2020-09-20-151801.ipynb

Kernel: Python 3 (system-wide)

import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns             # Add some extra plotting capabilitiy

# Use a colourblind-friendly paleytte
sns.set(context = 'talk', palette = 'colorblind')

TABLE1 = "5206001_key_aggregates.csv"

import csv

with open(TABLE1, newline='') as csvfile:
    reader = csv.reader(csvfile)          # reader is an reader object (iterable), not a list
    for row in reader:                    # Each row becomes a list, whose elements are strings
        print(row)

['', 'Gross domestic product: Chain volume measures - Percentage changes ;', 'GDP per capita: Chain volume measures - Percentage changes ;', 'Gross value added market sector: Chain volume measures - Percentage changes ;', 'Net domestic product: Chain volume measures - Percentage changes ;', 'Real gross domestic income: Chain volume measures - Percentage changes ;', 'Real gross national income: Chain volume measures - Percentage changes ;', 'Real net national disposable income: Chain volume measures - Percentage changes ;', 'Real net national disposable income per capita: Chain volume measures - Percentage changes ;', 'Gross domestic product: Current prices - Percentage Changes ;', 'Hours worked: Index - Percentage changes ;', 'Hours worked market sector: Index - Percentage changes ;', 'GDP per hour worked: Index - Percentage changes ;', 'Gross value added per hour worked market sector: Index - Percentage changes ;', 'Real unit of labour costs: Index - Percentage changes ;', 'Real unit of labour costs - Non-farm: Index - Percentage changes ;', 'Terms of trade: Index - Percentage changes ;', 'Gross domestic product: Chain volume measures ;', 'GDP per capita: Chain volume measures ;', 'Gross value added market sector: Chain volume measures ;', 'Net domestic product: Chain volume measures ;', 'Real gross domestic income: Chain volume measures ;', 'Real gross national income: Chain volume measures ;', 'Real net national disposable income: Chain volume measures ;', 'Real net national disposable income per capita: Chain volume measures ;', 'Gross domestic product: Current prices ;', 'GDP per capita: Current prices ;', 'Gross national income: Current prices ;', 'Net saving: Current prices ;', 'Household saving ratio: Ratio ;', 'Hours worked: Index ;', 'Hours worked market sector: Index ;', 'GDP per hour worked: Index ;', 'Gross value added per hour worked market sector: Index ;', 'Real unit of labour costs: Index ;', 'Real unit of labour costs - Non-farm: Index ;', 'Terms of trade: Index ;', 'Gross domestic product: Chain volume measures - Percentage changes ;', 'GDP per capita: Chain volume measures - Percentage changes ;', 'Gross value added market sector: Chain volume measures - Percentage changes ;', 'Net domestic product: Chain volume measures - Percentage changes ;', 'Real gross domestic income: Chain volume measures - Percentage changes ;', 'Real gross national income: Chain volume measures - Percentage changes ;', 'Real net national disposable income: Chain volume measures - Percentage changes ;', 'Real net national disposable income per capita: Chain volume measures - Percentage changes ;', 'Gross domestic product: Current prices - Percentage Changes ;', 'Hours worked: Index - Percentage changes ;', 'Hours worked market sector: Index - Percentage changes ;', 'GDP per hour worked: Index - Percentage changes ;', 'Gross value added per hour worked market sector: Index - Percentage changes ;', 'Gross domestic product: Index - Percentage changes ;', 'Domestic final demand: Index - Percentage changes ;', 'Terms of trade: Index - Percentage changes ;', 'Gross domestic product: Chain volume measures ;', 'GDP per capita: Chain volume measures ;', 'Gross value added market sector: Chain volume measures ;', 'Net domestic product: Chain volume measures ;', 'Real gross domestic income: Chain volume measures ;', 'Real gross national income: Chain volume measures ;', 'Real net national disposable income: Chain volume measures ;', 'Real net national disposable income per capita: Chain volume measures ;', 'Gross domestic product: Current prices ;', 'GDP per capita: Current prices ;', 'Gross national income: Current prices ;', 'Net saving: Current prices ;', 'Household saving ratio: Ratio ;', 'Hours worked: Index ;', 'Hours worked market sector: Index ;', 'GDP per hour worked: Index ;', 'Gross value added per hour worked market sector: Index ;', 'Gross domestic product: Index ;', 'Domestic final demand: Index ;', 'Terms of trade: Index ;', 'Gross domestic product: Chain volume measures - Percentage changes ;', 'GDP per capita: Chain volume measures - Percentage changes ;', 'Gross value added market sector: Chain volume measures - Percentage changes ;', 'Net domestic product: Chain volume measures - Percentage changes ;', 'Real gross domestic income: Chain volume measures - Percentage changes ;', 'Real gross national income: Chain volume measures - Percentage changes ;', 'Real net national disposable income: Chain volume measures - Percentage changes ;', 'Real net national disposable income per capita: Chain volume measures - Percentage changes ;', 'Gross domestic product: Current prices - Percentage Changes ;', 'Hours worked: Index - Percentage changes ;', 'Hours worked market sector: Index - Percentage changes ;', 'GDP per hour worked: Index - Percentage changes ;', 'Gross value added per hour worked market sector: Index - Percentage changes ;', 'Gross domestic product: Index - Percentage changes ;', 'Domestic final demand: Index - Percentage changes ;', 'Terms of trade: Index - Percentage changes ;', 'Gross domestic product: Chain volume measures ;', 'GDP per capita: Chain volume measures ;', 'Gross value added market sector: Chain volume measures ;', 'Net domestic product: Chain volume measures ;', 'Real gross domestic income: Chain volume measures ;', 'Real gross national income: Chain volume measures ;', 'Real net national disposable income: Chain volume measures ;', 'Real net national disposable income per capita: Chain volume measures ;', 'Gross domestic product: Current prices ;', 'GDP per capita: Current prices ;', 'Gross national income: Current prices ;', 'Net saving: Current prices ;', 'Household saving ratio: Ratio ;', 'Hours worked: Index ;', 'Hours worked market sector: Index ;', 'GDP per hour worked: Index ;', 'Gross value added per hour worked market sector: Index ;', 'Gross domestic product: Index ;', 'Domestic final demand: Index ;', 'Terms of trade: Index ;']
['Unit', 'Percent', 'Percent', 'Percent', 'Percent', 'Percent', 'Percent', 'Percent', 'Percent', 'Percent', 'Percent', 'Percent', 'Percent', 'Percent', 'Percent', 'Percent', 'Percent', '$ Millions', '$', '$ Millions', '$ Millions', '$ Millions', '$ Millions', '$ Millions', '$', '$ Millions', '$', '$ Millions', '$ Millions', 'proportion', 'Index Numbers', 'Index Numbers', 'Index Numbers', 'Index Numbers', 'Index Numbers', 'Index Numbers', 'Index Numbers', 'Percent', 'Percent', 'Percent', 'Percent', 'Percent', 'Percent', 'Percent', 'Percent', 'Percent', 'Percent', 'Percent', 'Percent', 'Percent', 'Percent', 'Percent', 'Percent', '$ Millions', '$', '$ Millions', '$ Millions', '$ Millions', '$ Millions', '$ Millions', '$', '$ Millions', '$', '$ Millions', '$ Millions', 'proportion', 'Index Numbers', 'Index Numbers', 'Index Numbers', 'Index Numbers', 'Index Numbers', 'Index Numbers', 'Index Numbers', 'Percent', 'Percent', 'Percent', 'Percent', 'Percent', 'Percent', 'Percent', 'Percent', 'Percent', 'Percent', 'Percent', 'Percent', 'Percent', 'Percent', 'Percent', 'Percent', '$ Millions', '$', '$ Millions', '$ Millions', '$ Millions', '$ Millions', '$ Millions', '$', '$ Millions', '$', '$ Millions', '$ Millions', 'proportion', 'Index Numbers', 'Index Numbers', 'Index Numbers', 'Index Numbers', 'Index Numbers', 'Index Numbers', 'Index Numbers']
