diff --git a/.DS_Store b/.DS_Store index 8d5d437..880c4b0 100644 Binary files a/.DS_Store and b/.DS_Store differ diff --git a/.vscode/launch.json b/.vscode/launch.json new file mode 100644 index 0000000..53bfcbe --- /dev/null +++ b/.vscode/launch.json @@ -0,0 +1,57 @@ +{ + // Use IntelliSense to learn about possible attributes. + // Hover to view descriptions of existing attributes. + // For more information, visit: https://go.microsoft.com/fwlink/?linkid=830387 + "version": "0.2.0", + "configurations": [ + { + "name": "Python: Current File (Integrated Terminal)", + "type": "python", + "request": "launch", + "program": "${file}", + "console": "integratedTerminal" + }, + { + "name": "Python: Attach", + "type": "python", + "request": "attach", + "port": 5678, + "host": "localhost" + }, + { + "name": "Python: Django", + "type": "python", + "request": "launch", + "program": "${workspaceFolder}/manage.py", + "console": "integratedTerminal", + "args": [ + "runserver", + "--noreload", + "--nothreading" + ], + "django": true + }, + { + "name": "Python: Flask", + "type": "python", + "request": "launch", + "module": "flask", + "env": { + "FLASK_APP": "app.py" + }, + "args": [ + "run", + "--no-debugger", + "--no-reload" + ], + "jinja": true + }, + { + "name": "Python: Current File (External Terminal)", + "type": "python", + "request": "launch", + "program": "${file}", + "console": "externalTerminal" + } + ] +} \ No newline at end of file diff --git a/.vscode/settings.json b/.vscode/settings.json new file mode 100644 index 0000000..988937c --- /dev/null +++ b/.vscode/settings.json @@ -0,0 +1,3 @@ +{ + "python.pythonPath": "/usr/local/bin/python3" +} \ No newline at end of file diff --git a/k models/.vscode/launch.json b/k models/.vscode/launch.json new file mode 100644 index 0000000..9611be5 --- /dev/null +++ b/k models/.vscode/launch.json @@ -0,0 +1,58 @@ +{ + // Use IntelliSense to learn about possible attributes. + // Hover to view descriptions of existing attributes. + // For more information, visit: https://go.microsoft.com/fwlink/?linkid=830387 + "version": "0.2.0", + "configurations": [ + + { + "name": "Python: Current File (Integrated Terminal)", + "type": "python", + "request": "launch", + "program": "${file}/", + "console": "integratedTerminal" + }, + { + "name": "Python: Attach", + "type": "python", + "request": "attach", + "port": 5678, + "host": "localhost" + }, + { + "name": "Python: Django", + "type": "python", + "request": "launch", + "program": "${workspaceFolder}/manage.py", + "console": "integratedTerminal", + "args": [ + "runserver", + "--noreload", + "--nothreading" + ], + "django": true + }, + { + "name": "Python: Flask", + "type": "python", + "request": "launch", + "module": "flask", + "env": { + "FLASK_APP": "app.py" + }, + "args": [ + "run", + "--no-debugger", + "--no-reload" + ], + "jinja": true + }, + { + "name": "Python: Current File (External Terminal)", + "type": "python", + "request": "launch", + "program": "${file}", + "console": "externalTerminal" + } + ] +} \ No newline at end of file diff --git a/k models/data/CPIAUCSL.csv b/k models/data/CPIAUCSL.csv deleted file mode 100644 index a281921..0000000 --- a/k models/data/CPIAUCSL.csv +++ /dev/null @@ -1,858 +0,0 @@ -DATE,CPIAUCSL -1947-01-01,21.48 -1947-02-01,21.62 -1947-03-01,22.0 -1947-04-01,22.0 -1947-05-01,21.95 -1947-06-01,22.08 -1947-07-01,22.23 -1947-08-01,22.4 -1947-09-01,22.84 -1947-10-01,22.91 -1947-11-01,23.06 -1947-12-01,23.41 -1948-01-01,23.68 -1948-02-01,23.67 -1948-03-01,23.5 -1948-04-01,23.82 -1948-05-01,24.01 -1948-06-01,24.15 -1948-07-01,24.4 -1948-08-01,24.43 -1948-09-01,24.36 -1948-10-01,24.31 -1948-11-01,24.16 -1948-12-01,24.05 -1949-01-01,24.01 -1949-02-01,23.91 -1949-03-01,23.91 -1949-04-01,23.92 -1949-05-01,23.91 -1949-06-01,23.92 -1949-07-01,23.7 -1949-08-01,23.7 -1949-09-01,23.75 -1949-10-01,23.67 -1949-11-01,23.7 -1949-12-01,23.61 -1950-01-01,23.51 -1950-02-01,23.61 -1950-03-01,23.64 -1950-04-01,23.65 -1950-05-01,23.77 -1950-06-01,23.88 -1950-07-01,24.07 -1950-08-01,24.2 -1950-09-01,24.34 -1950-10-01,24.5 -1950-11-01,24.6 -1950-12-01,24.98 -1951-01-01,25.38 -1951-02-01,25.83 -1951-03-01,25.88 -1951-04-01,25.92 -1951-05-01,25.99 -1951-06-01,25.93 -1951-07-01,25.91 -1951-08-01,25.86 -1951-09-01,26.03 -1951-10-01,26.16 -1951-11-01,26.32 -1951-12-01,26.47 -1952-01-01,26.45 -1952-02-01,26.41 -1952-03-01,26.39 -1952-04-01,26.46 -1952-05-01,26.47 -1952-06-01,26.53 -1952-07-01,26.68 -1952-08-01,26.69 -1952-09-01,26.63 -1952-10-01,26.69 -1952-11-01,26.69 -1952-12-01,26.71 -1953-01-01,26.64 -1953-02-01,26.59 -1953-03-01,26.63 -1953-04-01,26.69 -1953-05-01,26.7 -1953-06-01,26.77 -1953-07-01,26.79 -1953-08-01,26.85 -1953-09-01,26.89 -1953-10-01,26.95 -1953-11-01,26.85 -1953-12-01,26.87 -1954-01-01,26.94 -1954-02-01,26.99 -1954-03-01,26.93 -1954-04-01,26.86 -1954-05-01,26.93 -1954-06-01,26.94 -1954-07-01,26.86 -1954-08-01,26.85 -1954-09-01,26.81 -1954-10-01,26.72 -1954-11-01,26.78 -1954-12-01,26.77 -1955-01-01,26.77 -1955-02-01,26.82 -1955-03-01,26.79 -1955-04-01,26.79 -1955-05-01,26.77 -1955-06-01,26.71 -1955-07-01,26.76 -1955-08-01,26.72 -1955-09-01,26.85 -1955-10-01,26.82 -1955-11-01,26.88 -1955-12-01,26.87 -1956-01-01,26.83 -1956-02-01,26.86 -1956-03-01,26.89 -1956-04-01,26.93 -1956-05-01,27.03 -1956-06-01,27.15 -1956-07-01,27.29 -1956-08-01,27.31 -1956-09-01,27.35 -1956-10-01,27.51 -1956-11-01,27.51 -1956-12-01,27.63 -1957-01-01,27.67 -1957-02-01,27.8 -1957-03-01,27.86 -1957-04-01,27.93 -1957-05-01,28.0 -1957-06-01,28.11 -1957-07-01,28.19 -1957-08-01,28.28 -1957-09-01,28.32 -1957-10-01,28.32 -1957-11-01,28.41 -1957-12-01,28.47 -1958-01-01,28.64 -1958-02-01,28.7 -1958-03-01,28.87 -1958-04-01,28.94 -1958-05-01,28.94 -1958-06-01,28.91 -1958-07-01,28.89 -1958-08-01,28.94 -1958-09-01,28.91 -1958-10-01,28.91 -1958-11-01,28.95 -1958-12-01,28.97 -1959-01-01,29.01 -1959-02-01,29.0 -1959-03-01,28.97 -1959-04-01,28.98 -1959-05-01,29.04 -1959-06-01,29.11 -1959-07-01,29.15 -1959-08-01,29.18 -1959-09-01,29.25 -1959-10-01,29.35 -1959-11-01,29.35 -1959-12-01,29.41 -1960-01-01,29.37 -1960-02-01,29.41 -1960-03-01,29.41 -1960-04-01,29.54 -1960-05-01,29.57 -1960-06-01,29.61 -1960-07-01,29.55 -1960-08-01,29.61 -1960-09-01,29.61 -1960-10-01,29.75 -1960-11-01,29.78 -1960-12-01,29.81 -1961-01-01,29.84 -1961-02-01,29.84 -1961-03-01,29.84 -1961-04-01,29.81 -1961-05-01,29.84 -1961-06-01,29.84 -1961-07-01,29.92 -1961-08-01,29.94 -1961-09-01,29.98 -1961-10-01,29.98 -1961-11-01,29.98 -1961-12-01,30.01 -1962-01-01,30.04 -1962-02-01,30.11 -1962-03-01,30.17 -1962-04-01,30.21 -1962-05-01,30.24 -1962-06-01,30.21 -1962-07-01,30.22 -1962-08-01,30.28 -1962-09-01,30.42 -1962-10-01,30.38 -1962-11-01,30.38 -1962-12-01,30.38 -1963-01-01,30.44 -1963-02-01,30.48 -1963-03-01,30.51 -1963-04-01,30.48 -1963-05-01,30.51 -1963-06-01,30.61 -1963-07-01,30.69 -1963-08-01,30.75 -1963-09-01,30.72 -1963-10-01,30.75 -1963-11-01,30.78 -1963-12-01,30.88 -1964-01-01,30.94 -1964-02-01,30.91 -1964-03-01,30.94 -1964-04-01,30.95 -1964-05-01,30.98 -1964-06-01,31.01 -1964-07-01,31.02 -1964-08-01,31.05 -1964-09-01,31.08 -1964-10-01,31.12 -1964-11-01,31.21 -1964-12-01,31.25 -1965-01-01,31.28 -1965-02-01,31.28 -1965-03-01,31.31 -1965-04-01,31.38 -1965-05-01,31.48 -1965-06-01,31.61 -1965-07-01,31.58 -1965-08-01,31.55 -1965-09-01,31.62 -1965-10-01,31.65 -1965-11-01,31.75 -1965-12-01,31.85 -1966-01-01,31.88 -1966-02-01,32.08 -1966-03-01,32.18 -1966-04-01,32.28 -1966-05-01,32.35 -1966-06-01,32.38 -1966-07-01,32.45 -1966-08-01,32.65 -1966-09-01,32.75 -1966-10-01,32.85 -1966-11-01,32.88 -1966-12-01,32.92 -1967-01-01,32.9 -1967-02-01,33.0 -1967-03-01,33.0 -1967-04-01,33.1 -1967-05-01,33.1 -1967-06-01,33.3 -1967-07-01,33.4 -1967-08-01,33.5 -1967-09-01,33.6 -1967-10-01,33.7 -1967-11-01,33.9 -1967-12-01,34.0 -1968-01-01,34.1 -1968-02-01,34.2 -1968-03-01,34.3 -1968-04-01,34.4 -1968-05-01,34.5 -1968-06-01,34.7 -1968-07-01,34.9 -1968-08-01,35.0 -1968-09-01,35.1 -1968-10-01,35.3 -1968-11-01,35.4 -1968-12-01,35.6 -1969-01-01,35.7 -1969-02-01,35.8 -1969-03-01,36.1 -1969-04-01,36.3 -1969-05-01,36.4 -1969-06-01,36.6 -1969-07-01,36.8 -1969-08-01,36.9 -1969-09-01,37.1 -1969-10-01,37.3 -1969-11-01,37.5 -1969-12-01,37.7 -1970-01-01,37.9 -1970-02-01,38.1 -1970-03-01,38.3 -1970-04-01,38.5 -1970-05-01,38.6 -1970-06-01,38.8 -1970-07-01,38.9 -1970-08-01,39.0 -1970-09-01,39.2 -1970-10-01,39.4 -1970-11-01,39.6 -1970-12-01,39.8 -1971-01-01,39.9 -1971-02-01,39.9 -1971-03-01,40.0 -1971-04-01,40.1 -1971-05-01,40.3 -1971-06-01,40.5 -1971-07-01,40.6 -1971-08-01,40.7 -1971-09-01,40.8 -1971-10-01,40.9 -1971-11-01,41.0 -1971-12-01,41.1 -1972-01-01,41.2 -1972-02-01,41.4 -1972-03-01,41.4 -1972-04-01,41.5 -1972-05-01,41.6 -1972-06-01,41.7 -1972-07-01,41.8 -1972-08-01,41.9 -1972-09-01,42.1 -1972-10-01,42.2 -1972-11-01,42.4 -1972-12-01,42.5 -1973-01-01,42.7 -1973-02-01,43.0 -1973-03-01,43.4 -1973-04-01,43.7 -1973-05-01,43.9 -1973-06-01,44.2 -1973-07-01,44.2 -1973-08-01,45.0 -1973-09-01,45.2 -1973-10-01,45.6 -1973-11-01,45.9 -1973-12-01,46.3 -1974-01-01,46.8 -1974-02-01,47.3 -1974-03-01,47.8 -1974-04-01,48.1 -1974-05-01,48.6 -1974-06-01,49.0 -1974-07-01,49.3 -1974-08-01,49.9 -1974-09-01,50.6 -1974-10-01,51.0 -1974-11-01,51.5 -1974-12-01,51.9 -1975-01-01,52.3 -1975-02-01,52.6 -1975-03-01,52.8 -1975-04-01,53.0 -1975-05-01,53.1 -1975-06-01,53.5 -1975-07-01,54.0 -1975-08-01,54.2 -1975-09-01,54.6 -1975-10-01,54.9 -1975-11-01,55.3 -1975-12-01,55.6 -1976-01-01,55.8 -1976-02-01,55.9 -1976-03-01,56.0 -1976-04-01,56.1 -1976-05-01,56.4 -1976-06-01,56.7 -1976-07-01,57.0 -1976-08-01,57.3 -1976-09-01,57.6 -1976-10-01,57.9 -1976-11-01,58.1 -1976-12-01,58.4 -1977-01-01,58.7 -1977-02-01,59.3 -1977-03-01,59.6 -1977-04-01,60.0 -1977-05-01,60.2 -1977-06-01,60.5 -1977-07-01,60.8 -1977-08-01,61.1 -1977-09-01,61.3 -1977-10-01,61.6 -1977-11-01,62.0 -1977-12-01,62.3 -1978-01-01,62.7 -1978-02-01,63.0 -1978-03-01,63.4 -1978-04-01,63.9 -1978-05-01,64.5 -1978-06-01,65.0 -1978-07-01,65.5 -1978-08-01,65.9 -1978-09-01,66.5 -1978-10-01,67.1 -1978-11-01,67.5 -1978-12-01,67.9 -1979-01-01,68.5 -1979-02-01,69.2 -1979-03-01,69.9 -1979-04-01,70.6 -1979-05-01,71.4 -1979-06-01,72.2 -1979-07-01,73.0 -1979-08-01,73.7 -1979-09-01,74.4 -1979-10-01,75.2 -1979-11-01,76.0 -1979-12-01,76.9 -1980-01-01,78.0 -1980-02-01,79.0 -1980-03-01,80.1 -1980-04-01,80.9 -1980-05-01,81.7 -1980-06-01,82.5 -1980-07-01,82.6 -1980-08-01,83.2 -1980-09-01,83.9 -1980-10-01,84.7 -1980-11-01,85.6 -1980-12-01,86.4 -1981-01-01,87.2 -1981-02-01,88.0 -1981-03-01,88.6 -1981-04-01,89.1 -1981-05-01,89.7 -1981-06-01,90.5 -1981-07-01,91.5 -1981-08-01,92.2 -1981-09-01,93.1 -1981-10-01,93.4 -1981-11-01,93.8 -1981-12-01,94.1 -1982-01-01,94.4 -1982-02-01,94.7 -1982-03-01,94.7 -1982-04-01,95.0 -1982-05-01,95.9 -1982-06-01,97.0 -1982-07-01,97.5 -1982-08-01,97.7 -1982-09-01,97.7 -1982-10-01,98.1 -1982-11-01,98.0 -1982-12-01,97.7 -1983-01-01,97.9 -1983-02-01,98.0 -1983-03-01,98.1 -1983-04-01,98.8 -1983-05-01,99.2 -1983-06-01,99.4 -1983-07-01,99.8 -1983-08-01,100.1 -1983-09-01,100.4 -1983-10-01,100.8 -1983-11-01,101.1 -1983-12-01,101.4 -1984-01-01,102.1 -1984-02-01,102.6 -1984-03-01,102.9 -1984-04-01,103.3 -1984-05-01,103.5 -1984-06-01,103.7 -1984-07-01,104.1 -1984-08-01,104.4 -1984-09-01,104.7 -1984-10-01,105.1 -1984-11-01,105.3 -1984-12-01,105.5 -1985-01-01,105.7 -1985-02-01,106.3 -1985-03-01,106.8 -1985-04-01,107.0 -1985-05-01,107.2 -1985-06-01,107.5 -1985-07-01,107.7 -1985-08-01,107.9 -1985-09-01,108.1 -1985-10-01,108.5 -1985-11-01,109.0 -1985-12-01,109.5 -1986-01-01,109.9 -1986-02-01,109.7 -1986-03-01,109.1 -1986-04-01,108.7 -1986-05-01,109.0 -1986-06-01,109.4 -1986-07-01,109.5 -1986-08-01,109.6 -1986-09-01,110.0 -1986-10-01,110.2 -1986-11-01,110.4 -1986-12-01,110.8 -1987-01-01,111.4 -1987-02-01,111.8 -1987-03-01,112.2 -1987-04-01,112.7 -1987-05-01,113.0 -1987-06-01,113.5 -1987-07-01,113.8 -1987-08-01,114.3 -1987-09-01,114.7 -1987-10-01,115.0 -1987-11-01,115.4 -1987-12-01,115.6 -1988-01-01,116.0 -1988-02-01,116.2 -1988-03-01,116.5 -1988-04-01,117.2 -1988-05-01,117.5 -1988-06-01,118.0 -1988-07-01,118.5 -1988-08-01,119.0 -1988-09-01,119.5 -1988-10-01,119.9 -1988-11-01,120.3 -1988-12-01,120.7 -1989-01-01,121.2 -1989-02-01,121.6 -1989-03-01,122.2 -1989-04-01,123.1 -1989-05-01,123.7 -1989-06-01,124.1 -1989-07-01,124.5 -1989-08-01,124.5 -1989-09-01,124.8 -1989-10-01,125.4 -1989-11-01,125.9 -1989-12-01,126.3 -1990-01-01,127.5 -1990-02-01,128.0 -1990-03-01,128.6 -1990-04-01,128.9 -1990-05-01,129.1 -1990-06-01,129.9 -1990-07-01,130.5 -1990-08-01,131.6 -1990-09-01,132.5 -1990-10-01,133.4 -1990-11-01,133.7 -1990-12-01,134.2 -1991-01-01,134.7 -1991-02-01,134.8 -1991-03-01,134.8 -1991-04-01,135.1 -1991-05-01,135.6 -1991-06-01,136.0 -1991-07-01,136.2 -1991-08-01,136.6 -1991-09-01,137.0 -1991-10-01,137.2 -1991-11-01,137.8 -1991-12-01,138.2 -1992-01-01,138.3 -1992-02-01,138.6 -1992-03-01,139.1 -1992-04-01,139.4 -1992-05-01,139.7 -1992-06-01,140.1 -1992-07-01,140.5 -1992-08-01,140.8 -1992-09-01,141.1 -1992-10-01,141.7 -1992-11-01,142.1 -1992-12-01,142.3 -1993-01-01,142.8 -1993-02-01,143.1 -1993-03-01,143.3 -1993-04-01,143.8 -1993-05-01,144.2 -1993-06-01,144.3 -1993-07-01,144.5 -1993-08-01,144.8 -1993-09-01,145.0 -1993-10-01,145.6 -1993-11-01,146.0 -1993-12-01,146.3 -1994-01-01,146.3 -1994-02-01,146.7 -1994-03-01,147.1 -1994-04-01,147.2 -1994-05-01,147.5 -1994-06-01,147.9 -1994-07-01,148.4 -1994-08-01,149.0 -1994-09-01,149.3 -1994-10-01,149.4 -1994-11-01,149.8 -1994-12-01,150.1 -1995-01-01,150.5 -1995-02-01,150.9 -1995-03-01,151.2 -1995-04-01,151.8 -1995-05-01,152.1 -1995-06-01,152.4 -1995-07-01,152.6 -1995-08-01,152.9 -1995-09-01,153.1 -1995-10-01,153.5 -1995-11-01,153.7 -1995-12-01,153.9 -1996-01-01,154.7 -1996-02-01,155.0 -1996-03-01,155.5 -1996-04-01,156.1 -1996-05-01,156.4 -1996-06-01,156.7 -1996-07-01,157.0 -1996-08-01,157.2 -1996-09-01,157.7 -1996-10-01,158.2 -1996-11-01,158.7 -1996-12-01,159.1 -1997-01-01,159.4 -1997-02-01,159.7 -1997-03-01,159.8 -1997-04-01,159.9 -1997-05-01,159.9 -1997-06-01,160.2 -1997-07-01,160.4 -1997-08-01,160.8 -1997-09-01,161.2 -1997-10-01,161.5 -1997-11-01,161.7 -1997-12-01,161.8 -1998-01-01,162.0 -1998-02-01,162.0 -1998-03-01,162.0 -1998-04-01,162.2 -1998-05-01,162.6 -1998-06-01,162.8 -1998-07-01,163.2 -1998-08-01,163.4 -1998-09-01,163.5 -1998-10-01,163.9 -1998-11-01,164.1 -1998-12-01,164.4 -1999-01-01,164.7 -1999-02-01,164.7 -1999-03-01,164.8 -1999-04-01,165.9 -1999-05-01,166.0 -1999-06-01,166.0 -1999-07-01,166.7 -1999-08-01,167.1 -1999-09-01,167.8 -1999-10-01,168.1 -1999-11-01,168.4 -1999-12-01,168.8 -2000-01-01,169.3 -2000-02-01,170.0 -2000-03-01,171.0 -2000-04-01,170.9 -2000-05-01,171.2 -2000-06-01,172.2 -2000-07-01,172.7 -2000-08-01,172.7 -2000-09-01,173.6 -2000-10-01,173.9 -2000-11-01,174.2 -2000-12-01,174.6 -2001-01-01,175.6 -2001-02-01,176.0 -2001-03-01,176.1 -2001-04-01,176.4 -2001-05-01,177.3 -2001-06-01,177.7 -2001-07-01,177.4 -2001-08-01,177.4 -2001-09-01,178.1 -2001-10-01,177.6 -2001-11-01,177.5 -2001-12-01,177.4 -2002-01-01,177.7 -2002-02-01,178.0 -2002-03-01,178.5 -2002-04-01,179.3 -2002-05-01,179.5 -2002-06-01,179.6 -2002-07-01,180.0 -2002-08-01,180.5 -2002-09-01,180.8 -2002-10-01,181.2 -2002-11-01,181.5 -2002-12-01,181.8 -2003-01-01,182.600 -2003-02-01,183.600 -2003-03-01,183.900 -2003-04-01,183.200 -2003-05-01,182.900 -2003-06-01,183.100 -2003-07-01,183.700 -2003-08-01,184.5 -2003-09-01,185.100 -2003-10-01,184.9 -2003-11-01,185.000 -2003-12-01,185.500 -2004-01-01,186.300 -2004-02-01,186.700 -2004-03-01,187.100 -2004-04-01,187.400 -2004-05-01,188.200 -2004-06-01,188.900 -2004-07-01,189.100 -2004-08-01,189.200 -2004-09-01,189.800 -2004-10-01,190.8 -2004-11-01,191.700 -2004-12-01,191.700 -2005-01-01,191.600 -2005-02-01,192.400 -2005-03-01,193.100 -2005-04-01,193.700 -2005-05-01,193.600 -2005-06-01,193.700 -2005-07-01,194.900 -2005-08-01,196.100 -2005-09-01,198.800 -2005-10-01,199.100 -2005-11-01,198.100 -2005-12-01,198.100 -2006-01-01,199.300 -2006-02-01,199.400 -2006-03-01,199.700 -2006-04-01,200.700 -2006-05-01,201.300 -2006-06-01,201.800 -2006-07-01,202.900 -2006-08-01,203.800 -2006-09-01,202.800 -2006-10-01,201.900 -2006-11-01,202.000 -2006-12-01,203.100 -2007-01-01,203.437 -2007-02-01,204.226 -2007-03-01,205.288 -2007-04-01,205.904 -2007-05-01,206.755 -2007-06-01,207.234 -2007-07-01,207.603 -2007-08-01,207.667 -2007-09-01,208.547 -2007-10-01,209.190 -2007-11-01,210.834 -2007-12-01,211.445 -2008-01-01,212.174 -2008-02-01,212.687 -2008-03-01,213.448 -2008-04-01,213.942 -2008-05-01,215.208 -2008-06-01,217.463 -2008-07-01,219.016 -2008-08-01,218.690 -2008-09-01,218.877 -2008-10-01,216.995 -2008-11-01,213.153 -2008-12-01,211.398 -2009-01-01,211.933 -2009-02-01,212.705 -2009-03-01,212.495 -2009-04-01,212.709 -2009-05-01,213.022 -2009-06-01,214.790 -2009-07-01,214.726 -2009-08-01,215.445 -2009-09-01,215.861 -2009-10-01,216.509 -2009-11-01,217.234 -2009-12-01,217.347 -2010-01-01,217.488 -2010-02-01,217.281 -2010-03-01,217.353 -2010-04-01,217.403 -2010-05-01,217.290 -2010-06-01,217.199 -2010-07-01,217.605 -2010-08-01,217.923 -2010-09-01,218.275 -2010-10-01,219.035 -2010-11-01,219.590 -2010-12-01,220.472 -2011-01-01,221.187 -2011-02-01,221.898 -2011-03-01,223.046 -2011-04-01,224.093 -2011-05-01,224.806 -2011-06-01,224.806 -2011-07-01,225.395 -2011-08-01,226.106 -2011-09-01,226.597 -2011-10-01,226.750 -2011-11-01,227.169 -2011-12-01,227.223 -2012-01-01,227.842 -2012-02-01,228.329 -2012-03-01,228.807 -2012-04-01,229.187 -2012-05-01,228.713 -2012-06-01,228.524 -2012-07-01,228.590 -2012-08-01,229.918 -2012-09-01,231.015 -2012-10-01,231.638 -2012-11-01,231.249 -2012-12-01,231.221 -2013-01-01,231.679 -2013-02-01,232.937 -2013-03-01,232.282 -2013-04-01,231.797 -2013-05-01,231.893 -2013-06-01,232.445 -2013-07-01,232.900 -2013-08-01,233.456 -2013-09-01,233.544 -2013-10-01,233.669 -2013-11-01,234.100 -2013-12-01,234.719 -2014-01-01,235.347 -2014-02-01,235.522 -2014-03-01,235.956 -2014-04-01,236.463 -2014-05-01,236.867 -2014-06-01,237.188 -2014-07-01,237.485 -2014-08-01,237.439 -2014-09-01,237.452 -2014-10-01,237.447 -2014-11-01,237.042 -2014-12-01,236.270 -2015-01-01,234.836 -2015-02-01,235.274 -2015-03-01,235.956 -2015-04-01,236.165 -2015-05-01,236.952 -2015-06-01,237.618 -2015-07-01,237.993 -2015-08-01,237.989 -2015-09-01,237.467 -2015-10-01,237.764 -2015-11-01,238.072 -2015-12-01,237.827 -2016-01-01,237.990 -2016-02-01,237.532 -2016-03-01,238.022 -2016-04-01,238.843 -2016-05-01,239.439 -2016-06-01,240.074 -2016-07-01,240.058 -2016-08-01,240.569 -2016-09-01,241.017 -2016-10-01,241.667 -2016-11-01,242.081 -2016-12-01,242.784 -2017-01-01,244.028 -2017-02-01,244.102 -2017-03-01,243.717 -2017-04-01,244.087 -2017-05-01,243.911 -2017-06-01,244.032 -2017-07-01,244.236 -2017-08-01,245.262 -2017-09-01,246.392 -2017-10-01,246.583 -2017-11-01,247.411 -2017-12-01,247.910 -2018-01-01,249.245 -2018-02-01,249.619 -2018-03-01,249.462 -2018-04-01,250.013 -2018-05-01,250.535 diff --git a/k models/data/DEXCHUS.csv b/k models/data/DEXCHUS.csv deleted file mode 100644 index c5f8e54..0000000 --- a/k models/data/DEXCHUS.csv +++ /dev/null @@ -1,2138 +0,0 @@ -DATE,DEXCHUS -2010-06-09,6.8285 -2010-06-10,6.8305 -2010-06-11,6.8320 -2010-06-14,6.8323 -2010-06-15,6.8323 -2010-06-16,6.8323 -2010-06-17,6.8290 -2010-06-18,6.8267 -2010-06-21,6.7968 -2010-06-22,6.8127 -2010-06-23,6.8124 -2010-06-24,6.8001 -2010-06-25,6.7911 -2010-06-28,6.7960 -2010-06-29,6.7977 -2010-06-30,6.7815 -2010-07-01,6.7807 -2010-07-02,6.7709 -2010-07-05,. -2010-07-06,6.7801 -2010-07-07,6.7770 -2010-07-08,6.7763 -2010-07-09,6.7720 -2010-07-12,6.7709 -2010-07-13,6.7720 -2010-07-14,6.7714 -2010-07-15,6.7774 -2010-07-16,6.7750 -2010-07-19,6.7780 -2010-07-20,6.7781 -2010-07-21,6.7769 -2010-07-22,6.7795 -2010-07-23,6.7803 -2010-07-26,6.7788 -2010-07-27,6.7781 -2010-07-28,6.7780 -2010-07-29,6.7760 -2010-07-30,6.7735 -2010-08-02,6.7740 -2010-08-03,6.7728 -2010-08-04,6.7720 -2010-08-05,6.7705 -2010-08-06,6.7680 -2010-08-09,6.7670 -2010-08-10,6.7720 -2010-08-11,6.7745 -2010-08-12,6.7843 -2010-08-13,6.7957 -2010-08-16,6.8038 -2010-08-17,6.7920 -2010-08-18,6.7911 -2010-08-19,6.7897 -2010-08-20,6.7900 -2010-08-23,6.7995 -2010-08-24,6.7966 -2010-08-25,6.7995 -2010-08-26,6.7998 -2010-08-27,6.7977 -2010-08-30,6.8029 -2010-08-31,6.8069 -2010-09-01,6.8102 -2010-09-02,6.8070 -2010-09-03,6.8014 -2010-09-06,. -2010-09-07,6.7906 -2010-09-08,6.7940 -2010-09-09,6.7820 -2010-09-10,6.7690 -2010-09-13,6.7595 -2010-09-14,6.7430 -2010-09-15,6.7380 -2010-09-16,6.7250 -2010-09-17,6.7230 -2010-09-20,6.7135 -2010-09-21,6.7059 -2010-09-22,6.7035 -2010-09-23,6.7046 -2010-09-24,6.7035 -2010-09-27,6.6911 -2010-09-28,6.6904 -2010-09-29,6.6869 -2010-09-30,6.6905 -2010-10-01,6.6895 -2010-10-04,6.6912 -2010-10-05,6.6906 -2010-10-06,6.6893 -2010-10-07,6.6903 -2010-10-08,6.6710 -2010-10-11,. -2010-10-12,6.6733 -2010-10-13,6.6634 -2010-10-14,6.6505 -2010-10-15,6.6397 -2010-10-18,6.6440 -2010-10-19,6.6444 -2010-10-20,6.6518 -2010-10-21,6.6502 -2010-10-22,6.6583 -2010-10-25,6.6579 -2010-10-26,6.6625 -2010-10-27,6.6805 -2010-10-28,6.6867 -2010-10-29,6.6707 -2010-11-01,6.6892 -2010-11-02,6.6775 -2010-11-03,6.6758 -2010-11-04,6.6609 -2010-11-05,6.6550 -2010-11-08,6.6791 -2010-11-09,6.6424 -2010-11-10,6.6335 -2010-11-11,. -2010-11-12,6.6368 -2010-11-15,6.6418 -2010-11-16,6.6378 -2010-11-17,6.6415 -2010-11-18,6.6330 -2010-11-19,6.6398 -2010-11-22,6.6414 -2010-11-23,6.6433 -2010-11-24,6.6529 -2010-11-25,. -2010-11-26,6.6675 -2010-11-29,6.6600 -2010-11-30,6.6670 -2010-12-01,6.6630 -2010-12-02,6.6609 -2010-12-03,6.6628 -2010-12-06,6.6483 -2010-12-07,6.6455 -2010-12-08,6.6616 -2010-12-09,6.6549 -2010-12-10,6.6550 -2010-12-13,6.6652 -2010-12-14,6.6563 -2010-12-15,6.6541 -2010-12-16,6.6635 -2010-12-17,6.6545 -2010-12-20,6.6745 -2010-12-21,6.6580 -2010-12-22,6.6450 -2010-12-23,6.6450 -2010-12-24,. -2010-12-27,6.6306 -2010-12-28,6.6247 -2010-12-29,6.6200 -2010-12-30,6.6000 -2010-12-31,. -2011-01-03,6.5895 -2011-01-04,6.6065 -2011-01-05,6.5850 -2011-01-06,6.6260 -2011-01-07,6.6276 -2011-01-10,6.6364 -2011-01-11,6.6185 -2011-01-12,6.6037 -2011-01-13,6.6044 -2011-01-14,6.5876 -2011-01-17,. -2011-01-18,6.5828 -2011-01-19,6.5823 -2011-01-20,6.5852 -2011-01-21,6.5831 -2011-01-24,6.5809 -2011-01-25,6.5824 -2011-01-26,6.5814 -2011-01-27,6.5814 -2011-01-28,6.5819 -2011-01-31,6.6017 -2011-02-01,6.5937 -2011-02-02,6.5560 -2011-02-03,6.5560 -2011-02-04,6.5560 -2011-02-07,6.5600 -2011-02-08,6.5520 -2011-02-09,6.5914 -2011-02-10,6.5864 -2011-02-11,6.5917 -2011-02-14,6.5965 -2011-02-15,6.5884 -2011-02-16,6.5884 -2011-02-17,6.5850 -2011-02-18,6.5731 -2011-02-21,. -2011-02-22,6.5795 -2011-02-23,6.5741 -2011-02-24,6.5720 -2011-02-25,6.5749 -2011-02-28,6.5713 -2011-03-01,6.5700 -2011-03-02,6.5723 -2011-03-03,6.5717 -2011-03-04,6.5670 -2011-03-07,6.5540 -2011-03-08,6.5684 -2011-03-09,6.5580 -2011-03-10,6.5731 -2011-03-11,6.5742 -2011-03-14,6.5696 -2011-03-15,6.5730 -2011-03-16,6.5713 -2011-03-17,6.5743 -2011-03-18,6.5689 -2011-03-21,6.5635 -2011-03-22,6.5510 -2011-03-23,6.5591 -2011-03-24,6.5580 -2011-03-25,6.5568 -2011-03-28,6.5643 -2011-03-29,6.5600 -2011-03-30,6.5558 -2011-03-31,6.5483 -2011-04-01,6.5477 -2011-04-04,6.5385 -2011-04-05,6.5390 -2011-04-06,6.5440 -2011-04-07,6.5420 -2011-04-08,6.5350 -2011-04-11,6.5381 -2011-04-12,6.5402 -2011-04-13,6.5333 -2011-04-14,6.5310 -2011-04-15,6.5317 -2011-04-18,6.5286 -2011-04-19,6.5303 -2011-04-20,6.5254 -2011-04-21,6.4920 -2011-04-22,6.5067 -2011-04-25,6.5277 -2011-04-26,6.5270 -2011-04-27,6.5112 -2011-04-28,6.5010 -2011-04-29,6.4900 -2011-05-02,6.4920 -2011-05-03,6.4955 -2011-05-04,6.4925 -2011-05-05,6.4931 -2011-05-06,6.4925 -2011-05-09,6.4937 -2011-05-10,6.4915 -2011-05-11,6.4915 -2011-05-12,6.4986 -2011-05-13,6.4977 -2011-05-16,6.5073 -2011-05-17,6.5057 -2011-05-18,6.5029 -2011-05-19,6.5042 -2011-05-20,6.4917 -2011-05-23,6.5050 -2011-05-24,6.4990 -2011-05-25,6.4930 -2011-05-26,6.4913 -2011-05-27,6.4920 -2011-05-30,. -2011-05-31,6.4786 -2011-06-01,6.4780 -2011-06-02,6.4824 -2011-06-03,6.4796 -2011-06-06,6.4796 -2011-06-07,6.4810 -2011-06-08,6.4754 -2011-06-09,6.4757 -2011-06-10,6.4801 -2011-06-13,6.4830 -2011-06-14,6.4794 -2011-06-15,6.4820 -2011-06-16,6.4746 -2011-06-17,6.4700 -2011-06-20,6.4720 -2011-06-21,6.4650 -2011-06-22,6.4628 -2011-06-23,6.4676 -2011-06-24,6.4737 -2011-06-27,6.4815 -2011-06-28,6.4699 -2011-06-29,6.4633 -2011-06-30,6.4635 -2011-07-01,6.4645 -2011-07-04,. -2011-07-05,6.4660 -2011-07-06,6.4670 -2011-07-07,6.4655 -2011-07-08,6.4645 -2011-07-11,6.4671 -2011-07-12,6.4720 -2011-07-13,6.4675 -2011-07-14,6.4590 -2011-07-15,6.4610 -2011-07-18,6.4688 -2011-07-19,6.4631 -2011-07-20,6.4581 -2011-07-21,6.4535 -2011-07-22,6.4464 -2011-07-25,6.4450 -2011-07-26,6.4411 -2011-07-27,6.4428 -2011-07-28,6.4418 -2011-07-29,6.4360 -2011-08-01,6.4337 -2011-08-02,6.4379 -2011-08-03,6.4340 -2011-08-04,6.4377 -2011-08-05,6.4401 -2011-08-08,6.4342 -2011-08-09,6.4304 -2011-08-10,6.4172 -2011-08-11,6.3935 -2011-08-12,6.3892 -2011-08-15,6.3902 -2011-08-16,6.3818 -2011-08-17,6.3839 -2011-08-18,6.3873 -2011-08-19,6.3910 -2011-08-22,6.4004 -2011-08-23,6.3975 -2011-08-24,6.3880 -2011-08-25,6.3900 -2011-08-26,6.3860 -2011-08-29,6.3809 -2011-08-30,6.3802 -2011-08-31,6.3778 -2011-09-01,6.3812 -2011-09-02,6.3821 -2011-09-05,. -2011-09-06,6.3901 -2011-09-07,6.3940 -2011-09-08,6.3833 -2011-09-09,6.3880 -2011-09-12,6.3877 -2011-09-13,6.3970 -2011-09-14,6.3910 -2011-09-15,6.3904 -2011-09-16,6.3833 -2011-09-19,6.3864 -2011-09-20,6.3837 -2011-09-21,6.3811 -2011-09-22,6.3879 -2011-09-23,6.3877 -2011-09-26,6.3975 -2011-09-27,6.3975 -2011-09-28,6.3933 -2011-09-29,6.3964 -2011-09-30,6.3780 -2011-10-03,6.3745 -2011-10-04,6.3745 -2011-10-05,6.3745 -2011-10-06,6.3780 -2011-10-07,6.3745 -2011-10-10,. -2011-10-11,6.3745 -2011-10-12,6.3580 -2011-10-13,6.3820 -2011-10-14,6.3780 -2011-10-17,6.3695 -2011-10-18,6.3804 -2011-10-19,6.3769 -2011-10-20,6.3825 -2011-10-21,6.3823 -2011-10-24,6.3744 -2011-10-25,6.3605 -2011-10-26,6.3534 -2011-10-27,6.3590 -2011-10-28,6.3570 -2011-10-31,6.3547 -2011-11-01,6.3547 -2011-11-02,6.3550 -2011-11-03,6.3513 -2011-11-04,6.3400 -2011-11-07,6.3481 -2011-11-08,6.3462 -2011-11-09,6.3401 -2011-11-10,6.3454 -2011-11-11,. -2011-11-14,6.3536 -2011-11-15,6.3464 -2011-11-16,6.3445 -2011-11-17,6.3505 -2011-11-18,6.3565 -2011-11-21,6.3603 -2011-11-22,6.3605 -2011-11-23,6.3576 -2011-11-24,. -2011-11-25,6.3802 -2011-11-28,6.3839 -2011-11-29,6.3769 -2011-11-30,6.3765 -2011-12-01,6.3655 -2011-12-02,6.3596 -2011-12-05,6.3629 -2011-12-06,6.3645 -2011-12-07,6.3642 -2011-12-08,6.3618 -2011-12-09,6.3641 -2011-12-12,6.3604 -2011-12-13,6.3648 -2011-12-14,6.3710 -2011-12-15,6.3733 -2011-12-16,6.3479 -2011-12-19,6.3376 -2011-12-20,6.3459 -2011-12-21,6.3386 -2011-12-22,6.3392 -2011-12-23,6.3364 -2011-12-26,. -2011-12-27,6.3210 -2011-12-28,6.3211 -2011-12-29,6.3187 -2011-12-30,6.2939 -2012-01-02,. -2012-01-03,6.2940 -2012-01-04,6.2941 -2012-01-05,6.3013 -2012-01-06,6.3088 -2012-01-09,6.3143 -2012-01-10,6.3141 -2012-01-11,6.3149 -2012-01-12,6.3177 -2012-01-13,6.3065 -2012-01-16,. -2012-01-17,6.3136 -2012-01-18,6.3109 -2012-01-19,6.3162 -2012-01-20,6.3330 -2012-01-23,6.3330 -2012-01-24,6.3330 -2012-01-25,6.3330 -2012-01-26,6.3330 -2012-01-27,6.3330 -2012-01-30,6.3310 -2012-01-31,6.3080 -2012-02-01,6.3076 -2012-02-02,6.3017 -2012-02-03,6.3027 -2012-02-06,6.3120 -2012-02-07,6.3046 -2012-02-08,6.2938 -2012-02-09,6.2947 -2012-02-10,6.2991 -2012-02-13,6.2972 -2012-02-14,6.2995 -2012-02-15,6.2998 -2012-02-16,6.3014 -2012-02-17,6.2985 -2012-02-20,. -2012-02-21,6.2960 -2012-02-22,6.2960 -2012-02-23,6.2980 -2012-02-24,6.2976 -2012-02-27,6.3012 -2012-02-28,6.2989 -2012-02-29,6.2935 -2012-03-01,6.3001 -2012-03-02,6.2982 -2012-03-05,6.3066 -2012-03-06,6.3082 -2012-03-07,6.3097 -2012-03-08,6.3159 -2012-03-09,6.3109 -2012-03-12,6.3258 -2012-03-13,6.3266 -2012-03-14,6.3315 -2012-03-15,6.3282 -2012-03-16,6.3222 -2012-03-19,6.3191 -2012-03-20,6.3203 -2012-03-21,6.3226 -2012-03-22,6.2990 -2012-03-23,6.3021 -2012-03-26,6.3139 -2012-03-27,6.3061 -2012-03-28,6.3044 -2012-03-29,6.3057 -2012-03-30,6.2975 -2012-04-02,6.2979 -2012-04-03,6.2975 -2012-04-04,6.2975 -2012-04-05,6.3123 -2012-04-06,6.3052 -2012-04-09,6.3100 -2012-04-10,6.3105 -2012-04-11,6.3076 -2012-04-12,6.3069 -2012-04-13,6.3022 -2012-04-16,6.3150 -2012-04-17,6.3015 -2012-04-18,6.3026 -2012-04-19,6.3029 -2012-04-20,6.3080 -2012-04-23,6.3084 -2012-04-24,6.3073 -2012-04-25,6.3039 -2012-04-26,6.3054 -2012-04-27,6.3093 -2012-04-30,6.2790 -2012-05-01,6.3089 -2012-05-02,6.3070 -2012-05-03,6.3052 -2012-05-04,6.3059 -2012-05-07,6.3074 -2012-05-08,6.3076 -2012-05-09,6.3096 -2012-05-10,6.3140 -2012-05-11,6.3097 -2012-05-14,6.3210 -2012-05-15,6.3176 -2012-05-16,6.3227 -2012-05-17,6.3247 -2012-05-18,6.3245 -2012-05-21,6.3277 -2012-05-22,6.3223 -2012-05-23,6.3343 -2012-05-24,6.3449 -2012-05-25,6.3439 -2012-05-28,. -2012-05-29,6.3478 -2012-05-30,6.3574 -2012-05-31,6.3684 -2012-06-01,6.3692 -2012-06-04,6.3641 -2012-06-05,6.3670 -2012-06-06,6.3634 -2012-06-07,6.3634 -2012-06-08,6.3700 -2012-06-11,6.3690 -2012-06-12,6.3703 -2012-06-13,6.3685 -2012-06-14,6.3702 -2012-06-15,6.3649 -2012-06-18,6.3539 -2012-06-19,6.3542 -2012-06-20,6.3597 -2012-06-21,6.3644 -2012-06-22,6.3644 -2012-06-25,6.3631 -2012-06-26,6.3626 -2012-06-27,6.3561 -2012-06-28,6.3570 -2012-06-29,6.3530 -2012-07-02,6.3487 -2012-07-03,6.3519 -2012-07-04,. -2012-07-05,6.3557 -2012-07-06,6.3640 -2012-07-09,6.3709 -2012-07-10,6.3654 -2012-07-11,6.3682 -2012-07-12,6.3732 -2012-07-13,6.3789 -2012-07-16,6.3784 -2012-07-17,6.3725 -2012-07-18,6.3690 -2012-07-19,6.3724 -2012-07-20,6.3734 -2012-07-23,6.3856 -2012-07-24,6.3857 -2012-07-25,6.3879 -2012-07-26,6.3839 -2012-07-27,6.3807 -2012-07-30,6.3792 -2012-07-31,6.3610 -2012-08-01,6.3680 -2012-08-02,6.3671 -2012-08-03,6.3721 -2012-08-06,6.3738 -2012-08-07,6.3664 -2012-08-08,6.3610 -2012-08-09,6.3579 -2012-08-10,6.3599 -2012-08-13,6.3611 -2012-08-14,6.3586 -2012-08-15,6.3619 -2012-08-16,6.3659 -2012-08-17,6.3580 -2012-08-20,6.3592 -2012-08-21,6.3559 -2012-08-22,6.3515 -2012-08-23,6.3535 -2012-08-24,6.3542 -2012-08-27,6.3558 -2012-08-28,6.3525 -2012-08-29,6.3513 -2012-08-30,6.3494 -2012-08-31,6.3484 -2012-09-03,. -2012-09-04,6.3465 -2012-09-05,6.3489 -2012-09-06,6.3428 -2012-09-07,6.3428 -2012-09-10,6.3375 -2012-09-11,6.3349 -2012-09-12,6.3261 -2012-09-13,6.3294 -2012-09-14,6.3145 -2012-09-17,6.3170 -2012-09-18,6.3187 -2012-09-19,6.3091 -2012-09-20,6.3036 -2012-09-21,6.3051 -2012-09-24,6.3090 -2012-09-25,6.3057 -2012-09-26,6.3015 -2012-09-27,6.3021 -2012-09-28,6.2848 -2012-10-01,6.2840 -2012-10-02,6.2840 -2012-10-03,6.2840 -2012-10-04,6.2840 -2012-10-05,6.2840 -2012-10-08,. -2012-10-09,6.2877 -2012-10-10,6.2831 -2012-10-11,6.2765 -2012-10-12,6.2670 -2012-10-15,6.2700 -2012-10-16,6.2637 -2012-10-17,6.2540 -2012-10-18,6.2501 -2012-10-19,6.2533 -2012-10-22,6.2543 -2012-10-23,6.2478 -2012-10-24,6.2478 -2012-10-25,6.2416 -2012-10-26,6.2480 -2012-10-29,6.2384 -2012-10-30,6.2396 -2012-10-31,6.2372 -2012-11-01,6.2393 -2012-11-02,6.2411 -2012-11-05,6.2452 -2012-11-06,6.2454 -2012-11-07,6.2435 -2012-11-08,6.2427 -2012-11-09,6.2450 -2012-11-12,. -2012-11-13,6.2260 -2012-11-14,6.2250 -2012-11-15,6.2329 -2012-11-16,6.2354 -2012-11-19,6.2343 -2012-11-20,6.2324 -2012-11-21,6.2300 -2012-11-22,. -2012-11-23,6.2275 -2012-11-26,6.2253 -2012-11-27,6.2221 -2012-11-28,6.2273 -2012-11-29,6.2281 -2012-11-30,6.2265 -2012-12-03,6.2277 -2012-12-04,6.2254 -2012-12-05,6.2251 -2012-12-06,6.2282 -2012-12-07,6.2299 -2012-12-10,6.2296 -2012-12-11,6.2460 -2012-12-12,6.2502 -2012-12-13,6.2316 -2012-12-14,6.2410 -2012-12-17,6.2360 -2012-12-18,6.2322 -2012-12-19,6.2293 -2012-12-20,6.2297 -2012-12-21,6.2284 -2012-12-24,6.2335 -2012-12-25,. -2012-12-26,6.2351 -2012-12-27,6.2358 -2012-12-28,6.2315 -2012-12-31,6.2301 -2013-01-01,. -2013-01-02,6.2301 -2013-01-03,6.2301 -2013-01-04,6.2303 -2013-01-07,6.2294 -2013-01-08,6.2235 -2013-01-09,6.2260 -2013-01-10,6.2230 -2013-01-11,6.2156 -2013-01-14,6.2190 -2013-01-15,6.2134 -2013-01-16,6.2160 -2013-01-17,6.2158 -2013-01-18,6.2152 -2013-01-21,. -2013-01-22,6.2196 -2013-01-23,6.2178 -2013-01-24,6.2179 -2013-01-25,6.2203 -2013-01-28,6.2240 -2013-01-29,6.2259 -2013-01-30,6.2204 -2013-01-31,6.2186 -2013-02-01,6.2265 -2013-02-04,6.2326 -2013-02-05,6.2292 -2013-02-06,6.2315 -2013-02-07,6.2323 -2013-02-08,6.2323 -2013-02-11,6.2323 -2013-02-12,6.2323 -2013-02-13,6.2323 -2013-02-14,6.2323 -2013-02-15,6.2323 -2013-02-18,. -2013-02-19,6.2438 -2013-02-20,6.2371 -2013-02-21,6.2403 -2013-02-22,6.2346 -2013-02-25,6.2337 -2013-02-26,6.2293 -2013-02-27,6.2271 -2013-02-28,6.2213 -2013-03-01,6.2226 -2013-03-04,6.2246 -2013-03-05,6.2208 -2013-03-06,6.2173 -2013-03-07,6.2200 -2013-03-08,6.2145 -2013-03-11,6.2179 -2013-03-12,6.2160 -2013-03-13,6.2137 -2013-03-14,6.2145 -2013-03-15,6.2133 -2013-03-18,6.2156 -2013-03-19,6.2154 -2013-03-20,6.2117 -2013-03-21,6.2141 -2013-03-22,6.2120 -2013-03-25,6.2105 -2013-03-26,6.2108 -2013-03-27,6.2138 -2013-03-28,6.2143 -2013-03-29,6.2108 -2013-04-01,6.2078 -2013-04-02,6.1992 -2013-04-03,6.1962 -2013-04-04,6.2005 -2013-04-05,6.2005 -2013-04-08,6.2031 -2013-04-09,6.2022 -2013-04-10,6.1938 -2013-04-11,6.1961 -2013-04-12,6.1914 -2013-04-15,6.1866 -2013-04-16,6.1824 -2013-04-17,6.1720 -2013-04-18,6.1811 -2013-04-19,6.1772 -2013-04-22,6.1823 -2013-04-23,6.1790 -2013-04-24,6.1782 -2013-04-25,6.1707 -2013-04-26,6.1647 -2013-04-29,6.1647 -2013-04-30,6.1647 -2013-05-01,6.1647 -2013-05-02,6.1560 -2013-05-03,6.1555 -2013-05-06,6.1665 -2013-05-07,6.1539 -2013-05-08,6.1410 -2013-05-09,6.1306 -2013-05-10,6.1415 -2013-05-13,6.1465 -2013-05-14,6.1426 -2013-05-15,6.1454 -2013-05-16,6.1487 -2013-05-17,6.1410 -2013-05-20,6.1386 -2013-05-21,6.1353 -2013-05-22,6.1309 -2013-05-23,6.1337 -2013-05-24,6.1311 -2013-05-27,. -2013-05-28,6.1213 -2013-05-29,6.1264 -2013-05-30,6.1307 -2013-05-31,6.1340 -2013-06-03,6.1312 -2013-06-04,6.1285 -2013-06-05,6.1276 -2013-06-06,6.1359 -2013-06-07,6.1333 -2013-06-10,6.1333 -2013-06-11,6.1333 -2013-06-12,6.1333 -2013-06-13,6.1341 -2013-06-14,6.1306 -2013-06-17,6.1248 -2013-06-18,6.1283 -2013-06-19,6.1264 -2013-06-20,6.1277 -2013-06-21,6.1328 -2013-06-24,6.1441 -2013-06-25,6.1448 -2013-06-26,6.1468 -2013-06-27,6.1488 -2013-06-28,6.1374 -2013-07-01,6.1325 -2013-07-02,6.1327 -2013-07-03,6.1301 -2013-07-04,. -2013-07-05,6.1324 -2013-07-08,6.1337 -2013-07-09,6.1293 -2013-07-10,6.1336 -2013-07-11,6.1350 -2013-07-12,6.1373 -2013-07-15,6.1373 -2013-07-16,6.1345 -2013-07-17,6.1351 -2013-07-18,6.1408 -2013-07-19,6.1377 -2013-07-22,6.1404 -2013-07-23,6.1369 -2013-07-24,6.1358 -2013-07-25,6.1346 -2013-07-26,6.1316 -2013-07-29,6.1323 -2013-07-30,6.1315 -2013-07-31,6.1284 -2013-08-01,6.1302 -2013-08-02,6.1293 -2013-08-05,6.1245 -2013-08-06,6.1215 -2013-08-07,6.1190 -2013-08-08,6.1207 -2013-08-09,6.1217 -2013-08-12,6.1218 -2013-08-13,6.1217 -2013-08-14,6.1191 -2013-08-15,6.1123 -2013-08-16,6.1145 -2013-08-19,6.1227 -2013-08-20,6.1241 -2013-08-21,6.1229 -2013-08-22,6.1206 -2013-08-23,6.1200 -2013-08-26,6.1202 -2013-08-27,6.1212 -2013-08-28,6.1202 -2013-08-29,6.1203 -2013-08-30,6.1193 -2013-09-02,. -2013-09-03,6.1204 -2013-09-04,6.1199 -2013-09-05,6.1194 -2013-09-06,6.1202 -2013-09-09,6.1209 -2013-09-10,6.1195 -2013-09-11,6.1183 -2013-09-12,6.1178 -2013-09-13,6.1186 -2013-09-16,6.1198 -2013-09-17,6.1213 -2013-09-18,6.1210 -2013-09-19,6.1210 -2013-09-20,6.1210 -2013-09-23,6.1201 -2013-09-24,6.1208 -2013-09-25,6.1190 -2013-09-26,6.1194 -2013-09-27,6.1179 -2013-09-30,6.1200 -2013-10-01,6.1200 -2013-10-02,6.1200 -2013-10-03,6.1200 -2013-10-04,6.1200 -2013-10-07,6.1200 -2013-10-08,6.1206 -2013-10-09,6.1209 -2013-10-10,6.1156 -2013-10-11,6.1204 -2013-10-14,. -2013-10-15,6.1026 -2013-10-16,6.0996 -2013-10-17,6.0980 -2013-10-18,6.0966 -2013-10-21,6.0924 -2013-10-22,6.0925 -2013-10-23,6.0833 -2013-10-24,6.0815 -2013-10-25,6.0838 -2013-10-28,6.0853 -2013-10-29,6.0897 -2013-10-30,6.0936 -2013-10-31,6.0943 -2013-11-01,6.0993 -2013-11-04,6.0980 -2013-11-05,6.0966 -2013-11-06,6.0925 -2013-11-07,6.0906 -2013-11-08,6.0903 -2013-11-11,. -2013-11-12,6.0917 -2013-11-13,6.0926 -2013-11-14,6.0920 -2013-11-15,6.0920 -2013-11-18,6.0918 -2013-11-19,6.0924 -2013-11-20,6.0925 -2013-11-21,6.0914 -2013-11-22,6.0935 -2013-11-25,6.0916 -2013-11-26,6.0925 -2013-11-27,6.0922 -2013-11-28,. -2013-11-29,6.0922 -2013-12-02,6.0927 -2013-12-03,6.0914 -2013-12-04,6.0913 -2013-12-05,6.0903 -2013-12-06,6.0815 -2013-12-09,6.0643 -2013-12-10,6.0705 -2013-12-11,6.0712 -2013-12-12,6.0710 -2013-12-13,6.0710 -2013-12-16,6.0713 -2013-12-17,6.0707 -2013-12-18,6.0713 -2013-12-19,6.0711 -2013-12-20,6.0711 -2013-12-23,6.0697 -2013-12-24,6.0712 -2013-12-25,. -2013-12-26,6.0744 -2013-12-27,6.0684 -2013-12-30,6.0617 -2013-12-31,6.0537 -2014-01-01,. -2014-01-02,6.0504 -2014-01-03,6.0505 -2014-01-06,6.0524 -2014-01-07,6.0507 -2014-01-08,6.0510 -2014-01-09,6.0540 -2014-01-10,6.0519 -2014-01-13,6.0432 -2014-01-14,6.0402 -2014-01-15,6.0459 -2014-01-16,6.0555 -2014-01-17,6.0500 -2014-01-20,. -2014-01-21,6.0503 -2014-01-22,6.0508 -2014-01-23,6.0515 -2014-01-24,6.0486 -2014-01-27,6.0478 -2014-01-28,6.0506 -2014-01-29,6.0554 -2014-01-30,6.0600 -2014-01-31,6.0590 -2014-02-03,6.0600 -2014-02-04,6.0600 -2014-02-05,6.0600 -2014-02-06,6.0600 -2014-02-07,6.0629 -2014-02-10,6.0591 -2014-02-11,6.0601 -2014-02-12,6.0614 -2014-02-13,6.0631 -2014-02-14,6.0666 -2014-02-17,. -2014-02-18,6.0671 -2014-02-19,6.0762 -2014-02-20,6.0832 -2014-02-21,6.0912 -2014-02-24,6.0982 -2014-02-25,6.1243 -2014-02-26,6.1243 -2014-02-27,6.1279 -2014-02-28,6.1448 -2014-03-03,6.1460 -2014-03-04,6.1430 -2014-03-05,6.1280 -2014-03-06,6.1183 -2014-03-07,6.1258 -2014-03-10,6.1383 -2014-03-11,6.1397 -2014-03-12,6.1448 -2014-03-13,6.1359 -2014-03-14,6.1500 -2014-03-17,6.1779 -2014-03-18,6.1918 -2014-03-19,6.1934 -2014-03-20,6.2273 -2014-03-21,6.2248 -2014-03-24,6.1956 -2014-03-25,6.2010 -2014-03-26,6.2084 -2014-03-27,6.2123 -2014-03-28,6.2117 -2014-03-31,6.2164 -2014-04-01,6.2064 -2014-04-02,6.2054 -2014-04-03,6.2102 -2014-04-04,6.2118 -2014-04-07,6.2118 -2014-04-08,6.1966 -2014-04-09,6.2003 -2014-04-10,6.2123 -2014-04-11,6.2111 -2014-04-14,6.2186 -2014-04-15,6.2215 -2014-04-16,6.2204 -2014-04-17,6.2188 -2014-04-18,6.2240 -2014-04-21,6.2269 -2014-04-22,6.2373 -2014-04-23,6.2374 -2014-04-24,6.2484 -2014-04-25,6.2534 -2014-04-28,6.2520 -2014-04-29,6.2578 -2014-04-30,6.2591 -2014-05-01,6.2591 -2014-05-02,6.2591 -2014-05-05,6.2453 -2014-05-06,6.2255 -2014-05-07,6.2349 -2014-05-08,6.2272 -2014-05-09,6.2270 -2014-05-12,6.2364 -2014-05-13,6.2283 -2014-05-14,6.2282 -2014-05-15,6.2291 -2014-05-16,6.2327 -2014-05-19,6.2368 -2014-05-20,6.2377 -2014-05-21,6.2335 -2014-05-22,6.2348 -2014-05-23,6.2363 -2014-05-26,. -2014-05-27,6.2471 -2014-05-28,6.2535 -2014-05-29,6.2375 -2014-05-30,6.2471 -2014-06-02,6.2471 -2014-06-03,6.2536 -2014-06-04,6.2494 -2014-06-05,6.2548 -2014-06-06,6.2498 -2014-06-09,6.2397 -2014-06-10,6.2240 -2014-06-11,6.2277 -2014-06-12,6.2175 -2014-06-13,6.2090 -2014-06-16,6.2250 -2014-06-17,6.2263 -2014-06-18,6.2309 -2014-06-19,6.2287 -2014-06-20,6.2240 -2014-06-23,6.2250 -2014-06-24,6.2308 -2014-06-25,6.2343 -2014-06-26,6.2235 -2014-06-27,6.2180 -2014-06-30,6.2036 -2014-07-01,6.1995 -2014-07-02,6.2101 -2014-07-03,6.2115 -2014-07-04,. -2014-07-07,6.2036 -2014-07-08,6.2010 -2014-07-09,6.1994 -2014-07-10,6.2023 -2014-07-11,6.2034 -2014-07-14,6.2059 -2014-07-15,6.2075 -2014-07-16,6.2035 -2014-07-17,6.2033 -2014-07-18,6.2075 -2014-07-21,6.2088 -2014-07-22,6.2025 -2014-07-23,6.1982 -2014-07-24,6.1944 -2014-07-25,6.1913 -2014-07-28,6.1870 -2014-07-29,6.1800 -2014-07-30,6.1712 -2014-07-31,6.1737 -2014-08-01,6.1793 -2014-08-04,6.1780 -2014-08-05,6.1705 -2014-08-06,6.1625 -2014-08-07,6.1618 -2014-08-08,6.1557 -2014-08-11,6.1528 -2014-08-12,6.1575 -2014-08-13,6.1531 -2014-08-14,6.1575 -2014-08-15,6.1470 -2014-08-18,6.1425 -2014-08-19,6.1425 -2014-08-20,6.1395 -2014-08-21,6.1510 -2014-08-22,6.1510 -2014-08-25,6.1540 -2014-08-26,6.1522 -2014-08-27,6.1430 -2014-08-28,6.1423 -2014-08-29,6.1430 -2014-09-01,. -2014-09-02,6.1480 -2014-09-03,6.1408 -2014-09-04,6.1383 -2014-09-05,6.1400 -2014-09-08,6.1400 -2014-09-09,6.1362 -2014-09-10,6.1284 -2014-09-11,6.1295 -2014-09-12,6.1344 -2014-09-15,6.1415 -2014-09-16,6.1459 -2014-09-17,6.1385 -2014-09-18,6.1400 -2014-09-19,6.1403 -2014-09-22,6.1400 -2014-09-23,6.1368 -2014-09-24,6.1346 -2014-09-25,6.1355 -2014-09-26,6.1266 -2014-09-29,6.1495 -2014-09-30,6.1380 -2014-10-01,6.1380 -2014-10-02,6.1380 -2014-10-03,6.1385 -2014-10-06,6.1385 -2014-10-07,6.1385 -2014-10-08,6.1385 -2014-10-09,6.1299 -2014-10-10,6.1308 -2014-10-13,. -2014-10-14,6.1250 -2014-10-15,6.1249 -2014-10-16,6.1230 -2014-10-17,6.1238 -2014-10-20,6.1233 -2014-10-21,6.1205 -2014-10-22,6.1180 -2014-10-23,6.1190 -2014-10-24,6.1168 -2014-10-27,6.1160 -2014-10-28,6.1130 -2014-10-29,6.1107 -2014-10-30,6.1140 -2014-10-31,6.1124 -2014-11-03,6.1178 -2014-11-04,6.1150 -2014-11-05,6.1135 -2014-11-06,6.1117 -2014-11-07,6.1225 -2014-11-10,6.1190 -2014-11-11,. -2014-11-12,6.1257 -2014-11-13,6.1243 -2014-11-14,6.1290 -2014-11-17,6.1242 -2014-11-18,6.1208 -2014-11-19,6.1190 -2014-11-20,6.1230 -2014-11-21,6.1244 -2014-11-24,6.1412 -2014-11-25,6.1355 -2014-11-26,6.1386 -2014-11-27,. -2014-11-28,6.1429 -2014-12-01,6.1515 -2014-12-02,6.1490 -2014-12-03,6.1499 -2014-12-04,6.1541 -2014-12-05,6.1497 -2014-12-08,6.1725 -2014-12-09,6.1855 -2014-12-10,6.1763 -2014-12-11,6.1881 -2014-12-12,6.1864 -2014-12-15,6.1900 -2014-12-16,6.1890 -2014-12-17,6.1957 -2014-12-18,6.2139 -2014-12-19,6.2196 -2014-12-22,6.2213 -2014-12-23,6.2256 -2014-12-24,6.2148 -2014-12-25,. -2014-12-26,. -2014-12-29,6.2222 -2014-12-30,6.2015 -2014-12-31,6.2046 -2015-01-01,. -2015-01-02,6.2046 -2015-01-05,6.2201 -2015-01-06,6.2125 -2015-01-07,6.2127 -2015-01-08,6.2143 -2015-01-09,6.2085 -2015-01-12,6.2027 -2015-01-13,6.1970 -2015-01-14,6.1957 -2015-01-15,6.1870 -2015-01-16,6.2065 -2015-01-19,. -2015-01-20,6.2137 -2015-01-21,6.2112 -2015-01-22,6.2085 -2015-01-23,6.2279 -2015-01-26,6.2535 -2015-01-27,6.2430 -2015-01-28,6.2475 -2015-01-29,6.2463 -2015-01-30,6.2495 -2015-02-02,6.2594 -2015-02-03,6.2573 -2015-02-04,6.2472 -2015-02-05,6.2516 -2015-02-06,6.2417 -2015-02-09,6.2467 -2015-02-10,6.2405 -2015-02-11,6.2422 -2015-02-12,6.2440 -2015-02-13,6.2399 -2015-02-16,. -2015-02-17,6.2546 -2015-02-18,6.2546 -2015-02-19,6.2546 -2015-02-20,6.2546 -2015-02-23,6.2546 -2015-02-24,6.2546 -2015-02-25,6.2591 -2015-02-26,6.2584 -2015-02-27,6.2695 -2015-03-02,6.2720 -2015-03-03,6.2741 -2015-03-04,6.2701 -2015-03-05,6.2658 -2015-03-06,6.2620 -2015-03-09,6.2635 -2015-03-10,6.2615 -2015-03-11,6.2613 -2015-03-12,6.2614 -2015-03-13,6.2585 -2015-03-16,6.2620 -2015-03-17,6.2490 -2015-03-18,6.2289 -2015-03-19,6.1955 -2015-03-20,6.2037 -2015-03-23,6.2135 -2015-03-24,6.2046 -2015-03-25,6.2116 -2015-03-26,6.2103 -2015-03-27,6.2145 -2015-03-30,6.2065 -2015-03-31,6.1990 -2015-04-01,6.1976 -2015-04-02,6.1968 -2015-04-03,6.1930 -2015-04-06,6.1930 -2015-04-07,6.1955 -2015-04-08,6.2020 -2015-04-09,6.2050 -2015-04-10,6.2082 -2015-04-13,6.2152 -2015-04-14,6.2113 -2015-04-15,6.2037 -2015-04-16,6.1947 -2015-04-17,6.1976 -2015-04-20,6.2014 -2015-04-21,6.2010 -2015-04-22,6.1927 -2015-04-23,6.1975 -2015-04-24,6.1930 -2015-04-27,6.2185 -2015-04-28,6.2035 -2015-04-29,6.1989 -2015-04-30,6.2018 -2015-05-01,6.2018 -2015-05-04,6.2085 -2015-05-05,6.2058 -2015-05-06,6.2001 -2015-05-07,6.2063 -2015-05-08,6.2084 -2015-05-11,6.2086 -2015-05-12,6.2086 -2015-05-13,6.2043 -2015-05-14,6.2013 -2015-05-15,6.2051 -2015-05-18,6.2041 -2015-05-19,6.2064 -2015-05-20,6.2036 -2015-05-21,6.1958 -2015-05-22,6.1972 -2015-05-25,. -2015-05-26,6.2038 -2015-05-27,6.2011 -2015-05-28,6.2002 -2015-05-29,6.1980 -2015-06-01,6.1985 -2015-06-02,6.1980 -2015-06-03,6.1976 -2015-06-04,6.2006 -2015-06-05,6.2024 -2015-06-08,6.2053 -2015-06-09,6.2047 -2015-06-10,6.2055 -2015-06-11,6.2065 -2015-06-12,6.2081 -2015-06-15,6.2080 -2015-06-16,6.2085 -2015-06-17,6.2086 -2015-06-18,6.2075 -2015-06-19,6.2085 -2015-06-22,6.2085 -2015-06-23,6.2066 -2015-06-24,6.2061 -2015-06-25,6.2084 -2015-06-26,6.2080 -2015-06-29,6.2085 -2015-06-30,6.2000 -2015-07-01,6.2008 -2015-07-02,6.2044 -2015-07-03,. -2015-07-06,6.2089 -2015-07-07,6.2097 -2015-07-08,6.2087 -2015-07-09,6.2086 -2015-07-10,6.2092 -2015-07-13,6.2081 -2015-07-14,6.2088 -2015-07-15,6.2082 -2015-07-16,6.2094 -2015-07-17,6.2085 -2015-07-20,6.2095 -2015-07-21,6.2095 -2015-07-22,6.2093 -2015-07-23,6.2091 -2015-07-24,6.2095 -2015-07-27,6.2091 -2015-07-28,6.2084 -2015-07-29,6.2089 -2015-07-30,6.2096 -2015-07-31,6.2097 -2015-08-03,6.2087 -2015-08-04,6.2086 -2015-08-05,6.2096 -2015-08-06,6.2096 -2015-08-07,6.2087 -2015-08-10,6.2094 -2015-08-11,6.3232 -2015-08-12,6.3845 -2015-08-13,6.3982 -2015-08-14,6.3908 -2015-08-17,6.3937 -2015-08-18,6.3928 -2015-08-19,6.3956 -2015-08-20,6.3875 -2015-08-21,6.3887 -2015-08-24,6.4029 -2015-08-25,6.4122 -2015-08-26,6.4083 -2015-08-27,6.4053 -2015-08-28,6.3890 -2015-08-31,6.3760 -2015-09-01,6.3630 -2015-09-02,6.3544 -2015-09-03,6.3549 -2015-09-04,6.3549 -2015-09-07,. -2015-09-08,6.3657 -2015-09-09,6.3768 -2015-09-10,6.3770 -2015-09-11,6.3735 -2015-09-14,6.3664 -2015-09-15,6.3685 -2015-09-16,6.3694 -2015-09-17,6.3645 -2015-09-18,6.3628 -2015-09-21,6.3676 -2015-09-22,6.3750 -2015-09-23,6.3836 -2015-09-24,6.3818 -2015-09-25,6.3737 -2015-09-28,6.3685 -2015-09-29,6.3621 -2015-09-30,6.3556 -2015-10-01,6.3559 -2015-10-02,6.3559 -2015-10-05,6.3559 -2015-10-06,6.3559 -2015-10-07,6.3559 -2015-10-08,6.3529 -2015-10-09,6.3450 -2015-10-12,. -2015-10-13,6.3417 -2015-10-14,6.3462 -2015-10-15,6.3459 -2015-10-16,6.3523 -2015-10-19,6.3591 -2015-10-20,6.3480 -2015-10-21,6.3487 -2015-10-22,6.3577 -2015-10-23,6.3488 -2015-10-26,6.3517 -2015-10-27,6.3517 -2015-10-28,6.3581 -2015-10-29,6.3552 -2015-10-30,6.3180 -2015-11-02,6.3180 -2015-11-03,6.3180 -2015-11-04,6.3357 -2015-11-05,6.3180 -2015-11-06,6.3180 -2015-11-09,6.3619 -2015-11-10,6.3603 -2015-11-11,. -2015-11-12,6.3690 -2015-11-13,6.3735 -2015-11-16,6.3700 -2015-11-17,6.3771 -2015-11-18,6.3834 -2015-11-19,6.3825 -2015-11-20,6.3835 -2015-11-23,6.3890 -2015-11-24,6.3883 -2015-11-25,6.3877 -2015-11-26,. -2015-11-27,6.3945 -2015-11-30,6.3883 -2015-12-01,6.3883 -2015-12-02,6.3883 -2015-12-03,6.3883 -2015-12-04,6.3883 -2015-12-07,6.4081 -2015-12-08,6.4162 -2015-12-09,6.4270 -2015-12-10,6.4363 -2015-12-11,6.4538 -2015-12-14,6.4588 -2015-12-15,6.4600 -2015-12-16,6.4723 -2015-12-17,6.4822 -2015-12-18,6.4800 -2015-12-21,6.4793 -2015-12-22,6.4778 -2015-12-23,6.4763 -2015-12-24,6.4758 -2015-12-25,. -2015-12-28,6.4778 -2015-12-29,6.4778 -2015-12-30,6.4896 -2015-12-31,6.4778 -2016-01-01,. -2016-01-04,6.5338 -2016-01-05,6.5219 -2016-01-06,6.5554 -2016-01-07,6.5926 -2016-01-08,6.5932 -2016-01-11,6.5675 -2016-01-12,6.5700 -2016-01-13,6.5700 -2016-01-14,6.5891 -2016-01-15,6.5840 -2016-01-18,. -2016-01-19,6.5783 -2016-01-20,6.5781 -2016-01-21,6.5794 -2016-01-22,6.5788 -2016-01-25,6.5790 -2016-01-26,6.5814 -2016-01-27,6.5773 -2016-01-28,6.5744 -2016-01-29,6.5752 -2016-02-01,6.5778 -2016-02-02,6.5795 -2016-02-03,6.5765 -2016-02-04,6.5638 -2016-02-05,6.5710 -2016-02-08,6.5710 -2016-02-09,6.5710 -2016-02-10,6.5710 -2016-02-11,6.5710 -2016-02-12,6.5710 -2016-02-15,. -2016-02-16,6.5154 -2016-02-17,6.5270 -2016-02-18,6.5163 -2016-02-19,6.5202 -2016-02-22,6.5197 -2016-02-23,6.5263 -2016-02-24,6.5290 -2016-02-25,6.5320 -2016-02-26,6.5390 -2016-02-29,6.5525 -2016-03-01,6.5500 -2016-03-02,6.5499 -2016-03-03,6.5312 -2016-03-04,6.5064 -2016-03-07,6.5155 -2016-03-08,6.5044 -2016-03-09,6.5105 -2016-03-10,6.5070 -2016-03-11,6.4940 -2016-03-14,6.4984 -2016-03-15,6.5110 -2016-03-16,6.5189 -2016-03-17,6.4745 -2016-03-18,6.4682 -2016-03-21,6.4812 -2016-03-22,6.4876 -2016-03-23,6.5035 -2016-03-24,6.5124 -2016-03-25,6.5131 -2016-03-28,6.5051 -2016-03-29,6.5063 -2016-03-30,6.4648 -2016-03-31,6.4480 -2016-04-01,6.4776 -2016-04-04,6.4776 -2016-04-05,6.4760 -2016-04-06,6.4780 -2016-04-07,6.4599 -2016-04-08,6.4628 -2016-04-11,6.4580 -2016-04-12,6.4639 -2016-04-13,6.4768 -2016-04-14,6.4810 -2016-04-15,6.4730 -2016-04-18,6.4717 -2016-04-19,6.4571 -2016-04-20,6.4675 -2016-04-21,6.4810 -2016-04-22,6.5004 -2016-04-25,6.4900 -2016-04-26,6.4905 -2016-04-27,6.4940 -2016-04-28,6.4735 -2016-04-29,6.4738 -2016-05-02,6.4738 -2016-05-03,6.4900 -2016-05-04,6.4945 -2016-05-05,6.5032 -2016-05-06,6.4970 -2016-05-09,6.5140 -2016-05-10,6.5150 -2016-05-11,6.4910 -2016-05-12,6.5140 -2016-05-13,6.5285 -2016-05-16,6.5184 -2016-05-17,6.5170 -2016-05-18,6.5370 -2016-05-19,6.5440 -2016-05-20,6.5485 -2016-05-23,6.5533 -2016-05-24,6.5552 -2016-05-25,6.5538 -2016-05-26,6.5540 -2016-05-27,6.5615 -2016-05-30,. -2016-05-31,6.5798 -2016-06-01,6.5748 -2016-06-02,6.5815 -2016-06-03,6.5638 -2016-06-06,6.5611 -2016-06-07,6.5710 -2016-06-08,6.5600 -2016-06-09,6.5590 -2016-06-10,6.5590 -2016-06-13,6.5823 -2016-06-14,6.5930 -2016-06-15,6.5785 -2016-06-16,6.5899 -2016-06-17,6.5849 -2016-06-20,6.5768 -2016-06-21,6.5893 -2016-06-22,6.5750 -2016-06-23,6.5740 -2016-06-24,6.6150 -2016-06-27,6.6481 -2016-06-28,6.6450 -2016-06-29,6.6350 -2016-06-30,6.6459 -2016-07-01,6.6547 -2016-07-04,. -2016-07-05,6.6770 -2016-07-06,6.6900 -2016-07-07,6.6790 -2016-07-08,6.6878 -2016-07-11,6.6917 -2016-07-12,6.6860 -2016-07-13,6.6832 -2016-07-14,6.6801 -2016-07-15,6.6865 -2016-07-18,6.7013 -2016-07-19,6.6931 -2016-07-20,6.6760 -2016-07-21,6.6735 -2016-07-22,6.6760 -2016-07-25,6.6783 -2016-07-26,6.6690 -2016-07-27,6.6680 -2016-07-28,6.6538 -2016-07-29,6.6371 -2016-08-01,6.6421 -2016-08-02,6.6239 -2016-08-03,6.6320 -2016-08-04,6.6388 -2016-08-05,6.6530 -2016-08-08,6.6597 -2016-08-09,6.6530 -2016-08-10,6.6345 -2016-08-11,6.6274 -2016-08-12,6.6324 -2016-08-15,6.6370 -2016-08-16,6.6240 -2016-08-17,6.6328 -2016-08-18,6.6297 -2016-08-19,6.6515 -2016-08-22,6.6475 -2016-08-23,6.6378 -2016-08-24,6.6562 -2016-08-25,6.6560 -2016-08-26,6.6690 -2016-08-29,6.6775 -2016-08-30,6.6778 -2016-08-31,6.6776 -2016-09-01,6.6713 -2016-09-02,6.6790 -2016-09-05,. -2016-09-06,6.6722 -2016-09-07,6.6600 -2016-09-08,6.6640 -2016-09-09,6.6778 -2016-09-12,6.6788 -2016-09-13,6.6782 -2016-09-14,6.6707 -2016-09-15,6.6707 -2016-09-16,6.6707 -2016-09-19,6.6650 -2016-09-20,6.6700 -2016-09-21,6.6695 -2016-09-22,6.6630 -2016-09-23,6.6690 -2016-09-26,6.6683 -2016-09-27,6.6691 -2016-09-28,6.6730 -2016-09-29,6.6650 -2016-09-30,6.6685 -2016-10-03,6.6685 -2016-10-04,6.6685 -2016-10-05,6.6685 -2016-10-06,6.6685 -2016-10-07,6.6685 -2016-10-10,. -2016-10-11,6.7190 -2016-10-12,6.7180 -2016-10-13,6.7248 -2016-10-14,6.7277 -2016-10-17,6.7350 -2016-10-18,6.7401 -2016-10-19,6.7370 -2016-10-20,6.7439 -2016-10-21,6.7654 -2016-10-24,6.7728 -2016-10-25,6.7780 -2016-10-26,6.7706 -2016-10-27,6.7819 -2016-10-28,6.7760 -2016-10-31,6.7735 -2016-11-01,6.7630 -2016-11-02,6.7606 -2016-11-03,6.7612 -2016-11-04,6.7534 -2016-11-07,6.7740 -2016-11-08,6.7840 -2016-11-09,6.7769 -2016-11-10,6.7987 -2016-11-11,. -2016-11-14,6.8447 -2016-11-15,6.8556 -2016-11-16,6.8770 -2016-11-17,6.8674 -2016-11-18,6.8873 -2016-11-21,6.8918 -2016-11-22,6.8880 -2016-11-23,6.9195 -2016-11-24,. -2016-11-25,6.9176 -2016-11-28,6.9055 -2016-11-29,6.8933 -2016-11-30,6.8837 -2016-12-01,6.8830 -2016-12-02,6.8830 -2016-12-05,6.8775 -2016-12-06,6.8790 -2016-12-07,6.8780 -2016-12-08,6.8771 -2016-12-09,6.9042 -2016-12-12,6.9045 -2016-12-13,6.8984 -2016-12-14,6.9025 -2016-12-15,6.9410 -2016-12-16,6.9580 -2016-12-19,6.9506 -2016-12-20,6.9470 -2016-12-21,6.9390 -2016-12-22,6.9473 -2016-12-23,6.9432 -2016-12-26,. -2016-12-27,6.9491 -2016-12-28,6.9559 -2016-12-29,6.9535 -2016-12-30,6.9430 -2017-01-02,. -2017-01-03,6.9575 -2017-01-04,6.9322 -2017-01-05,6.8870 -2017-01-06,6.9176 -2017-01-09,6.9350 -2017-01-10,6.9180 -2017-01-11,6.9365 -2017-01-12,6.8890 -2017-01-13,6.8985 -2017-01-16,. -2017-01-17,6.8520 -2017-01-18,6.8360 -2017-01-19,6.8680 -2017-01-20,. -2017-01-23,6.8514 -2017-01-24,6.8555 -2017-01-25,6.8812 -2017-01-26,6.8768 -2017-01-27,6.8768 -2017-01-30,6.8768 -2017-01-31,6.8768 -2017-02-01,6.8768 -2017-02-02,6.8768 -2017-02-03,6.8650 -2017-02-06,6.8600 -2017-02-07,6.8821 -2017-02-08,6.8700 -2017-02-09,6.8660 -2017-02-10,6.8775 -2017-02-13,6.8776 -2017-02-14,6.8649 -2017-02-15,6.8685 -2017-02-16,6.8517 -2017-02-17,6.8640 -2017-02-20,. -2017-02-21,6.8810 -2017-02-22,6.8765 -2017-02-23,6.8622 -2017-02-24,6.8645 -2017-02-27,6.8675 -2017-02-28,6.8665 -2017-03-01,6.8794 -2017-03-02,6.8868 -2017-03-03,6.8954 -2017-03-06,6.8955 -2017-03-07,6.9000 -2017-03-08,6.9113 -2017-03-09,6.9086 -2017-03-10,6.9050 -2017-03-13,6.9050 -2017-03-14,6.9130 -2017-03-15,6.9132 -2017-03-16,6.9130 -2017-03-17,6.9000 -2017-03-20,6.9050 -2017-03-21,6.8830 -2017-03-22,6.8785 -2017-03-23,6.8843 -2017-03-24,6.8803 -2017-03-27,6.8687 -2017-03-28,6.8779 -2017-03-29,6.8879 -2017-03-30,6.8870 -2017-03-31,6.8832 -2017-04-03,6.8832 -2017-04-04,6.8832 -2017-04-05,6.8920 -2017-04-06,6.8955 -2017-04-07,6.8978 -2017-04-10,6.8988 -2017-04-11,6.8893 -2017-04-12,6.8890 -2017-04-13,6.8865 -2017-04-14,6.8835 -2017-04-17,6.8800 -2017-04-18,6.8778 -2017-04-19,6.8860 -2017-04-20,6.8800 -2017-04-21,6.8845 -2017-04-24,6.8840 -2017-04-25,6.8824 -2017-04-26,6.8918 -2017-04-27,6.8958 -2017-04-28,6.8900 -2017-05-01,6.8900 -2017-05-02,6.8949 -2017-05-03,6.8968 -2017-05-04,6.8959 -2017-05-05,6.9021 -2017-05-08,6.9040 -2017-05-09,6.9060 -2017-05-10,6.9011 -2017-05-11,6.9033 -2017-05-12,6.8972 -2017-05-15,6.8900 -2017-05-16,6.8840 -2017-05-17,6.8773 -2017-05-18,6.8880 -2017-05-19,6.8830 -2017-05-22,6.8828 -2017-05-23,6.8880 -2017-05-24,6.8883 -2017-05-25,6.8672 -2017-05-26,6.8525 -2017-05-29,. -2017-05-30,6.8525 -2017-05-31,6.8098 -2017-06-01,6.8029 -2017-06-02,6.8085 -2017-06-05,6.8030 -2017-06-06,6.7945 -2017-06-07,6.7935 -2017-06-08,6.7990 -2017-06-09,6.7970 -2017-06-12,6.7974 -2017-06-13,6.7981 -2017-06-14,6.7888 -2017-06-15,6.8061 -2017-06-16,6.8097 -2017-06-19,6.8180 -2017-06-20,6.8285 -2017-06-21,6.8275 -2017-06-22,6.8275 -2017-06-23,6.8345 -2017-06-26,6.8382 -2017-06-27,6.8100 -2017-06-28,6.7984 -2017-06-29,6.7840 -2017-06-30,6.7793 -2017-07-03,6.7984 -2017-07-04,. -2017-07-05,6.7995 -2017-07-06,6.7990 -2017-07-07,6.8039 -2017-07-10,6.8026 -2017-07-11,6.8010 -2017-07-12,6.7865 -2017-07-13,6.7825 -2017-07-14,6.7741 -2017-07-17,6.7690 -2017-07-18,6.7451 -2017-07-19,6.7511 -2017-07-20,6.7570 -2017-07-21,6.7663 -2017-07-24,6.7488 -2017-07-25,6.7495 -2017-07-26,6.7530 -2017-07-27,6.7410 -2017-07-28,6.7362 -2017-07-31,6.7240 -2017-08-01,6.7170 -2017-08-02,6.7200 -2017-08-03,6.7150 -2017-08-04,6.7272 -2017-08-07,6.7207 -2017-08-08,6.7049 -2017-08-09,6.6720 -2017-08-10,6.6460 -2017-08-11,6.6612 -2017-08-14,6.6695 -2017-08-15,6.6845 -2017-08-16,6.6900 -2017-08-17,6.6730 -2017-08-18,6.6700 -2017-08-21,6.6630 -2017-08-22,6.6600 -2017-08-23,6.6569 -2017-08-24,6.6600 -2017-08-25,6.6465 -2017-08-28,6.6084 -2017-08-29,6.5945 -2017-08-30,6.5918 -2017-08-31,6.5888 -2017-09-01,6.5552 -2017-09-04,. -2017-09-05,6.5345 -2017-09-06,6.5221 -2017-09-07,6.4830 -2017-09-08,6.4773 -2017-09-11,6.5254 -2017-09-12,6.5334 -2017-09-13,6.5400 -2017-09-14,6.5520 -2017-09-15,6.5500 -2017-09-18,6.5725 -2017-09-19,6.5800 -2017-09-20,6.5700 -2017-09-21,6.5861 -2017-09-22,6.5899 -2017-09-25,6.6189 -2017-09-26,6.6371 -2017-09-27,6.6400 -2017-09-28,6.6591 -2017-09-29,6.6533 -2017-10-02,6.6533 -2017-10-03,6.6533 -2017-10-04,6.6533 -2017-10-05,6.6533 -2017-10-06,6.6533 -2017-10-09,. -2017-10-10,6.5712 -2017-10-11,6.5870 -2017-10-12,6.5855 -2017-10-13,6.5785 -2017-10-16,6.5885 -2017-10-17,6.6220 -2017-10-18,6.6250 -2017-10-19,6.6126 -2017-10-20,6.6185 -2017-10-23,6.6380 -2017-10-24,6.6335 -2017-10-25,6.6350 -2017-10-26,6.6392 -2017-10-27,6.6498 -2017-10-30,6.6498 -2017-10-31,6.6328 -2017-11-01,6.6018 -2017-11-02,6.6068 -2017-11-03,6.6360 -2017-11-06,6.6311 -2017-11-07,6.6380 -2017-11-08,6.6249 -2017-11-09,6.6378 -2017-11-10,. -2017-11-13,6.6385 -2017-11-14,6.6350 -2017-11-15,6.6200 -2017-11-16,6.6273 -2017-11-17,6.6245 -2017-11-20,6.6245 -2017-11-21,6.6265 -2017-11-22,6.6086 -2017-11-23,. -2017-11-24,6.5998 -2017-11-27,6.5967 -2017-11-28,6.6044 -2017-11-29,6.6091 -2017-11-30,6.6090 -2017-12-01,6.6137 -2017-12-04,6.6185 -2017-12-05,6.6170 -2017-12-06,6.6136 -2017-12-07,6.6173 -2017-12-08,6.6199 -2017-12-11,6.6175 -2017-12-12,6.6210 -2017-12-13,6.6171 -2017-12-14,6.6091 -2017-12-15,6.6088 -2017-12-18,6.6088 -2017-12-19,6.6088 -2017-12-20,6.5771 -2017-12-21,6.5833 -2017-12-22,6.5750 -2017-12-25,. -2017-12-26,6.5429 -2017-12-27,6.5560 -2017-12-28,6.5322 -2017-12-29,6.5063 -2018-01-01,. -2018-01-02,6.4910 -2018-01-03,6.5010 -2018-01-04,6.4915 -2018-01-05,6.4875 -2018-01-08,6.4970 -2018-01-09,6.5263 -2018-01-10,6.5055 -2018-01-11,6.4956 -2018-01-12,6.4607 -2018-01-15,. -2018-01-16,6.4395 -2018-01-17,6.4330 -2018-01-18,6.4175 -2018-01-19,6.3990 -2018-01-22,6.4035 -2018-01-23,6.4000 -2018-01-24,6.3650 -2018-01-25,6.3189 -2018-01-26,6.3199 -2018-01-29,6.3328 -2018-01-30,6.3199 -2018-01-31,6.2841 -2018-02-01,6.2969 -2018-02-02,6.2984 -2018-02-05,6.2850 -2018-02-06,6.2830 -2018-02-07,6.2649 -2018-02-08,6.3222 -2018-02-09,6.2966 -2018-02-12,6.3250 -2018-02-13,6.3380 -2018-02-14,6.3438 -2018-02-15,6.3438 -2018-02-16,6.3438 -2018-02-19,. -2018-02-20,6.3351 -2018-02-21,6.3351 -2018-02-22,6.3471 -2018-02-23,6.3329 -2018-02-26,6.3115 -2018-02-27,6.3169 -2018-02-28,6.328 -2018-03-01,6.3565 -2018-03-02,6.3428 -2018-03-05,6.3491 -2018-03-06,6.3093 -2018-03-07,6.3225 -2018-03-08,6.3389 -2018-03-09,6.3285 -2018-03-12,6.327 -2018-03-13,6.318 -2018-03-14,6.314 -2018-03-15,6.3202 -2018-03-16,6.33 -2018-03-19,6.3291 -2018-03-20,6.3328 -2018-03-21,6.32 -2018-03-22,6.331 -2018-03-23,6.311 -2018-03-26,6.2685 -2018-03-27,6.2781 -2018-03-28,6.2946 -2018-03-29,6.2876 -2018-03-30,6.2726 -2018-04-02,6.2785 -2018-04-03,6.2881 -2018-04-04,6.3045 -2018-04-05,6.3045 -2018-04-06,6.3045 -2018-04-09,6.3035 -2018-04-10,6.2798 -2018-04-11,6.2655 -2018-04-12,6.2876 -2018-04-13,6.2725 -2018-04-16,6.2752 -2018-04-17,6.2804 -2018-04-18,6.2722 -2018-04-19,6.2765 -2018-04-20,6.2945 -2018-04-23,6.3158 -2018-04-24,6.3035 -2018-04-25,6.3236 -2018-04-26,6.334 -2018-04-27,6.3325 -2018-04-30,6.3325 -2018-05-01,6.3325 -2018-05-02,6.361 -2018-05-03,6.352 -2018-05-04,6.3589 -2018-05-07,6.364 -2018-05-08,6.369 -2018-05-09,6.3585 -2018-05-10,6.344 -2018-05-11,6.3333 -2018-05-14,6.336 -2018-05-15,6.376 -2018-05-16,6.3706 -2018-05-17,6.3645 -2018-05-18,6.3768 -2018-05-21,6.3815 -2018-05-22,6.366 -2018-05-23,6.3875 -2018-05-24,6.3757 -2018-05-25,6.3903 -2018-05-28,. -2018-05-29,6.4162 -2018-05-30,6.4175 -2018-05-31,6.4096 -2018-06-01,6.418 -2018-06-04,6.405 -2018-06-05,6.4042 -2018-06-06,6.385 -2018-06-07,6.389 -2018-06-08,6.4031 -2018-06-11,6.4 -2018-06-12,6.3992 -2018-06-13,6.3944 -2018-06-14,6.398 -2018-06-15,6.4379 -2018-06-18,6.4379 -2018-06-19,6.4802 -2018-06-20,6.4713 -2018-06-21,6.49 -2018-06-22,6.5027 -2018-06-25,6.536 -2018-06-26,6.5759 -2018-06-27,6.5992 -2018-06-28,6.6235 -2018-06-29,6.6171 -2018-07-02,6.6632 -2018-07-03,6.6368 -2018-07-04,. -2018-07-05,6.6341 -2018-07-06,6.6396 -2018-07-09,6.6123 -2018-07-10,6.6296 -2018-07-11,6.6764 -2018-07-12,6.663 -2018-07-13,6.69 -2018-07-16,6.6866 -2018-07-17,6.7018 -2018-07-18,6.7161 -2018-07-19,6.7701 -2018-07-20,6.7659 -2018-07-23,6.7927 -2018-07-24,6.7912 -2018-07-25,6.7658 -2018-07-26,6.7865 -2018-07-27,6.8097 -2018-07-30,6.8102 -2018-07-31,6.8038 -2018-08-01,6.8154 -2018-08-02,6.838 -2018-08-03,6.8309 -2018-08-06,6.85 -2018-08-07,6.828 -2018-08-08,6.8344 -2018-08-09,6.8199 -2018-08-10,6.8458 -2018-08-13,6.888 -2018-08-14,6.8809 -2018-08-15,6.933 -2018-08-16,6.8792 diff --git a/k models/data/RGDP.csv b/k models/data/RGDP.csv deleted file mode 100644 index 10ebec2..0000000 --- a/k models/data/RGDP.csv +++ /dev/null @@ -1,285 +0,0 @@ -DATE,A191RL1Q225SBEA -1947-04-01,-0.4 -1947-07-01,-0.4 -1947-10-01,6.4 -1948-01-01,6 -1948-04-01,6.7 -1948-07-01,2.3 -1948-10-01,0.4 -1949-01-01,-5.4 -1949-04-01,-1.3 -1949-07-01,4.5 -1949-10-01,-3.5 -1950-01-01,16.9 -1950-04-01,12.7 -1950-07-01,16.3 -1950-10-01,8 -1951-01-01,5.6 -1951-04-01,7.1 -1951-07-01,8.5 -1951-10-01,0.9 -1952-01-01,4.3 -1952-04-01,0.8 -1952-07-01,2.9 -1952-10-01,13.8 -1953-01-01,7.7 -1953-04-01,3.2 -1953-07-01,-2.2 -1953-10-01,-5.9 -1954-01-01,-1.8 -1954-04-01,0.4 -1954-07-01,4.6 -1954-10-01,8 -1955-01-01,11.9 -1955-04-01,6.7 -1955-07-01,5.5 -1955-10-01,2.4 -1956-01-01,-1.5 -1956-04-01,3.4 -1956-07-01,-0.3 -1956-10-01,6.7 -1957-01-01,2.6 -1957-04-01,-0.9 -1957-07-01,4 -1957-10-01,-4 -1958-01-01,-10 -1958-04-01,2.6 -1958-07-01,9.6 -1958-10-01,9.7 -1959-01-01,7.7 -1959-04-01,10.1 -1959-07-01,-0.8 -1959-10-01,1.6 -1960-01-01,9.2 -1960-04-01,-1.5 -1960-07-01,1 -1960-10-01,-4.8 -1961-01-01,2.7 -1961-04-01,7.6 -1961-07-01,6.8 -1961-10-01,8.3 -1962-01-01,7.4 -1962-04-01,4.4 -1962-07-01,3.9 -1962-10-01,1.6 -1963-01-01,4.5 -1963-04-01,5.3 -1963-07-01,8 -1963-10-01,2.9 -1964-01-01,8.9 -1964-04-01,4.8 -1964-07-01,5.5 -1964-10-01,1.4 -1965-01-01,10.2 -1965-04-01,5.6 -1965-07-01,8.4 -1965-10-01,9.8 -1966-01-01,10.2 -1966-04-01,1.6 -1966-07-01,2.9 -1966-10-01,3.5 -1967-01-01,3.7 -1967-04-01,0.3 -1967-07-01,3.5 -1967-10-01,3.2 -1968-01-01,8.4 -1968-04-01,6.9 -1968-07-01,2.9 -1968-10-01,1.8 -1969-01-01,6.4 -1969-04-01,1.3 -1969-07-01,2.5 -1969-10-01,-1.7 -1970-01-01,-0.7 -1970-04-01,0.7 -1970-07-01,3.6 -1970-10-01,-4 -1971-01-01,11.1 -1971-04-01,2.3 -1971-07-01,3.2 -1971-10-01,1.2 -1972-01-01,7.4 -1972-04-01,9.6 -1972-07-01,3.7 -1972-10-01,6.8 -1973-01-01,10.2 -1973-04-01,4.6 -1973-07-01,-2.2 -1973-10-01,3.8 -1974-01-01,-3.3 -1974-04-01,1.1 -1974-07-01,-3.8 -1974-10-01,-1.6 -1975-01-01,-4.7 -1975-04-01,3.1 -1975-07-01,6.8 -1975-10-01,5.5 -1976-01-01,9.3 -1976-04-01,3.1 -1976-07-01,2.1 -1976-10-01,3 -1977-01-01,4.7 -1977-04-01,8.1 -1977-07-01,7.3 -1977-10-01,0 -1978-01-01,1.4 -1978-04-01,16.5 -1978-07-01,4 -1978-10-01,5.5 -1979-01-01,0.8 -1979-04-01,0.5 -1979-07-01,2.9 -1979-10-01,1 -1980-01-01,1.3 -1980-04-01,-7.9 -1980-07-01,-0.6 -1980-10-01,7.6 -1981-01-01,8.5 -1981-04-01,-2.9 -1981-07-01,4.7 -1981-10-01,-4.6 -1982-01-01,-6.5 -1982-04-01,2.2 -1982-07-01,-1.4 -1982-10-01,0.4 -1983-01-01,5.3 -1983-04-01,9.4 -1983-07-01,8.1 -1983-10-01,8.5 -1984-01-01,8.2 -1984-04-01,7.2 -1984-07-01,4 -1984-10-01,3.2 -1985-01-01,4 -1985-04-01,3.7 -1985-07-01,6.4 -1985-10-01,3 -1986-01-01,3.8 -1986-04-01,1.9 -1986-07-01,4.1 -1986-10-01,2.1 -1987-01-01,2.8 -1987-04-01,4.6 -1987-07-01,3.7 -1987-10-01,6.8 -1988-01-01,2.3 -1988-04-01,5.4 -1988-07-01,2.3 -1988-10-01,5.4 -1989-01-01,4.1 -1989-04-01,3.2 -1989-07-01,3 -1989-10-01,0.9 -1990-01-01,4.5 -1990-04-01,1.6 -1990-07-01,0.1 -1990-10-01,-3.4 -1991-01-01,-1.9 -1991-04-01,3.1 -1991-07-01,1.9 -1991-10-01,1.8 -1992-01-01,4.8 -1992-04-01,4.5 -1992-07-01,3.9 -1992-10-01,4.1 -1993-01-01,0.8 -1993-04-01,2.4 -1993-07-01,2 -1993-10-01,5.4 -1994-01-01,4 -1994-04-01,5.6 -1994-07-01,2.4 -1994-10-01,4.6 -1995-01-01,1.4 -1995-04-01,1.4 -1995-07-01,3.5 -1995-10-01,2.9 -1996-01-01,2.7 -1996-04-01,7.2 -1996-07-01,3.7 -1996-10-01,4.3 -1997-01-01,3.1 -1997-04-01,6.2 -1997-07-01,5.2 -1997-10-01,3.1 -1998-01-01,4 -1998-04-01,3.9 -1998-07-01,5.3 -1998-10-01,6.7 -1999-01-01,3.2 -1999-04-01,3.3 -1999-07-01,5.1 -1999-10-01,7.1 -2000-01-01,1.2 -2000-04-01,7.8 -2000-07-01,0.5 -2000-10-01,2.3 -2001-01-01,-1.1 -2001-04-01,2.1 -2001-07-01,-1.3 -2001-10-01,1.1 -2002-01-01,3.7 -2002-04-01,2.2 -2002-07-01,2 -2002-10-01,0.3 -2003-01-01,2.1 -2003-04-01,3.8 -2003-07-01,6.9 -2003-10-01,4.8 -2004-01-01,2.3 -2004-04-01,3 -2004-07-01,3.7 -2004-10-01,3.5 -2005-01-01,4.3 -2005-04-01,2.1 -2005-07-01,3.4 -2005-10-01,2.3 -2006-01-01,4.9 -2006-04-01,1.2 -2006-07-01,0.4 -2006-10-01,3.2 -2007-01-01,0.2 -2007-04-01,3.1 -2007-07-01,2.7 -2007-10-01,1.4 -2008-01-01,-2.7 -2008-04-01,2 -2008-07-01,-1.9 -2008-10-01,-8.2 -2009-01-01,-5.4 -2009-04-01,-0.5 -2009-07-01,1.3 -2009-10-01,3.9 -2010-01-01,1.7 -2010-04-01,3.9 -2010-07-01,2.7 -2010-10-01,2.5 -2011-01-01,-1.5 -2011-04-01,2.9 -2011-07-01,0.8 -2011-10-01,4.6 -2012-01-01,2.7 -2012-04-01,1.9 -2012-07-01,0.5 -2012-10-01,0.1 -2013-01-01,2.8 -2013-04-01,0.8 -2013-07-01,3.1 -2013-10-01,4.0 -2014-01-01,-0.9 -2014-04-01,4.6 -2014-07-01,5.2 -2014-10-01,2.0 -2015-01-01,3.2 -2015-04-01,2.7 -2015-07-01,1.6 -2015-10-01,0.5 -2016-01-01,0.6 -2016-04-01,2.2 -2016-07-01,2.8 -2016-10-01,1.8 -2017-01-01,1.2 -2017-04-01,3.1 -2017-07-01,3.2 -2017-10-01,2.9 -2018-01-01,2.0 diff --git a/k models/data/UNRATE.csv b/k models/data/UNRATE.csv deleted file mode 100644 index 8d6c11b..0000000 --- a/k models/data/UNRATE.csv +++ /dev/null @@ -1,846 +0,0 @@ -DATE,UNRATE -1948-01-01,3.4 -1948-02-01,3.8 -1948-03-01,4.0 -1948-04-01,3.9 -1948-05-01,3.5 -1948-06-01,3.6 -1948-07-01,3.6 -1948-08-01,3.9 -1948-09-01,3.8 -1948-10-01,3.7 -1948-11-01,3.8 -1948-12-01,4.0 -1949-01-01,4.3 -1949-02-01,4.7 -1949-03-01,5.0 -1949-04-01,5.3 -1949-05-01,6.1 -1949-06-01,6.2 -1949-07-01,6.7 -1949-08-01,6.8 -1949-09-01,6.6 -1949-10-01,7.9 -1949-11-01,6.4 -1949-12-01,6.6 -1950-01-01,6.5 -1950-02-01,6.4 -1950-03-01,6.3 -1950-04-01,5.8 -1950-05-01,5.5 -1950-06-01,5.4 -1950-07-01,5.0 -1950-08-01,4.5 -1950-09-01,4.4 -1950-10-01,4.2 -1950-11-01,4.2 -1950-12-01,4.3 -1951-01-01,3.7 -1951-02-01,3.4 -1951-03-01,3.4 -1951-04-01,3.1 -1951-05-01,3.0 -1951-06-01,3.2 -1951-07-01,3.1 -1951-08-01,3.1 -1951-09-01,3.3 -1951-10-01,3.5 -1951-11-01,3.5 -1951-12-01,3.1 -1952-01-01,3.2 -1952-02-01,3.1 -1952-03-01,2.9 -1952-04-01,2.9 -1952-05-01,3.0 -1952-06-01,3.0 -1952-07-01,3.2 -1952-08-01,3.4 -1952-09-01,3.1 -1952-10-01,3.0 -1952-11-01,2.8 -1952-12-01,2.7 -1953-01-01,2.9 -1953-02-01,2.6 -1953-03-01,2.6 -1953-04-01,2.7 -1953-05-01,2.5 -1953-06-01,2.5 -1953-07-01,2.6 -1953-08-01,2.7 -1953-09-01,2.9 -1953-10-01,3.1 -1953-11-01,3.5 -1953-12-01,4.5 -1954-01-01,4.9 -1954-02-01,5.2 -1954-03-01,5.7 -1954-04-01,5.9 -1954-05-01,5.9 -1954-06-01,5.6 -1954-07-01,5.8 -1954-08-01,6.0 -1954-09-01,6.1 -1954-10-01,5.7 -1954-11-01,5.3 -1954-12-01,5.0 -1955-01-01,4.9 -1955-02-01,4.7 -1955-03-01,4.6 -1955-04-01,4.7 -1955-05-01,4.3 -1955-06-01,4.2 -1955-07-01,4.0 -1955-08-01,4.2 -1955-09-01,4.1 -1955-10-01,4.3 -1955-11-01,4.2 -1955-12-01,4.2 -1956-01-01,4.0 -1956-02-01,3.9 -1956-03-01,4.2 -1956-04-01,4.0 -1956-05-01,4.3 -1956-06-01,4.3 -1956-07-01,4.4 -1956-08-01,4.1 -1956-09-01,3.9 -1956-10-01,3.9 -1956-11-01,4.3 -1956-12-01,4.2 -1957-01-01,4.2 -1957-02-01,3.9 -1957-03-01,3.7 -1957-04-01,3.9 -1957-05-01,4.1 -1957-06-01,4.3 -1957-07-01,4.2 -1957-08-01,4.1 -1957-09-01,4.4 -1957-10-01,4.5 -1957-11-01,5.1 -1957-12-01,5.2 -1958-01-01,5.8 -1958-02-01,6.4 -1958-03-01,6.7 -1958-04-01,7.4 -1958-05-01,7.4 -1958-06-01,7.3 -1958-07-01,7.5 -1958-08-01,7.4 -1958-09-01,7.1 -1958-10-01,6.7 -1958-11-01,6.2 -1958-12-01,6.2 -1959-01-01,6.0 -1959-02-01,5.9 -1959-03-01,5.6 -1959-04-01,5.2 -1959-05-01,5.1 -1959-06-01,5.0 -1959-07-01,5.1 -1959-08-01,5.2 -1959-09-01,5.5 -1959-10-01,5.7 -1959-11-01,5.8 -1959-12-01,5.3 -1960-01-01,5.2 -1960-02-01,4.8 -1960-03-01,5.4 -1960-04-01,5.2 -1960-05-01,5.1 -1960-06-01,5.4 -1960-07-01,5.5 -1960-08-01,5.6 -1960-09-01,5.5 -1960-10-01,6.1 -1960-11-01,6.1 -1960-12-01,6.6 -1961-01-01,6.6 -1961-02-01,6.9 -1961-03-01,6.9 -1961-04-01,7.0 -1961-05-01,7.1 -1961-06-01,6.9 -1961-07-01,7.0 -1961-08-01,6.6 -1961-09-01,6.7 -1961-10-01,6.5 -1961-11-01,6.1 -1961-12-01,6.0 -1962-01-01,5.8 -1962-02-01,5.5 -1962-03-01,5.6 -1962-04-01,5.6 -1962-05-01,5.5 -1962-06-01,5.5 -1962-07-01,5.4 -1962-08-01,5.7 -1962-09-01,5.6 -1962-10-01,5.4 -1962-11-01,5.7 -1962-12-01,5.5 -1963-01-01,5.7 -1963-02-01,5.9 -1963-03-01,5.7 -1963-04-01,5.7 -1963-05-01,5.9 -1963-06-01,5.6 -1963-07-01,5.6 -1963-08-01,5.4 -1963-09-01,5.5 -1963-10-01,5.5 -1963-11-01,5.7 -1963-12-01,5.5 -1964-01-01,5.6 -1964-02-01,5.4 -1964-03-01,5.4 -1964-04-01,5.3 -1964-05-01,5.1 -1964-06-01,5.2 -1964-07-01,4.9 -1964-08-01,5.0 -1964-09-01,5.1 -1964-10-01,5.1 -1964-11-01,4.8 -1964-12-01,5.0 -1965-01-01,4.9 -1965-02-01,5.1 -1965-03-01,4.7 -1965-04-01,4.8 -1965-05-01,4.6 -1965-06-01,4.6 -1965-07-01,4.4 -1965-08-01,4.4 -1965-09-01,4.3 -1965-10-01,4.2 -1965-11-01,4.1 -1965-12-01,4.0 -1966-01-01,4.0 -1966-02-01,3.8 -1966-03-01,3.8 -1966-04-01,3.8 -1966-05-01,3.9 -1966-06-01,3.8 -1966-07-01,3.8 -1966-08-01,3.8 -1966-09-01,3.7 -1966-10-01,3.7 -1966-11-01,3.6 -1966-12-01,3.8 -1967-01-01,3.9 -1967-02-01,3.8 -1967-03-01,3.8 -1967-04-01,3.8 -1967-05-01,3.8 -1967-06-01,3.9 -1967-07-01,3.8 -1967-08-01,3.8 -1967-09-01,3.8 -1967-10-01,4.0 -1967-11-01,3.9 -1967-12-01,3.8 -1968-01-01,3.7 -1968-02-01,3.8 -1968-03-01,3.7 -1968-04-01,3.5 -1968-05-01,3.5 -1968-06-01,3.7 -1968-07-01,3.7 -1968-08-01,3.5 -1968-09-01,3.4 -1968-10-01,3.4 -1968-11-01,3.4 -1968-12-01,3.4 -1969-01-01,3.4 -1969-02-01,3.4 -1969-03-01,3.4 -1969-04-01,3.4 -1969-05-01,3.4 -1969-06-01,3.5 -1969-07-01,3.5 -1969-08-01,3.5 -1969-09-01,3.7 -1969-10-01,3.7 -1969-11-01,3.5 -1969-12-01,3.5 -1970-01-01,3.9 -1970-02-01,4.2 -1970-03-01,4.4 -1970-04-01,4.6 -1970-05-01,4.8 -1970-06-01,4.9 -1970-07-01,5.0 -1970-08-01,5.1 -1970-09-01,5.4 -1970-10-01,5.5 -1970-11-01,5.9 -1970-12-01,6.1 -1971-01-01,5.9 -1971-02-01,5.9 -1971-03-01,6.0 -1971-04-01,5.9 -1971-05-01,5.9 -1971-06-01,5.9 -1971-07-01,6.0 -1971-08-01,6.1 -1971-09-01,6.0 -1971-10-01,5.8 -1971-11-01,6.0 -1971-12-01,6.0 -1972-01-01,5.8 -1972-02-01,5.7 -1972-03-01,5.8 -1972-04-01,5.7 -1972-05-01,5.7 -1972-06-01,5.7 -1972-07-01,5.6 -1972-08-01,5.6 -1972-09-01,5.5 -1972-10-01,5.6 -1972-11-01,5.3 -1972-12-01,5.2 -1973-01-01,4.9 -1973-02-01,5.0 -1973-03-01,4.9 -1973-04-01,5.0 -1973-05-01,4.9 -1973-06-01,4.9 -1973-07-01,4.8 -1973-08-01,4.8 -1973-09-01,4.8 -1973-10-01,4.6 -1973-11-01,4.8 -1973-12-01,4.9 -1974-01-01,5.1 -1974-02-01,5.2 -1974-03-01,5.1 -1974-04-01,5.1 -1974-05-01,5.1 -1974-06-01,5.4 -1974-07-01,5.5 -1974-08-01,5.5 -1974-09-01,5.9 -1974-10-01,6.0 -1974-11-01,6.6 -1974-12-01,7.2 -1975-01-01,8.1 -1975-02-01,8.1 -1975-03-01,8.6 -1975-04-01,8.8 -1975-05-01,9.0 -1975-06-01,8.8 -1975-07-01,8.6 -1975-08-01,8.4 -1975-09-01,8.4 -1975-10-01,8.4 -1975-11-01,8.3 -1975-12-01,8.2 -1976-01-01,7.9 -1976-02-01,7.7 -1976-03-01,7.6 -1976-04-01,7.7 -1976-05-01,7.4 -1976-06-01,7.6 -1976-07-01,7.8 -1976-08-01,7.8 -1976-09-01,7.6 -1976-10-01,7.7 -1976-11-01,7.8 -1976-12-01,7.8 -1977-01-01,7.5 -1977-02-01,7.6 -1977-03-01,7.4 -1977-04-01,7.2 -1977-05-01,7.0 -1977-06-01,7.2 -1977-07-01,6.9 -1977-08-01,7.0 -1977-09-01,6.8 -1977-10-01,6.8 -1977-11-01,6.8 -1977-12-01,6.4 -1978-01-01,6.4 -1978-02-01,6.3 -1978-03-01,6.3 -1978-04-01,6.1 -1978-05-01,6.0 -1978-06-01,5.9 -1978-07-01,6.2 -1978-08-01,5.9 -1978-09-01,6.0 -1978-10-01,5.8 -1978-11-01,5.9 -1978-12-01,6.0 -1979-01-01,5.9 -1979-02-01,5.9 -1979-03-01,5.8 -1979-04-01,5.8 -1979-05-01,5.6 -1979-06-01,5.7 -1979-07-01,5.7 -1979-08-01,6.0 -1979-09-01,5.9 -1979-10-01,6.0 -1979-11-01,5.9 -1979-12-01,6.0 -1980-01-01,6.3 -1980-02-01,6.3 -1980-03-01,6.3 -1980-04-01,6.9 -1980-05-01,7.5 -1980-06-01,7.6 -1980-07-01,7.8 -1980-08-01,7.7 -1980-09-01,7.5 -1980-10-01,7.5 -1980-11-01,7.5 -1980-12-01,7.2 -1981-01-01,7.5 -1981-02-01,7.4 -1981-03-01,7.4 -1981-04-01,7.2 -1981-05-01,7.5 -1981-06-01,7.5 -1981-07-01,7.2 -1981-08-01,7.4 -1981-09-01,7.6 -1981-10-01,7.9 -1981-11-01,8.3 -1981-12-01,8.5 -1982-01-01,8.6 -1982-02-01,8.9 -1982-03-01,9.0 -1982-04-01,9.3 -1982-05-01,9.4 -1982-06-01,9.6 -1982-07-01,9.8 -1982-08-01,9.8 -1982-09-01,10.1 -1982-10-01,10.4 -1982-11-01,10.8 -1982-12-01,10.8 -1983-01-01,10.4 -1983-02-01,10.4 -1983-03-01,10.3 -1983-04-01,10.2 -1983-05-01,10.1 -1983-06-01,10.1 -1983-07-01,9.4 -1983-08-01,9.5 -1983-09-01,9.2 -1983-10-01,8.8 -1983-11-01,8.5 -1983-12-01,8.3 -1984-01-01,8.0 -1984-02-01,7.8 -1984-03-01,7.8 -1984-04-01,7.7 -1984-05-01,7.4 -1984-06-01,7.2 -1984-07-01,7.5 -1984-08-01,7.5 -1984-09-01,7.3 -1984-10-01,7.4 -1984-11-01,7.2 -1984-12-01,7.3 -1985-01-01,7.3 -1985-02-01,7.2 -1985-03-01,7.2 -1985-04-01,7.3 -1985-05-01,7.2 -1985-06-01,7.4 -1985-07-01,7.4 -1985-08-01,7.1 -1985-09-01,7.1 -1985-10-01,7.1 -1985-11-01,7.0 -1985-12-01,7.0 -1986-01-01,6.7 -1986-02-01,7.2 -1986-03-01,7.2 -1986-04-01,7.1 -1986-05-01,7.2 -1986-06-01,7.2 -1986-07-01,7.0 -1986-08-01,6.9 -1986-09-01,7.0 -1986-10-01,7.0 -1986-11-01,6.9 -1986-12-01,6.6 -1987-01-01,6.6 -1987-02-01,6.6 -1987-03-01,6.6 -1987-04-01,6.3 -1987-05-01,6.3 -1987-06-01,6.2 -1987-07-01,6.1 -1987-08-01,6.0 -1987-09-01,5.9 -1987-10-01,6.0 -1987-11-01,5.8 -1987-12-01,5.7 -1988-01-01,5.7 -1988-02-01,5.7 -1988-03-01,5.7 -1988-04-01,5.4 -1988-05-01,5.6 -1988-06-01,5.4 -1988-07-01,5.4 -1988-08-01,5.6 -1988-09-01,5.4 -1988-10-01,5.4 -1988-11-01,5.3 -1988-12-01,5.3 -1989-01-01,5.4 -1989-02-01,5.2 -1989-03-01,5.0 -1989-04-01,5.2 -1989-05-01,5.2 -1989-06-01,5.3 -1989-07-01,5.2 -1989-08-01,5.2 -1989-09-01,5.3 -1989-10-01,5.3 -1989-11-01,5.4 -1989-12-01,5.4 -1990-01-01,5.4 -1990-02-01,5.3 -1990-03-01,5.2 -1990-04-01,5.4 -1990-05-01,5.4 -1990-06-01,5.2 -1990-07-01,5.5 -1990-08-01,5.7 -1990-09-01,5.9 -1990-10-01,5.9 -1990-11-01,6.2 -1990-12-01,6.3 -1991-01-01,6.4 -1991-02-01,6.6 -1991-03-01,6.8 -1991-04-01,6.7 -1991-05-01,6.9 -1991-06-01,6.9 -1991-07-01,6.8 -1991-08-01,6.9 -1991-09-01,6.9 -1991-10-01,7.0 -1991-11-01,7.0 -1991-12-01,7.3 -1992-01-01,7.3 -1992-02-01,7.4 -1992-03-01,7.4 -1992-04-01,7.4 -1992-05-01,7.6 -1992-06-01,7.8 -1992-07-01,7.7 -1992-08-01,7.6 -1992-09-01,7.6 -1992-10-01,7.3 -1992-11-01,7.4 -1992-12-01,7.4 -1993-01-01,7.3 -1993-02-01,7.1 -1993-03-01,7.0 -1993-04-01,7.1 -1993-05-01,7.1 -1993-06-01,7.0 -1993-07-01,6.9 -1993-08-01,6.8 -1993-09-01,6.7 -1993-10-01,6.8 -1993-11-01,6.6 -1993-12-01,6.5 -1994-01-01,6.6 -1994-02-01,6.6 -1994-03-01,6.5 -1994-04-01,6.4 -1994-05-01,6.1 -1994-06-01,6.1 -1994-07-01,6.1 -1994-08-01,6.0 -1994-09-01,5.9 -1994-10-01,5.8 -1994-11-01,5.6 -1994-12-01,5.5 -1995-01-01,5.6 -1995-02-01,5.4 -1995-03-01,5.4 -1995-04-01,5.8 -1995-05-01,5.6 -1995-06-01,5.6 -1995-07-01,5.7 -1995-08-01,5.7 -1995-09-01,5.6 -1995-10-01,5.5 -1995-11-01,5.6 -1995-12-01,5.6 -1996-01-01,5.6 -1996-02-01,5.5 -1996-03-01,5.5 -1996-04-01,5.6 -1996-05-01,5.6 -1996-06-01,5.3 -1996-07-01,5.5 -1996-08-01,5.1 -1996-09-01,5.2 -1996-10-01,5.2 -1996-11-01,5.4 -1996-12-01,5.4 -1997-01-01,5.3 -1997-02-01,5.2 -1997-03-01,5.2 -1997-04-01,5.1 -1997-05-01,4.9 -1997-06-01,5.0 -1997-07-01,4.9 -1997-08-01,4.8 -1997-09-01,4.9 -1997-10-01,4.7 -1997-11-01,4.6 -1997-12-01,4.7 -1998-01-01,4.6 -1998-02-01,4.6 -1998-03-01,4.7 -1998-04-01,4.3 -1998-05-01,4.4 -1998-06-01,4.5 -1998-07-01,4.5 -1998-08-01,4.5 -1998-09-01,4.6 -1998-10-01,4.5 -1998-11-01,4.4 -1998-12-01,4.4 -1999-01-01,4.3 -1999-02-01,4.4 -1999-03-01,4.2 -1999-04-01,4.3 -1999-05-01,4.2 -1999-06-01,4.3 -1999-07-01,4.3 -1999-08-01,4.2 -1999-09-01,4.2 -1999-10-01,4.1 -1999-11-01,4.1 -1999-12-01,4.0 -2000-01-01,4.0 -2000-02-01,4.1 -2000-03-01,4.0 -2000-04-01,3.8 -2000-05-01,4.0 -2000-06-01,4.0 -2000-07-01,4.0 -2000-08-01,4.1 -2000-09-01,3.9 -2000-10-01,3.9 -2000-11-01,3.9 -2000-12-01,3.9 -2001-01-01,4.2 -2001-02-01,4.2 -2001-03-01,4.3 -2001-04-01,4.4 -2001-05-01,4.3 -2001-06-01,4.5 -2001-07-01,4.6 -2001-08-01,4.9 -2001-09-01,5.0 -2001-10-01,5.3 -2001-11-01,5.5 -2001-12-01,5.7 -2002-01-01,5.7 -2002-02-01,5.7 -2002-03-01,5.7 -2002-04-01,5.9 -2002-05-01,5.8 -2002-06-01,5.8 -2002-07-01,5.8 -2002-08-01,5.7 -2002-09-01,5.7 -2002-10-01,5.7 -2002-11-01,5.9 -2002-12-01,6.0 -2003-01-01,5.8 -2003-02-01,5.9 -2003-03-01,5.9 -2003-04-01,6.0 -2003-05-01,6.1 -2003-06-01,6.3 -2003-07-01,6.2 -2003-08-01,6.1 -2003-09-01,6.1 -2003-10-01,6.0 -2003-11-01,5.8 -2003-12-01,5.7 -2004-01-01,5.7 -2004-02-01,5.6 -2004-03-01,5.8 -2004-04-01,5.6 -2004-05-01,5.6 -2004-06-01,5.6 -2004-07-01,5.5 -2004-08-01,5.4 -2004-09-01,5.4 -2004-10-01,5.5 -2004-11-01,5.4 -2004-12-01,5.4 -2005-01-01,5.3 -2005-02-01,5.4 -2005-03-01,5.2 -2005-04-01,5.2 -2005-05-01,5.1 -2005-06-01,5.0 -2005-07-01,5.0 -2005-08-01,4.9 -2005-09-01,5.0 -2005-10-01,5.0 -2005-11-01,5.0 -2005-12-01,4.9 -2006-01-01,4.7 -2006-02-01,4.8 -2006-03-01,4.7 -2006-04-01,4.7 -2006-05-01,4.6 -2006-06-01,4.6 -2006-07-01,4.7 -2006-08-01,4.7 -2006-09-01,4.5 -2006-10-01,4.4 -2006-11-01,4.5 -2006-12-01,4.4 -2007-01-01,4.6 -2007-02-01,4.5 -2007-03-01,4.4 -2007-04-01,4.5 -2007-05-01,4.4 -2007-06-01,4.6 -2007-07-01,4.7 -2007-08-01,4.6 -2007-09-01,4.7 -2007-10-01,4.7 -2007-11-01,4.7 -2007-12-01,5.0 -2008-01-01,5.0 -2008-02-01,4.9 -2008-03-01,5.1 -2008-04-01,5.0 -2008-05-01,5.4 -2008-06-01,5.6 -2008-07-01,5.8 -2008-08-01,6.1 -2008-09-01,6.1 -2008-10-01,6.5 -2008-11-01,6.8 -2008-12-01,7.3 -2009-01-01,7.8 -2009-02-01,8.3 -2009-03-01,8.7 -2009-04-01,9.0 -2009-05-01,9.4 -2009-06-01,9.5 -2009-07-01,9.5 -2009-08-01,9.6 -2009-09-01,9.8 -2009-10-01,10.0 -2009-11-01,9.9 -2009-12-01,9.9 -2010-01-01,9.8 -2010-02-01,9.8 -2010-03-01,9.9 -2010-04-01,9.9 -2010-05-01,9.6 -2010-06-01,9.4 -2010-07-01,9.4 -2010-08-01,9.5 -2010-09-01,9.5 -2010-10-01,9.4 -2010-11-01,9.8 -2010-12-01,9.3 -2011-01-01,9.1 -2011-02-01,9.0 -2011-03-01,9.0 -2011-04-01,9.1 -2011-05-01,9.0 -2011-06-01,9.1 -2011-07-01,9.0 -2011-08-01,9.0 -2011-09-01,9.0 -2011-10-01,8.8 -2011-11-01,8.6 -2011-12-01,8.5 -2012-01-01,8.3 -2012-02-01,8.3 -2012-03-01,8.2 -2012-04-01,8.2 -2012-05-01,8.2 -2012-06-01,8.2 -2012-07-01,8.2 -2012-08-01,8.1 -2012-09-01,7.8 -2012-10-01,7.8 -2012-11-01,7.7 -2012-12-01,7.9 -2013-01-01,8.0 -2013-02-01,7.7 -2013-03-01,7.5 -2013-04-01,7.6 -2013-05-01,7.5 -2013-06-01,7.5 -2013-07-01,7.3 -2013-08-01,7.2 -2013-09-01,7.2 -2013-10-01,7.2 -2013-11-01,6.9 -2013-12-01,6.7 -2014-01-01,6.6 -2014-02-01,6.7 -2014-03-01,6.7 -2014-04-01,6.3 -2014-05-01,6.3 -2014-06-01,6.1 -2014-07-01,6.2 -2014-08-01,6.2 -2014-09-01,5.9 -2014-10-01,5.7 -2014-11-01,5.8 -2014-12-01,5.6 -2015-01-01,5.7 -2015-02-01,5.5 -2015-03-01,5.5 -2015-04-01,5.4 -2015-05-01,5.5 -2015-06-01,5.3 -2015-07-01,5.2 -2015-08-01,5.1 -2015-09-01,5.0 -2015-10-01,5.0 -2015-11-01,5.0 -2015-12-01,5.0 -2016-01-01,4.9 -2016-02-01,4.9 -2016-03-01,5.0 -2016-04-01,5.0 -2016-05-01,4.7 -2016-06-01,4.9 -2016-07-01,4.9 -2016-08-01,4.9 -2016-09-01,5.0 -2016-10-01,4.9 -2016-11-01,4.6 -2016-12-01,4.7 -2017-01-01,4.8 -2017-02-01,4.7 -2017-03-01,4.5 -2017-04-01,4.4 -2017-05-01,4.3 -2017-06-01,4.3 -2017-07-01,4.3 -2017-08-01,4.4 -2017-09-01,4.2 -2017-10-01,4.1 -2017-11-01,4.1 -2017-12-01,4.1 -2018-01-01,4.1 -2018-02-01,4.1 -2018-03-01,4.1 -2018-04-01,3.9 -2018-05-01,3.8 diff --git a/k models/data/fred.xls b/k models/data/fred.xls deleted file mode 100644 index a108d48..0000000 Binary files a/k models/data/fred.xls and /dev/null differ diff --git a/k models/exchange/.vscode/settings.json b/k models/exchange/.vscode/settings.json new file mode 100644 index 0000000..4e99413 --- /dev/null +++ b/k models/exchange/.vscode/settings.json @@ -0,0 +1,3 @@ +{ + "python.pythonPath": "/Users/tianyudu/anaconda/bin/python" +} \ No newline at end of file diff --git a/k models/exchange/__pycache__/config.cpython-36.pyc b/k models/exchange/__pycache__/config.cpython-36.pyc index 71caec4..e004477 100644 Binary files a/k models/exchange/__pycache__/config.cpython-36.pyc and b/k models/exchange/__pycache__/config.cpython-36.pyc differ diff --git a/k models/exchange/__pycache__/containers.cpython-36.pyc b/k models/exchange/__pycache__/containers.cpython-36.pyc index 22402b3..a66d78f 100644 Binary files a/k models/exchange/__pycache__/containers.cpython-36.pyc and b/k models/exchange/__pycache__/containers.cpython-36.pyc differ diff --git a/k models/exchange/__pycache__/methods.cpython-36.pyc b/k models/exchange/__pycache__/methods.cpython-36.pyc index b2a0aaf..b08b0b8 100644 Binary files a/k models/exchange/__pycache__/methods.cpython-36.pyc and b/k models/exchange/__pycache__/methods.cpython-36.pyc differ diff --git a/k models/exchange/__pycache__/models.cpython-36.pyc b/k models/exchange/__pycache__/models.cpython-36.pyc index c597c1e..a95d0f6 100644 Binary files a/k models/exchange/__pycache__/models.cpython-36.pyc and b/k models/exchange/__pycache__/models.cpython-36.pyc differ diff --git a/k models/exchange/__pycache__/multi_config.cpython-36.pyc b/k models/exchange/__pycache__/multi_config.cpython-36.pyc new file mode 100644 index 0000000..577d938 Binary files /dev/null and b/k models/exchange/__pycache__/multi_config.cpython-36.pyc differ diff --git a/k models/exchange/config.py b/k models/exchange/config.py index 6228a13..5dacbf7 100644 --- a/k models/exchange/config.py +++ b/k models/exchange/config.py @@ -35,31 +35,3 @@ # Using m then the i-1 to i-m total m lagged variables # will be used to predict the i-index variable in the SLP. } - - -# ================ Configuration for multivariate model. -def load_multi_ex(file_dir: str) -> pd.DataFrame: - dataset = pd.read_csv(file_dir, delimiter="\t", index_col=0) - # Cleaning Data - dataset.dropna(how="any", axis=0, inplace=True) - dataset.replace(to_replace=".", value=np.NaN, inplace=True) - dataset.fillna(method="ffill", inplace=True) - dataset = dataset.astype(np.float32) - # DEXVZUS behaved abnomally - dataset.drop(columns=["DEXVZUS"], inplace=True) - return dataset - - -CON_config = { - "max_lag": 3, - "train_ratio": 0.9, - "time_steps": 14 -} - -NN_config = { - "batch_size": 32, - "validation_split": 0.1, - "nn.lstm1": 256, - "nn.lstm2": 128, - "nn.dense1": 64 -} diff --git a/k models/exchange/local_visualize.py b/k models/exchange/local_visualize.py index ef39612..a40eded 100644 --- a/k models/exchange/local_visualize.py +++ b/k models/exchange/local_visualize.py @@ -29,7 +29,7 @@ from containers import * from methods import * from models import * -from config import * +from multi_config import * file_dir = "./data/exchange_rates/exchange_rates_Daily.csv" @@ -40,13 +40,7 @@ CON_config) # Create empty model -model = MultivariateLSTM(container, NN_config, create_empty=True) -load_target = "./saved_models/2018Sep11_14_01_1536688913/" - -model.load_model( - folder_dir=load_target -) # Testing Data diff --git a/k models/exchange/multi_config.py b/k models/exchange/multi_config.py new file mode 100644 index 0000000..9c7dfc5 --- /dev/null +++ b/k models/exchange/multi_config.py @@ -0,0 +1,34 @@ +import numpy as np +import pandas as pd + +# ============ Configuration for multivariate model ============ +file_dir = "./data/exchange_rates/exchange_rates_Daily.csv" +target = "DEXCAUS" + +# Function to load data from spread sheet. +# +def load_multi_ex(file_dir: str) -> pd.DataFrame: + dataset = pd.read_csv(file_dir, delimiter="\t", index_col=0) + # Cleaning Data + dataset.dropna(how="any", axis=0, inplace=True) + dataset.replace(to_replace=".", value=np.NaN, inplace=True) + dataset.fillna(method="ffill", inplace=True) + dataset = dataset.astype(np.float32) + # DEXVZUS behaved abnomally + dataset.drop(columns=["DEXVZUS"], inplace=True) + return dataset + + +CON_config = { + "max_lag": 3, + "train_ratio": 0.9, + "time_steps": 14 +} + +NN_config = { + "batch_size": 32, + "validation_split": 0.1, + "nn.lstm1": 256, + "nn.lstm2": 128, + "nn.dense1": 64 +} diff --git a/k models/exchange/multi_ex.py b/k models/exchange/multi_ex.py index 0d646f4..19ca148 100644 --- a/k models/exchange/multi_ex.py +++ b/k models/exchange/multi_ex.py @@ -10,7 +10,7 @@ import matplotlib # TODO: for mac OS: os.name == "posix" and sys.platform == "darwin" # Use this identifier to automatically decide the following. -on_server = bool(int(input("Training on server wihtout graphic output? [0/1] >>> "))) +on_server = bool(int(input("Are you on a server wihtout graphic output? [0/1] >>> "))) if on_server: matplotlib.use( "agg", @@ -28,17 +28,111 @@ from containers import * from methods import * from models import * -from config import * +from multi_config import * + +def train_new_model(): + """ + Train a new model. + """ + print(f"Control: Building new container from {file_dir}...") + print(f"\tTarget is {target}") + # Build up containers. + container = MultivariateContainer( + file_dir, + target, + load_multi_ex, + CON_config) + print(chr(9608)) + + print("Control: Building up models...") + model = MultivariateLSTM(container, NN_config) + print(chr(9608)) + + model.fit_model(epochs=int(input("Training epochs >>> "))) + + save_destination = input("Folder name to save model? [Enter] Using default >>> ") + print("Control: Saving model training result...") + if save_destination == "": + model.save_model() + else: + model.save_model(file_dir=save_destination) + print(chr(9608)) + +def visualize_training_result(): + print(f"Contro;: Building up container from {file_dir}...") + container = MultivariateContainer( + file_dir, + target, + load_multi_ex, + CON_config) + print(chr(9608)) + + print("Control: Building empty model...") + model = MultivariateLSTM(container, NN_config, create_empty=True) + print(chr(9608)) + + load_target = input("Model folder name >>> ") + load_target = f"./saved_models/{load_target}/" + print(f"Control: Loading model from {load_target}...") + + model.load_model( + folder_dir=load_target + ) + print(chr(9608)) + + # Forecast testing set. + yhat = model.predict(model.container.test_X) + yhat = model.container.invert_difference( + yhat, + range( + model.container.num_obs-len(yhat), + model.container.num_obs + ), + fillnone=True + ) + # Forecast trainign set. + train_yhat = model.predict(model.container.train_X) + train_yhat = model.container.invert_difference( + train_yhat, range(len(train_yhat)), fillnone=True + ) + + # Visualize + plt.close() + plt.plot(yhat, linewidth=0.6, alpha=0.6, label="Test set yhat") + plt.plot(train_yhat, linewidth=0.6, alpha=0.6, label="Train set yhat") + plt.plot(model.container.ground_truth_y, + linewidth=1.2, alpha=0.3, label="actual") + plt.legend() + action = input("Plot result? \n\t[P] plot result. \n\t[S] save result. \n\t>>>") + assert action.lower() in [p, s], "Invalid command." + if action.lower() == "p": + plt.show() + elif action.lower() == "s": + fig_name = input("") + +if __name__ == "__main__": + print(""" + Hey, you are using the Multivariate Forecasting model based on Keras. + CUI version: 0.01, Sep 11 2018. + Modify configuration and models files to change the model. + """) + + task = input(""" + What to do? + [N] train new model. + [R] restore saved model and continue training. + [V] visualize training result. + [Q] quit. + >>> """) + assert task.lower() in ["n", "r", "v", "q"], "Invalid task." + if task.lower() == "n": + train_new_model() + elif task.lower() == "r": + raise NotImplementedError + elif task.lower() == "v": + visualize_training_result() + elif task.lower() == "q": + quit() -file_dir = "./data/exchange_rates/exchange_rates_Daily.csv" -# Setting up parameters. -container = MultivariateContainer( - file_dir, - "DEXCAUS", - load_multi_ex, - CON_config) -model = MultivariateLSTM(container, NN_config) -model.fit_model(epochs=int(input("Training epochs >>> "))) -model.save_model() diff --git a/k models/hello_k.py b/k models/hello_k.py deleted file mode 100644 index 3f078b6..0000000 --- a/k models/hello_k.py +++ /dev/null @@ -1,43 +0,0 @@ -""" -Experimental sequential models using Keras. -""" - -from keras.models import Sequential -from keras.layers import LSTM, Dense -import numpy as np - -data_dim = 16 -timesteps = 8 -num_classes = 10 - -model = Sequential() -model.add( - LSTM(32, return_sequences=True, - input_shape=(timesteps, data_dim)) -) - -model.add( - LSTM(32, return_sequences=True) -) - -model.add(LSTM(32)) -model.add(Dense(10, activation="softmax")) -model.compile( - loss="categorical_crossentropy", - optimizer="rmsprop", - metrics=["accuracy"]) - -x_train = np.random.random((1000, timesteps, data_dim)) -y_train = np.random.random((1000, num_classes)) - -x_val = np.random.random((100, timesteps, data_dim)) -y_val = np.random.random((100, num_classes)) - -model.fit( - x_train, - y_train, - batch_size=64, - epochs=1000, - verbose=1, - validation_data=(x_val, y_val) -) diff --git a/space.code-workspace b/space.code-workspace index 25033e6..53751aa 100644 --- a/space.code-workspace +++ b/space.code-workspace @@ -1,7 +1,7 @@ { "folders": [ { - "path": "k models" + "path": "k models/exchange" }, { "path": "."