some unspecified edits

.gitignore

@@ -1,3 +1,6 @@
+.vscode/
+temp/
+
 # ---> Python
 # Byte-compiled / optimized / DLL files
 __pycache__/
@@ -116,7 +119,7 @@ celerybeat.pid
 .env
 .venv
 env/
-venv/
+venv-global/
 ENV/
 env.bak/
 venv.bak/

console.py

@@ -0,0 +1,28 @@
+import matplotlib.pylab as plt
+from pyFTS.models import pwfts
+from pyFTS.partitioners import Grid
+
+from service.api import influx, smoothing
+
+data = influx.get_field()
+
+dataFrame = smoothAPI.getTimeSeries()
+dataset = dataFrame['value'].values
+
+trainLength = int(dataset.size*0.8)
+
+
+fs = Grid.GridPartitioner(data=dataset, npart=10) # Количество узлов разделения
+model = pwfts.ProbabilisticWeightedFTS(partitioner=fs)
+model.fit(dataset[:trainLength])
+print(model)
+forecasts = model.predict(dataset[trainLength:trainLength+200], type='point', steps_ahead=int(dataset.size*0.2)) #, steps_ahead=int(dataset.size*0.2)
+# forecasts = model.forecast_ahead(dataset[:], trainLength)
+
+
+
+fig, ax = plt.subplots()
+ax.plot(dataset)
+ax.plot( forecasts) #range(trainLength,trainLength+200),
+plt.show()
+

fastAPI.py

@@ -1,4 +1,5 @@
 from fastapi import FastAPI
+from fastapi.openapi.docs import get_swagger_ui_html
 
 app = FastAPI()
 
@@ -11,3 +12,8 @@ async def root():
 @app.get("/hello/{name}")
 async def say_hello(name: str):
     return {"message": f"Hello {name}"}
+
+
+@app.get("/docs")
+def read_docs():
+    return get_swagger_ui_html(openapi_url="/openapi.json")

requirements.txt

@@ -3,5 +3,16 @@ pandas
 matplotlib
 dill
 scipy
-pyFTS
 fastapi
+requests
+
+pyFTS @ git+https://git.athene.tech/sam/pyFTS.git
+# pip install -U --force-reinstall --no-deps -e git+https://git.athene.tech/sam/pyFTS.git#egg=pyFTS
+
+scikit-learn
+keras
+tensorflow
+
+influxdb-client
+
+darts

service/api/generate.py

@@ -0,0 +1,30 @@
+import math
+
+import numpy as np
+import pandas as pd
+from matplotlib import pyplot as plt
+
+
+def generate_sine_series(length=100, amplitude=1, frequency=0.5, phase=0, offset=0):
+    """
+    Генерация временного ряда в виде синусоиды.
+
+    :param length: Длина временного ряда (количество точек).
+    :param amplitude: Амплитуда синусоиды.
+    :param frequency: Частота синусоиды.
+    :param phase: Фазовый сдвиг синусоиды (в радианах).
+    :param offset: Смещение (сдвиг по вертикали) синусоиды.
+    :return: Pandas DataFrame с временным рядом.
+    """
+    # Создаем индекс для DataFrame
+    times = range(length)
+    # Генерируем значения синусоиды
+    values = [amplitude * np.sin(2*np.pi/frequency * index + phase) + offset for index in times]
+    # Возвращаем DataFrame с временным рядом
+    return pd.DataFrame(values, index=times, columns=['value'])
+
+
+if __name__ == '__main__':
+    temp = generate_sine_series(length=500, frequency=50, amplitude=100)
+    plt.plot(temp)
+    plt.savefig("images/plot.png")

service/api/influx.py

@@ -0,0 +1,47 @@
+import influxdb_client
+import requests, os
+
+token = "dILwu7gJsK7spzhXPTj1LqlFi_LqdJdSS_3G_VvLZ27fi4nEpSiAyuM-gp8Qe6wS5fxbX_DXoW6dHaUyS5YREA=="
+#token = os.environ.get('INFLUXDB_TOKEN')
+org = "UlSTU"
+bucket="Prometheus"
+url = "http://influx.athene.tech"
+client = influxdb_client.InfluxDBClient(url=url, token=token, org=org)
+
+
+def get_field(interval='10m', field='pve_cpu_usage_ratio'):
+    query_api = client.query_api()
+    query = f"""
+    from(bucket: "{bucket}")
+      |> range(start: -{interval})
+      |> filter(fn: (r) => r["_field"] == "{field}")
+      |> pivot(rowKey:["_time"], columnKey: ["id"], valueColumn: "_value")
+    """
+    return query_api.query_data_frame(query, org=org)
+
+def get_field_at_container(interval='10m', field="pve_cpu_usage_ratio", container="lxc/116"):
+    query_api = client.query_api()
+    query = f"""
+    from(bucket: "{bucket}")
+      |> range(start: -{interval})
+      |> filter(fn: (r) => r["_field"] == "{field}")
+      |> filter(fn: (r) => r["id"] == "{container}")
+      |> pivot(rowKey:["_time"], columnKey: ["id"], valueColumn: "_value")
+    """
+    return query_api.query_data_frame(query, org=org)
+
+#TODO: Удалить лишние объекты
+def request_delete_measurement(bucket, measurement):
+  response = requests.post(f'{url}/api/v2/delete?org={org}&bucket={bucket}', 
+                           headers={'Authorization': f'Token {token}', 'Content-Type': 'application/json' },
+                           data={'start': "2020-03-01", 
+                                 'stop': "2025-03-01", 
+                                 'predicate': f'_measurement={measurement}'})
+  print(response.content)
+
+
+if __name__ == "__main__":
+  print("influx import test")
+  ## request_delete_measurement(bucket="Prometheus", measurement="prometheus")
+  data = get_field_at_container()
+  print("Ok")

service/api/smoothing.py

@@ -0,0 +1,18 @@
+import numpy as np
+import pandas as pd
+import requests
+
+def getTimeSeries(set = 'NN3', series = '007'):
+    response = requests.get('http://time-series.athene.tech/api/1.0/get-time-series',
+                            params={'setKey': set, 'timeSeriesKey': series})
+    return pd.DataFrame.from_dict(response.json().get('values'))
+
+#not work
+def getTimeSeriesSmooth():
+    response = requests.post('http://time-series.athene.tech/api/1.0/getSpecificMethodSmoothed',
+                            data={'originalTimeSeries': set, 'timeSeriesKey': series})
+    return pd.DataFrame.from_dict(response.json().get('values'))
+
+if __name__ == "__main__":
+    data = getTimeSeries()
+    print("Done")

service/exponential_smoothing.py

@@ -0,0 +1,32 @@
+import numpy as np
+import matplotlib.pyplot as plt
+
+
+def exponential_smoothing(series, alpha):
+    """
+    Функция для экспоненциального сглаживания временного ряда.
+
+    :param series: Вектор временного ряда.
+    :param alpha: Коэффициент сглаживания (0 <= alpha <= 1).
+    :return: Сглаженный временной ряд.
+    """
+    # Создаем вектор той же длины, что и исходный временной ряд, заполненный нулями
+    result = np.zeros_like(series)
+    # Первый элемент сглаженного ряда равен первому элементу исходного ряда
+    result[0] = series[0]
+    for t in range(1, len(series)):
+        # Каждый следующий элемент сглаженного ряда рассчитывается как взвешенная сумма текущего элемента исходного ряда
+        # и предыдущего элемента сглаженного ряда
+        result[t] = alpha * series[t] + (1 - alpha) * result[t - 1]
+    return result
+
+if __name__ == "__main__":
+    # Пример использования функции
+    series = [10, 8, 6, 4, 5, 6, 8, 10]  # Исходный временной ряд
+    alpha = 0.5  # Коэффициент сглаживания
+    smoothed_series = exponential_smoothing(series, alpha)
+    print(smoothed_series)
+
+    plt.plot(series)
+    plt.plot(smoothed_series)
+    plt.show()

service/predictModels.py

@@ -0,0 +1,14 @@
+from pyFTS.models import pwfts
+from pyFTS.partitioners import Grid, Entropy, Util as pUtil
+from pyFTS.data import sunspots as DataFrame
+from pyFTS.common import Util, Transformations, fts, tree
+
+def pwfts(dataset, trainLength, npart=50):
+    fs = Grid.GridPartitioner(data=dataset, npart=50)
+    model = pwfts.ProbabilisticWeightedFTS(partitioner=fs)
+    model.fit(dataset[:trainLength])
+    print(model)
+    forecasts = model.predict(dataset[trainLength:trainLength + 200], type='point',
+                              steps_ahead=int(dataset.size * 0.2))  # , steps_ahead=int(dataset.size*0.2)
+    # forecasts = model.forecast_ahead(dataset[:], trainLength)
+

test.py

@@ -1,10 +1,22 @@
-from pyFTS.models import chen
+from service.api.generate import generate_sine_series
-from pyFTS.partitioners import Grid, Entropy, Util as pUtil
-from pyFTS.data import Bitcoin
-train = Bitcoin.get_data()
-fs = Grid.GridPartitioner(data=train, npart=50)
-model = chen.ConventionalFTS(partitioner=fs)
-model.fit(train[:-10])
-print(model)
-forecasts = model.predict(train[-10:])
 
+import matplotlib.pylab as plt
+import warnings
+warnings.filterwarnings('ignore')
+
+df = generate_sine_series(length=500, frequency=50, amplitude=100)
+plt.plot(df)
+
+data = df.values
+
+
+from pyFTS.partitioners import CMeans
+
+fs = CMeans.CMeansPartitioner(data=data,npart=10)
+
+fig, ax = plt.subplots(nrows=1, ncols=1, figsize=[15,5])
+
+fs.plot(ax)
+
+
+plt.show()

test_main.http

@@ -1,11 +0,0 @@
-# Test your FastAPI endpoints
-
-GET http://127.0.0.1:8000/
-Accept: application/json
-
-###
-
-GET http://127.0.0.1:8000/hello/User
-Accept: application/json
-
-###

tutorial/MatPlotLib Exception.md

@@ -0,0 +1,42 @@
+# Пример как можно использовать
+
+### Вывод двух функций на одном графике
+```python
+plt.plot(dataset)
+plt.plot(modelForecasts)
+plt.show()
+```
+
+### Вывод двух функций на одном графике (расширенная версия)
+```python
+fig, ax = plt.subplots()
+ax.plot(train)
+ax.plot(forecasts)
+plt.show()
+```
+
+### Вывод двух функций на одном графике (настройка цвета и подписей)
+```python
+fig, ax = plt.subplots()
+ax.plot(train, color="black", label='TAIEX')
+ax.plot(forecasts, color="red", label='Forecasts')
+plt.show()
+```
+
+### Вывод двух функций на одном графике (настройка цвета и подписей)
+```python
+fig, ax = plt.subplots()
+ax.plot(train)
+ax.plot(np.arange(train_split,train_split+200), forecasts[train_split:train_split+200])
+plt.show()
+```
+
+### Вывод двух графиков из линий в одну колонку без блокирования интерфейса
+```python
+fig, ax = plt.subplots(nrows=2, ncols=1)
+ax[0].plot(dataset1)
+ax[1].plot(dataset2['value'])
+plt.show(block=False)
+```
+
+