['Series Type', 'Trend', 'Trend', 'Trend', 'Trend', 'Trend', 'Trend', 'Trend', 'Trend', 'Trend', 'Trend', 'Trend', 'Trend', 'Trend', 'Trend', 'Trend', 'Trend', 'Trend', 'Trend', 'Trend', 'Trend', 'Trend', 'Trend', 'Trend', 'Trend', 'Trend', 'Trend', 'Trend', 'Trend', 'Trend', 'Trend', 'Trend', 'Trend', 'Trend', 'Trend', 'Trend', 'Trend', 'Seasonally Adjusted', 'Seasonally Adjusted', 'Seasonally Adjusted', 'Seasonally Adjusted', 'Seasonally Adjusted', 'Seasonally Adjusted', 'Seasonally Adjusted', 'Seasonally Adjusted', 'Seasonally Adjusted', 'Seasonally Adjusted', 'Seasonally Adjusted', 'Seasonally Adjusted', 'Seasonally Adjusted', 'Seasonally Adjusted', 'Seasonally Adjusted', 'Seasonally Adjusted', 'Seasonally Adjusted', 'Seasonally Adjusted', 'Seasonally Adjusted', 'Seasonally Adjusted', 'Seasonally Adjusted', 'Seasonally Adjusted', 'Seasonally Adjusted', 'Seasonally Adjusted', 'Seasonally Adjusted', 'Seasonally Adjusted', 'Seasonally Adjusted', 'Seasonally Adjusted', 'Seasonally Adjusted', 'Seasonally Adjusted', 'Seasonally Adjusted', 'Seasonally Adjusted', 'Seasonally Adjusted', 'Seasonally Adjusted', 'Seasonally Adjusted', 'Seasonally Adjusted', 'Original', 'Original', 'Original', 'Original', 'Original', 'Original', 'Original', 'Original', 'Original', 'Original', 'Original', 'Original', 'Original', 'Original', 'Original', 'Original', 'Original', 'Original', 'Original', 'Original', 'Original', 'Original', 'Original', 'Original', 'Original', 'Original', 'Original', 'Original', 'Original', 'Original', 'Original', 'Original', 'Original', 'Original', 'Original', 'Original']
['Data Type', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED', 'DERIVED']
['Frequency', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter', 'Quarter']
['Collection Month', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3', '3']
['Series Start', 'Dec-1959', 'Dec-1973', 'Dec-1994', 'Dec-1959', 'Dec-1959', 'Dec-1959', 'Dec-1959', 'Dec-1973', 'Dec-1959', 'Dec-1978', 'Dec-1978', 'Dec-1978', 'Dec-1994', 'Dec-1985', 'Dec-1985', 'Dec-1959', 'Sep-1959', 'Sep-1973', 'Sep-1994', 'Sep-1959', 'Sep-1959', 'Sep-1959', 'Sep-1959', 'Sep-1973', 'Sep-1959', 'Sep-1973', 'Sep-1959', 'Sep-1959', 'Sep-1973', 'Sep-1978', 'Sep-1978', 'Sep-1978', 'Sep-1994', 'Sep-1985', 'Sep-1985', 'Sep-1959', 'Dec-1959', 'Dec-1973', 'Dec-1994', 'Dec-1959', 'Dec-1959', 'Dec-1959', 'Dec-1959', 'Dec-1973', 'Dec-1959', 'Dec-1978', 'Dec-1978', 'Dec-1978', 'Dec-1994', 'Dec-1985', 'Dec-1985', 'Dec-1959', 'Sep-1959', 'Sep-1973', 'Sep-1994', 'Sep-1959', 'Sep-1959', 'Sep-1959', 'Sep-1959', 'Sep-1973', 'Sep-1959', 'Sep-1973', 'Sep-1959', 'Sep-1959', 'Sep-1959', 'Sep-1978', 'Sep-1978', 'Sep-1978', 'Sep-1994', 'Sep-1985', 'Sep-1985', 'Sep-1959', 'Dec-1959', 'Dec-1959', 'Dec-1994', 'Dec-1959', 'Dec-1959', 'Dec-1959', 'Dec-1959', 'Dec-1959', 'Dec-1959', 'Dec-1978', 'Dec-1985', 'Dec-1978', 'Dec-1994', 'Dec-1985', 'Dec-1985', 'Dec-1959', 'Sep-1959', 'Sep-1959', 'Sep-1994', 'Sep-1959', 'Sep-1959', 'Sep-1959', 'Sep-1959', 'Sep-1959', 'Sep-1959', 'Sep-1959', 'Sep-1959', 'Sep-1959', 'Sep-1959', 'Sep-1978', 'Sep-1985', 'Sep-1978', 'Sep-1994', 'Sep-1985', 'Sep-1985', 'Sep-1959']
['Series End', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020', 'Mar-2020']
['No. Obs', '242', '186', '102', '242', '242', '242', '242', '186', '242', '166', '166', '166', '102', '138', '138', '242', '243', '187', '103', '243', '243', '243', '243', '187', '243', '187', '243', '243', '187', '167', '167', '167', '103', '139', '139', '243', '242', '186', '102', '242', '242', '242', '242', '186', '242', '166', '166', '166', '102', '138', '138', '242', '243', '187', '103', '243', '243', '243', '243', '187', '243', '187', '243', '243', '243', '167', '167', '167', '103', '139', '139', '243', '242', '242', '102', '242', '242', '242', '242', '242', '242', '166', '138', '166', '102', '138', '138', '242', '243', '243', '103', '243', '243', '243', '243', '243', '243', '243', '243', '243', '243', '167', '139', '167', '103', '139', '139', '243']
['Series ID', 'A2298668K', 'A2304308C', 'A3606044K', 'A2304312V', 'A2304314X', 'A2304316C', 'A2304318J', 'A2304320V', 'A2304322X', 'A2304324C', 'A2304326J', 'A2304328L', 'A3606048V', 'A2435282T', 'A2435266T', 'A2304332C', 'A2304334J', 'A2304336L', 'A3606046R', 'A2304340C', 'A2304342J', 'A2304344L', 'A2304346T', 'A2304348W', 'A2304350J', 'A2304352L', 'A2304354T', 'A2304356W', 'A2323384K', 'A2304360L', 'A2304362T', 'A2304364W', 'A3606050F', 'A2432928L', 'A2432930X', 'A2304368F', 'A2304370T', 'A2304372W', 'A3606052K', 'A2304376F', 'A2304378K', 'A2304380W', 'A2304382A', 'A2304384F', 'A2304386K', 'A2304388R', 'A2304390A', 'A2304392F', 'A3606054R', 'A2304396R', 'A2304398V', 'A2304400V', 'A2304402X', 'A2304404C', 'A3606056V', 'A2304408L', 'A2304410X', 'A2304412C', 'A2304414J', 'A2304416L', 'A2304418T', 'A2304420C', 'A2304422J', 'A2304424L', 'A2323382F', 'A2304428W', 'A2304190J', 'A2304192L', 'A3606058X', 'A2304196W', 'A2304198A', 'A2304200A', 'A2302696F', 'A2302697J', 'A3606060K', 'A2302699L', 'A2302700K', 'A2302701L', 'A2302702R', 'A2302703T', 'A2302704V', 'A2302705W', 'A2302453L', 'A2302454R', 'A3606061L', 'A2302456V', 'A2302457W', 'A2302458X', 'A2302459A', 'A2302460K', 'A3606062R', 'A2302462R', 'A2302463T', 'A2302464V', 'A2302465W', 'A2302466X', 'A2302467A', 'A2302468C', 'A2302469F', 'A2302470R', 'A2323381C', 'A2302472V', 'A2302473W', 'A2302474X', 'A3606063T', 'A2302476C', 'A2302477F', 'A2302478J']
['Sep-1959', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '63649', '', '', '59524', '58369', '57363', '53215', '', '3961', '', '3994', '573', '', '', '', '', '', '', '', '69.5', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '63799', '', '', '59574', '58554', '57487', '53213', '', '3966', '', '3999', '574', '15.4', '', '', '', '', '', '', '70.0', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '62217', '6155', '', '57853', '57287', '56385', '52011', '5146', '3998', '396', '4104', '728', '20.6', '', '', '', '', '', '', '71.4']
['Dec-1959', '1.1', '', '', '2.0', '1.6', '1.7', '2.8', '', '2.7', '', '', '', '', '', '', '1.5', '64324', '', '', '60686', '59289', '58361', '54696', '', '4070', '', '4087', '586', '', '', '', '', '', '', '', '70.6', '0.9', '', '', '2.0', '1.0', '1.3', '2.6', '', '2.9', '', '', '', '', '', '', '-1.9', '64359', '', '', '60742', '59132', '58239', '54595', '', '4082', '', '4090', '592', '14.1', '', '', '', '', '', '', '68.7', '13.8', '13.2', '', '17.7', '13.7', '13.8', '17.9', '17.3', '12.3', '', '', '', '', '', '', '-2.3', '70792', '6967', '', '68119', '65157', '64160', '61344', '6037', '4490', '442', '4539', '883', '21.8', '', '', '', '', '', '', '69.7']
