07-22";6.8
"1986-07-23";9.4
"1986-07-24";11.0
"1986-07-25";2.5
"1986-07-26";2.1
"1986-07-27";5.4
"1986-07-28";6.2
"1986-07-29";7.8
"1986-07-30";7.4
"1986-07-31";9.3
"1986-08-01";9.3
"1986-08-02";9.5
"1986-08-03";8.5
"1986-08-04";10.0
"1986-08-05";7.7
"1986-08-06";9.3
"1986-08-07";9.1
"1986-08-08";3.5
"1986-08-09";3.6
"1986-08-10";2.5
"1986-08-11";1.7
"1986-08-12";2.7
"1986-08-13";2.9
"1986-08-14";5.3
"1986-08-15";7.7
"1986-08-16";9.1
"1986-08-17";9.4
"1986-08-18";7.3
"1986-08-19";8.4
"1986-08-20";9.2
"1986-08-21";6.6
"1986-08-22";9.7
"1986-08-23";12.4
"1986-08-24";10.2
"1986-08-25";5.9
"1986-08-26";7.1
"1986-08-27";7.5
"1986-08-28";9.7
"1986-08-29";12.2
"1986-08-30";5.6
"1986-08-31";5.4
"1986-09-01";8.3
"1986-09-02";10.6
"1986-09-03";9.1
"1986-09-04";11.3
"1986-09-05";10.9
"1986-09-06";8.9
"1986-09-07";6.3
"1986-09-08";9.0
"1986-09-09";6.1
"1986-09-10";9.1
"1986-09-11";9.6
"1986-09-12";6.0
"1986-09-13";10.0
"1986-09-14";11.0
"1986-09-15";6.2
"1986-09-16";8.3
"1986-09-17";11.3
"1986-09-18";11.3
"1986-09-19";6.7
"1986-09-20";6.6
"1986-09-21";11.4
"1986-09-22";6.9
"1986-09-23";10.6
"1986-09-24";8.6
"1986-09-25";11.3
"1986-09-26";12.5
"1986-09-27";9.9
"1986-09-28";6.9
"1986-09-29";5.5
"1986-09-30";7.8
"1986-10-01";11.0
"1986-10-02";16.2
"1986-10-03";9.9
"1986-10-04";8.7
"1986-10-05";10.5
"1986-10-06";12.2
"1986-10-07";10.6
"1986-10-08";8.3
"1986-10-09";5.5
"1986-10-10";9.0
"1986-10-11";6.4
"1986-10-12";7.2
"1986-10-13";12.9
"1986-10-14";12.0
"1986-10-15";7.3
"1986-10-16";9.7
"1986-10-17";8.4
"1986-10-18";14.7
"1986-10-19";9.5
"1986-10-20";7.9
"1986-10-21";6.8
"1986-10-22";12.6
"1986-10-23";5.2
"1986-10-24";7.5
"1986-10-25";8.7
"1986-10-26";7.6
"1986-10-27";9.0
"1986-10-28";7.2
"1986-10-29";10.7
"1986-10-30";13.1
"1986-10-31";13.9
"1986-11-01";10.8
"1986-11-02";10.4
"1986-11-03";9.1
"1986-11-04";16.0
"1986-11-05";21.0
"1986-11-06";16.2
"1986-11-07";8.6
"1986-11-08";9.2
"1986-11-09";12.5
"1986-11-10";9.7
"1986-11-11";12.5
"1986-11-12";10.3
"1986-11-13";12.0
"1986-11-14";11.0
"1986-11-15";14.8
"1986-11-16";15.0
"1986-11-17";15.3
"1986-11-18";10.3
"1986-11-19";10.7
"1986-11-20";10.5
"1986-11-21";8.9
"1986-11-22";8.1
"1986-11-23";11.5
"1986-11-24";12.8
"1986-11-25";9.1
"1986-11-26";14.6
"1986-11-27";11.6
"1986-11-28";11.2
"1986-11-29";12.6
"1986-11-30";7.5
"1986-12-01";11.0
"1986-12-02";14.5
"1986-12-03";18.5
"1986-12-04";15.4
"1986-12-05";13.1
"1986-12-06";16.3
"1986-12-07";20.2
"1986-12-08";11.5
"1986-12-09";12.4
"1986-12-10";10.9
"1986-12-11";12.7
"1986-12-12";12.2
"1986-12-13";12.4
"1986-12-14";9.8
"1986-12-15";8.5
"1986-12-16";14.7
"1986-12-17";12.0
"1986-12-18";10.3
"1986-12-19";11.0
"1986-12-20";10.2
"1986-12-21";12.6
"1986-12-22";11.6
"1986-12-23";9.7
"1986-12-24";13.4
"1986-12-25";10.5
"1986-12-26";14.7
"1986-12-27";14.6
"1986-12-28";14.2
"1986-12-29";13.2
"1986-12-30";11.7
"1986-12-31";17.2
"1987-01-01";12.3
"1987-01-02";13.8
"1987-01-03";15.3
"1987-01-04";15.6
"1987-01-05";16.2
"1987-01-06";16.3
"1987-01-07";16.8
"1987-01-08";11.0
"1987-01-09";8.5
"1987-01-10";13.2
"1987-01-11";13.0
"1987-01-12";12.4
"1987-01-13";13.0
"1987-01-14";16.6
"1987-01-15";12.0
"1987-01-16";12.4
"1987-01-17";15.0
"1987-01-18";11.8
"1987-01-19";11.6
"1987-01-20";12.2
"1987-01-21";13.7
"1987-01-22";11.2
"1987-01-23";12.4
"1987-01-24";11.5
"1987-01-25";13.8
"1987-01-26";15.7
"1987-01-27";12.9
"1987-01-28";11.5
"1987-01-29";11.0
"1987-01-30";12.7
"1987-01-31";14.9
"1987-02-01";16.5
"1987-02-02";12.8
"1987-02-03";12.7
"1987-02-04";12.7
"1987-02-05";11.6
"1987-02-06";13.3
"1987-02-07";15.2
"1987-02-08";16.4
"1987-02-09";11.9
"1987-02-10";15.1
"1987-02-11";10.6
"1987-02-12";13.6
"1987-02-13";12.1
"1987-02-14";16.0
"1987-02-15";16.8
"1987-02-16";16.6
"1987-02-17";15.6
"1987-02-18";15.2
"1987-02-19";17.7
"1987-02-20";21.0
"1987-02-21";13.4
"1987-02-22";10.5
"1987-02-23";9.5
"1987-02-24";12.0
"1987-02-25";10.4
"1987-02-26";11.5
"1987-02-27";13.2
"1987-02-28";15.0
"1987-03-01";14.1
"1987-03-02";12.4
"1987-03-03";13.4
"1987-03-04";12.5
"1987-03-05";14.3
"1987-03-06";17.6
"1987-03-07";10.4
"1987-03-08";9.9
"1987-03-09";10.2
"1987-03-10";11.3
"1987-03-11";9.5
"1987-03-12";11.8
"1987-03-13";11.5