tutorial/darts/data/monthly_in_situ_co2_mlo.csv

@@ -0,0 +1,821 @@
+"-------------------------------------------------------------------------------------------"
+" Atmospheric CO2 concentrations (ppm) derived from in situ air measurements                "
+" at Mauna Loa, Observatory, Hawaii: Latitude 19.5°N Longitude 155.6°W Elevation 3397m      "
+"                                                                                           "
+" Source: R. F. Keeling, S. J. Walker, S. C. Piper and A. F. Bollenbacher                   "
+" Scripps CO2 Program ( http://scrippsco2.ucsd.edu )                                        "
+" Scripps Institution of Oceanography (SIO)                                                 "
+" University of California                                                                  "
+" La Jolla, California USA 92093-0244                                                       "
+"                                                                                           "
+" Status of data and correspondence:                                                        "
+"                                                                                           "
+" These data are subject to revision based on recalibration of standard gases. Questions    "
+" about the data should be directed to Dr. Ralph Keeling (rkeeling@ucsd.edu), Stephen Walker"
+" (sjwalker@ucsd.edu) and Stephen Piper (scpiper@ucsd.edu), Scripps CO2 Program.            "
+"                                                                                           "
+" Baseline data in this file through 10-Jan-2022 from archive dated 13-Jan-2022 08:51:33    "
+"                                                                                           "
+"-------------------------------------------------------------------------------------------"
+"                                                                                           "
+" Please cite as:                                                                           "
+"                                                                                           "
+" C. D. Keeling, S. C. Piper, R. B. Bacastow, M. Wahlen, T. P. Whorf, M. Heimann, and       "
+" H. A. Meijer, Exchanges of atmospheric CO2 and 13CO2 with the terrestrial biosphere and   "
+" oceans from 1978 to 2000.  I. Global aspects, SIO Reference Series, No. 01-06, Scripps    "
+" Institution of Oceanography, San Diego, 88 pages, 2001.                                   "
+"                                                                                           "
+" If it is necessary to cite a peer-reviewed article, please cite as:                       "
+"                                                                                           "
+" C. D. Keeling, S. C. Piper, R. B. Bacastow, M. Wahlen, T. P. Whorf, M. Heimann, and       "
+" H. A. Meijer, Atmospheric CO2 and 13CO2 exchange with the terrestrial biosphere and       "
+" oceans from 1978 to 2000: observations and carbon cycle implications, pages 83-113,       "
+" in "A History of Atmospheric CO2 and its effects on Plants, Animals, and Ecosystems",     "
+" editors, Ehleringer, J.R., T. E. Cerling, M. D. Dearing, Springer Verlag,                 "
+" New York, 2005.                                                                           "
+"                                                                                           "
+"-------------------------------------------------------------------------------------------"
+"                                                                                           "
+" The data file below contains 10 columns.  Columns 1-4 give the dates in several redundant "
+" formats. Column 5 below gives monthly Mauna Loa CO2 concentrations in micro-mol CO2 per   "
+" mole (ppm), reported on the 2012 SIO manometric mole fraction scale.  This is the        "
+" standard version of the data most often sought.  The monthly values have been adjusted    "
+" to 24:00 hours on the 15th of each month.  Column 6 gives the same data after a seasonal  "
+" adjustment to remove the quasi-regular seasonal cycle.  The adjustment involves           "
+" subtracting from the data a 4-harmonic fit with a linear gain factor.  Column 7 is a      "
+" smoothed version of the data generated from a stiff cubic spline function plus 4-harmonic "
+" functions with linear gain.  Column 8 is the same smoothed version with the seasonal      "
+" cycle removed.  Column 9 is identical to Column 5 except that the missing values from     "
+" Column 5 have been filled with values from Column 7.  Column 10 is identical to Column 6  "
+" except missing values have been filled with values from Column 8.  Missing values are     "
+" denoted by -99.99                                                                         "
+"                                                                                           "
+" CO2 concentrations are measured on the '12' calibration scale                             "
+"                                                                                           "
+Yr,Mn,DateDays,Datetime,CO2_none,seasonally_adjusted,fit,seasonally_adjusted_fit,CO2,seasonally_adjustedfilled
+1958, 03,   21259, 1958.2027,   315.70,   314.43,     316.20,   314.91,     315.70,   314.43
+1958, 04,   21290, 1958.2877,   317.45,   315.16,     317.30,   314.99,     317.45,   315.16
+1958, 05,   21320, 1958.3699,   317.51,   314.71,     317.87,   315.07,     317.51,   314.71
+1958, 06,   21351, 1958.4548,   -99.99,   -99.99,     317.25,   315.15,     317.25,   315.15
+1958, 07,   21381, 1958.5370,   315.86,   315.20,     315.86,   315.22,     315.86,   315.20
+1958, 08,   21412, 1958.6219,   314.93,   316.20,     313.98,   315.29,     314.93,   316.20
+1958, 09,   21443, 1958.7068,   313.21,   316.09,     312.46,   315.36,     313.21,   316.09
+1958, 10,   21473, 1958.7890,   -99.99,   -99.99,     312.44,   315.41,     312.44,   315.41
+1958, 11,   21504, 1958.8740,   313.33,   315.20,     313.61,   315.46,     313.33,   315.20
+1958, 12,   21534, 1958.9562,   314.67,   315.43,     314.77,   315.52,     314.67,   315.43
+1959, 01,   21565, 1959.0411,   315.58,   315.53,     315.63,   315.58,     315.58,   315.53
+1959, 02,   21596, 1959.1260,   316.49,   315.85,     316.28,   315.64,     316.49,   315.85
+1959, 03,   21624, 1959.2027,   316.65,   315.37,     316.99,   315.70,     316.65,   315.37
+1959, 04,   21655, 1959.2877,   317.72,   315.41,     318.09,   315.77,     317.72,   315.41
+1959, 05,   21685, 1959.3699,   318.29,   315.48,     318.66,   315.85,     318.29,   315.48
+1959, 06,   21716, 1959.4548,   318.15,   316.02,     318.05,   315.94,     318.15,   316.02
+1959, 07,   21746, 1959.5370,   316.54,   315.87,     316.67,   316.03,     316.54,   315.87
+1959, 08,   21777, 1959.6219,   314.80,   316.08,     314.81,   316.13,     314.80,   316.08
+1959, 09,   21808, 1959.7068,   313.84,   316.73,     313.31,   316.22,     313.84,   316.73
+1959, 10,   21838, 1959.7890,   313.33,   316.33,     313.33,   316.31,     313.33,   316.33
+1959, 11,   21869, 1959.8740,   314.81,   316.69,     314.54,   316.40,     314.81,   316.69
+1959, 12,   21899, 1959.9562,   315.58,   316.35,     315.73,   316.48,     315.58,   316.35
+1960, 01,   21930, 1960.0410,   316.43,   316.38,     316.62,   316.56,     316.43,   316.38
+1960, 02,   21961, 1960.1257,   316.98,   316.34,     317.29,   316.64,     316.98,   316.34
+1960, 03,   21990, 1960.2049,   317.58,   316.27,     318.04,   316.72,     317.58,   316.27
+1960, 04,   22021, 1960.2896,   319.03,   316.70,     319.15,   316.80,     319.03,   316.70
+1960, 05,   22051, 1960.3716,   320.03,   317.21,     319.69,   316.87,     320.03,   317.21
+1960, 06,   22082, 1960.4563,   319.59,   317.47,     319.03,   316.93,     319.59,   317.47
+1960, 07,   22112, 1960.5383,   318.18,   317.53,     317.59,   316.98,     318.18,   317.53
+1960, 08,   22143, 1960.6230,   315.90,   317.21,     315.68,   317.02,     315.90,   317.21
+1960, 09,   22174, 1960.7077,   314.17,   317.08,     314.12,   317.05,     314.17,   317.08
+1960, 10,   22204, 1960.7896,   313.83,   316.83,     314.09,   317.08,     313.83,   316.83
+1960, 11,   22235, 1960.8743,   315.00,   316.88,     315.25,   317.11,     315.00,   316.88
+1960, 12,   22265, 1960.9563,   316.19,   316.96,     316.40,   317.15,     316.19,   316.96
+1961, 01,   22296, 1961.0411,   316.89,   316.85,     317.26,   317.20,     316.89,   316.85
+1961, 02,   22327, 1961.1260,   317.70,   317.06,     317.92,   317.27,     317.70,   317.06
+1961, 03,   22355, 1961.2027,   318.54,   317.25,     318.64,   317.34,     318.54,   317.25
+1961, 04,   22386, 1961.2877,   319.48,   317.15,     319.76,   317.42,     319.48,   317.15
+1961, 05,   22416, 1961.3699,   320.58,   317.75,     320.33,   317.50,     320.58,   317.75
+1961, 06,   22447, 1961.4548,   319.77,   317.63,     319.72,   317.59,     319.77,   317.63
+1961, 07,   22477, 1961.5370,   318.56,   317.89,     318.33,   317.68,     318.56,   317.89
+1961, 08,   22508, 1961.6219,   316.79,   318.08,     316.45,   317.77,     316.79,   318.08
+1961, 09,   22539, 1961.7068,   314.99,   317.90,     314.92,   317.85,     314.99,   317.90
+1961, 10,   22569, 1961.7890,   315.31,   318.32,     314.92,   317.92,     315.31,   318.32
+1961, 11,   22600, 1961.8740,   316.10,   317.99,     316.13,   318.00,     316.10,   317.99
+1961, 12,   22630, 1961.9562,   317.01,   317.78,     317.31,   318.06,     317.01,   317.78
+1962, 01,   22661, 1962.0411,   317.94,   317.89,     318.19,   318.13,     317.94,   317.89
+1962, 02,   22692, 1962.1260,   318.55,   317.91,     318.85,   318.20,     318.55,   317.91
+1962, 03,   22720, 1962.2027,   319.68,   318.39,     319.57,   318.26,     319.68,   318.39
+1962, 04,   22751, 1962.2877,   320.57,   318.24,     320.67,   318.33,     320.57,   318.24
+1962, 05,   22781, 1962.3699,   321.02,   318.18,     321.23,   318.39,     321.02,   318.18
+1962, 06,   22812, 1962.4548,   320.62,   318.47,     320.59,   318.45,     320.62,   318.47
+1962, 07,   22842, 1962.5370,   319.61,   318.94,     319.16,   318.51,     319.61,   318.94
+1962, 08,   22873, 1962.6219,   317.40,   318.70,     317.23,   318.56,     317.40,   318.70
+1962, 09,   22904, 1962.7068,   316.24,   319.17,     315.67,   318.61,     316.24,   319.17
+1962, 10,   22934, 1962.7890,   315.42,   318.44,     315.63,   318.64,     315.42,   318.44
+1962, 11,   22965, 1962.8740,   316.69,   318.59,     316.81,   318.68,     316.69,   318.59
+1962, 12,   22995, 1962.9562,   317.70,   318.47,     317.96,   318.72,     317.70,   318.47
+1963, 01,   23026, 1963.0411,   318.74,   318.69,     318.82,   318.77,     318.74,   318.69
+1963, 02,   23057, 1963.1260,   319.07,   318.43,     319.47,   318.81,     319.07,   318.43
+1963, 03,   23085, 1963.2027,   319.86,   318.56,     320.17,   318.86,     319.86,   318.56
+1963, 04,   23116, 1963.2877,   321.38,   319.05,     321.27,   318.91,     321.38,   319.05