['Mar-1960', '1.3', '', '', '2.1', '1.6', '1.8', '2.6', '', '3.4', '', '', '', '', '', '', '1.4', '65153', '', '', '61940', '60264', '59383', '56120', '', '4209', '', '4188', '610', '', '', '', '', '', '', '', '71.5', '0.5', '', '', '1.2', '1.5', '1.6', '2.5', '', '1.9', '', '', '', '', '', '', '6.2', '64683', '', '', '61476', '60007', '59163', '55958', '', '4162', '', '4169', '590', '13.2', '', '', '', '', '', '', '73.0', '-12.4', '-12.9', '', '-14.3', '-12.0', '-12.0', '-13.9', '-14.4', '-12.6', '', '', '', '', '', '', '2.2', '62045', '6072', '', '58396', '57370', '56432', '52834', '5170', '3922', '384', '3911', '454', '8.8', '', '', '', '', '', '', '71.3']
['Jun-1960', '1.3', '', '', '1.7', '1.4', '1.5', '1.9', '', '2.7', '', '', '', '', '', '', '0.4', '66012', '', '', '63011', '61132', '60287', '57191', '', '4324', '', '4298', '643', '', '', '', '', '', '', '', '71.9', '2.8', '', '', '3.5', '2.8', '2.8', '3.4', '', '5.0', '', '', '', '', '', '', '1.0', '66473', '', '', '63618', '61712', '60820', '57840', '', '4371', '', '4302', '652', '14.9', '', '', '', '', '', '', '73.7', '3.6', '3.0', '', '4.5', '3.9', '4.1', '4.9', '4.3', '6.5', '', '', '', '', '', '', '2.4', '64260', '6253', '', '61042', '59590', '58733', '55416', '5393', '4177', '406', '4056', '394', '2.9', '', '', '', '', '', '', '73.0']
['Sep-1960', '0.9', '', '', '0.6', '0.7', '0.7', '0.4', '', '1.9', '', '', '', '', '', '', '-0.8', '66602', '', '', '63377', '61586', '60733', '57395', '', '4406', '', '4387', '668', '', '', '', '', '', '', '', '71.3', '0.2', '', '', '-0.3', '-0.7', '-0.7', '-1.4', '', '0.5', '', '', '', '', '', '', '-7.2', '66623', '', '', '63410', '61284', '60407', '57057', '', '4393', '', '4392', '671', '12.6', '', '', '', '', '', '', '68.4', '2.0', '1.4', '', '1.8', '1.5', '1.6', '1.4', '0.9', '3.7', '', '', '', '', '', '', '-3.9', '65552', '6343', '', '62163', '60468', '59701', '56214', '5440', '4334', '419', '4433', '760', '16.4', '', '', '', '', '', '', '70.1']
['Dec-1960', '0.2', '', '', '-0.6', '-0.2', '-0.3', '-1.1', '', '0.4', '', '', '', '', '', '', '-2.4', '66720', '', '', '63002', '61436', '60544', '56748', '', '4423', '', '4410', '656', '', '', '', '', '', '', '', '69.5', '-0.2', '', '', '-1.1', '0.3', '0.5', '-0.4', '', '0.6', '', '', '', '', '', '', '5.1', '66490', '', '', '62713', '61459', '60705', '56856', '', '4422', '', '4431', '660', '14.1', '', '', '', '', '', '', '71.9', '10.9', '10.3', '', '12.3', '11.3', '11.3', '12.8', '12.1', '12.1', '', '', '', '', '', '', '4.0', '72725', '6998', '', '69836', '67308', '66465', '63388', '6100', '4859', '468', '4907', '968', '21.6', '', '', '', '', '', '', '72.9']
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['Dec-1986', '1.0', '0.6', '', '0.9', '0.7', '0.7', '0.7', '0.3', '2.7', '0.3', '-0.3', '0.7', '', '-1.1', '-1.7', '-1.2', '174022', '10783', '', '155880', '154965', '150851', '131864', '8171', '70184', '4349', '68896', '3343', '9.2', '60.9', '66.2', '61.8', '', '118.2', '114.9', '54.7', '1.7', '1.3', '', '1.7', '1.6', '1.6', '1.6', '1.2', '3.3', '0.5', '0.2', '1.2', '', '2.7', '2.4', '-0.2', '174577', '10816', '', '156484', '155410', '151309', '132323', '8198', '70403', '4362', '69299', '3792', '10.1', '61.1', '66.3', '61.8', '', '39.8', '44.7', '54.5', '10.1', '9.7', '', '11.9', '10.0', '9.9', '11.6', '11.1', '11.3', '0.9', '0.9', '9.1', '', '2.7', '2.4', '-0.5', '186467', '11554', '', '169287', '166052', '161824', '143430', '8887', '75428', '4674', '74031', '5681', '13.7', '61.1', '66.3', '66.0', '', '39.8', '44.7', '54.4']
['Mar-1987', '1.4', '1.0', '', '1.4', '1.4', '1.5', '1.5', '1.2', '3.1', '0.5', '-0.1', '0.9', '', '-1.0', '-1.2', '0.6', '176382', '10887', '', '158002', '157211', '153077', '133905', '8265', '72392', '4468', '71199', '4292', '9.2', '61.2', '66.2', '62.3', '', '117.1', '113.5', '55.0', '1.0', '0.6', '', '0.9', '1.1', '0.9', '1.0', '0.6', '2.5', '-0.2', '-0.5', '1.1', '', '1.7', '1.6', '0.6', '176249', '10879', '', '157867', '157084', '152738', '133592', '8246', '72181', '4456', '70796', '4093', '8.3', '61.0', '65.9', '62.5', '', '40.5', '45.4', '54.8', '-9.5', '-9.8', '', '-11.5', '-9.4', '-9.8', '-12.0', '-12.3', '-9.0', '0.5', '0.4', '-9.9', '', '1.7', '1.6', '0.3', '168822', '10419', '', '149870', '150385', '145906', '126281', '7793', '68659', '4237', '67786', '3418', '8.3', '61.4', '66.6', '59.5', '', '40.5', '45.4', '54.6']
['Jun-1987', '1.6', '1.2', '', '1.7', '1.9', '2.0', '2.1', '1.7', '3.3', '0.7', '0.6', '0.9', '', '-2.1', '-1.5', '1.6', '179277', '11022', '', '160694', '160249', '156133', '136758', '8408', '74770', '4597', '73746', '5327', '8.9', '61.7', '66.6', '62.9', '', '114.6', '111.8', '55.9', '1.6', '1.2', '', '1.6', '1.9', '2.3', '2.4', '2.0', '3.8', '1.4', '1.2', '0.2', '', '1.5', '1.1', '2.1', '179012', '11006', '', '160400', '160028', '156174', '136754', '8408', '74890', '4604', '73851', '5332', '9.3', '61.8', '66.7', '62.6', '', '41.1', '45.9', '56.0', '4.8', '4.4', '', '5.5', '5.2', '5.8', '6.6', '6.2', '7.6', '0.3', '-0.6', '4.5', '', '1.5', '1.1', '2.4', '176923', '10878', '', '158145', '158168', '154304', '134654', '8279', '73863', '4542', '72433', '3969', '4.0', '61.6', '66.3', '62.2', '', '41.1', '45.9', '55.9']
['Sep-1987', '1.8', '1.4', '', '1.9', '2.1', '2.1', '2.2', '1.8', '3.3', '0.9', '1.2', '0.8', '', '-0.1', '0.9', '2.0', '182481', '11174', '', '163720', '163646', '159411', '139823', '8562', '77271', '4732', '76209', '5971', '8.2', '62.2', '67.3', '63.4', '', '114.5', '112.8', '57.0', '1.8', '1.4', '', '1.9', '2.3', '2.0', '2.2', '1.8', '3.2', '0.6', '0.8', '1.2', '', '1.5', '1.3', '2.7', '182267', '11161', '', '163483', '163683', '159358', '139786', '8560', '77317', '4734', '76442', '6230', '9.1', '62.2', '67.2', '63.4', '', '41.7', '46.5', '57.5', '1.9', '1.5', '', '2.1', '2.3', '2.3', '2.8', '2.4', '4.7', '-0.5', '-0.6', '2.5', '', '1.5', '1.3', '2.3', '180354', '11045', '', '161416', '161850', '157869', '138411', '8476', '77334', '4736', '76212', '6432', '9.1', '61.2', '65.8', '63.7', '', '41.7', '46.5', '57.2']
['Dec-1987', '1.5', '1.1', '', '1.5', '1.9', '1.8', '1.9', '1.5', '3.3', '0.9', '1.2', '0.6', '', '-0.3', '-0.9', '2.6', '185172', '11293', '', '166185', '166744', '162312', '142474', '8689', '79788', '4866', '78451', '6333', '7.8', '62.8', '68.2', '63.8', '', '114.1', '111.8', '58.5', '2.0', '1.6', '', '2.2', '2.1', '2.1', '2.2', '1.8', '3.0', '0.8', '1.4', '1.2', '', '1.0', '1.4', '0.1', '185943', '11341', '', '167028', '167106', '162704', '142905', '8716', '79636', '4857', '78402', '6403', '6.5', '62.7', '68.2', '64.1', '', '42.1', '47.1', '57.5', '9.6', '9.1', '', '11.3', '9.7', '9.7', '11.2', '10.8', '10.0', '1.9', '2.8', '7.5', '', '1.0', '1.4', '0.9', '197600', '12053', '', '179635', '177624', '173106', '153945', '9390', '85101', '5191', '83986', '8905', '10.9', '62.4', '67.7', '68.5', '', '42.1', '47.1', '57.7']
['Mar-1988', '0.8', '0.3', '', '0.6', '1.4', '1.2', '1.2', '0.8', '3.1', '0.6', '0.8', '0.1', '', '-0.7', '-1.3', '3.8', '186571', '11332', '', '167237', '169037', '164332', '144190', '8757', '82256', '4996', '80466', '6541', '7.7', '63.2', '68.7', '63.9', '', '113.3', '110.3', '60.7', '0.4', '0.0', '', '0.2', '1.3', '1.1', '1.0', '0.5', '3.6', '1.1', '1.4', '-0.7', '', '2.5', '1.8', '5.1', '186749', '11341', '', '167437', '169302', '164462', '144284', '8762', '82534', '5012', '80388', '6141', '7.9', '63.4', '69.1', '63.6', '', '43.2', '48.0', '60.5', '-9.6', '-10.1', '', '-11.7', '-8.8', '-9.3', '-11.5', '-11.9', '-7.9', '2.2', '3.1', '-11.6', '', '2.5', '1.8', '5.2', '178533', '10839', '', '158550', '162030', '157005', '136276', '8273', '78384', '4759', '76513', '4816', '7.0', '63.7', '69.8', '60.6', '', '43.2', '48.0', '60.6']