"1987-03-14";10.5
"1987-03-15";10.8
"1987-03-16";13.0
"1987-03-17";18.5
"1987-03-18";18.7
"1987-03-19";15.0
"1987-03-20";13.0
"1987-03-21";11.3
"1987-03-22";13.0
"1987-03-23";13.3
"1987-03-24";11.0
"1987-03-25";10.3
"1987-03-26";13.0
"1987-03-27";12.3
"1987-03-28";15.6
"1987-03-29";10.2
"1987-03-30";10.8
"1987-03-31";12.0
"1987-04-01";13.3
"1987-04-02";11.7
"1987-04-03";12.5
"1987-04-04";13.7
"1987-04-05";14.9
"1987-04-06";20.2
"1987-04-07";16.3
"1987-04-08";13.9
"1987-04-09";10.1
"1987-04-10";7.3
"1987-04-11";14.0
"1987-04-12";17.7
"1987-04-13";16.3
"1987-04-14";10.6
"1987-04-15";9.7
"1987-04-16";7.8
"1987-04-17";10.4
"1987-04-18";10.4
"1987-04-19";14.1
"1987-04-20";7.1
"1987-04-21";8.1
"1987-04-22";7.8
"1987-04-23";10.6
"1987-04-24";9.1
"1987-04-25";9.0
"1987-04-26";11.9
"1987-04-27";17.1
"1987-04-28";16.8
"1987-04-29";13.5
"1987-04-30";11.6
"1987-05-01";7.0
"1987-05-02";9.7
"1987-05-03";9.9
"1987-05-04";11.2
"1987-05-05";11.3
"1987-05-06";11.8
"1987-05-07";9.9
"1987-05-08";7.1
"1987-05-09";9.6
"1987-05-10";9.8
"1987-05-11";10.6
"1987-05-12";12.8
"1987-05-13";16.5
"1987-05-14";11.7
"1987-05-15";12.3
"1987-05-16";12.2
"1987-05-17";11.8
"1987-05-18";10.7
"1987-05-19";10.2
"1987-05-20";10.0
"1987-05-21";8.3
"1987-05-22";6.6
"1987-05-23";9.5
"1987-05-24";12.3
"1987-05-25";7.6
"1987-05-26";9.3
"1987-05-27";5.0
"1987-05-28";4.3
"1987-05-29";6.4
"1987-05-30";10.8
"1987-05-31";7.8
"1987-06-01";8.5
"1987-06-02";9.7
"1987-06-03";10.0
"1987-06-04";11.0
"1987-06-05";10.2
"1987-06-06";6.6
"1987-06-07";6.1
"1987-06-08";5.9
"1987-06-09";8.9
"1987-06-10";13.0
"1987-06-11";12.6
"1987-06-12";5.4
"1987-06-13";6.0
"1987-06-14";7.8
"1987-06-15";9.0
"1987-06-16";4.2
"1987-06-17";3.0
"1987-06-18";4.5
"1987-06-19";6.2
"1987-06-20";11.9
"1987-06-21";11.8
"1987-06-22";9.4
"1987-06-23";9.6
"1987-06-24";9.4
"1987-06-25";7.0
"1987-06-26";8.9
"1987-06-27";9.3
"1987-06-28";6.8
"1987-06-29";7.5
"1987-06-30";8.0
"1987-07-01";8.3
"1987-07-02";2.7
"1987-07-03";3.9
"1987-07-04";4.1
"1987-07-05";5.0
"1987-07-06";5.8
"1987-07-07";4.4
"1987-07-08";4.1
"1987-07-09";5.8
"1987-07-10";9.1
"1987-07-11";7.9
"1987-07-12";5.0
"1987-07-13";2.8
"1987-07-14";4.7
"1987-07-15";8.9
"1987-07-16";5.4
"1987-07-17";7.1
"1987-07-18";9.0
"1987-07-19";9.4
"1987-07-20";6.3
"1987-07-21";7.0
"1987-07-22";6.4
"1987-07-23";6.7
"1987-07-24";1.5
"1987-07-25";2.9
"1987-07-26";4.8
"1987-07-27";6.3
"1987-07-28";5.7
"1987-07-29";7.0
"1987-07-30";8.8
"1987-07-31";8.7
"1987-08-01";9.0
"1987-08-02";9.6
"1987-08-03";8.0
"1987-08-04";8.4
"1987-08-05";8.1
"1987-08-06";9.0
"1987-08-07";5.3
"1987-08-08";8.9
"1987-08-09";8.7
"1987-08-10";4.9
"1987-08-11";7.0
"1987-08-12";7.5
"1987-08-13";7.0
"1987-08-14";9.1
"1987-08-15";11.8
"1987-08-16";9.9
"1987-08-17";5.6
"1987-08-18";4.2
"1987-08-19";4.3
"1987-08-20";8.0
"1987-08-21";5.1
"1987-08-22";9.4
"1987-08-23";9.1
"1987-08-24";9.7
"1987-08-25";10.6
"1987-08-26";8.6
"1987-08-27";10.1
"1987-08-28";11.0
"1987-08-29";9.7
"1987-08-30";5.0
"1987-08-31";6.1
"1987-09-01";5.4
"1987-09-02";5.8
"1987-09-03";7.3
"1987-09-04";6.3
"1987-09-05";4.8
"1987-09-06";7.6
"1987-09-07";8.1
"1987-09-08";9.5
"1987-09-09";10.3
"1987-09-10";7.0
"1987-09-11";9.0
"1987-09-12";10.2
"1987-09-13";6.8
"1987-09-14";9.3
"1987-09-15";9.8
"1987-09-16";10.7
"1987-09-17";7.8
"1987-09-18";9.2
"1987-09-19";15.0
"1987-09-20";7.8
"1987-09-21";5.3
"1987-09-22";9.5
"1987-09-23";7.6
"1987-09-24";14.0
"1987-09-25";14.9
"1987-09-26";14.9
"1987-09-27";19.2
"1987-09-28";17.0
"1987-09-29";13.0
"1987-09-30";11.2
"1987-10-01";9.5
"1987-10-02";10.3
"1987-10-03";9.3
"1987-10-04";11.3
"1987-10-05";6.5
"1987-10-06";12.0
"1987-10-07";8.3
"1987-10-08";8.7
"1987-10-09";8.7
"1987-10-10";10.2
"1987-10-11";6.9
"1987-10-12";4.9
"1987-10-13";10.0
"1987-10-14";7.6
"1987-10-15";14.5
"1987-10-16";13.2
"1987-10-17";9.9
"1987-10-18";10.1
"1987-10-19";11.3
"1987-10-20";10.4
"1987-10-21";10.9
"1987-10-22";9.2
"1987-10-23";10.5
"1987-10-24";11.4
"1987-10-25";13.5
"1987-10-26";9.8
"1987-10-27";13.1
"1987-10-28";9.7
"1987-10-29";11.4
"1987-10-30";9.9
"1987-10-31";14.4
"1987-11-01";19.0
"1987-11-02";23.0
"1987-11-03";15.4
"1987-11-04";9.6
"1987-11-05";10.8