+1963, 05,   23146, 1963.3699,   322.25,   319.39,     321.82,   318.97,     322.25,   319.39
+1963, 06,   23177, 1963.4548,   321.48,   319.32,     321.16,   319.02,     321.48,   319.32
+1963, 07,   23207, 1963.5370,   319.74,   319.06,     319.71,   319.06,     319.74,   319.06
+1963, 08,   23238, 1963.6219,   317.77,   319.07,     317.77,   319.11,     317.77,   319.07
+1963, 09,   23269, 1963.7068,   316.21,   319.14,     316.20,   319.15,     316.21,   319.14
+1963, 10,   23299, 1963.7890,   315.99,   319.02,     316.17,   319.19,     315.99,   319.02
+1963, 11,   23330, 1963.8740,   317.07,   318.97,     317.35,   319.23,     317.07,   318.97
+1963, 12,   23360, 1963.9562,   318.35,   319.13,     318.52,   319.28,     318.35,   319.13
+1964, 01,   23391, 1964.0410,   319.57,   319.52,     319.38,   319.32,     319.57,   319.52
+1964, 02,   23422, 1964.1257,   -99.99,   -99.99,     320.02,   319.37,     320.02,   319.37
+1964, 03,   23451, 1964.2049,   -99.99,   -99.99,     320.75,   319.41,     320.75,   319.41
+1964, 04,   23482, 1964.2896,   -99.99,   -99.99,     321.84,   319.46,     321.84,   319.46
+1964, 05,   23512, 1964.3716,   322.25,   319.39,     322.35,   319.50,     322.25,   319.39
+1964, 06,   23543, 1964.4563,   321.89,   319.75,     321.66,   319.53,     321.89,   319.75
+1964, 07,   23573, 1964.5383,   320.44,   319.79,     320.19,   319.56,     320.44,   319.79
+1964, 08,   23604, 1964.6230,   318.69,   320.02,     318.23,   319.59,     318.69,   320.02
+1964, 09,   23635, 1964.7077,   316.71,   319.66,     316.64,   319.61,     316.71,   319.66
+1964, 10,   23665, 1964.7896,   316.87,   319.91,     316.60,   319.62,     316.87,   319.91
+1964, 11,   23696, 1964.8743,   317.68,   319.58,     317.76,   319.64,     317.68,   319.58
+1964, 12,   23726, 1964.9563,   318.71,   319.49,     318.90,   319.66,     318.71,   319.49
+1965, 01,   23757, 1965.0411,   319.44,   319.39,     319.75,   319.69,     319.44,   319.39
+1965, 02,   23788, 1965.1260,   320.44,   319.80,     320.38,   319.73,     320.44,   319.80
+1965, 03,   23816, 1965.2027,   320.89,   319.58,     321.09,   319.77,     320.89,   319.58
+1965, 04,   23847, 1965.2877,   322.14,   319.78,     322.21,   319.84,     322.14,   319.78
+1965, 05,   23877, 1965.3699,   322.17,   319.30,     322.78,   319.91,     322.17,   319.30
+1965, 06,   23908, 1965.4548,   321.87,   319.70,     322.16,   320.00,     321.87,   319.70
+1965, 07,   23938, 1965.5370,   321.21,   320.52,     320.76,   320.10,     321.21,   320.52
+1965, 08,   23969, 1965.6219,   318.87,   320.17,     318.87,   320.21,     318.87,   320.17
+1965, 09,   24000, 1965.7068,   317.82,   320.77,     317.36,   320.33,     317.82,   320.77
+1965, 10,   24030, 1965.7890,   317.30,   320.36,     317.40,   320.44,     317.30,   320.36
+1965, 11,   24061, 1965.8740,   318.87,   320.78,     318.66,   320.55,     318.87,   320.78
+1965, 12,   24091, 1965.9562,   319.42,   320.20,     319.90,   320.67,     319.42,   320.20
+1966, 01,   24122, 1966.0411,   320.62,   320.58,     320.85,   320.79,     320.62,   320.58
+1966, 02,   24153, 1966.1260,   321.60,   320.95,     321.57,   320.91,     321.60,   320.95
+1966, 03,   24181, 1966.2027,   322.39,   321.08,     322.34,   321.01,     322.39,   321.08
+1966, 04,   24212, 1966.2877,   323.70,   321.34,     323.50,   321.13,     323.70,   321.34
+1966, 05,   24242, 1966.3699,   324.08,   321.20,     324.11,   321.23,     324.08,   321.20
+1966, 06,   24273, 1966.4548,   323.75,   321.57,     323.49,   321.32,     323.75,   321.57
+1966, 07,   24303, 1966.5370,   322.38,   321.69,     322.06,   321.41,     322.38,   321.69
+1966, 08,   24334, 1966.6219,   320.36,   321.67,     320.14,   321.49,     320.36,   321.67
+1966, 09,   24365, 1966.7068,   318.64,   321.60,     318.58,   321.56,     318.64,   321.60
+1966, 10,   24395, 1966.7890,   318.10,   321.17,     318.57,   321.62,     318.10,   321.17
+1966, 11,   24426, 1966.8740,   319.78,   321.71,     319.79,   321.69,     319.78,   321.71
+1966, 12,   24456, 1966.9562,   321.03,   321.81,     320.98,   321.75,     321.03,   321.81
+1967, 01,   24487, 1967.0411,   322.33,   322.28,     321.86,   321.80,     322.33,   322.28
+1967, 02,   24518, 1967.1260,   322.50,   321.85,     322.52,   321.86,     322.50,   321.85
+1967, 03,   24546, 1967.2027,   323.04,   321.72,     323.24,   321.91,     323.04,   321.72
+1967, 04,   24577, 1967.2877,   324.42,   322.05,     324.35,   321.96,     324.42,   322.05
+1967, 05,   24607, 1967.3699,   325.00,   322.11,     324.91,   322.02,     325.00,   322.11
+1967, 06,   24638, 1967.4548,   324.09,   321.90,     324.25,   322.08,     324.09,   321.90
+1967, 07,   24668, 1967.5370,   322.54,   321.86,     322.80,   322.14,     322.54,   321.86
+1967, 08,   24699, 1967.6219,   320.92,   322.23,     320.86,   322.21,     320.92,   322.23
+1967, 09,   24730, 1967.7068,   319.25,   322.23,     319.29,   322.28,     319.25,   322.23
+1967, 10,   24760, 1967.7890,   319.39,   322.47,     319.29,   322.35,     319.39,   322.47
+1967, 11,   24791, 1967.8740,   320.72,   322.65,     320.52,   322.43,     320.72,   322.65
+1967, 12,   24821, 1967.9562,   321.96,   322.74,     321.73,   322.50,     321.96,   322.74
+1968, 01,   24852, 1968.0410,   322.57,   322.52,     322.63,   322.57,     322.57,   322.52
+1968, 02,   24883, 1968.1257,   323.15,   322.49,     323.32,   322.66,     323.15,   322.49
+1968, 03,   24912, 1968.2049,   323.89,   322.55,     324.09,   322.74,     323.89,   322.55
+1968, 04,   24943, 1968.2896,   325.02,   322.62,     325.25,   322.83,     325.02,   322.62
+1968, 05,   24973, 1968.3716,   325.57,   322.67,     325.82,   322.93,     325.57,   322.67
+1968, 06,   25004, 1968.4563,   325.36,   323.18,     325.19,   323.04,     325.36,   323.18
+1968, 07,   25034, 1968.5383,   324.14,   323.48,     323.78,   323.14,     324.14,   323.48
+1968, 08,   25065, 1968.6230,   322.11,   323.45,     321.88,   323.26,     322.11,   323.45
+1968, 09,   25096, 1968.7077,   320.33,   323.32,     320.37,   323.37,     320.33,   323.32
+1968, 10,   25126, 1968.7896,   320.25,   323.33,     320.42,   323.49,     320.25,   323.33
+1968, 11,   25157, 1968.8743,   321.32,   323.25,     321.71,   323.62,     321.32,   323.25
+1968, 12,   25187, 1968.9563,   322.89,   323.68,     322.98,   323.75,     322.89,   323.68
+1969, 01,   25218, 1969.0411,   324.00,   323.96,     323.95,   323.89,     324.00,   323.96
+1969, 02,   25249, 1969.1260,   324.41,   323.76,     324.70,   324.03,     324.41,   323.76
+1969, 03,   25277, 1969.2027,   325.63,   324.31,     325.50,   324.17,     325.63,   324.31
+1969, 04,   25308, 1969.2877,   326.66,   324.28,     326.71,   324.31,     326.66,   324.28
+1969, 05,   25338, 1969.3699,   327.38,   324.47,     327.35,   324.44,     327.38,   324.47
+1969, 06,   25369, 1969.4548,   326.71,   324.50,     326.76,   324.58,     326.71,   324.50
+1969, 07,   25399, 1969.5370,   325.88,   325.19,     325.36,   324.69,     325.88,   325.19
+1969, 08,   25430, 1969.6219,   323.66,   324.99,     323.45,   324.81,     323.66,   324.99
+1969, 09,   25461, 1969.7068,   322.38,   325.37,     321.90,   324.91,     322.38,   325.37
+1969, 10,   25491, 1969.7890,   321.78,   324.88,     321.91,   325.00,     321.78,   324.88
+1969, 11,   25522, 1969.8740,   322.85,   324.80,     323.16,   325.08,     322.85,   324.80
+1969, 12,   25552, 1969.9562,   324.11,   324.91,     324.39,   325.16,     324.11,   324.91
+1970, 01,   25583, 1970.0411,   325.06,   325.01,     325.30,   325.24,     325.06,   325.01
+1970, 02,   25614, 1970.1260,   325.98,   325.32,     326.00,   325.33,     325.98,   325.32
+1970, 03,   25642, 1970.2027,   326.93,   325.60,     326.74,   325.40,     326.93,   325.60
+1970, 04,   25673, 1970.2877,   328.13,   325.74,     327.89,   325.48,     328.13,   325.74
+1970, 05,   25703, 1970.3699,   328.08,   325.16,     328.47,   325.56,     328.08,   325.16
+1970, 06,   25734, 1970.4548,   327.67,   325.46,     327.83,   325.63,     327.67,   325.46
+1970, 07,   25764, 1970.5370,   326.34,   325.65,     326.37,   325.71,     326.34,   325.65
+1970, 08,   25795, 1970.6219,   324.68,   326.01,     324.41,   325.78,     324.68,   326.01
+1970, 09,   25826, 1970.7068,   323.10,   326.10,     322.82,   325.84,     323.10,   326.10
+1970, 10,   25856, 1970.7890,   323.07,   326.17,     322.80,   325.89,     323.07,   326.17
+1970, 11,   25887, 1970.8740,   324.01,   325.96,     324.01,   325.93,     324.01,   325.96
+1970, 12,   25917, 1970.9562,   325.13,   325.93,     325.19,   325.97,     325.13,   325.93
+1971, 01,   25948, 1971.0411,   326.17,   326.12,     326.07,   326.01,     326.17,   326.12
+1971, 02,   25979, 1971.1260,   326.68,   326.02,     326.72,   326.05,     326.68,   326.02
+1971, 03,   26007, 1971.2027,   327.18,   325.84,     327.44,   326.09,     327.18,   325.84
+1971, 04,   26038, 1971.2877,   327.79,   325.38,     328.56,   326.14,     327.79,   325.38
+1971, 05,   26068, 1971.3699,   328.93,   326.00,     329.13,   326.20,     328.93,   326.00
+1971, 06,   26099, 1971.4548,   328.57,   326.35,     328.47,   326.27,     328.57,   326.35
+1971, 07,   26129, 1971.5370,   327.36,   326.66,     327.00,   326.34,     327.36,   326.66
+1971, 08,   26160, 1971.6219,   325.43,   326.76,     325.04,   326.41,     325.43,   326.76
+1971, 09,   26191, 1971.7068,   323.36,   326.38,     323.45,   326.48,     323.36,   326.38
+1971, 10,   26221, 1971.7890,   323.56,   326.68,     323.45,   326.55,     323.56,   326.68
+1971, 11,   26252, 1971.8740,   324.80,   326.75,     324.69,   326.62,     324.80,   326.75
+1971, 12,   26282, 1971.9562,   326.01,   326.81,     325.92,   326.70,     326.01,   326.81
+1972, 01,   26313, 1972.0410,   326.77,   326.72,     326.85,   326.79,     326.77,   326.72
+1972, 02,   26344, 1972.1257,   327.63,   326.97,     327.55,   326.88,     327.63,   326.97
+1972, 03,   26373, 1972.2049,   327.75,   326.39,     328.36,   326.98,     327.75,   326.39
+1972, 04,   26404, 1972.2896,   329.72,   327.29,     329.55,   327.10,     329.72,   327.29
+1972, 05,   26434, 1972.3716,   330.07,   327.13,     330.17,   327.23,     330.07,   327.13
+1972, 06,   26465, 1972.4563,   329.09,   326.88,     329.57,   327.38,     329.09,   326.88
+1972, 07,   26495, 1972.5383,   328.04,   327.37,     328.18,   327.54,     328.04,   327.37
+1972, 08,   26526, 1972.6230,   326.32,   327.69,     326.33,   327.72,     326.32,   327.69
+1972, 09,   26557, 1972.7077,   324.84,   327.87,     324.87,   327.92,     324.84,   327.87
+1972, 10,   26587, 1972.7896,   325.20,   328.32,     325.00,   328.11,     325.20,   328.32
+1972, 11,   26618, 1972.8743,   326.50,   328.46,     326.38,   328.31,     326.50,   328.46
+1972, 12,   26648, 1972.9563,   327.55,   328.35,     327.73,   328.51,     327.55,   328.35
+1973, 01,   26679, 1973.0411,   328.55,   328.50,     328.78,   328.72,     328.55,   328.50
+1973, 02,   26710, 1973.1260,   329.56,   328.90,     329.60,   328.93,     329.56,   328.90