['Jun-1988', '0.4', '0.0', '', '0.3', '1.2', '1.1', '1.0', '0.6', '3.1', '0.7', '0.7', '-0.3', '', '-1.7', '-0.3', '4.2', '187396', '11332', '', '167656', '171005', '166099', '145647', '8807', '84835', '5130', '82656', '6958', '8.0', '63.6', '69.2', '63.7', '', '111.5', '110.0', '63.3', '0.1', '-0.3', '', '-0.2', '0.7', '0.8', '0.7', '0.3', '2.5', '0.1', '-0.2', '0.0', '', '2.4', '1.7', '4.4', '186882', '11303', '', '167088', '170450', '165788', '145364', '8792', '84564', '5115', '82705', '7231', '9.0', '63.5', '69.0', '63.6', '', '44.2', '48.8', '63.1', '3.8', '3.4', '', '4.3', '4.3', '4.7', '5.5', '5.1', '6.0', '1.3', '0.5', '2.5', '', '2.4', '1.7', '4.0', '185355', '11212', '', '165436', '169037', '164332', '143707', '8693', '83070', '5025', '81092', '5729', '3.8', '64.6', '70.2', '62.1', '', '44.2', '48.8', '63.1']
['Sep-1988', '0.7', '0.2', '', '0.5', '1.4', '1.3', '1.3', '0.8', '3.1', '1.1', '1.2', '-0.5', '', '-0.3', '0.4', '4.1', '188637', '11354', '', '168522', '173324', '168200', '147496', '8878', '87493', '5266', '85177', '7679', '8.3', '64.4', '70.1', '63.4', '', '111.2', '110.3', '65.9', '0.8', '0.3', '', '0.7', '1.7', '1.3', '1.2', '0.7', '3.6', '0.9', '1.1', '-0.1', '', '2.7', '1.6', '5.4', '188425', '11341', '', '168288', '173431', '167945', '147166', '8858', '87588', '5272', '85053', '7492', '7.2', '64.1', '69.8', '63.6', '', '45.4', '49.6', '66.5', '1.2', '0.7', '', '1.2', '2.1', '1.8', '2.0', '1.6', '4.9', '0.3', '0.5', '0.9', '', '2.7', '1.6', '5.5', '187555', '11290', '', '167345', '172572', '167258', '146649', '8828', '87172', '5247', '84336', '7260', '8.2', '64.7', '70.5', '62.6', '', '45.4', '49.6', '66.5']
['Dec-1988', '1.2', '0.8', '', '1.2', '1.8', '1.6', '1.7', '1.2', '3.3', '1.6', '1.7', '-0.3', '', '0.3', '-0.3', '3.1', '190982', '11444', '', '170579', '176432', '170876', '149964', '8986', '90382', '5416', '88033', '8353', '8.7', '65.4', '71.3', '63.2', '', '111.5', '110.0', '67.9', '1.6', '1.1', '', '1.6', '1.7', '1.9', '2.1', '1.7', '3.2', '2.2', '2.4', '-0.7', '', '1.3', '1.4', '0.6', '191349', '11465', '', '170981', '176353', '171172', '150301', '9006', '90414', '5417', '87980', '8348', '8.8', '65.5', '71.4', '63.2', '', '46.0', '50.3', '66.9', '9.0', '8.5', '', '10.5', '9.1', '9.3', '10.9', '10.4', '10.6', '2.4', '2.8', '6.4', '', '1.3', '1.4', '0.8', '204352', '12246', '', '184992', '188253', '182797', '162644', '9747', '96409', '5777', '94469', '12074', '12.9', '66.3', '72.5', '66.6', '', '46.0', '50.3', '67.1']
['Mar-1989', '1.6', '1.2', '', '1.7', '1.9', '1.7', '1.7', '1.3', '3.4', '1.5', '1.7', '0.1', '', '0.7', '0.2', '2.0', '194066', '11582', '', '173403', '179869', '173729', '152554', '9104', '93418', '5575', '90931', '8748', '8.8', '66.4', '72.5', '63.3', '', '112.4', '110.3', '69.2', '1.0', '0.6', '', '0.9', '1.8', '1.3', '1.3', '0.9', '3.0', '1.6', '2.0', '-0.5', '', '2.3', '1.3', '4.7', '193317', '11535', '', '172605', '179499', '173385', '152218', '9083', '93093', '5555', '90924', '9028', '9.2', '66.5', '72.9', '62.8', '', '47.0', '50.9', '70.0', '-9.8', '-10.2', '', '-11.9', '-9.0', '-9.7', '-11.9', '-12.3', '-7.8', '-3.0', '-3.2', '-7.0', '', '2.3', '1.3', '4.8', '184323', '10995', '', '162914', '171287', '165118', '143329', '8550', '88885', '5302', '86636', '6961', '9.3', '64.3', '70.1', '62.0', '', '47.0', '50.9', '70.2']
['Jun-1989', '1.4', '1.0', '', '1.4', '1.5', '1.2', '1.2', '0.8', '3.0', '1.2', '1.3', '0.2', '', '-1.4', '-1.0', '0.6', '196761', '11700', '', '175775', '182482', '175878', '154326', '9177', '96184', '5720', '93389', '8818', '8.7', '67.2', '73.4', '63.4', '', '110.8', '109.2', '69.6', '2.1', '1.8', '', '2.3', '2.1', '1.6', '1.6', '1.2', '3.8', '0.6', '0.1', '1.5', '', '2.0', '2.0', '-0.6', '197420', '11740', '', '176494', '183216', '176157', '154641', '9196', '96622', '5746', '93698', '8553', '9.5', '66.9', '73.0', '63.8', '', '47.9', '51.9', '69.7', '5.4', '5.1', '', '6.3', '5.3', '5.1', '5.8', '5.5', '7.0', '5.3', '5.3', '0.1', '', '2.0', '2.0', '-0.4', '194281', '11554', '', '173118', '180386', '173486', '151704', '9022', '95065', '5654', '91945', '6926', '4.2', '67.7', '73.9', '62.0', '', '47.9', '51.9', '69.9']
['Sep-1989', '0.9', '0.5', '', '0.8', '0.8', '0.6', '0.3', '0.0', '2.4', '0.7', '0.7', '0.1', '', '0.2', '1.4', '-0.4', '198494', '11762', '', '177106', '183888', '176885', '154808', '9173', '98474', '5835', '95256', '8504', '8.8', '67.6', '74.0', '63.5', '', '111.0', '110.8', '69.3', '0.8', '0.5', '', '0.7', '0.5', '0.7', '0.5', '0.1', '1.9', '1.2', '1.7', '-0.3', '', '1.1', '1.3', '-1.7', '199021', '11795', '', '177651', '184129', '177457', '155374', '9208', '98459', '5835', '95190', '8687', '6.7', '67.7', '74.2', '63.6', '', '48.4', '52.6', '68.5', '1.8', '1.4', '', '1.8', '1.5', '1.8', '1.9', '1.6', '3.2', '0.0', '0.4', '1.8', '', '1.1', '1.3', '-1.5', '197720', '11719', '', '176250', '183059', '176562', '154645', '9166', '98105', '5815', '94641', '8431', '7.4', '67.7', '74.2', '63.1', '', '48.4', '52.6', '68.9']
['Dec-1989', '0.5', '0.1', '', '0.3', '0.3', '0.2', '-0.1', '-0.5', '2.0', '0.6', '0.3', '-0.1', '', '0.8', '-0.3', '-0.9', '199435', '11774', '', '177608', '184517', '177182', '154608', '9128', '100470', '5932', '96833', '7983', '9.3', '68.0', '74.2', '63.4', '', '111.9', '110.5', '68.7', '-0.3', '-0.7', '', '-0.6', '-0.3', '-0.5', '-0.9', '-1.3', '1.8', '0.8', '0.5', '-1.0', '', '1.7', '1.6', '0.3', '198488', '11717', '', '176591', '183669', '176541', '153983', '9090', '100201', '5915', '96573', '7934', '10.5', '68.2', '74.5', '62.9', '', '49.3', '53.5', '68.7', '7.2', '6.8', '', '8.4', '7.1', '6.9', '7.9', '7.5', '8.1', '0.7', '0.5', '6.5', '', '1.7', '1.6', '-0.5', '212036', '12519', '', '191083', '196108', '188691', '166868', '9852', '106060', '6262', '102706', '10963', '12.9', '68.2', '74.6', '67.2', '', '49.3', '53.5', '68.5']
['Mar-1990', '0.2', '-0.2', '', '-0.1', '0.2', '0.1', '-0.1', '-0.5', '1.6', '0.5', '0.1', '-0.3', '', '1.2', '0.2', '0.3', '199747', '11748', '', '177461', '184849', '177423', '154497', '9087', '102098', '6005', '98217', '7337', '9.4', '68.4', '74.3', '63.2', '', '113.2', '110.7', '68.9', '0.8', '0.5', '', '0.7', '0.8', '0.3', '0.0', '-0.3', '1.8', '-0.4', '-1.1', '1.3', '', '1.4', '1.4', '-0.3', '200122', '11772', '', '177865', '185074', '177158', '154036', '9061', '102030', '6002', '98343', '7324', '9.9', '67.9', '73.7', '63.7', '', '49.9', '54.2', '68.4', '-10.0', '-10.3', '', '-12.1', '-10.0', '-10.6', '-13.2', '-13.6', '-8.0', '-0.2', '-0.6', '-9.8', '', '1.4', '1.4', '0.1', '190898', '11226', '', '168000', '176542', '168597', '144816', '8516', '97612', '5740', '94086', '5619', '10.3', '68.1', '74.1', '60.6', '', '49.9', '54.2', '68.5']
['Jun-1990', '0.2', '-0.2', '', '-0.1', '0.1', '0.2', '0.0', '-0.4', '1.3', '0.1', '-0.2', '0.0', '', '0.2', '0.8', '-0.6', '200085', '11726', '', '177347', '185082', '177701', '154473', '9053', '103410', '6060', '99572', '6886', '9.2', '68.5', '74.2', '63.2', '', '113.5', '111.6', '68.5', '0.1', '-0.3', '', '-0.1', '0.2', '0.5', '0.6', '0.2', '1.9', '1.2', '1.1', '-1.1', '', '1.5', '1.2', '0.6', '200391', '11742', '', '177687', '185461', '178030', '154974', '9081', '103976', '6092', '99613', '6685', '8.6', '68.7', '74.5', '63.0', '', '50.7', '54.9', '68.8', '3.4', '3.0', '', '3.8', '3.4', '4.0', '5.0', '4.6', '4.6', '0.6', '-0.2', '2.7', '', '1.5', '1.2', '0.4', '197370', '11566', '', '174462', '182625', '175336', '152038', '8909', '102078', '5982', '98153', '5963', '4.2', '68.5', '74.0', '62.3', '', '50.7', '54.9', '68.8']