"1987-11-06";12.1
"1987-11-07";11.0
"1987-11-08";12.6
"1987-11-09";14.7
"1987-11-10";11.1
"1987-11-11";10.1
"1987-11-12";11.4
"1987-11-13";13.0
"1987-11-14";11.9
"1987-11-15";9.5
"1987-11-16";13.5
"1987-11-17";15.2
"1987-11-18";18.4
"1987-11-19";24.1
"1987-11-20";14.1
"1987-11-21";10.7
"1987-11-22";8.7
"1987-11-23";13.3
"1987-11-24";11.6
"1987-11-25";9.9
"1987-11-26";10.8
"1987-11-27";11.5
"1987-11-28";10.0
"1987-11-29";13.9
"1987-11-30";13.6
"1987-12-01";11.9
"1987-12-02";11.1
"1987-12-03";8.2
"1987-12-04";9.4
"1987-12-05";12.7
"1987-12-06";11.6
"1987-12-07";11.0
"1987-12-08";11.3
"1987-12-09";13.4
"1987-12-10";14.9
"1987-12-11";15.2
"1987-12-12";13.9
"1987-12-13";15.0
"1987-12-14";16.2
"1987-12-15";17.7
"1987-12-16";20.5
"1987-12-17";14.7
"1987-12-18";12.5
"1987-12-19";10.9
"1987-12-20";12.8
"1987-12-21";12.7
"1987-12-22";11.2
"1987-12-23";11.4
"1987-12-24";11.2
"1987-12-25";12.1
"1987-12-26";12.7
"1987-12-27";16.2
"1987-12-28";14.2
"1987-12-29";14.3
"1987-12-30";13.3
"1987-12-31";16.7
"1988-01-01";15.3
"1988-01-02";14.3
"1988-01-03";13.5
"1988-01-04";15.0
"1988-01-05";13.6
"1988-01-06";15.2
"1988-01-07";17.0
"1988-01-08";18.7
"1988-01-09";16.5
"1988-01-10";17.4
"1988-01-11";18.3
"1988-01-12";18.3
"1988-01-13";22.4
"1988-01-14";21.4
"1988-01-15";20.9
"1988-01-16";17.6
"1988-01-17";15.5
"1988-01-18";16.6
"1988-01-19";16.2
"1988-01-20";15.6
"1988-01-21";14.5
"1988-01-22";14.0
"1988-01-23";15.6
"1988-01-24";12.3
"1988-01-25";11.6
"1988-01-26";12.6
"1988-01-27";14.9
"1988-01-28";17.3
"1988-01-29";21.4
"1988-01-30";23.4
"1988-01-31";14.4
"1988-02-01";14.1
"1988-02-02";15.0
"1988-02-03";14.5
"1988-02-04";15.1
"1988-02-05";13.9
"1988-02-06";13.4
"1988-02-07";9.2
"1988-02-08";12.5
"1988-02-09";15.1
"1988-02-10";12.1
"1988-02-11";14.5
"1988-02-12";16.3
"1988-02-13";16.5
"1988-02-14";14.9
"1988-02-15";13.2
"1988-02-16";11.8
"1988-02-17";13.6
"1988-02-18";16.2
"1988-02-19";14.1
"1988-02-20";13.5
"1988-02-21";15.0
"1988-02-22";14.8
"1988-02-23";16.2
"1988-02-24";16.2
"1988-02-25";13.3
"1988-02-26";15.3
"1988-02-27";18.4
"1988-02-28";16.2
"1988-02-29";16.3
"1988-03-01";12.4
"1988-03-02";15.6
"1988-03-03";14.9
"1988-03-04";14.8
"1988-03-05";12.7
"1988-03-06";14.2
"1988-03-07";16.8
"1988-03-08";16.7
"1988-03-09";16.2
"1988-03-10";14.5
"1988-03-11";10.0
"1988-03-12";12.6
"1988-03-13";11.9
"1988-03-14";11.8
"1988-03-15";13.4
"1988-03-16";14.5
"1988-03-17";15.7
"1988-03-18";15.3
"1988-03-19";13.9
"1988-03-20";13.7
"1988-03-21";15.1
"1988-03-22";15.6
"1988-03-23";14.4
"1988-03-24";13.9
"1988-03-25";16.2
"1988-03-26";16.7
"1988-03-27";15.5
"1988-03-28";16.4
"1988-03-29";17.5
"1988-03-30";18.2
"1988-03-31";16.1
"1988-04-01";16.5
"1988-04-02";14.6
"1988-04-03";16.4
"1988-04-04";13.6
"1988-04-05";15.9
"1988-04-06";11.9
"1988-04-07";14.7
"1988-04-08";9.4
"1988-04-09";6.6
"1988-04-10";7.9
"1988-04-11";11.0
"1988-04-12";15.7
"1988-04-13";15.2
"1988-04-14";15.9
"1988-04-15";10.6
"1988-04-16";8.3
"1988-04-17";8.6
"1988-04-18";12.7
"1988-04-19";10.5
"1988-04-20";12.0
"1988-04-21";11.1
"1988-04-22";13.0
"1988-04-23";12.4
"1988-04-24";13.3
"1988-04-25";15.9
"1988-04-26";12.0
"1988-04-27";13.7
"1988-04-28";17.6
"1988-04-29";14.3
"1988-04-30";13.7
"1988-05-01";15.2
"1988-05-02";14.5
"1988-05-03";14.9
"1988-05-04";15.5
"1988-05-05";16.4
"1988-05-06";14.5
"1988-05-07";12.6
"1988-05-08";13.6
"1988-05-09";11.2
"1988-05-10";11.0
"1988-05-11";12.0
"1988-05-12";6.8
"1988-05-13";10.6
"1988-05-14";13.1
"1988-05-15";13.5
"1988-05-16";11.7
"1988-05-17";13.2
"1988-05-18";12.0
"1988-05-19";10.4
"1988-05-20";10.0
"1988-05-21";8.2
"1988-05-22";9.4
"1988-05-23";10.3
"1988-05-24";8.1
"1988-05-25";8.7
"1988-05-26";12.6
"1988-05-27";10.9
"1988-05-28";8.7
"1988-05-29";9.3
"1988-05-30";6.3
"1988-05-31";7.8
"1988-06-01";10.0
"1988-06-02";11.0
"1988-06-03";11.1
"1988-06-04";12.6
"1988-06-05";10.2
"1988-06-06";11.1
"1988-06-07";8.7
"1988-06-08";9.5
"1988-06-09";9.7
"1988-06-10";8.2
"1988-06-11";5.0
"1988-06-12";6.5
"1988-06-13";12.1
"1988-06-14";8.9
"1988-06-15";6.1
"1988-06-16";2.8
"1988-06-17";3.7
"1988-06-18";6.8
"1988-06-19";6.6
"1988-06-20";7.0
"1988-06-21";7.3
"1988-06-22";7.9
"1988-06-23";10.6
"1988-06-24";8.1