+1973, 03,   26738, 1973.2027,   330.30,   328.96,     330.47,   329.11,     330.30,   328.96
+1973, 04,   26769, 1973.2877,   331.50,   329.08,     331.74,   329.31,     331.50,   329.08
+1973, 05,   26799, 1973.3699,   332.48,   329.53,     332.43,   329.48,     332.48,   329.53
+1973, 06,   26830, 1973.4548,   332.07,   329.84,     331.86,   329.64,     332.07,   329.84
+1973, 07,   26860, 1973.5370,   330.87,   330.17,     330.45,   329.78,     330.87,   330.17
+1973, 08,   26891, 1973.6219,   329.31,   330.65,     328.51,   329.89,     329.31,   330.65
+1973, 09,   26922, 1973.7068,   327.52,   330.56,     326.92,   329.97,     327.52,   330.56
+1973, 10,   26952, 1973.7890,   327.19,   330.33,     326.89,   330.02,     327.19,   330.33
+1973, 11,   26983, 1973.8740,   328.17,   330.13,     328.11,   330.05,     328.17,   330.13
+1973, 12,   27013, 1973.9562,   328.65,   329.45,     329.29,   330.08,     328.65,   329.45
+1974, 01,   27044, 1974.0411,   329.36,   329.31,     330.16,   330.10,     329.36,   329.31
+1974, 02,   27075, 1974.1260,   330.71,   330.05,     330.80,   330.13,     330.71,   330.05
+1974, 03,   27103, 1974.2027,   331.49,   330.14,     331.52,   330.15,     331.49,   330.14
+1974, 04,   27134, 1974.2877,   332.65,   330.23,     332.63,   330.19,     332.65,   330.23
+1974, 05,   27164, 1974.3699,   333.10,   330.14,     333.19,   330.23,     333.10,   330.14
+1974, 06,   27195, 1974.4548,   332.26,   330.02,     332.50,   330.27,     332.26,   330.02
+1974, 07,   27225, 1974.5370,   331.18,   330.48,     331.00,   330.32,     331.18,   330.48
+1974, 08,   27256, 1974.6219,   329.40,   330.75,     328.99,   330.37,     329.40,   330.75
+1974, 09,   27287, 1974.7068,   327.44,   330.49,     327.36,   330.42,     327.44,   330.49
+1974, 10,   27317, 1974.7890,   327.38,   330.53,     327.34,   330.48,     327.38,   330.53
+1974, 11,   27348, 1974.8740,   328.46,   330.44,     328.58,   330.53,     328.46,   330.44
+1974, 12,   27378, 1974.9562,   329.58,   330.39,     329.80,   330.60,     329.58,   330.39
+1975, 01,   27409, 1975.0411,   330.41,   330.36,     330.73,   330.67,     330.41,   330.36
+1975, 02,   27440, 1975.1260,   331.41,   330.74,     331.43,   330.75,     331.41,   330.74
+1975, 03,   27468, 1975.2027,   332.05,   330.70,     332.19,   330.83,     332.05,   330.70
+1975, 04,   27499, 1975.2877,   333.32,   330.88,     333.37,   330.92,     333.32,   330.88
+1975, 05,   27529, 1975.3699,   333.98,   331.01,     333.99,   331.02,     333.98,   331.01
+1975, 06,   27560, 1975.4548,   333.61,   331.37,     333.35,   331.12,     333.61,   331.37
+1975, 07,   27590, 1975.5370,   331.91,   331.21,     331.89,   331.21,     331.91,   331.21
+1975, 08,   27621, 1975.6219,   330.06,   331.42,     329.92,   331.31,     330.06,   331.42
+1975, 09,   27652, 1975.7068,   328.56,   331.62,     328.33,   331.40,     328.56,   331.62
+1975, 10,   27682, 1975.7890,   328.35,   331.51,     328.34,   331.49,     328.35,   331.51
+1975, 11,   27713, 1975.8740,   329.50,   331.48,     329.61,   331.57,     329.50,   331.48
+1975, 12,   27743, 1975.9562,   330.77,   331.58,     330.86,   331.65,     330.77,   331.58
+1976, 01,   27774, 1976.0410,   331.76,   331.71,     331.79,   331.73,     331.76,   331.71
+1976, 02,   27805, 1976.1257,   332.58,   331.91,     332.49,   331.81,     332.58,   331.91
+1976, 03,   27834, 1976.2049,   333.50,   332.13,     333.28,   331.89,     333.50,   332.13
+1976, 04,   27865, 1976.2896,   334.59,   332.13,     334.45,   331.96,     334.59,   332.13
+1976, 05,   27895, 1976.3716,   334.89,   331.91,     335.02,   332.04,     334.89,   331.91
+1976, 06,   27926, 1976.4563,   334.34,   332.11,     334.34,   332.12,     334.34,   332.11
+1976, 07,   27956, 1976.5383,   333.06,   332.38,     332.86,   332.21,     333.06,   332.38
+1976, 08,   27987, 1976.6230,   330.95,   332.33,     330.89,   332.30,     330.95,   332.33
+1976, 09,   28018, 1976.7077,   329.31,   332.39,     329.32,   332.41,     329.31,   332.39
+1976, 10,   28048, 1976.7896,   328.95,   332.11,     329.37,   332.52,     328.95,   332.11
+1976, 11,   28079, 1976.8743,   330.32,   332.30,     330.69,   332.65,     330.32,   332.30
+1976, 12,   28109, 1976.9563,   331.69,   332.50,     331.99,   332.79,     331.69,   332.50
+1977, 01,   28140, 1977.0411,   332.94,   332.89,     333.01,   332.95,     332.94,   332.89
+1977, 02,   28171, 1977.1260,   333.43,   332.76,     333.80,   333.12,     333.43,   332.76
+1977, 03,   28199, 1977.2027,   334.71,   333.35,     334.66,   333.28,     334.71,   333.35
+1977, 04,   28230, 1977.2877,   336.08,   333.63,     335.94,   333.47,     336.08,   333.63
+1977, 05,   28260, 1977.3699,   336.76,   333.77,     336.64,   333.65,     336.76,   333.77
+1977, 06,   28291, 1977.4548,   336.28,   334.01,     336.07,   333.83,     336.28,   334.01
+1977, 07,   28321, 1977.5370,   334.93,   334.22,     334.68,   334.00,     334.93,   334.22
+1977, 08,   28352, 1977.6219,   332.76,   334.13,     332.77,   334.17,     332.76,   334.13
+1977, 09,   28383, 1977.7068,   331.60,   334.68,     331.23,   334.33,     331.60,   334.68
+1977, 10,   28413, 1977.7890,   331.17,   334.35,     331.30,   334.47,     331.17,   334.35
+1977, 11,   28444, 1977.8740,   332.41,   334.41,     332.64,   334.62,     332.41,   334.41
+1977, 12,   28474, 1977.9562,   333.86,   334.67,     333.95,   334.75,     333.86,   334.67
+1978, 01,   28505, 1978.0411,   334.98,   334.93,     334.95,   334.89,     334.98,   334.93
+1978, 02,   28536, 1978.1260,   335.40,   334.72,     335.71,   335.02,     335.40,   334.72
+1978, 03,   28564, 1978.2027,   336.65,   335.29,     336.52,   335.14,     336.65,   335.29
+1978, 04,   28595, 1978.2877,   337.77,   335.31,     337.74,   335.27,     337.77,   335.31
+1978, 05,   28625, 1978.3699,   338.02,   335.03,     338.38,   335.39,     338.02,   335.03
+1978, 06,   28656, 1978.4548,   337.91,   335.64,     337.75,   335.50,     337.91,   335.64
+1978, 07,   28686, 1978.5370,   336.55,   335.84,     336.29,   335.61,     336.55,   335.84
+1978, 08,   28717, 1978.6219,   334.69,   336.06,     334.31,   335.71,     334.69,   336.06
+1978, 09,   28748, 1978.7068,   332.77,   335.86,     332.71,   335.81,     332.77,   335.86
+1978, 10,   28778, 1978.7890,   332.56,   335.74,     332.73,   335.91,     332.56,   335.74
+1978, 11,   28809, 1978.8740,   333.93,   335.93,     334.02,   336.00,     333.93,   335.93
+1978, 12,   28839, 1978.9562,   334.96,   335.78,     335.30,   336.10,     334.96,   335.78
+1979, 01,   28870, 1979.0411,   336.24,   336.19,     336.27,   336.21,     336.24,   336.19
+1979, 02,   28901, 1979.1260,   336.77,   336.09,     337.01,   336.32,     336.77,   336.09
+1979, 03,   28929, 1979.2027,   337.97,   336.60,     337.81,   336.43,     337.97,   336.60
+1979, 04,   28960, 1979.2877,   338.89,   336.43,     339.04,   336.55,     338.89,   336.43
+1979, 05,   28990, 1979.3699,   339.48,   336.48,     339.69,   336.68,     339.48,   336.48
+1979, 06,   29021, 1979.4548,   339.30,   337.02,     339.08,   336.82,     339.30,   337.02
+1979, 07,   29051, 1979.5370,   337.74,   337.03,     337.64,   336.95,     337.74,   337.03
+1979, 08,   29082, 1979.6219,   336.10,   337.47,     335.69,   337.09,     336.10,   337.47
+1979, 09,   29113, 1979.7068,   333.93,   337.02,     334.13,   337.24,     333.93,   337.02
+1979, 10,   29143, 1979.7890,   333.87,   337.07,     334.20,   337.38,     333.87,   337.07
+1979, 11,   29174, 1979.8740,   335.30,   337.31,     335.56,   337.54,     335.30,   337.31
+1979, 12,   29204, 1979.9562,   336.74,   337.56,     336.90,   337.70,     336.74,   337.56
+1980, 01,   29235, 1980.0410,   338.03,   337.98,     337.93,   337.87,     338.03,   337.98
+1980, 02,   29266, 1980.1257,   338.37,   337.69,     338.72,   338.03,     338.37,   337.69
+1980, 03,   29295, 1980.2049,   340.09,   338.69,     339.60,   338.19,     340.09,   338.69
+1980, 04,   29326, 1980.2896,   340.78,   338.28,     340.87,   338.35,     340.78,   338.28
+1980, 05,   29356, 1980.3716,   341.48,   338.47,     341.52,   338.50,     341.48,   338.47
+1980, 06,   29387, 1980.4563,   341.18,   338.92,     340.89,   338.65,     341.18,   338.92
+1980, 07,   29417, 1980.5383,   339.57,   338.88,     339.44,   338.79,     339.57,   338.88
+1980, 08,   29448, 1980.6230,   337.61,   339.01,     337.48,   338.92,     337.61,   339.01
+1980, 09,   29479, 1980.7077,   335.90,   339.01,     335.91,   339.04,     335.90,   339.01
+1980, 10,   29509, 1980.7896,   336.03,   339.23,     335.96,   339.15,     336.03,   339.23
+1980, 11,   29540, 1980.8743,   337.12,   339.13,     337.27,   339.26,     337.12,   339.13
+1980, 12,   29570, 1980.9563,   338.23,   339.05,     338.56,   339.36,     338.23,   339.05
+1981, 01,   29601, 1981.0411,   339.25,   339.20,     339.53,   339.47,     339.25,   339.20
+1981, 02,   29632, 1981.1260,   340.50,   339.81,     340.26,   339.57,     340.50,   339.81
+1981, 03,   29660, 1981.2027,   341.40,   340.02,     341.05,   339.66,     341.40,   340.02
+1981, 04,   29691, 1981.2877,   342.52,   340.04,     342.25,   339.75,     342.52,   340.04
+1981, 05,   29721, 1981.3699,   342.93,   339.90,     342.86,   339.83,     342.93,   339.90
+1981, 06,   29752, 1981.4548,   342.27,   339.98,     342.19,   339.92,     342.27,   339.98
+1981, 07,   29782, 1981.5370,   340.50,   339.79,     340.69,   340.00,     340.50,   339.79
+1981, 08,   29813, 1981.6219,   338.45,   339.83,     338.68,   340.09,     338.45,   339.83
+1981, 09,   29844, 1981.7068,   336.71,   339.83,     337.06,   340.19,     336.71,   339.83
+1981, 10,   29874, 1981.7890,   336.88,   340.10,     337.08,   340.29,     336.88,   340.10
+1981, 11,   29905, 1981.8740,   338.38,   340.40,     338.40,   340.40,     338.38,   340.40
+1981, 12,   29935, 1981.9562,   339.63,   340.46,     339.70,   340.51,     339.63,   340.46
+1982, 01,   29966, 1982.0411,   340.77,   340.72,     340.68,   340.62,     340.77,   340.72
+1982, 02,   29997, 1982.1260,   341.63,   340.95,     341.42,   340.72,     341.63,   340.95
+1982, 03,   30025, 1982.2027,   342.72,   341.34,     342.21,   340.81,     342.72,   341.34
+1982, 04,   30056, 1982.2877,   343.59,   341.10,     343.41,   340.90,     343.59,   341.10
+1982, 05,   30086, 1982.3699,   344.16,   341.12,     344.02,   340.98,     344.16,   341.12
+1982, 06,   30117, 1982.4548,   343.37,   341.07,     343.34,   341.06,     343.37,   341.07
+1982, 07,   30147, 1982.5370,   342.07,   341.35,     341.83,   341.14,     342.07,   341.35
+1982, 08,   30178, 1982.6219,   339.83,   341.21,     339.80,   341.22,     339.83,   341.21
+1982, 09,   30209, 1982.7068,   338.00,   341.12,     338.16,   341.31,     338.00,   341.12
+1982, 10,   30239, 1982.7890,   337.88,   341.11,     338.18,   341.40,     337.88,   341.11
+1982, 11,   30270, 1982.8740,   339.28,   341.31,     339.51,   341.52,     339.28,   341.31
+1982, 12,   30300, 1982.9562,   340.51,   341.34,     340.83,   341.65,     340.51,   341.34
+1983, 01,   30331, 1983.0411,   341.40,   341.35,     341.86,   341.80,     341.40,   341.35