['Sep-1990', '0.0', '-0.4', '', '-0.3', '-0.3', '-0.3', '-0.6', '-0.9', '0.6', '-0.5', '-0.7', '0.4', '', '1.1', '0.8', '-1.7', '200006', '11682', '', '176789', '184495', '177192', '153539', '8968', '104018', '6075', '100235', '6174', '8.6', '68.1', '73.7', '63.5', '', '114.7', '112.4', '67.3', '-0.6', '-0.9', '', '-1.0', '-0.7', '-0.3', '-0.6', '-1.0', '-0.6', '-0.6', '-0.8', '0.0', '', '0.4', '0.4', '-1.1', '199208', '11635', '', '175932', '184074', '177548', '153977', '8993', '103359', '6037', '99897', '6088', '8.1', '68.4', '73.9', '63.0', '', '50.9', '55.1', '68.1', '0.4', '0.0', '', '0.2', '0.2', '0.8', '0.8', '0.5', '1.0', '-1.3', '-1.7', '1.7', '', '0.4', '0.4', '-1.0', '198105', '11571', '', '174752', '183027', '176664', '153257', '8951', '103079', '6021', '99352', '5434', '8.9', '67.6', '72.7', '63.4', '', '50.9', '55.1', '68.1']
['Dec-1990', '-0.4', '-0.7', '', '-0.7', '-0.8', '-0.9', '-1.4', '-1.8', '-0.1', '-1.2', '-1.4', '0.8', '', '0.3', '-0.5', '-1.8', '199230', '11599', '', '175509', '182947', '175544', '151332', '8811', '103904', '6049', '99902', '4821', '8.4', '67.4', '72.6', '64.0', '', '115.1', '111.8', '66.1', '0.6', '0.3', '', '0.4', '-0.2', '-1.1', '-1.7', '-2.0', '1.2', '-1.8', '-1.9', '2.4', '', '0.9', '1.8', '-4.8', '200362', '11666', '', '176710', '183721', '175614', '151291', '8809', '104632', '6092', '101026', '5843', '9.6', '67.1', '72.5', '64.5', '', '51.3', '56.1', '64.8', '7.6', '7.2', '', '8.9', '6.8', '6.0', '6.7', '6.4', '6.7', '-1.1', '-0.5', '8.7', '', '0.9', '1.8', '-4.5', '213065', '12409', '', '190240', '195499', '187185', '163510', '9523', '110007', '6407', '106770', '8224', '11.5', '66.9', '72.3', '68.9', '', '51.3', '56.1', '65.1']
['Mar-1991', '-0.4', '-0.7', '', '-0.7', '-0.8', '-1.0', '-1.5', '-1.8', '-0.3', '-1.3', '-1.7', '0.9', '', '-0.3', '-0.2', '-2.6', '198379', '11513', '', '174196', '181435', '173863', '149114', '8654', '103544', '6009', '98968', '2836', '8.0', '66.4', '71.4', '64.6', '', '114.7', '111.6', '64.4', '-1.3', '-1.6', '', '-1.8', '-1.6', '-1.2', '-1.7', '-2.0', '-1.4', '-1.0', '-1.5', '-0.3', '', '0.2', '0.4', '-1.4', '197773', '11478', '', '173546', '180834', '173523', '148753', '8633', '103200', '5989', '98172', '1879', '7.0', '66.4', '71.4', '64.4', '', '51.4', '56.4', '63.9', '-11.1', '-11.5', '', '-13.5', '-11.5', '-11.4', '-14.1', '-14.5', '-9.8', '0.0', '-0.3', '-11.1', '', '0.2', '0.4', '-2.0', '189368', '10986', '', '164593', '173051', '165769', '140416', '8146', '99278', '5759', '94331', '781', '7.8', '66.9', '72.1', '61.2', '', '51.4', '56.4', '63.8']
['Jun-1991', '-0.3', '-0.6', '', '-0.6', '-0.5', '-0.3', '-0.6', '-0.9', '-0.1', '-0.8', '-1.1', '0.5', '', '-0.4', '-0.4', '-1.6', '197809', '11444', '', '173228', '180566', '173306', '148176', '8572', '103466', '5986', '98475', '1070', '7.2', '65.9', '70.6', '64.9', '', '114.3', '111.2', '63.4', '-0.1', '-0.4', '', '-0.4', '-0.3', '-0.3', '-0.6', '-0.9', '0.1', '-0.9', '-1.3', '0.8', '', '0.5', '0.2', '-0.9', '197511', '11426', '', '172902', '180235', '172935', '147816', '8551', '103262', '5974', '98418', '1560', '7.6', '65.8', '70.5', '64.9', '', '51.7', '56.5', '63.4', '2.6', '2.3', '', '3.0', '2.4', '2.6', '3.0', '2.7', '2.9', '-0.7', '-1.6', '3.3', '', '0.5', '0.2', '-0.7', '194317', '11243', '', '169506', '177286', '170002', '144653', '8369', '102115', '5908', '97163', '1023', '3.3', '66.4', '71.0', '63.3', '', '51.7', '56.5', '63.3']
['Sep-1991', '0.0', '-0.3', '', '-0.1', '0.0', '0.4', '0.3', '0.0', '0.5', '-0.3', '-0.6', '0.4', '', '0.3', '0.2', '-0.2', '197893', '11414', '', '172975', '180581', '174020', '148571', '8569', '104017', '6000', '99208', '438', '6.6', '65.7', '70.2', '65.2', '', '114.7', '111.4', '63.2', '0.4', '0.1', '', '0.3', '0.5', '0.7', '0.7', '0.4', '0.8', '-0.2', '-0.5', '0.7', '', '0.5', '0.5', '0.4', '198330', '11439', '', '173455', '181127', '174205', '148796', '8582', '104072', '6002', '98898', '-278', '6.7', '65.7', '70.1', '65.3', '', '51.9', '56.8', '63.6', '1.5', '1.2', '', '1.6', '1.6', '1.9', '2.4', '2.0', '1.7', '-1.9', '-2.4', '3.5', '', '0.5', '0.5', '0.4', '197188', '11373', '', '172238', '180066', '173307', '148057', '8539', '103815', '5987', '98298', '-1120', '7.6', '65.1', '69.3', '65.5', '', '51.9', '56.8', '63.6']
['Dec-1991', '0.4', '0.1', '', '0.3', '0.4', '0.7', '0.6', '0.4', '1.1', '-0.2', '-0.3', '0.6', '', '0.3', '0.6', '-0.2', '198727', '11430', '', '173515', '181318', '175291', '149524', '8600', '105166', '6049', '100790', '794', '6.2', '65.6', '70.0', '65.5', '', '115.0', '112.0', '63.1', '0.1', '-0.2', '', '-0.1', '-0.1', '0.7', '0.6', '0.3', '0.9', '0.0', '0.0', '0.0', '', '0.6', '0.8', '-1.1', '198467', '11417', '', '173241', '180942', '175445', '149647', '8608', '105061', '6043', '101131', '1067', '5.8', '65.7', '70.2', '65.3', '', '52.3', '57.2', '63.0', '5.4', '5.2', '', '6.4', '5.2', '6.1', '7.1', '6.8', '6.5', '1.0', '1.6', '4.4', '', '0.6', '0.8', '-1.3', '207917', '11964', '', '183248', '189464', '183900', '158527', '9122', '110576', '6363', '106564', '3269', '7.6', '65.8', '70.5', '68.4', '', '52.3', '57.2', '62.8']
['Mar-1992', '0.5', '0.2', '', '0.4', '0.5', '0.5', '0.4', '0.2', '1.0', '-0.1', '-0.1', '0.6', '', '-0.5', '-0.9', '-0.3', '199739', '11457', '', '174234', '182139', '176255', '150177', '8614', '106182', '6090', '102083', '1102', '6.1', '65.5', '69.9', '65.9', '', '114.5', '111.0', '62.9', '0.7', '0.5', '', '0.7', '0.8', '0.6', '0.5', '0.2', '1.5', '-0.3', '-0.6', '1.0', '', '0.1', '0.3', '0.3', '199951', '11468', '', '174455', '182416', '176487', '150411', '8627', '106598', '6114', '102458', '1567', '6.5', '65.5', '69.8', '66.0', '', '52.3', '57.4', '63.2', '-7.1', '-7.4', '', '-8.7', '-7.0', '-7.4', '-9.3', '-9.6', '-7.2', '0.1', '-0.3', '-7.2', '', '0.1', '0.3', '0.8', '193138', '11074', '', '167241', '176253', '170318', '143809', '8245', '102595', '5882', '99162', '1010', '7.6', '65.8', '70.3', '63.4', '', '52.3', '57.4', '63.2']
['Jun-1992', '0.9', '0.6', '', '0.9', '0.7', '0.7', '0.6', '0.3', '0.9', '-0.1', '-0.2', '1.0', '', '-0.6', '0.4', '-0.7', '201485', '11527', '', '175734', '183426', '177436', '151086', '8644', '107122', '6128', '103470', '1553', '6.2', '65.5', '69.8', '66.6', '', '113.8', '111.4', '62.4', '0.7', '0.5', '', '0.7', '0.6', '0.5', '0.4', '0.2', '0.4', '-0.1', '0.1', '0.9', '', '-0.2', '-0.2', '-0.9', '201384', '11520', '', '175619', '183441', '177395', '151069', '8642', '106990', '6121', '103082', '1329', '5.7', '65.4', '69.9', '66.6', '', '52.2', '57.3', '62.6', '3.5', '3.3', '', '4.1', '3.3', '3.3', '4.0', '3.8', '2.8', '-0.4', '-0.6', '4.0', '', '-0.2', '-0.2', '-0.8', '199889', '11436', '', '174041', '182143', '176006', '149531', '8555', '105454', '6033', '101873', '1032', '1.8', '65.6', '69.9', '65.9', '', '52.2', '57.3', '62.7']