"1988-06-25";6.7
"1988-06-26";8.0
"1988-06-27";10.0
"1988-06-28";6.7
"1988-06-29";9.4
"1988-06-30";9.3
"1988-07-01";6.0
"1988-07-02";5.8
"1988-07-03";4.9
"1988-07-04";5.0
"1988-07-05";8.4
"1988-07-06";12.3
"1988-07-07";13.0
"1988-07-08";11.4
"1988-07-09";6.8
"1988-07-10";7.6
"1988-07-11";12.4
"1988-07-12";7.1
"1988-07-13";7.5
"1988-07-14";10.0
"1988-07-15";5.3
"1988-07-16";6.3
"1988-07-17";8.0
"1988-07-18";8.3
"1988-07-19";9.3
"1988-07-20";9.5
"1988-07-21";5.6
"1988-07-22";7.0
"1988-07-23";8.5
"1988-07-24";8.5
"1988-07-25";8.2
"1988-07-26";8.5
"1988-07-27";9.6
"1988-07-28";9.7
"1988-07-29";7.1
"1988-07-30";8.4
"1988-07-31";9.2
"1988-08-01";9.8
"1988-08-02";8.1
"1988-08-03";9.4
"1988-08-04";10.0
"1988-08-05";5.1
"1988-08-06";6.7
"1988-08-07";6.9
"1988-08-08";6.8
"1988-08-09";8.6
"1988-08-10";9.1
"1988-08-11";3.9
"1988-08-12";4.8
"1988-08-13";8.4
"1988-08-14";11.6
"1988-08-15";12.1
"1988-08-16";12.4
"1988-08-17";10.0
"1988-08-18";10.1
"1988-08-19";9.7
"1988-08-20";11.7
"1988-08-21";7.9
"1988-08-22";8.6
"1988-08-23";7.7
"1988-08-24";5.8
"1988-08-25";8.7
"1988-08-26";10.6
"1988-08-27";6.7
"1988-08-28";8.8
"1988-08-29";9.7
"1988-08-30";9.0
"1988-08-31";11.8
"1988-09-01";15.2
"1988-09-02";10.0
"1988-09-03";10.5
"1988-09-04";5.5
"1988-09-05";9.4
"1988-09-06";8.8
"1988-09-07";5.3
"1988-09-08";13.0
"1988-09-09";15.2
"1988-09-10";13.2
"1988-09-11";11.5
"1988-09-12";6.8
"1988-09-13";4.7
"1988-09-14";5.2
"1988-09-15";6.8
"1988-09-16";10.7
"1988-09-17";10.1
"1988-09-18";10.0
"1988-09-19";9.8
"1988-09-20";5.5
"1988-09-21";13.5
"1988-09-22";16.6
"1988-09-23";8.4
"1988-09-24";8.2
"1988-09-25";11.1
"1988-09-26";10.8
"1988-09-27";8.8
"1988-09-28";10.8
"1988-09-29";8.7
"1988-09-30";12.4
"1988-10-01";9.0
"1988-10-02";13.5
"1988-10-03";14.7
"1988-10-04";10.9
"1988-10-05";8.5
"1988-10-06";6.0
"1988-10-07";12.7
"1988-10-08";11.1
"1988-10-09";8.7
"1988-10-10";12.3
"1988-10-11";13.3
"1988-10-12";5.6
"1988-10-13";13.7
"1988-10-14";8.5
"1988-10-15";11.2
"1988-10-16";8.7
"1988-10-17";11.7
"1988-10-18";12.5
"1988-10-19";8.2
"1988-10-20";15.6
"1988-10-21";10.3
"1988-10-22";11.4
"1988-10-23";9.7
"1988-10-24";6.3
"1988-10-25";14.3
"1988-10-26";11.3
"1988-10-27";7.3
"1988-10-28";12.8
"1988-10-29";11.9
"1988-10-30";14.3
"1988-10-31";11.6
"1988-11-01";13.2
"1988-11-02";15.5
"1988-11-03";14.1
"1988-11-04";9.5
"1988-11-05";7.2
"1988-11-06";11.8
"1988-11-07";16.8
"1988-11-08";12.5
"1988-11-09";9.4
"1988-11-10";11.9
"1988-11-11";10.3
"1988-11-12";16.9
"1988-11-13";17.5
"1988-11-14";7.5
"1988-11-15";8.6
"1988-11-16";11.1
"1988-11-17";11.5
"1988-11-18";10.7
"1988-11-19";15.7
"1988-11-20";12.8
"1988-11-21";13.0
"1988-11-22";12.9
"1988-11-23";14.3
"1988-11-24";13.7
"1988-11-25";12.1
"1988-11-26";11.9
"1988-11-27";11.8
"1988-11-28";11.4
"1988-11-29";10.3
"1988-11-30";11.7
"1988-12-01";12.0
"1988-12-02";17.4
"1988-12-03";16.8
"1988-12-04";16.2
"1988-12-05";13.0
"1988-12-06";12.5
"1988-12-07";12.4
"1988-12-08";16.1
"1988-12-09";20.2
"1988-12-10";14.3
"1988-12-11";11.0
"1988-12-12";14.4
"1988-12-13";15.7
"1988-12-14";19.7
"1988-12-15";20.7
"1988-12-16";23.9
"1988-12-17";16.6
"1988-12-18";17.5
"1988-12-19";14.9
"1988-12-20";13.6
"1988-12-21";11.9
"1988-12-22";15.2
"1988-12-23";17.3
"1988-12-24";19.8
"1988-12-25";15.8
"1988-12-26";9.5
"1988-12-27";12.9
"1988-12-28";12.9
"1988-12-29";14.8
"1988-12-30";14.1
"1989-01-01";14.3
"1989-01-02";17.4
"1989-01-03";18.5
"1989-01-04";16.8
"1989-01-05";11.5
"1989-01-06";9.5
"1989-01-07";12.2
"1989-01-08";15.7
"1989-01-09";16.3
"1989-01-10";13.6
"1989-01-11";12.6
"1989-01-12";13.8
"1989-01-13";12.1
"1989-01-14";13.4
"1989-01-15";17.3
"1989-01-16";19.4
"1989-01-17";16.6
"1989-01-18";13.9
"1989-01-19";13.1
"1989-01-20";16.0
"1989-01-21";14.5
"1989-01-22";15.0
"1989-01-23";12.6
"1989-01-24";12.5
"1989-01-25";15.2
"1989-01-26";16.2
"1989-01-27";16.5
"1989-01-28";20.1
"1989-01-29";20.6
"1989-01-30";16.9
"1989-01-31";16.5
"1989-02-01";16.1
"1989-02-02";14.4
"1989-02-03";16.3
"1989-02-04";15.7
"1989-02-05";14.2
"1989-02-06";13.2
"1989-02-07";16.8
"1989-02-08";18.5
"1989-02-09";16.7
"1989-02-10";15.3
"1989-02-11";15.9
"1989-02-12";15.2
"1989-02-13";17.5
"1989-02-14";18.3