+1983, 02,   30362, 1983.1260,   342.54,   341.86,     342.67,   341.97,     342.54,   341.86
+1983, 03,   30390, 1983.2027,   343.12,   341.73,     343.54,   342.14,     343.12,   341.73
+1983, 04,   30421, 1983.2877,   344.96,   342.46,     344.85,   342.33,     344.96,   342.46
+1983, 05,   30451, 1983.3699,   345.78,   342.73,     345.57,   342.52,     345.78,   342.73
+1983, 06,   30482, 1983.4548,   345.34,   343.03,     345.00,   342.71,     345.34,   343.03
+1983, 07,   30512, 1983.5370,   344.00,   343.27,     343.58,   342.89,     344.00,   343.27
+1983, 08,   30543, 1983.6219,   342.40,   343.79,     341.64,   343.07,     342.40,   343.79
+1983, 09,   30574, 1983.7068,   339.89,   343.02,     340.08,   343.23,     339.89,   343.02
+1983, 10,   30604, 1983.7890,   340.00,   343.25,     340.15,   343.38,     340.00,   343.25
+1983, 11,   30635, 1983.8740,   341.16,   343.19,     341.52,   343.53,     341.16,   343.19
+1983, 12,   30665, 1983.9562,   342.99,   343.82,     342.86,   343.68,     342.99,   343.82
+1984, 01,   30696, 1984.0410,   343.82,   343.77,     343.88,   343.82,     343.82,   343.77
+1984, 02,   30727, 1984.1257,   344.62,   343.93,     344.66,   343.96,     344.62,   343.93
+1984, 03,   30756, 1984.2049,   345.39,   343.97,     345.52,   344.09,     345.39,   343.97
+1984, 04,   30787, 1984.2896,   347.15,   344.62,     346.76,   344.22,     347.15,   344.62
+1984, 05,   30817, 1984.3716,   347.52,   344.47,     347.39,   344.34,     347.52,   344.47
+1984, 06,   30848, 1984.4563,   346.88,   344.59,     346.73,   344.46,     346.88,   344.59
+1984, 07,   30878, 1984.5383,   345.47,   344.77,     345.24,   344.57,     345.47,   344.77
+1984, 08,   30909, 1984.6230,   343.34,   344.76,     343.23,   344.69,     343.34,   344.76
+1984, 09,   30940, 1984.7077,   341.13,   344.29,     341.63,   344.80,     341.13,   344.29
+1984, 10,   30970, 1984.7896,   341.40,   344.64,     341.68,   344.92,     341.40,   344.64
+1984, 11,   31001, 1984.8743,   343.02,   345.05,     343.03,   345.04,     343.02,   345.05
+1984, 12,   31031, 1984.9563,   344.25,   345.08,     344.34,   345.16,     344.25,   345.08
+1985, 01,   31062, 1985.0411,   344.99,   344.94,     345.35,   345.28,     344.99,   344.94
+1985, 02,   31093, 1985.1260,   346.01,   345.32,     346.11,   345.41,     346.01,   345.32
+1985, 03,   31121, 1985.2027,   347.43,   346.04,     346.93,   345.52,     347.43,   346.04
+1985, 04,   31152, 1985.2877,   348.34,   345.83,     348.16,   345.63,     348.34,   345.83
+1985, 05,   31182, 1985.3699,   348.92,   345.86,     348.80,   345.73,     348.92,   345.86
+1985, 06,   31213, 1985.4548,   348.24,   345.92,     348.13,   345.83,     348.24,   345.92
+1985, 07,   31243, 1985.5370,   346.54,   345.81,     346.61,   345.92,     346.54,   345.81
+1985, 08,   31274, 1985.6219,   344.64,   346.04,     344.57,   346.00,     344.64,   346.04
+1985, 09,   31305, 1985.7068,   343.06,   346.21,     342.92,   346.09,     343.06,   346.21
+1985, 10,   31335, 1985.7890,   342.78,   346.04,     342.92,   346.17,     342.78,   346.04
+1985, 11,   31366, 1985.8740,   344.21,   346.26,     344.24,   346.26,     344.21,   346.26
+1985, 12,   31396, 1985.9562,   345.53,   346.37,     345.53,   346.35,     345.53,   346.37
+1986, 01,   31427, 1986.0411,   346.28,   346.23,     346.52,   346.45,     346.28,   346.23
+1986, 02,   31458, 1986.1260,   346.93,   346.24,     347.27,   346.56,     346.93,   346.24
+1986, 03,   31486, 1986.2027,   347.83,   346.43,     348.08,   346.67,     347.83,   346.43
+1986, 04,   31517, 1986.2877,   349.53,   347.01,     349.33,   346.80,     349.53,   347.01
+1986, 05,   31547, 1986.3699,   350.19,   347.12,     349.99,   346.92,     350.19,   347.12
+1986, 06,   31578, 1986.4548,   349.53,   347.20,     349.36,   347.05,     349.53,   347.20
+1986, 07,   31608, 1986.5370,   347.92,   347.19,     347.87,   347.18,     347.92,   347.19
+1986, 08,   31639, 1986.6219,   345.88,   347.28,     345.87,   347.30,     345.88,   347.28
+1986, 09,   31670, 1986.7068,   344.83,   348.00,     344.25,   347.43,     344.83,   348.00
+1986, 10,   31700, 1986.7890,   344.15,   347.43,     344.30,   347.56,     344.15,   347.43
+1986, 11,   31731, 1986.8740,   345.64,   347.69,     345.66,   347.69,     345.64,   347.69
+1986, 12,   31761, 1986.9562,   346.88,   347.72,     347.00,   347.82,     346.88,   347.72
+1987, 01,   31792, 1987.0411,   348.00,   347.95,     348.03,   347.97,     348.00,   347.95
+1987, 02,   31823, 1987.1260,   348.47,   347.77,     348.82,   348.12,     348.47,   347.77
+1987, 03,   31851, 1987.2027,   349.40,   348.00,     349.69,   348.27,     349.40,   348.00
+1987, 04,   31882, 1987.2877,   350.97,   348.44,     350.99,   348.44,     350.97,   348.44
+1987, 05,   31912, 1987.3699,   351.84,   348.75,     351.70,   348.61,     351.84,   348.75
+1987, 06,   31943, 1987.4548,   351.25,   348.91,     351.12,   348.80,     351.25,   348.91
+1987, 07,   31973, 1987.5370,   349.50,   348.76,     349.69,   348.99,     349.50,   348.76
+1987, 08,   32004, 1987.6219,   348.09,   349.49,     347.74,   349.18,     348.09,   349.49
+1987, 09,   32035, 1987.7068,   346.44,   349.61,     346.19,   349.38,     346.44,   349.61
+1987, 10,   32065, 1987.7890,   346.09,   349.38,     346.30,   349.57,     346.09,   349.38
+1987, 11,   32096, 1987.8740,   347.54,   349.60,     347.73,   349.77,     347.54,   349.60
+1987, 12,   32126, 1987.9562,   348.69,   349.54,     349.15,   349.97,     348.69,   349.54
+1988, 01,   32157, 1988.0410,   350.16,   350.11,     350.24,   350.18,     350.16,   350.11
+1988, 02,   32188, 1988.1257,   351.47,   350.77,     351.09,   350.39,     351.47,   350.77
+1988, 03,   32217, 1988.2049,   351.96,   350.52,     352.03,   350.58,     351.96,   350.52
+1988, 04,   32248, 1988.2896,   353.33,   350.77,     353.36,   350.78,     353.33,   350.77
+1988, 05,   32278, 1988.3716,   353.97,   350.88,     354.06,   350.97,     353.97,   350.88
+1988, 06,   32309, 1988.4563,   353.55,   351.23,     353.46,   351.16,     353.55,   351.23
+1988, 07,   32339, 1988.5383,   352.14,   351.43,     352.01,   351.33,     352.14,   351.43
+1988, 08,   32370, 1988.6230,   350.19,   351.63,     350.03,   351.50,     350.19,   351.63
+1988, 09,   32401, 1988.7077,   348.50,   351.69,     348.44,   351.66,     348.50,   351.69
+1988, 10,   32431, 1988.7896,   348.66,   351.95,     348.52,   351.80,     348.66,   351.95
+1988, 11,   32462, 1988.8743,   349.85,   351.91,     349.90,   351.93,     349.85,   351.91
+1988, 12,   32492, 1988.9563,   351.12,   351.96,     351.23,   352.06,     351.12,   351.96
+1989, 01,   32523, 1989.0411,   352.55,   352.50,     352.24,   352.17,     352.55,   352.50
+1989, 02,   32554, 1989.1260,   352.86,   352.16,     353.00,   352.29,     352.86,   352.16
+1989, 03,   32582, 1989.2027,   353.48,   352.07,     353.81,   352.39,     353.48,   352.07
+1989, 04,   32613, 1989.2877,   355.22,   352.67,     355.05,   352.49,     355.22,   352.67
+1989, 05,   32643, 1989.3699,   355.47,   352.37,     355.69,   352.59,     355.47,   352.37
+1989, 06,   32674, 1989.4548,   354.92,   352.57,     355.02,   352.69,     354.92,   352.57
+1989, 07,   32704, 1989.5370,   353.70,   352.96,     353.50,   352.79,     353.70,   352.96
+1989, 08,   32735, 1989.6219,   351.47,   352.88,     351.44,   352.89,     351.47,   352.88
+1989, 09,   32766, 1989.7068,   349.61,   352.80,     349.77,   352.99,     349.61,   352.80
+1989, 10,   32796, 1989.7890,   349.79,   353.09,     349.79,   353.08,     349.79,   353.09
+1989, 11,   32827, 1989.8740,   351.10,   353.17,     351.13,   353.18,     351.10,   353.17
+1989, 12,   32857, 1989.9562,   352.32,   353.17,     352.45,   353.28,     352.32,   353.17
+1990, 01,   32888, 1990.0411,   353.46,   353.41,     353.45,   353.39,     353.46,   353.41
+1990, 02,   32919, 1990.1260,   354.50,   353.80,     354.20,   353.49,     354.50,   353.80
+1990, 03,   32947, 1990.2027,   355.19,   353.77,     355.01,   353.58,     355.19,   353.77
+1990, 04,   32978, 1990.2877,   356.00,   353.45,     356.26,   353.69,     356.00,   353.45
+1990, 05,   33008, 1990.3699,   356.96,   353.85,     356.90,   353.79,     356.96,   353.85
+1990, 06,   33039, 1990.4548,   356.04,   353.68,     356.24,   353.91,     356.04,   353.68
+1990, 07,   33069, 1990.5370,   354.62,   353.88,     354.73,   354.03,     354.62,   353.88
+1990, 08,   33100, 1990.6219,   352.71,   354.13,     352.70,   354.16,     352.71,   354.13
+1990, 09,   33131, 1990.7068,   350.77,   353.98,     351.08,   354.30,     350.77,   353.98
+1990, 10,   33161, 1990.7890,   350.99,   354.30,     351.14,   354.44,     350.99,   354.30
+1990, 11,   33192, 1990.8740,   352.64,   354.72,     352.53,   354.59,     352.64,   354.72
+1990, 12,   33222, 1990.9562,   354.02,   354.87,     353.90,   354.74,     354.02,   354.87
+1991, 01,   33253, 1991.0411,   354.53,   354.47,     354.95,   354.88,     354.53,   354.47
+1991, 02,   33284, 1991.1260,   355.55,   354.85,     355.74,   355.02,     355.55,   354.85
+1991, 03,   33312, 1991.2027,   356.96,   355.54,     356.58,   355.14,     356.96,   355.54
+1991, 04,   33343, 1991.2877,   358.40,   355.84,     357.84,   355.26,     358.40,   355.84
+1991, 05,   33373, 1991.3699,   359.14,   356.01,     358.47,   355.35,     359.14,   356.01
+1991, 06,   33404, 1991.4548,   358.04,   355.68,     357.77,   355.43,     358.04,   355.68
+1991, 07,   33434, 1991.5370,   355.98,   355.23,     356.20,   355.49,     355.98,   355.23
+1991, 08,   33465, 1991.6219,   353.81,   355.24,     354.09,   355.55,     353.81,   355.24
+1991, 09,   33496, 1991.7068,   351.95,   355.17,     352.38,   355.61,     351.95,   355.17
+1991, 10,   33526, 1991.7890,   352.02,   355.34,     352.36,   355.67,     352.02,   355.34
+1991, 11,   33557, 1991.8740,   353.55,   355.63,     353.67,   355.73,     353.55,   355.63
+1991, 12,   33587, 1991.9562,   354.79,   355.64,     354.96,   355.80,     354.79,   355.64
+1992, 01,   33618, 1992.0410,   355.79,   355.73,     355.93,   355.87,     355.79,   355.73
+1992, 02,   33649, 1992.1257,   356.52,   355.82,     356.65,   355.94,     356.52,   355.82
+1992, 03,   33678, 1992.2049,   357.61,   356.16,     357.47,   356.00,     357.61,   356.16
+1992, 04,   33709, 1992.2896,   358.95,   356.36,     358.68,   356.07,     358.95,   356.36
+1992, 05,   33739, 1992.3716,   359.46,   356.33,     359.25,   356.12,     359.46,   356.33
+1992, 06,   33770, 1992.4563,   359.05,   356.70,     358.49,   356.16,     359.05,   356.70
+1992, 07,   33800, 1992.5383,   356.82,   356.11,     356.88,   356.20,     356.82,   356.11
+1992, 08,   33831, 1992.6230,   354.80,   356.26,     354.74,   356.23,     354.80,   356.26
+1992, 09,   33862, 1992.7077,   352.81,   356.04,     353.01,   356.26,     352.81,   356.04
+1992, 10,   33892, 1992.7896,   353.11,   356.44,     352.98,   356.29,     353.11,   356.44
+1992, 11,   33923, 1992.8743,   353.96,   356.05,     354.27,   356.33,     353.96,   356.05