['Sep-1992', '1.3', '1.0', '', '1.4', '1.1', '1.2', '1.2', '1.0', '1.2', '0.0', '0.0', '1.3', '', '0.2', '1.2', '-0.8', '204070', '11646', '', '178128', '185417', '179488', '152908', '8726', '108370', '6184', '105051', '2058', '6.3', '65.4', '69.8', '67.4', '', '114.1', '112.8', '62.0', '1.0', '0.8', '', '1.0', '0.7', '0.6', '0.5', '0.2', '1.0', '0.2', '0.0', '0.8', '', '0.1', '0.4', '-1.8', '203423', '11609', '', '177452', '184731', '178428', '151789', '8663', '108009', '6164', '104597', '1435', '6.9', '65.6', '69.9', '67.1', '', '52.3', '57.5', '61.5', '1.4', '1.2', '', '1.5', '1.1', '1.2', '1.4', '1.2', '2.1', '0.1', '-0.1', '1.3', '', '0.1', '0.4', '-1.9', '202721', '11569', '', '176712', '184132', '178075', '151656', '8655', '107690', '6146', '104163', '595', '8.5', '65.6', '69.8', '66.8', '', '52.3', '57.5', '61.5']
['Dec-1992', '1.4', '1.1', '', '1.5', '1.2', '1.4', '1.5', '1.3', '1.6', '0.2', '0.2', '1.2', '', '-0.3', '-1.3', '-0.9', '206870', '11779', '', '180743', '187570', '182060', '155244', '8839', '110123', '6270', '107012', '2882', '6.3', '65.6', '70.0', '68.2', '', '113.7', '111.4', '61.4', '2.1', '1.8', '', '2.3', '1.8', '2.6', '2.9', '2.7', '2.0', '-0.3', '-0.3', '2.4', '', '0.4', '0.7', '-1.4', '207604', '11821', '', '181519', '188086', '182978', '156220', '8895', '110176', '6273', '107941', '3817', '6.0', '65.3', '69.7', '68.7', '', '52.5', '57.9', '60.6', '6.8', '6.6', '', '8.1', '6.5', '7.2', '8.5', '8.3', '7.5', '0.4', '0.8', '6.5', '', '0.4', '0.7', '-1.6', '216559', '12335', '', '190958', '196160', '190944', '164532', '9371', '115743', '6592', '112577', '5225', '5.7', '65.9', '70.4', '71.1', '', '52.5', '57.9', '60.5']
['Mar-1993', '1.0', '0.7', '', '1.0', '0.7', '1.0', '1.0', '0.8', '1.5', '0.2', '0.1', '0.7', '', '0.0', '-0.6', '-1.3', '208858', '11866', '', '182483', '188974', '183834', '156768', '8907', '111756', '6349', '108805', '3683', '6.1', '65.7', '70.1', '68.7', '', '113.7', '110.7', '60.6', '0.7', '0.5', '', '0.6', '0.7', '0.6', '0.6', '0.3', '1.7', '0.9', '1.0', '-0.2', '', '1.0', '0.9', '0.2', '209044', '11875', '', '182681', '189469', '184154', '157090', '8924', '112060', '6366', '108031', '3074', '6.1', '65.9', '70.4', '68.5', '', '53.0', '58.4', '60.8', '-6.1', '-6.4', '', '-7.5', '-6.1', '-6.3', '-8.0', '-8.2', '-6.8', '-1.7', '-2.0', '-4.5', '', '1.0', '0.9', '0.3', '203246', '11542', '', '176570', '184202', '178862', '151446', '8600', '107885', '6127', '105210', '3004', '8.4', '64.8', '69.0', '67.9', '', '53.0', '58.4', '60.7']
['Jun-1993', '0.5', '0.3', '', '0.4', '0.3', '0.4', '0.3', '0.0', '0.9', '0.4', '0.2', '0.2', '', '-1.3', '-1.1', '-1.9', '209976', '11904', '', '183292', '189516', '184503', '157167', '8910', '112811', '6395', '110042', '4017', '5.6', '66.0', '70.2', '68.9', '', '112.1', '109.5', '59.5', '0.6', '0.4', '', '0.5', '0.1', '0.3', '0.2', '0.0', '1.0', '0.0', '-0.1', '0.5', '', '0.0', '0.5', '-2.9', '210221', '11919', '', '183550', '189581', '184733', '157353', '8922', '113186', '6418', '110785', '4347', '6.0', '66.0', '70.3', '68.9', '', '53.0', '58.7', '59.0', '2.2', '2.1', '', '2.5', '1.7', '2.0', '2.2', '2.1', '3.9', '2.8', '2.7', '-0.5', '', '0.0', '0.5', '-2.8', '207766', '11782', '', '180961', '187373', '182411', '154817', '8779', '112072', '6355', '109340', '3785', '2.1', '66.6', '70.9', '67.5', '', '53.0', '58.7', '59.1']
['Sep-1993', '0.7', '0.5', '', '0.6', '0.5', '0.6', '0.5', '0.3', '0.9', '0.6', '0.4', '0.1', '', '0.2', '1.1', '-1.1', '211447', '11960', '', '184471', '190479', '185582', '157975', '8935', '113821', '6438', '111380', '4320', '5.1', '66.3', '70.5', '68.9', '', '112.4', '110.7', '58.8', '0.1', '-0.1', '', '-0.1', '0.0', '-0.2', '-0.3', '-0.6', '-0.1', '0.1', '-0.4', '0.0', '', '0.1', '0.2', '-0.7', '210444', '11903', '', '183407', '189528', '184393', '156817', '8870', '113060', '6395', '110958', '4402', '5.0', '66.1', '70.0', '68.9', '', '53.0', '58.9', '58.6', '0.7', '0.4', '', '0.6', '0.6', '0.6', '0.9', '0.6', '0.6', '-0.7', '-1.7', '1.4', '', '0.1', '0.2', '-0.4', '209216', '11833', '', '182113', '188499', '183544', '156151', '8832', '112770', '6378', '110703', '3916', '7.1', '66.1', '69.7', '68.5', '', '53.0', '58.9', '58.8']
['Dec-1993', '1.3', '1.1', '', '1.4', '1.3', '1.3', '1.3', '1.1', '1.3', '0.8', '0.8', '0.5', '', '0.5', '-0.4', '-0.3', '214219', '12089', '', '187022', '192878', '187906', '160044', '9031', '115289', '6506', '113117', '4988', '5.2', '66.9', '71.0', '69.3', '', '112.9', '110.3', '58.6', '1.9', '1.6', '', '2.0', '1.8', '1.9', '2.0', '1.8', '2.1', '1.6', '2.0', '0.2', '', '0.3', '0.4', '-0.4', '214339', '12095', '', '187151', '192892', '187878', '159988', '9028', '115460', '6515', '112610', '4218', '4.5', '67.1', '71.4', '69.1', '', '53.2', '59.1', '58.4', '7.7', '7.5', '', '9.1', '7.6', '7.7', '9.0', '8.8', '7.8', '1.6', '2.8', '6.0', '', '0.3', '0.4', '-0.6', '225336', '12719', '', '198762', '202794', '197639', '170178', '9606', '121606', '6864', '117850', '5968', '4.6', '67.1', '71.7', '72.6', '', '53.2', '59.1', '58.4']
['Mar-1994', '1.6', '1.3', '', '1.7', '1.6', '1.3', '1.4', '1.1', '2.0', '1.1', '1.4', '0.5', '', '-0.4', '-0.3', '0.0', '217560', '12247', '', '190166', '195937', '190410', '162207', '9131', '117567', '6618', '114802', '5349', '6.0', '67.6', '72.0', '69.6', '', '112.4', '110.0', '58.6', '1.7', '1.4', '', '1.8', '1.9', '2.1', '2.2', '2.0', '2.0', '0.5', '0.7', '1.1', '', '0.2', '-0.1', '1.2', '217928', '12268', '', '190558', '196526', '191735', '163581', '9209', '117747', '6629', '115691', '6138', '6.1', '67.5', '71.9', '69.8', '', '53.3', '59.1', '59.1', '-6.6', '-6.9', '', '-8.1', '-6.5', '-6.4', '-8.1', '-8.4', '-6.9', '0.2', '0.3', '-6.8', '', '0.2', '-0.1', '1.0', '210375', '11839', '', '182583', '189642', '184942', '156415', '8803', '113265', '6374', '112038', '5297', '7.5', '67.3', '71.9', '67.6', '', '53.3', '59.1', '59.0']
['Jun-1994', '1.4', '1.1', '', '1.5', '1.5', '1.2', '1.1', '0.9', '2.0', '1.1', '1.6', '0.3', '', '-0.5', '-0.4', '0.6', '220577', '12387', '', '192960', '198825', '192617', '164069', '9214', '119873', '6732', '116296', '5407', '6.5', '68.3', '73.2', '69.8', '', '111.9', '109.5', '59.0', '1.2', '1.0', '', '1.3', '1.2', '0.0', '-0.2', '-0.4', '1.3', '1.1', '1.5', '0.1', '', '0.2', '0.4', '-0.4', '220649', '12393', '', '193034', '198807', '191790', '163278', '9170', '119302', '6701', '115989', '5603', '7.6', '68.2', '73.0', '69.9', '', '53.4', '59.3', '58.9', '3.8', '3.6', '', '4.4', '3.8', '2.6', '2.9', '2.7', '4.3', '1.6', '1.6', '2.2', '', '0.2', '0.4', '-0.3', '218433', '12270', '', '190692', '196819', '189670', '160921', '9039', '118116', '6635', '114619', '5028', '4.7', '68.4', '73.0', '69.1', '', '53.4', '59.3', '58.9']
['Sep-1994', '0.9', '0.7', '', '0.9', '1.2', '0.8', '0.8', '0.6', '1.4', '0.9', '1.4', '0.0', '', '-0.3', '0.4', '1.7', '222633', '12472', '144344', '194734', '201154', '194208', '165386', '9265', '121574', '6810', '117373', '5218', '6.3', '68.9', '74.2', '69.8', '61.7', '111.6', '109.9', '60.0', '0.8', '0.5', '', '0.7', '0.9', '1.0', '0.9', '0.6', '2.9', '1.5', '2.2', '-0.7', '', '0.3', '0.3', '0.7', '222332', '12452', '144507', '194413', '200515', '193742', '164709', '9225', '122767', '6876', '117249', '4283', '5.3', '69.2', '74.6', '69.5', '61.4', '53.6', '59.5', '59.3', '2.1', '1.8', '', '2.3', '2.2', '2.5', '2.9', '2.6', '3.1', '1.2', '1.8', '0.9', '', '0.3', '0.3', '0.4', '223016', '12489', '145402', '195136', '201114', '194332', '165563', '9272', '121745', '6818', '117230', '4180', '7.3', '69.2', '74.4', '69.7', '61.9', '53.6', '59.5', '59.1']