"1989-02-15";19.4
"1989-02-16";19.4
"1989-02-17";19.5
"1989-02-18";20.5
"1989-02-19";15.7
"1989-02-20";15.0
"1989-02-21";16.1
"1989-02-22";14.3
"1989-02-23";13.0
"1989-02-24";16.2
"1989-02-25";17.7
"1989-02-26";13.2
"1989-02-27";15.8
"1989-02-28";18.5
"1989-03-01";20.4
"1989-03-02";22.0
"1989-03-03";19.7
"1989-03-04";19.6
"1989-03-05";20.3
"1989-03-06";18.3
"1989-03-07";18.9
"1989-03-08";20.3
"1989-03-09";21.4
"1989-03-10";18.3
"1989-03-11";17.8
"1989-03-12";17.7
"1989-03-13";12.8
"1989-03-14";15.1
"1989-03-15";15.0
"1989-03-16";14.8
"1989-03-17";12.0
"1989-03-18";12.5
"1989-03-19";15.0
"1989-03-20";17.1
"1989-03-21";17.3
"1989-03-22";16.9
"1989-03-23";16.5
"1989-03-24";13.6
"1989-03-25";13.2
"1989-03-26";9.4
"1989-03-27";9.5
"1989-03-28";11.8
"1989-03-29";10.4
"1989-03-30";9.7
"1989-03-31";12.6
"1989-04-01";13.3
"1989-04-02";15.1
"1989-04-03";14.2
"1989-04-04";14.2
"1989-04-05";19.2
"1989-04-06";12.6
"1989-04-07";14.2
"1989-04-08";11.9
"1989-04-09";13.9
"1989-04-10";13.5
"1989-04-11";15.3
"1989-04-12";13.9
"1989-04-13";14.0
"1989-04-14";12.9
"1989-04-15";8.5
"1989-04-16";11.4
"1989-04-17";10.9
"1989-04-18";12.0
"1989-04-19";8.6
"1989-04-20";9.0
"1989-04-21";9.6
"1989-04-22";10.2
"1989-04-23";9.8
"1989-04-24";8.3
"1989-04-25";11.0
"1989-04-26";11.9
"1989-04-27";14.0
"1989-04-28";15.8
"1989-04-29";14.5
"1989-04-30";13.2
"1989-05-01";14.2
"1989-05-02";14.6
"1989-05-03";11.8
"1989-05-04";14.4
"1989-05-05";10.4
"1989-05-06";10.3
"1989-05-07";10.8
"1989-05-08";10.5
"1989-05-09";9.5
"1989-05-10";12.5
"1989-05-11";13.7
"1989-05-12";12.7
"1989-05-13";11.9
"1989-05-14";11.4
"1989-05-15";9.7
"1989-05-16";8.3
"1989-05-17";8.1
"1989-05-18";11.7
"1989-05-19";11.6
"1989-05-20";7.4
"1989-05-21";5.2
"1989-05-22";11.0
"1989-05-23";9.5
"1989-05-24";9.2
"1989-05-25";10.7
"1989-05-26";9.0
"1989-05-27";10.2
"1989-05-28";10.3
"1989-05-29";12.1
"1989-05-30";13.2
"1989-05-31";6.6
"1989-06-01";2.3
"1989-06-02";1.4
"1989-06-03";2.1
"1989-06-04";6.6
"1989-06-05";8.9
"1989-06-06";7.8
"1989-06-07";9.0
"1989-06-08";10.3
"1989-06-09";7.9
"1989-06-10";7.2
"1989-06-11";8.6
"1989-06-12";8.8
"1989-06-13";6.2
"1989-06-14";9.5
"1989-06-15";10.2
"1989-06-16";9.7
"1989-06-17";11.2
"1989-06-18";10.2
"1989-06-19";10.1
"1989-06-20";8.1
"1989-06-21";6.6
"1989-06-22";5.0
"1989-06-23";4.7
"1989-06-24";5.3
"1989-06-25";4.5
"1989-06-26";2.3
"1989-06-27";1.4
"1989-06-28";0.5
"1989-06-29";2.4
"1989-06-30";8.0
"1989-07-01";6.0
"1989-07-02";7.1
"1989-07-03";9.7
"1989-07-04";6.9
"1989-07-05";5.3
"1989-07-06";7.0
"1989-07-07";6.2
"1989-07-08";7.0
"1989-07-09";9.7
"1989-07-10";8.0
"1989-07-11";8.5
"1989-07-12";7.1
"1989-07-13";7.5
"1989-07-14";3.3
"1989-07-15";1.8
"1989-07-16";2.6
"1989-07-17";5.3
"1989-07-18";5.8
"1989-07-19";5.8
"1989-07-20";7.2
"1989-07-21";5.3
"1989-07-22";1.6
"1989-07-23";3.1
"1989-07-24";5.3
"1989-07-25";7.7
"1989-07-26";4.2
"1989-07-27";5.5
"1989-07-28";9.0
"1989-07-29";11.2
"1989-07-30";8.0
"1989-07-31";7.6
"1989-08-01";3.7
"1989-08-02";7.5
"1989-08-03";8.1
"1989-08-04";8.4
"1989-08-05";7.1
"1989-08-06";7.6
"1989-08-07";7.6
"1989-08-08";5.6
"1989-08-09";7.0
"1989-08-10";10.5
"1989-08-11";7.3
"1989-08-12";7.8
"1989-08-13";5.8
"1989-08-14";3.8
"1989-08-15";5.8
"1989-08-16";6.7
"1989-08-17";6.6
"1989-08-18";6.6
"1989-08-19";9.0
"1989-08-20";8.1
"1989-08-21";5.1
"1989-08-22";8.6
"1989-08-23";7.0
"1989-08-24";5.5
"1989-08-25";7.4
"1989-08-26";6.2
"1989-08-27";4.2
"1989-08-28";6.3
"1989-08-29";7.0
"1989-08-30";4.0
"1989-08-31";8.0
"1989-09-01";8.8
"1989-09-02";8.8
"1989-09-03";6.1
"1989-09-04";8.6
"1989-09-05";8.9
"1989-09-06";7.8
"1989-09-07";5.0
"1989-09-08";7.0
"1989-09-09";13.3
"1989-09-10";7.9
"1989-09-11";7.5
"1989-09-12";8.3
"1989-09-13";7.2
"1989-09-14";6.5
"1989-09-15";8.9
"1989-09-16";7.4
"1989-09-17";9.9
"1989-09-18";9.3
"1989-09-19";10.6
"1989-09-20";8.6
"1989-09-21";7.2
"1989-09-22";12.6
"1989-09-23";7.8
"1989-09-24";6.3
"1989-09-25";9.2
"1989-09-26";5.8
"1989-09-27";9.0
"1989-09-28";5.0
"1989-09-29";11.9
"1989-09-30";13.4
"1989-10-01";10.5
"1989-10-02";6.2
"1989-10-03";5.1
"1989-10-04";9.5
"1989-10-05";11.7
"1989-10-06";9.2
"1989-10-07";7.3
"1989-10-08";9.7
"1989-10-09";9.4