+1992, 12,   33953, 1992.9563,   355.20,   356.05,     355.54,   356.37,     355.20,   356.05
+1993, 01,   33984, 1993.0411,   356.50,   356.45,     356.49,   356.43,     356.50,   356.45
+1993, 02,   34015, 1993.1260,   356.97,   356.26,     357.21,   356.49,     356.97,   356.26
+1993, 03,   34043, 1993.2027,   358.18,   356.75,     358.00,   356.55,     358.18,   356.75
+1993, 04,   34074, 1993.2877,   359.26,   356.68,     359.22,   356.63,     359.26,   356.68
+1993, 05,   34104, 1993.3699,   360.08,   356.94,     359.85,   356.71,     360.08,   356.94
+1993, 06,   34135, 1993.4548,   359.40,   357.02,     359.16,   356.80,     359.40,   357.02
+1993, 07,   34165, 1993.5370,   357.38,   356.63,     357.62,   356.90,     357.38,   356.63
+1993, 08,   34196, 1993.6219,   355.33,   356.76,     355.55,   357.01,     355.33,   356.76
+1993, 09,   34227, 1993.7068,   353.50,   356.74,     353.89,   357.14,     353.50,   356.74
+1993, 10,   34257, 1993.7890,   353.80,   357.14,     353.95,   357.28,     353.80,   357.14
+1993, 11,   34288, 1993.8740,   355.15,   357.24,     355.36,   357.44,     355.15,   357.24
+1993, 12,   34318, 1993.9562,   356.62,   357.47,     356.75,   357.59,     356.62,   357.47
+1994, 01,   34349, 1994.0411,   358.19,   358.14,     357.83,   357.76,     358.19,   358.14
+1994, 02,   34380, 1994.1260,   358.73,   358.02,     358.66,   357.93,     358.73,   358.02
+1994, 03,   34408, 1994.2027,   359.79,   358.35,     359.54,   358.09,     359.79,   358.35
+1994, 04,   34439, 1994.2877,   361.09,   358.50,     360.86,   358.26,     361.09,   358.50
+1994, 05,   34469, 1994.3699,   361.51,   358.36,     361.57,   358.42,     361.51,   358.36
+1994, 06,   34500, 1994.4548,   360.77,   358.39,     360.96,   358.59,     360.77,   358.39
+1994, 07,   34530, 1994.5370,   359.38,   358.63,     359.47,   358.75,     359.38,   358.63
+1994, 08,   34561, 1994.6219,   357.31,   358.74,     357.46,   358.93,     357.31,   358.74
+1994, 09,   34592, 1994.7068,   355.68,   358.92,     355.85,   359.11,     355.68,   358.92
+1994, 10,   34622, 1994.7890,   355.83,   359.19,     355.94,   359.29,     355.83,   359.19
+1994, 11,   34653, 1994.8740,   357.42,   359.53,     357.39,   359.47,     357.42,   359.53
+1994, 12,   34683, 1994.9562,   358.88,   359.74,     358.81,   359.65,     358.88,   359.74
+1995, 01,   34714, 1995.0411,   359.81,   359.76,     359.90,   359.84,     359.81,   359.76
+1995, 02,   34745, 1995.1260,   360.84,   360.13,     360.74,   360.02,     360.84,   360.13
+1995, 03,   34773, 1995.2027,   361.48,   360.04,     361.64,   360.18,     361.48,   360.04
+1995, 04,   34804, 1995.2877,   363.30,   360.71,     362.97,   360.36,     363.30,   360.71
+1995, 05,   34834, 1995.3699,   363.64,   360.48,     363.68,   360.52,     363.64,   360.48
+1995, 06,   34865, 1995.4548,   363.11,   360.72,     363.06,   360.69,     363.11,   360.72
+1995, 07,   34895, 1995.5370,   361.75,   360.99,     361.57,   360.85,     361.75,   360.99
+1995, 08,   34926, 1995.6219,   359.31,   360.75,     359.53,   361.01,     359.31,   360.75
+1995, 09,   34957, 1995.7068,   357.91,   361.17,     357.90,   361.17,     357.91,   361.17
+1995, 10,   34987, 1995.7890,   357.62,   360.98,     357.98,   361.33,     357.62,   360.98
+1995, 11,   35018, 1995.8740,   359.42,   361.54,     359.40,   361.49,     359.42,   361.54
+1995, 12,   35048, 1995.9562,   360.56,   361.42,     360.80,   361.65,     360.56,   361.42
+1996, 01,   35079, 1996.0410,   361.91,   361.86,     361.87,   361.80,     361.91,   361.86
+1996, 02,   35110, 1996.1257,   363.11,   362.39,     362.67,   361.95,     363.11,   362.39
+1996, 03,   35139, 1996.2049,   363.88,   362.42,     363.56,   362.08,     363.88,   362.42
+1996, 04,   35170, 1996.2896,   364.58,   361.96,     364.85,   362.21,     364.58,   361.96
+1996, 05,   35200, 1996.3716,   365.29,   362.11,     365.49,   362.32,     365.29,   362.11
+1996, 06,   35231, 1996.4563,   364.84,   362.46,     364.79,   362.43,     364.84,   362.46
+1996, 07,   35261, 1996.5383,   363.52,   362.80,     363.22,   362.53,     363.52,   362.80
+1996, 08,   35292, 1996.6230,   361.35,   362.82,     361.11,   362.62,     361.35,   362.82
+1996, 09,   35323, 1996.7077,   359.32,   362.59,     359.42,   362.71,     359.32,   362.59
+1996, 10,   35353, 1996.7896,   359.48,   362.85,     359.43,   362.79,     359.48,   362.85
+1996, 11,   35384, 1996.8743,   360.64,   362.75,     360.78,   362.87,     360.64,   362.75
+1996, 12,   35414, 1996.9563,   362.21,   363.07,     362.10,   362.95,     362.21,   363.07
+1997, 01,   35445, 1997.0411,   363.06,   363.01,     363.10,   363.03,     363.06,   363.01
+1997, 02,   35476, 1997.1260,   363.87,   363.15,     363.85,   363.12,     363.87,   363.15
+1997, 03,   35504, 1997.2027,   364.44,   363.00,     364.67,   363.21,     364.44,   363.00
+1997, 04,   35535, 1997.2877,   366.23,   363.62,     365.94,   363.31,     366.23,   363.62
+1997, 05,   35565, 1997.3699,   366.68,   363.50,     366.61,   363.43,     366.68,   363.50
+1997, 06,   35596, 1997.4548,   365.52,   363.11,     365.95,   363.57,     365.52,   363.11
+1997, 07,   35626, 1997.5370,   364.36,   363.60,     364.44,   363.72,     364.36,   363.60
+1997, 08,   35657, 1997.6219,   362.39,   363.84,     362.41,   363.89,     362.39,   363.84
+1997, 09,   35688, 1997.7068,   360.08,   363.35,     360.80,   364.09,     360.08,   363.35
+1997, 10,   35718, 1997.7890,   360.67,   364.05,     360.94,   364.31,     360.67,   364.05
+1997, 11,   35749, 1997.8740,   362.32,   364.45,     362.45,   364.55,     362.32,   364.45
+1997, 12,   35779, 1997.9562,   364.17,   365.03,     363.96,   364.81,     364.17,   365.03
+1998, 01,   35810, 1998.0411,   365.22,   365.17,     365.14,   365.08,     365.22,   365.17
+1998, 02,   35841, 1998.1260,   366.04,   365.32,     366.08,   365.35,     366.04,   365.32
+1998, 03,   35869, 1998.2027,   367.20,   365.75,     367.07,   365.60,     367.20,   365.75
+1998, 04,   35900, 1998.2877,   368.50,   365.88,     368.51,   365.88,     368.50,   365.88
+1998, 05,   35930, 1998.3699,   369.19,   366.00,     369.33,   366.14,     369.19,   366.00
+1998, 06,   35961, 1998.4548,   368.77,   366.35,     368.80,   366.40,     368.77,   366.35
+1998, 07,   35991, 1998.5370,   367.53,   366.77,     367.37,   366.65,     367.53,   366.77
+1998, 08,   36022, 1998.6219,   365.67,   367.13,     365.39,   366.88,     365.67,   367.13
+1998, 09,   36053, 1998.7068,   363.80,   367.09,     363.80,   367.10,     363.80,   367.09
+1998, 10,   36083, 1998.7890,   364.13,   367.53,     363.91,   367.29,     364.13,   367.53
+1998, 11,   36114, 1998.8740,   365.36,   367.49,     365.36,   367.47,     365.36,   367.49
+1998, 12,   36144, 1998.9562,   366.87,   367.74,     366.77,   367.62,     366.87,   367.74
+1999, 01,   36175, 1999.0411,   368.05,   368.00,     367.82,   367.75,     368.05,   368.00
+1999, 02,   36206, 1999.1260,   368.77,   368.05,     368.60,   367.87,     368.77,   368.05
+1999, 03,   36234, 1999.2027,   369.49,   368.03,     369.43,   367.95,     369.49,   368.03
+1999, 04,   36265, 1999.2877,   371.04,   368.41,     370.68,   368.04,     371.04,   368.41
+1999, 05,   36295, 1999.3699,   370.90,   367.70,     371.31,   368.11,     370.90,   367.70
+1999, 06,   36326, 1999.4548,   370.25,   367.83,     370.58,   368.18,     370.25,   367.83
+1999, 07,   36356, 1999.5370,   369.17,   368.41,     368.97,   368.24,     369.17,   368.41
+1999, 08,   36387, 1999.6219,   366.83,   368.29,     366.82,   368.32,     366.83,   368.29
+1999, 09,   36418, 1999.7068,   364.54,   367.84,     365.08,   368.39,     364.54,   367.84
+1999, 10,   36448, 1999.7890,   365.04,   368.44,     365.08,   368.47,     365.04,   368.44
+1999, 11,   36479, 1999.8740,   366.58,   368.72,     366.44,   368.56,     366.58,   368.72
+1999, 12,   36509, 1999.9562,   367.92,   368.79,     367.79,   368.64,     367.92,   368.79
+2000, 01,   36540, 2000.0410,   369.05,   369.00,     368.80,   368.73,     369.05,   369.00
+2000, 02,   36571, 2000.1257,   369.37,   368.65,     369.56,   368.83,     369.37,   368.65
+2000, 03,   36600, 2000.2049,   370.42,   368.94,     370.43,   368.92,     370.42,   368.94
+2000, 04,   36631, 2000.2896,   371.57,   368.91,     371.71,   369.03,     371.57,   368.91
+2000, 05,   36661, 2000.3716,   371.74,   368.53,     372.36,   369.15,     371.74,   368.53
+2000, 06,   36692, 2000.4563,   371.60,   369.19,     371.67,   369.28,     371.60,   369.19
+2000, 07,   36722, 2000.5383,   370.02,   369.29,     370.12,   369.42,     370.02,   369.29
+2000, 08,   36753, 2000.6230,   368.03,   369.52,     368.03,   369.56,     368.03,   369.52
+2000, 09,   36784, 2000.7077,   366.53,   369.85,     366.38,   369.71,     366.53,   369.85
+2000, 10,   36814, 2000.7896,   366.64,   370.05,     366.45,   369.85,     366.64,   370.05
+2000, 11,   36845, 2000.8743,   368.20,   370.34,     367.88,   369.99,     368.20,   370.34
+2000, 12,   36875, 2000.9563,   369.44,   370.31,     369.26,   370.12,     369.44,   370.31
+2001, 01,   36906, 2001.0411,   370.20,   370.14,     370.31,   370.25,     370.20,   370.14
+2001, 02,   36937, 2001.1260,   371.41,   370.69,     371.11,   370.37,     371.41,   370.69
+2001, 03,   36965, 2001.2027,   372.04,   370.57,     371.96,   370.48,     372.04,   370.57
+2001, 04,   36996, 2001.2877,   372.78,   370.14,     373.26,   370.60,     372.78,   370.14
+2001, 05,   37026, 2001.3699,   373.94,   370.72,     373.94,   370.72,     373.94,   370.72
+2001, 06,   37057, 2001.4548,   373.23,   370.79,     373.27,   370.85,     373.23,   370.79
+2001, 07,   37087, 2001.5370,   371.54,   370.77,     371.71,   370.98,     371.54,   370.77
+2001, 08,   37118, 2001.6219,   369.47,   370.94,     369.62,   371.13,     369.47,   370.94
+2001, 09,   37149, 2001.7068,   367.88,   371.19,     367.95,   371.28,     367.88,   371.19
+2001, 10,   37179, 2001.7890,   368.01,   371.44,     368.02,   371.43,     368.01,   371.44
+2001, 11,   37210, 2001.8740,   369.60,   371.75,     369.47,   371.60,     369.60,   371.75
+2001, 12,   37240, 2001.9562,   371.16,   372.04,     370.90,   371.76,     371.16,   372.04
+2002, 01,   37271, 2002.0411,   372.36,   372.30,     372.00,   371.93,     372.36,   372.30
+2002, 02,   37302, 2002.1260,   373.00,   372.27,     372.84,   372.10,     373.00,   372.27
+2002, 03,   37330, 2002.2027,   373.44,   371.97,     373.75,   372.26,     373.44,   371.97
+2002, 04,   37361, 2002.2877,   374.77,   372.12,     375.12,   372.45,     374.77,   372.12
+2002, 05,   37391, 2002.3699,   375.48,   372.25,     375.88,   372.65,     375.48,   372.25
+2002, 06,   37422, 2002.4548,   375.33,   372.89,     375.28,   372.86,     375.33,   372.89
+2002, 07,   37452, 2002.5370,   373.95,   373.18,     373.81,   373.07,     373.95,   373.18
+2002, 08,   37483, 2002.6219,   371.41,   372.88,     371.79,   373.30,     371.41,   372.88
+2002, 09,   37514, 2002.7068,   370.63,   373.95,     370.19,   373.53,     370.63,   373.95
+2002, 10,   37544, 2002.7890,   370.18,   373.62,     370.34,   373.76,     370.18,   373.62