['Dec-1994', '0.5', '0.2', '0.4', '0.4', '0.8', '0.6', '0.6', '0.4', '1.0', '1.0', '1.3', '-0.5', '-0.9', '-0.1', '-1.1', '1.9', '223693', '12499', '144898', '195450', '202688', '195464', '166391', '9297', '122843', '6864', '118450', '4726', '5.6', '69.6', '75.1', '69.5', '61.1', '111.4', '108.7', '61.1', '1.0', '0.7', '0.6', '1.0', '1.6', '1.7', '2.1', '1.8', '-0.6', '0.4', '0.4', '0.6', '0.2', '0.8', '0.3', '3.5', '224485', '12545', '145326', '196290', '203726', '196948', '168093', '9393', '122044', '6820', '118651', '5490', '5.9', '69.5', '74.8', '69.9', '61.5', '54.0', '59.7', '61.4', '4.8', '4.6', '4.5', '5.6', '5.5', '5.6', '6.7', '6.5', '5.6', '0.0', '0.4', '4.8', '4.1', '0.8', '0.3', '3.6', '233803', '13068', '151875', '206139', '212237', '205172', '176684', '9876', '128537', '7185', '123858', '6948', '5.3', '69.2', '74.7', '73.1', '64.4', '54.0', '59.7', '61.3']
['Mar-1995', '0.5', '0.2', '0.6', '0.4', '0.7', '0.8', '0.7', '0.5', '1.1', '1.0', '0.9', '-0.5', '-0.3', '0.5', '-0.1', '0.8', '224771', '12525', '145821', '196171', '204013', '196936', '167615', '9340', '124160', '6918', '119976', '4512', '5.0', '70.3', '75.8', '69.1', '61.0', '112.0', '108.6', '61.6', '0.0', '-0.3', '-0.3', '-0.2', '0.1', '-0.6', '-1.0', '-1.2', '1.8', '1.0', '1.1', '-1.0', '-1.4', '0.9', '0.6', '0.5', '224421', '12507', '144913', '195805', '203927', '195839', '166478', '9278', '124268', '6926', '119882', '4721', '5.6', '70.1', '75.7', '69.2', '60.6', '54.5', '60.1', '61.7', '-7.5', '-7.8', '-8.1', '-9.2', '-7.5', '-8.0', '-10.1', '-10.3', '-7.0', '1.8', '2.2', '-9.2', '-10.1', '0.9', '0.6', '0.2', '216216', '12046', '139556', '187132', '196397', '188659', '158914', '8854', '119476', '6657', '116033', '3902', '6.9', '70.5', '76.3', '66.3', '57.9', '54.5', '60.1', '61.4']
['Jun-1995', '0.7', '0.4', '1.1', '0.7', '0.7', '0.8', '0.7', '0.4', '1.6', '0.9', '0.6', '-0.2', '0.5', '0.2', '1.1', '-0.4', '226403', '12577', '147385', '197469', '205508', '198440', '168823', '9378', '126094', '7004', '121884', '4584', '4.7', '71.0', '76.2', '69.0', '61.3', '112.2', '109.7', '61.3', '0.4', '0.0', '1.8', '0.2', '0.1', '1.1', '1.1', '0.8', '1.3', '1.7', '1.2', '-1.3', '0.5', '0.7', '1.1', '-1.3', '225242', '12511', '147482', '196239', '204205', '198038', '168319', '9349', '125930', '6995', '121561', '3360', '3.9', '71.3', '76.6', '68.3', '61.0', '54.9', '60.7', '60.9', '3.3', '3.0', '4.2', '3.9', '3.2', '4.1', '4.7', '4.4', '4.5', '1.1', '0.0', '2.2', '4.1', '0.7', '1.1', '-0.8', '223445', '12412', '145395', '194341', '202626', '196403', '166437', '9245', '124809', '6933', '120370', '2760', '0.4', '71.3', '76.3', '67.8', '60.3', '54.9', '60.7', '60.9']
['Sep-1995', '1.1', '0.7', '1.6', '1.1', '1.1', '0.9', '0.9', '0.6', '2.0', '0.7', '0.4', '0.3', '1.2', '-0.1', '1.0', '-0.2', '228800', '12669', '149672', '199569', '207725', '200298', '170384', '9434', '128579', '7119', '124050', '4833', '4.7', '71.5', '76.5', '69.2', '62.0', '112.2', '110.9', '61.2', '2.3', '2.0', '1.6', '2.5', '2.4', '1.9', '2.2', '1.9', '2.1', '0.1', '-0.4', '2.2', '2.1', '0.4', '0.3', '0.5', '230359', '12756', '149884', '201207', '209105', '201780', '171990', '9524', '128629', '7123', '124424', '5962', '5.2', '71.4', '76.3', '69.8', '62.2', '55.1', '60.9', '61.2', '2.4', '2.0', '2.8', '2.6', '2.4', '2.0', '2.5', '2.2', '2.4', '0.0', '-0.6', '2.4', '3.4', '0.4', '0.3', '0.4', '228701', '12664', '149455', '199458', '207523', '200253', '170593', '9446', '127844', '7079', '123683', '5230', '6.9', '71.2', '75.9', '69.4', '62.3', '55.1', '60.9', '61.2']
['Dec-1995', '1.2', '0.9', '1.4', '1.2', '1.4', '1.3', '1.4', '1.1', '1.8', '0.4', '0.1', '0.8', '1.2', '0.2', '-0.6', '1.1', '231536', '12780', '151699', '202019', '210686', '202987', '172836', '9540', '130945', '7228', '126412', '5467', '5.2', '71.8', '76.6', '69.8', '62.7', '112.4', '110.2', '61.9', '0.1', '-0.3', '1.2', '-0.1', '0.3', '-0.1', '-0.4', '-0.7', '1.9', '0.4', '0.3', '-0.3', '0.9', '0.7', '0.5', '1.2', '230511', '12721', '151749', '200945', '209737', '201587', '171335', '9455', '131131', '7237', '126332', '5242', '5.5', '71.7', '76.5', '69.5', '62.8', '55.5', '61.2', '61.9', '6.9', '6.6', '8.0', '8.1', '7.1', '6.7', '7.8', '7.4', '8.4', '0.9', '1.1', '5.9', '6.8', '0.7', '0.5', '1.2', '244525', '13497', '161390', '215690', '222326', '213652', '183884', '10150', '138624', '7652', '132977', '7509', '6.1', '71.9', '76.8', '73.5', '66.6', '55.5', '61.2', '61.9']
['Mar-1996', '1.0', '0.7', '0.9', '1.0', '1.4', '1.4', '1.5', '1.2', '1.6', '0.1', '0.2', '0.9', '0.7', '0.3', '-0.1', '1.6', '233892', '12872', '153073', '204050', '213532', '205806', '175373', '9652', '132977', '7318', '128483', '5967', '5.6', '71.9', '76.8', '70.4', '63.2', '112.7', '110.0', '62.9', '1.7', '1.4', '1.1', '1.8', '2.0', '2.0', '2.3', '2.0', '1.3', '0.5', '0.6', '1.2', '0.5', '0.7', '0.3', '1.5', '234369', '12901', '153381', '204556', '213889', '205669', '175287', '9649', '132815', '7311', '128155', '5436', '5.5', '72.0', '76.9', '70.4', '63.1', '55.9', '61.4', '62.8', '-8.0', '-8.3', '-8.7', '-9.8', '-7.6', '-7.5', '-9.3', '-9.6', '-7.9', '0.3', '0.6', '-8.4', '-9.3', '0.7', '0.3', '2.2', '224852', '12373', '147289', '194543', '205355', '197572', '166827', '9180', '127733', '7029', '123872', '4906', '6.7', '72.1', '77.3', '67.4', '60.4', '55.9', '61.4', '63.2']
['Jun-1996', '0.9', '0.6', '0.9', '0.9', '1.2', '1.4', '1.4', '1.1', '1.2', '0.0', '0.1', '0.9', '0.8', '-0.3', '-0.2', '1.5', '236005', '12950', '154518', '205806', '216017', '208631', '177883', '9761', '134583', '7385', '130157', '6568', '6.0', '71.9', '76.8', '71.0', '63.7', '112.4', '109.8', '63.8', '0.7', '0.4', '0.3', '0.6', '1.1', '2.2', '2.3', '2.0', '1.6', '-0.4', '-0.3', '1.1', '0.6', '0.7', '0.3', '2.0', '236012', '12951', '153890', '205806', '216253', '210114', '179381', '9843', '134908', '7403', '130984', '7275', '6.0', '71.8', '76.7', '71.1', '63.5', '56.3', '61.6', '64.1', '3.7', '3.4', '2.4', '4.3', '4.1', '5.1', '5.9', '5.6', '4.4', '-0.8', '-1.0', '4.5', '3.4', '0.7', '0.3', '1.9', '233172', '12796', '150770', '202822', '213780', '207674', '176689', '9697', '133398', '7321', '128372', '5279', '1.1', '71.6', '76.5', '70.4', '62.4', '56.3', '61.6', '64.4']
['Sep-1996', '0.8', '0.5', '0.9', '0.7', '0.9', '1.0', '1.0', '0.7', '1.0', '0.0', '0.0', '0.8', '0.9', '-0.1', '0.2', '-0.1', '237786', '13010', '155961', '207199', '217896', '210754', '179640', '9828', '135899', '7435', '131460', '7252', '6.5', '71.8', '76.9', '71.6', '64.3', '112.2', '110.1', '63.8', '0.8', '0.5', '1.5', '0.7', '0.8', '-0.1', '-0.4', '-0.7', '0.5', '0.1', '0.2', '0.7', '1.2', '0.0', '0.0', '0.2', '237901', '13015', '156149', '207317', '217975', '209856', '178699', '9777', '135642', '7421', '130870', '6655', '6.5', '71.8', '76.9', '71.6', '64.3', '56.3', '61.5', '64.2', '0.9', '0.6', '2.5', '0.8', '0.8', '-0.1', '-0.2', '-0.5', '1.1', '-0.4', '-0.2', '1.2', '2.7', '0.0', '0.0', '-0.3', '235185', '12867', '154515', '204467', '215513', '207404', '176407', '9651', '134914', '7381', '130032', '5909', '8.2', '71.3', '76.3', '71.3', '64.1', '56.3', '61.5', '64.3']