"1989-10-10";10.0
"1989-10-11";10.9
"1989-10-12";11.0
"1989-10-13";10.9
"1989-10-14";8.0
"1989-10-15";11.2
"1989-10-16";7.5
"1989-10-17";7.2
"1989-10-18";13.2
"1989-10-19";12.9
"1989-10-20";9.4
"1989-10-21";10.2
"1989-10-22";9.5
"1989-10-23";12.4
"1989-10-24";10.2
"1989-10-25";13.4
"1989-10-26";11.6
"1989-10-27";8.0
"1989-10-28";9.0
"1989-10-29";9.3
"1989-10-30";13.5
"1989-10-31";8.0
"1989-11-01";8.1
"1989-11-02";10.0
"1989-11-03";8.5
"1989-11-04";12.5
"1989-11-05";15.0
"1989-11-06";13.3
"1989-11-07";11.0
"1989-11-08";11.9
"1989-11-09";8.3
"1989-11-10";9.7
"1989-11-11";11.3
"1989-11-12";12.5
"1989-11-13";9.4
"1989-11-14";11.4
"1989-11-15";13.2
"1989-11-16";13.8
"1989-11-17";16.0
"1989-11-18";10.9
"1989-11-19";11.9
"1989-11-20";12.4
"1989-11-21";13.2
"1989-11-22";15.5
"1989-11-23";21.6
"1989-11-24";14.9
"1989-11-25";14.4
"1989-11-26";12.9
"1989-11-27";13.1
"1989-11-28";14.0
"1989-11-29";17.9
"1989-11-30";17.7
"1989-12-01";16.3
"1989-12-02";18.3
"1989-12-03";13.7
"1989-12-04";13.3
"1989-12-05";10.6
"1989-12-06";14.1
"1989-12-07";16.0
"1989-12-08";16.5
"1989-12-09";14.1
"1989-12-10";18.7
"1989-12-11";16.2
"1989-12-12";14.8
"1989-12-13";12.6
"1989-12-14";10.4
"1989-12-15";12.2
"1989-12-16";12.6
"1989-12-17";12.1
"1989-12-18";17.3
"1989-12-19";16.4
"1989-12-20";12.6
"1989-12-21";12.3
"1989-12-22";11.8
"1989-12-23";12.0
"1989-12-24";12.7
"1989-12-25";16.4
"1989-12-26";16.0
"1989-12-27";13.3
"1989-12-28";11.7
"1989-12-29";10.4
"1989-12-30";14.4
"1989-12-31";12.7
"1990-01-01";14.8
"1990-01-02";13.3
"1990-01-03";15.6
"1990-01-04";14.5
"1990-01-05";14.3
"1990-01-06";15.3
"1990-01-07";16.4
"1990-01-08";14.8
"1990-01-09";17.4
"1990-01-10";18.8
"1990-01-11";22.1
"1990-01-12";19.0
"1990-01-13";15.5
"1990-01-14";15.8
"1990-01-15";14.7
"1990-01-16";10.7
"1990-01-17";11.5
"1990-01-18";15.0
"1990-01-19";14.5
"1990-01-20";14.5
"1990-01-21";13.3
"1990-01-22";14.3
"1990-01-23";14.3
"1990-01-24";20.5
"1990-01-25";15.0
"1990-01-26";17.1
"1990-01-27";16.9
"1990-01-28";16.9
"1990-01-29";13.6
"1990-01-30";16.4
"1990-01-31";16.1
"1990-02-01";12.0
"1990-02-02";12.2
"1990-02-03";14.8
"1990-02-04";14.8
"1990-02-05";14.4
"1990-02-06";12.9
"1990-02-07";13.4
"1990-02-08";15.9
"1990-02-09";16.1
"1990-02-10";17.6
"1990-02-11";15.6
"1990-02-12";15.0
"1990-02-13";13.0
"1990-02-14";14.1
"1990-02-15";17.3
"1990-02-16";15.7
"1990-02-17";18.6
"1990-02-18";12.7
"1990-02-19";14.0
"1990-02-20";13.7
"1990-02-21";16.3
"1990-02-22";20.0
"1990-02-23";17.0
"1990-02-24";15.2
"1990-02-25";16.5
"1990-02-26";16.5
"1990-02-27";17.3
"1990-02-28";19.1
"1990-03-01";19.3
"1990-03-02";17.3
"1990-03-03";19.0
"1990-03-04";19.8
"1990-03-05";19.3
"1990-03-06";17.2
"1990-03-07";14.2
"1990-03-08";10.3
"1990-03-09";13.0
"1990-03-10";15.3
"1990-03-11";15.0
"1990-03-12";12.1
"1990-03-13";9.2
"1990-03-14";11.0
"1990-03-15";15.0
"1990-03-16";11.6
"1990-03-17";11.6
"1990-03-18";15.1
"1990-03-19";15.0
"1990-03-20";13.6
"1990-03-21";12.5
"1990-03-22";14.3
"1990-03-23";16.0
"1990-03-24";17.4
"1990-03-25";16.9
"1990-03-26";18.0
"1990-03-27";20.6
"1990-03-28";14.2
"1990-03-29";10.9
"1990-03-30";11.9
"1990-03-31";13.3
"1990-04-01";15.3
"1990-04-02";14.7
"1990-04-03";11.0
"1990-04-04";12.2
"1990-04-05";14.2
"1990-04-06";17.0
"1990-04-07";15.8
"1990-04-08";15.2
"1990-04-09";15.1
"1990-04-10";14.7
"1990-04-11";18.5
"1990-04-12";16.4
"1990-04-13";18.4
"1990-04-14";15.1
"1990-04-15";9.9
"1990-04-16";10.2
"1990-04-17";12.6
"1990-04-18";13.2
"1990-04-19";11.5
"1990-04-20";13.8
"1990-04-21";14.5
"1990-04-22";14.7
"1990-04-23";11.2
"1990-04-24";12.7
"1990-04-25";13.7
"1990-04-26";11.5
"1990-04-27";10.4
"1990-04-28";8.9
"1990-04-29";11.1
"1990-04-30";9.5
"1990-05-01";13.0
"1990-05-02";13.9
"1990-05-03";12.6
"1990-05-04";14.3
"1990-05-05";16.0
"1990-05-06";13.3
"1990-05-07";7.0
"1990-05-08";4.9
"1990-05-09";6.9
"1990-05-10";13.7
"1990-05-11";10.6
"1990-05-12";12.3
"1990-05-13";11.1
"1990-05-14";10.2
"1990-05-15";9.5
"1990-05-16";8.9
"1990-05-17";13.4
"1990-05-18";9.1
"1990-05-19";9.4
"1990-05-20";8.7
"1990-05-21";5.8
"1990-05-22";4.5
"1990-05-23";7.2
"1990-05-24";10.0
"1990-05-25";10.5
"1990-05-26";10.7
"1990-05-27";8.2
"1990-05-28";6.1