+2002, 11,   37575, 2002.8740,   372.01,   374.17,     371.86,   373.99,     372.01,   374.17
+2002, 12,   37605, 2002.9562,   373.71,   374.59,     373.35,   374.22,     373.71,   374.59
+2003, 01,   37636, 2003.0411,   374.61,   374.56,     374.51,   374.44,     374.61,   374.56
+2003, 02,   37667, 2003.1260,   375.55,   374.82,     375.40,   374.66,     375.55,   374.82
+2003, 03,   37695, 2003.2027,   376.04,   374.56,     376.35,   374.86,     376.04,   374.56
+2003, 04,   37726, 2003.2877,   377.58,   374.92,     377.74,   375.07,     377.58,   374.92
+2003, 05,   37756, 2003.3699,   378.28,   375.04,     378.51,   375.27,     378.28,   375.04
+2003, 06,   37787, 2003.4548,   378.07,   375.61,     377.91,   375.48,     378.07,   375.61
+2003, 07,   37817, 2003.5370,   376.55,   375.77,     376.41,   375.67,     376.55,   375.77
+2003, 08,   37848, 2003.6219,   374.42,   375.90,     374.35,   375.86,     374.42,   375.90
+2003, 09,   37879, 2003.7068,   372.92,   376.25,     372.69,   376.04,     372.92,   376.25
+2003, 10,   37909, 2003.7890,   372.94,   376.39,     372.77,   376.21,     372.94,   376.39
+2003, 11,   37940, 2003.8740,   374.29,   376.45,     374.23,   376.37,     374.29,   376.45
+2003, 12,   37970, 2003.9562,   375.63,   376.51,     375.65,   376.51,     375.63,   376.51
+2004, 01,   38001, 2004.0410,   376.73,   376.67,     376.72,   376.65,     376.73,   376.67
+2004, 02,   38032, 2004.1257,   377.31,   376.57,     377.53,   376.79,     377.31,   376.57
+2004, 03,   38061, 2004.2049,   378.33,   376.83,     378.43,   376.91,     378.33,   376.83
+2004, 04,   38092, 2004.2896,   380.44,   377.75,     379.74,   377.03,     380.44,   377.75
+2004, 05,   38122, 2004.3716,   380.56,   377.31,     380.39,   377.14,     380.56,   377.31
+2004, 06,   38153, 2004.4563,   379.49,   377.05,     379.67,   377.26,     379.49,   377.05
+2004, 07,   38183, 2004.5383,   377.71,   376.96,     378.09,   377.38,     377.71,   376.96
+2004, 08,   38214, 2004.6230,   375.77,   377.29,     375.97,   377.52,     375.77,   377.29
+2004, 09,   38245, 2004.7077,   373.99,   377.35,     374.30,   377.67,     373.99,   377.35
+2004, 10,   38275, 2004.7896,   374.17,   377.62,     374.39,   377.83,     374.17,   377.62
+2004, 11,   38306, 2004.8743,   375.79,   377.96,     375.87,   378.01,     375.79,   377.96
+2004, 12,   38336, 2004.9563,   377.39,   378.28,     377.34,   378.20,     377.39,   378.28
+2005, 01,   38367, 2005.0411,   378.29,   378.23,     378.48,   378.41,     378.29,   378.23
+2005, 02,   38398, 2005.1260,   379.56,   378.82,     379.37,   378.62,     379.56,   378.82
+2005, 03,   38426, 2005.2027,   380.06,   378.57,     380.32,   378.82,     380.06,   378.57
+2005, 04,   38457, 2005.2877,   382.02,   379.34,     381.74,   379.04,     382.02,   379.34
+2005, 05,   38487, 2005.3699,   382.21,   378.95,     382.52,   379.26,     382.21,   378.95
+2005, 06,   38518, 2005.4548,   382.05,   379.58,     381.93,   379.48,     382.05,   379.58
+2005, 07,   38548, 2005.5370,   380.63,   379.86,     380.43,   379.69,     380.63,   379.86
+2005, 08,   38579, 2005.6219,   378.64,   380.12,     378.38,   379.91,     378.64,   380.12
+2005, 09,   38610, 2005.7068,   376.38,   379.74,     376.75,   380.12,     376.38,   379.74
+2005, 10,   38640, 2005.7890,   376.77,   380.24,     376.86,   380.32,     376.77,   380.24
+2005, 11,   38671, 2005.8740,   378.27,   380.45,     378.36,   380.52,     378.27,   380.45
+2005, 12,   38701, 2005.9562,   379.93,   380.81,     379.83,   380.70,     379.93,   380.81
+2006, 01,   38732, 2006.0411,   381.33,   381.28,     380.95,   380.88,     381.33,   381.28
+2006, 02,   38763, 2006.1260,   381.98,   381.24,     381.81,   381.06,     381.98,   381.24
+2006, 03,   38791, 2006.2027,   382.53,   381.04,     382.71,   381.21,     382.53,   381.04
+2006, 04,   38822, 2006.2877,   384.33,   381.65,     384.06,   381.36,     384.33,   381.65
+2006, 05,   38852, 2006.3699,   384.89,   381.62,     384.78,   381.51,     384.89,   381.62
+2006, 06,   38883, 2006.4548,   383.99,   381.52,     384.11,   381.65,     383.99,   381.52
+2006, 07,   38913, 2006.5370,   382.25,   381.47,     382.54,   381.80,     382.25,   381.47
+2006, 08,   38944, 2006.6219,   380.44,   381.93,     380.42,   381.94,     380.44,   381.93
+2006, 09,   38975, 2006.7068,   378.77,   382.13,     378.71,   382.09,     378.77,   382.13
+2006, 10,   39005, 2006.7890,   379.03,   382.51,     378.77,   382.24,     379.03,   382.51
+2006, 11,   39036, 2006.8740,   380.11,   382.29,     380.23,   382.39,     380.11,   382.29
+2006, 12,   39066, 2006.9562,   381.63,   382.52,     381.66,   382.54,     381.63,   382.52
+2007, 01,   39097, 2007.0411,   382.55,   382.50,     382.75,   382.69,     382.55,   382.50
+2007, 02,   39128, 2007.1260,   383.68,   382.94,     383.59,   382.84,     383.68,   382.94
+2007, 03,   39156, 2007.2027,   384.31,   382.82,     384.49,   382.99,     384.31,   382.82
+2007, 04,   39187, 2007.2877,   386.20,   383.51,     385.85,   383.15,     386.20,   383.51
+2007, 05,   39217, 2007.3699,   386.38,   383.10,     386.58,   383.30,     386.38,   383.10
+2007, 06,   39248, 2007.4548,   385.85,   383.36,     385.93,   383.46,     385.85,   383.36
+2007, 07,   39278, 2007.5370,   384.42,   383.64,     384.37,   383.62,     384.42,   383.64
+2007, 08,   39309, 2007.6219,   381.81,   383.31,     382.25,   383.79,     381.81,   383.31
+2007, 09,   39340, 2007.7068,   380.83,   384.21,     380.56,   383.95,     380.83,   384.21
+2007, 10,   39370, 2007.7890,   380.83,   384.32,     380.63,   384.11,     380.83,   384.32
+2007, 11,   39401, 2007.8740,   382.32,   384.51,     382.10,   384.26,     382.32,   384.51
+2007, 12,   39431, 2007.9562,   383.58,   384.48,     383.53,   384.41,     383.58,   384.48
+2008, 01,   39462, 2008.0410,   385.04,   384.99,     384.62,   384.56,     385.04,   384.99
+2008, 02,   39493, 2008.1257,   385.81,   385.07,     385.45,   384.70,     385.81,   385.07
+2008, 03,   39522, 2008.2049,   385.80,   384.28,     386.38,   384.84,     385.80,   384.28
+2008, 04,   39553, 2008.2896,   386.74,   384.01,     387.74,   384.99,     386.74,   384.01
+2008, 05,   39583, 2008.3716,   388.49,   385.20,     388.44,   385.15,     388.49,   385.20
+2008, 06,   39614, 2008.4563,   388.02,   385.56,     387.77,   385.32,     388.02,   385.56
+2008, 07,   39644, 2008.5383,   386.22,   385.47,     386.20,   385.49,     386.22,   385.47
+2008, 08,   39675, 2008.6230,   384.05,   385.58,     384.09,   385.66,     384.05,   385.58
+2008, 09,   39706, 2008.7077,   383.05,   386.45,     382.41,   385.82,     383.05,   386.45
+2008, 10,   39736, 2008.7896,   382.75,   386.24,     382.50,   385.98,     382.75,   386.24
+2008, 11,   39767, 2008.8743,   383.98,   386.17,     383.97,   386.14,     383.98,   386.17
+2008, 12,   39797, 2008.9563,   385.08,   385.98,     385.41,   386.29,     385.08,   385.98
+2009, 01,   39828, 2009.0411,   386.63,   386.57,     386.51,   386.45,     386.63,   386.57
+2009, 02,   39859, 2009.1260,   387.10,   386.36,     387.36,   386.60,     387.10,   386.36
+2009, 03,   39887, 2009.2027,   388.50,   387.00,     388.27,   386.75,     388.50,   387.00
+2009, 04,   39918, 2009.2877,   389.54,   386.84,     389.64,   386.92,     389.54,   386.84
+2009, 05,   39948, 2009.3699,   390.15,   386.85,     390.38,   387.09,     390.15,   386.85
+2009, 06,   39979, 2009.4548,   389.60,   387.10,     389.75,   387.27,     389.60,   387.10
+2009, 07,   40009, 2009.5370,   388.05,   387.26,     388.21,   387.46,     388.05,   387.26
+2009, 08,   40040, 2009.6219,   386.06,   387.57,     386.12,   387.66,     386.06,   387.57
+2009, 09,   40071, 2009.7068,   384.64,   388.03,     384.46,   387.88,     384.64,   388.03
+2009, 10,   40101, 2009.7890,   384.32,   387.83,     384.59,   388.09,     384.32,   387.83
+2009, 11,   40132, 2009.8740,   386.05,   388.25,     386.14,   388.31,     386.05,   388.25
+2009, 12,   40162, 2009.9562,   387.48,   388.38,     387.66,   388.54,     387.48,   388.38
+2010, 01,   40193, 2010.0411,   388.55,   388.50,     388.83,   388.77,     388.55,   388.50
+2010, 02,   40224, 2010.1260,   390.08,   389.33,     389.75,   388.99,     390.08,   389.33
+2010, 03,   40252, 2010.2027,   391.02,   389.52,     390.71,   389.19,     391.02,   389.52
+2010, 04,   40283, 2010.2877,   392.39,   389.67,     392.13,   389.40,     392.39,   389.67
+2010, 05,   40313, 2010.3699,   393.24,   389.93,     392.90,   389.60,     393.24,   389.93
+2010, 06,   40344, 2010.4548,   392.26,   389.75,     392.27,   389.78,     392.26,   389.75
+2010, 07,   40374, 2010.5370,   390.35,   389.56,     390.71,   389.96,     390.35,   389.56
+2010, 08,   40405, 2010.6219,   388.53,   390.04,     388.59,   390.13,     388.53,   390.04
+2010, 09,   40436, 2010.7068,   386.85,   390.25,     386.88,   390.30,     386.85,   390.25
+2010, 10,   40466, 2010.7890,   387.18,   390.70,     386.95,   390.46,     387.18,   390.70
+2010, 11,   40497, 2010.8740,   388.69,   390.90,     388.42,   390.61,     388.69,   390.90
+2010, 12,   40527, 2010.9562,   389.83,   390.74,     389.86,   390.75,     389.83,   390.74
+2011, 01,   40558, 2011.0411,   391.33,   391.27,     390.95,   390.88,     391.33,   391.27
+2011, 02,   40589, 2011.1260,   391.96,   391.21,     391.77,   391.01,     391.96,   391.21
+2011, 03,   40617, 2011.2027,   392.49,   390.98,     392.66,   391.13,     392.49,   390.98
+2011, 04,   40648, 2011.2877,   393.41,   390.68,     394.01,   391.27,     393.41,   390.68
+2011, 05,   40678, 2011.3699,   394.33,   391.01,     394.73,   391.42,     394.33,   391.01
+2011, 06,   40709, 2011.4548,   393.75,   391.23,     394.07,   391.58,     393.75,   391.23
+2011, 07,   40739, 2011.5370,   392.64,   391.85,     392.50,   391.74,     392.64,   391.85
+2011, 08,   40770, 2011.6219,   390.25,   391.76,     390.37,   391.92,     390.25,   391.76
+2011, 09,   40801, 2011.7068,   389.05,   392.46,     388.67,   392.10,     389.05,   392.46
+2011, 10,   40831, 2011.7890,   388.98,   392.51,     388.77,   392.28,     388.98,   392.51
+2011, 11,   40862, 2011.8740,   390.30,   392.51,     390.28,   392.47,     390.30,   392.51
+2011, 12,   40892, 2011.9562,   391.86,   392.76,     391.76,   392.65,     391.86,   392.76
+2012, 01,   40923, 2012.0410,   393.13,   393.08,     392.90,   392.84,     393.13,   393.08
+2012, 02,   40954, 2012.1257,   393.42,   392.67,     393.79,   393.03,     393.42,   392.67
+2012, 03,   40983, 2012.2049,   394.43,   392.89,     394.77,   393.21,     394.43,   392.89
+2012, 04,   41014, 2012.2896,   396.51,   393.75,     396.19,   393.42,     396.51,   393.75
+2012, 05,   41044, 2012.3716,   396.96,   393.63,     396.95,   393.62,     396.96,   393.63
+2012, 06,   41075, 2012.4563,   395.97,   393.47,     396.32,   393.84,     395.97,   393.47
+2012, 07,   41105, 2012.5383,   394.60,   393.84,     394.79,   394.06,     394.60,   393.84
+2012, 08,   41136, 2012.6230,   392.61,   394.15,     392.72,   394.30,     392.61,   394.15