"1990-05-29";4.5
"1990-05-30";6.1
"1990-05-31";9.8
"1990-06-01";9.7
"1990-06-02";8.2
"1990-06-03";8.4
"1990-06-04";8.5
"1990-06-05";10.4
"1990-06-06";6.8
"1990-06-07";6.0
"1990-06-08";6.6
"1990-06-09";7.8
"1990-06-10";10.3
"1990-06-11";7.2
"1990-06-12";7.4
"1990-06-13";11.4
"1990-06-14";5.4
"1990-06-15";4.4
"1990-06-16";6.4
"1990-06-17";9.3
"1990-06-18";7.7
"1990-06-19";8.1
"1990-06-20";8.3
"1990-06-21";9.1
"1990-06-22";7.7
"1990-06-23";10.6
"1990-06-24";8.2
"1990-06-25";7.9
"1990-06-26";5.2
"1990-06-27";5.9
"1990-06-28";3.7
"1990-06-29";5.6
"1990-06-30";9.4
"1990-07-01";7.4
"1990-07-02";7.3
"1990-07-03";7.7
"1990-07-04";7.7
"1990-07-05";9.3
"1990-07-06";4.4
"1990-07-07";5.7
"1990-07-08";10.2
"1990-07-09";10.2
"1990-07-10";9.3
"1990-07-11";5.4
"1990-07-12";5.0
"1990-07-13";7.6
"1990-07-14";9.6
"1990-07-15";10.4
"1990-07-16";11.2
"1990-07-17";9.1
"1990-07-18";11.2
"1990-07-19";6.8
"1990-07-20";8.3
"1990-07-21";9.7
"1990-07-22";9.6
"1990-07-23";9.8
"1990-07-24";10.8
"1990-07-25";9.2
"1990-07-26";6.5
"1990-07-27";8.1
"1990-07-28";7.3
"1990-07-29";7.9
"1990-07-30";6.0
"1990-07-31";5.0
"1990-08-01";6.8
"1990-08-02";9.8
"1990-08-03";5.7
"1990-08-04";8.6
"1990-08-05";10.6
"1990-08-06";7.8
"1990-08-07";7.7
"1990-08-08";8.6
"1990-08-09";6.5
"1990-08-10";6.9
"1990-08-11";6.4
"1990-08-12";8.5
"1990-08-13";7.8
"1990-08-14";9.3
"1990-08-15";8.4
"1990-08-16";7.8
"1990-08-17";7.4
"1990-08-18";7.7
"1990-08-19";8.9
"1990-08-20";9.7
"1990-08-21";9.9
"1990-08-22";6.1
"1990-08-23";6.6
"1990-08-24";7.6
"1990-08-25";7.4
"1990-08-26";8.0
"1990-08-27";2.1
"1990-08-28";5.9
"1990-08-29";11.6
"1990-08-30";8.6
"1990-08-31";7.9
"1990-09-01";6.0
"1990-09-02";9.5
"1990-09-03";8.6
"1990-09-04";7.6
"1990-09-05";10.4
"1990-09-06";10.3
"1990-09-07";7.5
"1990-09-08";3.0
"1990-09-09";5.3
"1990-09-10";10.5
"1990-09-11";14.6
"1990-09-12";12.6
"1990-09-13";9.8
"1990-09-14";7.2
"1990-09-15";10.1
"1990-09-16";10.4
"1990-09-17";3.7
"1990-09-18";7.3
"1990-09-19";11.6
"1990-09-20";16.3
"1990-09-21";9.6
"1990-09-22";6.8
"1990-09-23";5.2
"1990-09-24";10.6
"1990-09-25";16.3
"1990-09-26";9.8
"1990-09-27";4.6
"1990-09-28";11.1
"1990-09-29";8.7
"1990-09-30";10.0
"1990-10-01";11.3
"1990-10-02";10.5
"1990-10-03";9.9
"1990-10-04";11.0
"1990-10-05";14.0
"1990-10-06";9.2
"1990-10-07";9.8
"1990-10-08";6.0
"1990-10-09";9.8
"1990-10-10";9.2
"1990-10-11";11.8
"1990-10-12";10.3
"1990-10-13";7.5
"1990-10-14";7.7
"1990-10-15";15.8
"1990-10-16";14.6
"1990-10-17";10.5
"1990-10-18";11.3
"1990-10-19";10.9
"1990-10-20";6.4
"1990-10-21";10.9
"1990-10-22";9.0
"1990-10-23";10.9
"1990-10-24";12.4
"1990-10-25";11.6
"1990-10-26";13.3
"1990-10-27";14.4
"1990-10-28";18.4
"1990-10-29";13.6
"1990-10-30";14.9
"1990-10-31";14.8
"1990-11-01";15.4
"1990-11-02";11.8
"1990-11-03";13.0
"1990-11-04";11.1
"1990-11-05";12.5
"1990-11-06";18.3
"1990-11-07";19.2
"1990-11-08";15.4
"1990-11-09";13.1
"1990-11-10";11.5
"1990-11-11";8.6
"1990-11-12";12.6
"1990-11-13";13.8
"1990-11-14";14.6
"1990-11-15";13.2
"1990-11-16";12.3
"1990-11-17";8.8
"1990-11-18";10.7
"1990-11-19";9.9
"1990-11-20";8.3
"1990-11-21";15.0
"1990-11-22";12.2
"1990-11-23";10.5
"1990-11-24";11.1
"1990-11-25";13.0
"1990-11-26";12.9
"1990-11-27";8.8
"1990-11-28";14.7
"1990-11-29";14.7
"1990-11-30";12.7
"1990-12-01";13.3
"1990-12-02";13.2
"1990-12-03";16.2
"1990-12-04";17.3
"1990-12-05";20.5
"1990-12-06";20.2
"1990-12-07";19.4
"1990-12-08";15.5
"1990-12-09";14.1
"1990-12-10";11.0
"1990-12-11";11.1
"1990-12-12";14.0
"1990-12-13";11.4
"1990-12-14";12.5
"1990-12-15";13.4
"1990-12-16";13.6
"1990-12-17";13.9
"1990-12-18";17.2
"1990-12-19";14.7
"1990-12-20";15.4
"1990-12-21";13.1
"1990-12-22";13.2
"1990-12-23";13.9
"1990-12-24";10.0
"1990-12-25";12.9
"1990-12-26";14.6
"1990-12-27";14.0
"1990-12-28";13.6
"1990-12-29";13.5
"1990-12-30";15.7
"1990-12-31";13.0

GeoPandas.ipynb

Timeseries-with-pandas.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pandas import Series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import pyplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python2.7/dist-packages/pandas/core/series.py:2890: FutureWarning: from_csv is deprecated. Please use read_csv(...) instead. Note that some of the default arguments are different, so please refer to the documentation for from_csv when changing your function calls\n",