+2012, 09,   41167, 2012.7077,   391.20,   394.64,     391.09,   394.54,     391.20,   394.64
+2012, 10,   41197, 2012.7896,   391.09,   394.62,     391.26,   394.78,     391.09,   394.62
+2012, 11,   41228, 2012.8743,   393.03,   395.24,     392.83,   395.02,     393.03,   395.24
+2012, 12,   41258, 2012.9563,   394.42,   395.32,     394.37,   395.25,     394.42,   395.32
+2013, 01,   41289, 2013.0411,   395.69,   395.64,     395.56,   395.49,     395.69,   395.64
+2013, 02,   41320, 2013.1260,   396.94,   396.19,     396.48,   395.72,     396.94,   396.19
+2013, 03,   41348, 2013.2027,   397.35,   395.83,     397.45,   395.91,     397.35,   395.83
+2013, 04,   41379, 2013.2877,   398.44,   395.71,     398.88,   396.13,     398.44,   395.71
+2013, 05,   41409, 2013.3699,   400.06,   396.72,     399.67,   396.33,     400.06,   396.72
+2013, 06,   41440, 2013.4548,   398.95,   396.43,     399.04,   396.53,     398.95,   396.43
+2013, 07,   41470, 2013.5370,   397.46,   396.66,     397.48,   396.72,     397.46,   396.66
+2013, 08,   41501, 2013.6219,   395.49,   397.01,     395.36,   396.92,     395.49,   397.01
+2013, 09,   41532, 2013.7068,   393.47,   396.91,     393.65,   397.11,     393.47,   396.91
+2013, 10,   41562, 2013.7890,   393.77,   397.32,     393.75,   397.29,     393.77,   397.32
+2013, 11,   41593, 2013.8740,   395.27,   397.50,     395.26,   397.47,     395.27,   397.50
+2013, 12,   41623, 2013.9562,   396.90,   397.81,     396.75,   397.64,     396.90,   397.81
+2014, 01,   41654, 2014.0411,   398.01,   397.95,     397.88,   397.81,     398.01,   397.95
+2014, 02,   41685, 2014.1260,   398.18,   397.42,     398.75,   397.98,     398.18,   397.42
+2014, 03,   41713, 2014.2027,   399.56,   398.04,     399.68,   398.14,     399.56,   398.04
+2014, 04,   41744, 2014.2877,   401.44,   398.69,     401.07,   398.30,     401.44,   398.69
+2014, 05,   41774, 2014.3699,   401.99,   398.64,     401.81,   398.46,     401.99,   398.64
+2014, 06,   41805, 2014.4548,   401.41,   398.88,     401.14,   398.62,     401.41,   398.88
+2014, 07,   41835, 2014.5370,   399.17,   398.37,     399.54,   398.78,     399.17,   398.37
+2014, 08,   41866, 2014.6219,   397.30,   398.82,     397.37,   398.94,     397.30,   398.82
+2014, 09,   41897, 2014.7068,   395.49,   398.93,     395.64,   399.10,     395.49,   398.93
+2014, 10,   41927, 2014.7890,   395.74,   399.30,     395.71,   399.26,     395.74,   399.30
+2014, 11,   41958, 2014.8740,   397.32,   399.55,     397.22,   399.43,     397.32,   399.55
+2014, 12,   41988, 2014.9562,   398.89,   399.80,     398.70,   399.59,     398.89,   399.80
+2015, 01,   42019, 2015.0411,   399.95,   399.89,     399.83,   399.77,     399.95,   399.89
+2015, 02,   42050, 2015.1260,   400.39,   399.64,     400.71,   399.94,     400.39,   399.64
+2015, 03,   42078, 2015.2027,   401.60,   400.07,     401.65,   400.11,     401.60,   400.07
+2015, 04,   42109, 2015.2877,   403.53,   400.77,     403.08,   400.30,     403.53,   400.77
+2015, 05,   42139, 2015.3699,   404.04,   400.68,     403.86,   400.50,     404.04,   400.68
+2015, 06,   42170, 2015.4548,   402.81,   400.26,     403.24,   400.72,     402.81,   400.26
+2015, 07,   42200, 2015.5370,   401.54,   400.74,     401.72,   400.95,     401.54,   400.74
+2015, 08,   42231, 2015.6219,   398.93,   400.46,     399.65,   401.22,     398.93,   400.46
+2015, 09,   42262, 2015.7068,   397.43,   400.88,     398.03,   401.50,     397.43,   400.88
+2015, 10,   42292, 2015.7890,   398.22,   401.79,     398.24,   401.80,     398.22,   401.79
+2015, 11,   42323, 2015.8740,   400.17,   402.41,     399.90,   402.11,     400.17,   402.41
+2015, 12,   42353, 2015.9562,   401.82,   402.74,     401.52,   402.42,     401.82,   402.74
+2016, 01,   42384, 2016.0410,   402.58,   402.52,     402.80,   402.74,     402.58,   402.52
+2016, 02,   42415, 2016.1257,   404.09,   403.33,     403.81,   403.05,     404.09,   403.33
+2016, 03,   42444, 2016.2049,   404.79,   403.23,     404.90,   403.32,     404.79,   403.23
+2016, 04,   42475, 2016.2896,   407.50,   404.71,     406.41,   403.60,     407.50,   404.71
+2016, 05,   42505, 2016.3716,   407.59,   404.22,     407.22,   403.85,     407.59,   404.22
+2016, 06,   42536, 2016.4563,   406.94,   404.42,     406.60,   404.09,     406.94,   404.42
+2016, 07,   42566, 2016.5383,   404.43,   403.66,     405.05,   404.31,     404.43,   403.66
+2016, 08,   42597, 2016.6230,   402.17,   403.73,     402.94,   404.54,     402.17,   403.73
+2016, 09,   42628, 2016.7077,   400.95,   404.42,     401.27,   404.76,     400.95,   404.42
+2016, 10,   42658, 2016.7896,   401.43,   405.01,     401.41,   404.97,     401.43,   405.01
+2016, 11,   42689, 2016.8743,   403.57,   405.81,     402.96,   405.18,     403.57,   405.81
+2016, 12,   42719, 2016.9563,   404.48,   405.40,     404.48,   405.38,     404.48,   405.40
+2017, 01,   42750, 2017.0411,   406.00,   405.95,     405.63,   405.57,     406.00,   405.95
+2017, 02,   42781, 2017.1260,   406.57,   405.81,     406.52,   405.75,     406.57,   405.81
+2017, 03,   42809, 2017.2027,   406.99,   405.45,     407.46,   405.90,     406.99,   405.45
+2017, 04,   42840, 2017.2877,   408.88,   406.11,     408.86,   406.07,     408.88,   406.11
+2017, 05,   42870, 2017.3699,   409.84,   406.46,     409.61,   406.23,     409.84,   406.46
+2017, 06,   42901, 2017.4548,   409.05,   406.49,     408.93,   406.40,     409.05,   406.49
+2017, 07,   42931, 2017.5370,   407.13,   406.33,     407.32,   406.55,     407.13,   406.33
+2017, 08,   42962, 2017.6219,   405.17,   406.71,     405.13,   406.71,     405.17,   406.71
+2017, 09,   42993, 2017.7068,   403.20,   406.68,     403.37,   406.86,     403.20,   406.68
+2017, 10,   43023, 2017.7890,   403.57,   407.16,     403.44,   407.02,     403.57,   407.16
+2017, 11,   43054, 2017.8740,   405.10,   407.35,     404.94,   407.17,     405.10,   407.35
+2017, 12,   43084, 2017.9562,   406.68,   407.60,     406.42,   407.32,     406.68,   407.60
+2018, 01,   43115, 2018.0411,   407.98,   407.92,     407.54,   407.47,     407.98,   407.92
+2018, 02,   43146, 2018.1260,   408.36,   407.59,     408.41,   407.63,     408.36,   407.59
+2018, 03,   43174, 2018.2027,   409.21,   407.67,     409.34,   407.78,     409.21,   407.67
+2018, 04,   43205, 2018.2877,   410.24,   407.46,     410.76,   407.96,     410.24,   407.46
+2018, 05,   43235, 2018.3699,   411.23,   407.85,     411.54,   408.15,     411.23,   407.85
+2018, 06,   43266, 2018.4548,   410.81,   408.25,     410.91,   408.37,     410.81,   408.25
+2018, 07,   43296, 2018.5370,   408.83,   408.03,     409.37,   408.60,     408.83,   408.03
+2018, 08,   43327, 2018.6219,   407.02,   408.57,     407.27,   408.86,     407.02,   408.57
+2018, 09,   43358, 2018.7068,   405.52,   409.01,     405.62,   409.13,     405.52,   409.01
+2018, 10,   43388, 2018.7890,   405.93,   409.53,     405.80,   409.39,     405.93,   409.53
+2018, 11,   43419, 2018.8740,   408.04,   410.31,     407.43,   409.67,     408.04,   410.31
+2018, 12,   43449, 2018.9562,   409.17,   410.09,     409.02,   409.92,     409.17,   410.09
+2019, 01,   43480, 2019.0411,   410.85,   410.79,     410.25,   410.18,     410.85,   410.79
+2019, 02,   43511, 2019.1260,   411.59,   410.82,     411.20,   410.42,     411.59,   410.82
+2019, 03,   43539, 2019.2027,   411.91,   410.37,     412.20,   410.64,     411.91,   410.37
+2019, 04,   43570, 2019.2877,   413.46,   410.68,     413.67,   410.86,     413.46,   410.68
+2019, 05,   43600, 2019.3699,   414.76,   411.37,     414.48,   411.08,     414.76,   411.37
+2019, 06,   43631, 2019.4548,   413.89,   411.32,     413.85,   411.30,     413.89,   411.32
+2019, 07,   43661, 2019.5370,   411.78,   410.97,     412.29,   411.52,     411.78,   410.97
+2019, 08,   43692, 2019.6219,   410.01,   411.56,     410.15,   411.74,     410.01,   411.56
+2019, 09,   43723, 2019.7068,   408.48,   411.98,     408.45,   411.96,     408.48,   411.98
+2019, 10,   43753, 2019.7890,   408.40,   412.01,     408.58,   412.18,     408.40,   412.01
+2019, 11,   43784, 2019.8740,   410.16,   412.43,     410.16,   412.40,     410.16,   412.43
+2019, 12,   43814, 2019.9562,   411.81,   412.74,     411.71,   412.62,     411.81,   412.74
+2020, 01,   43845, 2020.0410,   413.30,   413.25,     412.90,   412.83,     413.30,   413.25
+2020, 02,   43876, 2020.1257,   414.05,   413.28,     413.82,   413.04,     414.05,   413.28
+2020, 03,   43905, 2020.2049,   414.45,   412.87,     414.83,   413.23,     414.45,   412.87
+2020, 04,   43936, 2020.2896,   416.11,   413.29,     416.27,   413.44,     416.11,   413.29
+2020, 05,   43966, 2020.3716,   417.15,   413.75,     417.03,   413.63,     417.15,   413.75
+2020, 06,   43997, 2020.4563,   416.29,   413.73,     416.36,   413.83,     416.29,   413.73
+2020, 07,   44027, 2020.5383,   414.42,   413.64,     414.77,   414.03,     414.42,   413.64
+2020, 08,   44058, 2020.6230,   412.52,   414.10,     412.60,   414.23,     412.52,   414.10
+2020, 09,   44089, 2020.7077,   411.18,   414.70,     410.89,   414.42,     411.18,   414.70
+2020, 10,   44119, 2020.7896,   411.12,   414.74,     411.00,   414.61,     411.12,   414.74
+2020, 11,   44150, 2020.8743,   412.88,   415.15,     412.55,   414.79,     412.88,   415.15
+2020, 12,   44180, 2020.9563,   413.89,   414.81,     414.06,   414.97,     413.89,   414.81
+2021, 01,   44211, 2021.0411,   415.15,   415.10,     415.21,   415.14,     415.15,   415.10
+2021, 02,   44242, 2021.1260,   416.47,   415.70,     416.09,   415.31,     416.47,   415.70
+2021, 03,   44270, 2021.2027,   417.16,   415.61,     417.03,   415.46,     417.16,   415.61
+2021, 04,   44301, 2021.2877,   418.24,   415.44,     418.45,   415.63,     418.24,   415.44
+2021, 05,   44331, 2021.3699,   418.95,   415.53,     419.21,   415.80,     418.95,   415.53
+2021, 06,   44362, 2021.4548,   418.70,   416.11,     418.54,   415.98,     418.70,   416.11
+2021, 07,   44392, 2021.5370,   416.65,   415.84,     416.94,   416.16,     416.65,   415.84
+2021, 08,   44423, 2021.6219,   414.34,   415.90,     414.77,   416.36,     414.34,   415.90
+2021, 09,   44454, 2021.7068,   412.90,   416.42,     413.04,   416.58,     412.90,   416.42
+2021, 10,   44484, 2021.7890,   413.55,   417.18,     413.17,   416.79,     413.55,   417.18
+2021, 11,   44515, 2021.8740,   414.82,   417.10,     414.76,   417.01,     414.82,   417.10
+2021, 12,   44545, 2021.9562,   416.43,   417.37,     416.32,   417.24,     416.43,   417.37

tutorial/pandas/saved_ratings.csv

@@ -0,0 +1,11 @@
+user_id,anime_id,rating
+1,20,-1
+1,24,-1
+1,79,-1
+1,226,-1
+1,241,-1
+1,355,-1
+1,356,-1
+1,442,-1
+1,487,-1
+1,846,-1

tutorial/pyFTS/Enrollments.csv

@@ -0,0 +1,23 @@
+Year;Enrollments
+1971;13055
+1972;13563
+1973;13867
+1974;14696
+1975;15460
+1976;15311
+1977;15603
+1978;15861
+1979;16807
+1980;16919
+1981;16388
+1982;15433
+1983;15497
+1984;15145
+1985;15163
+1986;15984
+1987;16859
+1988;18150
+1989;18970
+1990;19328
+1991;19337
+1992;18876

tutorial/pyFTS/developer/README.md

@@ -0,0 +1,2 @@
+# notebooks
+Code examples for pyFTS