      "  infer_datetime_format=infer_datetime_format)\n"
     ]
    }
   ],
   "source": [
    "series = Series.from_csv('/home/user/jupyter/notebook_gallery/daily-minimum-temperatures-in-me.csv', sep=';', header=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Date\n",
      "1981-01-01    20.7\n",
      "1981-01-02    17.9\n",
      "1981-01-03    18.8\n",
      "1981-01-04    14.6\n",
      "1981-01-05    15.8\n",
      "Name: Daily minimum temperatures in Melbourne, Australia, 1981-1990, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "print(series.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7ff0e2965210>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff105450fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "series.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7ff0e29fc750>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff0e28a90d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "series.plot(style='k.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python2.7/dist-packages/ipykernel_launcher.py:3: FutureWarning: pd.TimeGrouper is deprecated and will be removed; Please use pd.Grouper(freq=...)\n",
      "  This is separate from the ipykernel package so we can avoid doing imports until\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff0e27a16d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pandas import DataFrame\n",
    "from pandas import TimeGrouper\n",
    "groups = series.groupby(TimeGrouper('A'))\n",
    "years = DataFrame()\n",
    "for name, group in groups:\n",
    "    years[name.year] = group.values\n",
    "years.plot(subplots=True, legend=False)\n",
    "pyplot.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7ff0e28a95d0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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iYhT4ELCTwufziDphgM/nMAd9HKVtOOeh5ndZZl7E7BNBb2hTARpudwG/APwKsB+4o7/D6Y6IWArcB/xJZv6g3+PplaPUOdDnc5iDvqNHLVSQma+0r68Cf8vstFVVB9o86OH50Ff7PJ6eyMwDmfm/mfkW8JcUOKcR8Q5mw+/rmXl/ay53Po9W56Cfz2EO+lPiUQsRcWb7ow8RcSbwW8Azx99rqO0A1rfl9cADfRxLzxwOv+b3GPJzGhEBbAX2ZOYX52wqdT6PVeegn8+hvesGoN3C9CV++qiFz/Z5SF0XEe9j9ioeZt/J/NdV6oyIbwATzD757wBwG/B3wD3AzwEvAusyc6j/kHmMOieY/TU/gX3AHx2eyx5GEfHrwL8Cu4G3WvOnmZ2/LnM+j1PntQzw+RzqoJckzW+Yp24kSR0w6CWpOINekooz6CWpOINekooz6CWpOINekooz6CWpuP8D3rycjg7MSAMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff0e28c2750>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "series.hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7ff0e2199f90>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff0e2147410>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "series.plot(kind='kde')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "years = years.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7ff0e22aa410>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff0e227dc10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pyplot.matshow(years, interpolation=None, aspect='auto')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python2.7/dist-packages/ipykernel_launcher.py:3: FutureWarning: pd.TimeGrouper is deprecated and will be removed; Please use pd.Grouper(freq=...)\n",
      "  This is separate from the ipykernel package so we can avoid doing imports until\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7ff0e2492110>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff0e2417490>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pandas import concat\n",
    "one_year = series['1990']\n",
    "groups = one_year.groupby(TimeGrouper('M'))\n",
    "months = concat([DataFrame(x[1].values) for x in groups], axis=1)\n",
    "months = DataFrame(months)\n",
    "months.columns = range(1,13)\n",
    "pyplot.matshow(months, interpolation=None, aspect='auto')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pandas.tools.plotting import lag_plot\n",
    "lag_plot(series)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.15rc1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}