['Dec-1996', '0.9', '0.6', '1.0', '0.9', '0.9', '1.0', '0.9', '0.6', '1.2', '0.1', '0.2', '0.8', '0.8', '0.7', '0.8', '1.7', '239939', '13090', '157453', '208963', '219960', '212802', '181279', '9889', '137469', '7499', '132978', '7859', '6.9', '71.9', '77.0', '72.2', '64.8', '113.0', '111.0', '64.8', '0.9', '0.6', '1.3', '0.9', '0.9', '1.5', '1.6', '1.3', '1.5', '0.0', '-0.1', '0.9', '1.4', '0.3', '0.3', '0.2', '240055', '13096', '158169', '209091', '220007', '213074', '181618', '9908', '137622', '7508', '133175', '8444', '7.0', '71.8', '76.8', '72.2', '65.2', '56.4', '61.7', '64.4', '9.1', '8.8', '9.6', '10.7', '9.1', '9.8', '11.6', '11.3', '8.0', '0.9', '0.8', '8.1', '8.7', '0.3', '0.3', '0.2', '256622', '14002', '169355', '226417', '235195', '227754', '196848', '10741', '145672', '7948', '140638', '10898', '8.9', '72.0', '77.0', '77.1', '69.7', '56.4', '61.7', '64.4']
['Mar-1997', '1.3', '1.1', '1.1', '1.3', '1.4', '1.4', '1.4', '1.2', '1.4', '0.2', '0.3', '1.1', '0.8', '0.1', '-0.9', '1.8', '243109', '13228', '159199', '211768', '223025', '215810', '183871', '10005', '139356', '7583', '135096', '8327', '6.8', '72.1', '77.2', '73.0', '65.4', '113.2', '110.0', '66.0', '0.6', '0.4', '-0.1', '0.5', '0.7', '0.7', '0.5', '0.3', '0.9', '0.5', '0.7', '0.1', '-0.7', '0.2', '0.2', '0.2', '241547', '13142', '158089', '210138', '221453', '214610', '182586', '9934', '138863', '7555', '134455', '7458', '6.7', '72.2', '77.3', '72.3', '64.7', '56.5', '61.9', '64.5', '-9.8', '-10.1', '-10.5', '-11.9', '-9.9', '-9.7', '-12.0', '-12.3', '-8.5', '0.9', '1.3', '-10.7', '-11.6', '0.2', '0.2', '-0.3', '231414', '12587', '151613', '199542', '212018', '205580', '173187', '9420', '133339', '7252', '129911', '7317', '6.6', '72.7', '78.0', '68.9', '61.6', '56.5', '61.9', '64.2']
['Jun-1997', '1.5', '1.2', '1.4', '1.5', '1.6', '1.6', '1.7', '1.4', '1.7', '0.1', '0.3', '1.3', '1.1', '-0.4', '-0.2', '1.7', '246705', '13391', '161358', '215002', '226568', '219275', '186938', '10147', '141711', '7692', '137509', '8352', '6.3', '72.2', '77.4', '73.9', '66.1', '112.7', '109.8', '67.2', '3.0', '2.7', '2.3', '3.3', '3.2', '2.9', '3.3', '3.0', '2.5', '0.0', '0.1', '3.0', '2.2', '0.1', '-0.1', '0.8', '248685', '13499', '161722', '217066', '228499', '220782', '188521', '10233', '142402', '7730', '138330', '9534', '6.5', '72.2', '77.4', '74.5', '66.2', '56.6', '61.8', '65.0', '5.9', '5.7', '4.6', '6.8', '6.2', '5.8', '6.8', '6.6', '6.0', '-0.8', '-1.0', '6.7', '5.6', '0.1', '-0.1', '1.4', '244967', '13299', '158646', '213187', '225208', '217582', '184983', '10042', '141366', '7675', '136024', '7767', '2.0', '72.1', '77.2', '73.5', '65.1', '56.6', '61.8', '65.1']
['Sep-1997', '1.3', '1.0', '1.4', '1.3', '1.3', '1.2', '1.2', '1.0', '1.8', '0.2', '0.3', '1.1', '1.1', '-0.4', '1.2', '-0.5', '249882', '13531', '163677', '217795', '229497', '221914', '189180', '10244', '144241', '7811', '139623', '8019', '5.5', '72.3', '77.6', '74.7', '66.8', '112.3', '111.1', '66.8', '0.1', '-0.1', '1.4', '-0.1', '0.1', '0.3', '0.1', '-0.2', '0.7', '-0.1', '0.0', '0.2', '1.4', '0.3', '0.4', '-0.1', '248995', '13484', '163924', '216867', '228734', '221445', '188629', '10215', '143403', '7766', '139392', '7459', '5.5', '72.1', '77.4', '74.7', '67.1', '56.8', '62.1', '65.0', '0.7', '0.5', '3.0', '0.6', '0.7', '0.8', '0.9', '0.7', '1.2', '-0.8', '-0.6', '1.6', '3.6', '0.3', '0.4', '-0.2', '246732', '13362', '163349', '214510', '226674', '219305', '186672', '10109', '143079', '7748', '138916', '7113', '7.8', '71.5', '76.8', '74.6', '67.4', '56.8', '62.1', '65.0']
['Dec-1997', '0.9', '0.6', '1.2', '0.8', '0.8', '0.9', '0.8', '0.6', '1.5', '0.3', '0.4', '0.6', '0.8', '-0.4', '-1.9', '-2.4', '252122', '13619', '165634', '219613', '231307', '223839', '190729', '10303', '146474', '7912', '141491', '7924', '4.3', '72.6', '77.9', '75.2', '67.3', '111.8', '109.0', '65.2', '1.4', '1.2', '1.2', '1.5', '1.3', '1.1', '1.2', '1.0', '2.7', '0.8', '0.9', '0.6', '0.3', '0.5', '0.6', '-0.6', '252526', '13642', '165853', '220035', '231693', '223934', '190905', '10313', '147237', '7954', '141336', '7366', '4.3', '72.7', '78.1', '75.1', '67.3', '57.0', '62.5', '64.6', '7.9', '7.7', '7.1', '9.2', '7.8', '7.7', '9.1', '8.8', '7.9', '1.9', '1.9', '5.9', '5.1', '0.5', '0.6', '-0.6', '266298', '14389', '174939', '234346', '244308', '236180', '203583', '11000', '154421', '8344', '148155', '8863', '5.3', '72.8', '78.2', '79.1', '70.8', '57.0', '62.5', '64.6']
['Mar-1998', '0.8', '0.6', '1.0', '0.8', '0.6', '0.7', '0.6', '0.4', '1.2', '0.3', '0.3', '0.5', '0.7', '-1.0', '-0.9', '-2.6', '254251', '13699', '167333', '221317', '232732', '225473', '191931', '10341', '148210', '7985', '143346', '7830', '3.4', '72.8', '78.2', '75.5', '67.8', '110.7', '108.1', '63.6', '0.7', '0.4', '0.6', '0.6', '0.4', '0.6', '0.4', '0.1', '0.7', '0.1', '0.2', '0.6', '0.5', '0.2', '0.4', '-1.6', '254242', '13697', '166918', '221310', '232545', '225262', '191639', '10324', '148292', '7989', '143546', '8527', '3.2', '72.8', '78.2', '75.6', '67.6', '57.1', '62.8', '63.6', '-7.7', '-8.0', '-8.0', '-9.3', '-8.0', '-7.7', '-9.6', '-9.9', '-7.9', '0.7', '0.9', '-8.3', '-8.8', '0.2', '0.4', '-1.7', '245861', '13240', '160910', '212605', '224806', '217925', '184018', '9910', '142239', '7660', '139272', '8734', '3.6', '73.3', '78.9', '72.5', '64.6', '57.1', '62.8', '63.5']
['Jun-1998', '1.3', '1.0', '1.5', '1.3', '0.9', '1.0', '0.9', '0.7', '1.2', '0.2', '0.1', '1.1', '1.3', '0.3', '0.7', '-1.7', '257544', '13840', '169795', '224235', '234943', '227778', '193750', '10412', '150017', '8062', '145563', '7835', '2.6', '73.0', '78.3', '76.4', '68.7', '111.0', '108.8', '62.5', '1.0', '0.7', '1.6', '0.9', '0.9', '1.2', '1.3', '1.0', '0.8', '0.4', '0.3', '0.6', '1.4', '0.5', '0.6', '-0.4', '256736', '13798', '169667', '223388', '234615', '227950', '194077', '10430', '149438', '8031', '145291', '7921', '2.5', '73.1', '78.4', '76.0', '68.5', '57.4', '63.1', '63.3', '3.2', '3.0', '3.9', '3.5', '3.1', '3.3', '3.8', '3.6', '4.3', '-0.5', '-1.0', '3.6', '4.9', '0.5', '0.6', '-0.1', '253608', '13631', '167163', '220139', '231799', '225181', '190977', '10265', '148358', '7974', '143190', '6443', '-1.9', '73.0', '78.1', '75.1', '67.7', '57.4', '63.1', '63.4']
['Sep-1998', '1.5', '1.3', '1.8', '1.6', '1.2', '1.2', '1.2', '0.9', '1.4', '0.2', '0.0', '1.3', '1.8', '0.0', '0.5', '-1.5', '261467', '14014', '172875', '227810', '237726', '230540', '196069', '10509', '152139', '8154', '147845', '7536', '1.6', '73.1', '78.3', '77.4', '69.9', '111.0', '109.4', '61.6', '1.9', '1.7', '1.8', '2.1', '1.3', '0.9', '0.6', '0.4', '1.8', '-0.2', '-0.4', '2.1', '2.2', '-0.2', '0.5', '-3.2', '261685', '14026', '172701', '228037', '237691', '229939', '195299', '10468', '152069', '8151', '147852', '6765', '2.4', '72.9', '78.1', '77.6', '70.0', '57.3', '63.4', '61.3', '2.5', '2.2', '3.0', '2.8', '1.9', '1.2', '1.3', '1.0', '1.9', '-1.0', '-1.2', '3.6', '4.2', '-0.2', '0.5', '-3.4', '259986', '13936', '172137', '226272', '236106', '227837', '193384', '10366', '151213', '8105', '146859', '6131', '5.3', '72.2', '77.2', '77.8', '70.6', '57.3', '63.4', '61.3']
['Dec-1998', '1.4', '1.1', '1.6', '1.4', '1.2', '1.1', '1.2', '0.9', '1.5', '0.3', '0.1', '1.1', '1.5', '0.6', '0.8', '-1.0', '265106', '14171', '175589', '231083', '240530', '233146', '198326', '10602', '154385', '8253', '149668', '6885', '0.8', '73.3', '78.4', '78.2', '71.0', '111.7', '110.3', '60.9', '1.5', '1.3', '2.1', '1.6', '1.3', '1.7', '1.9', '1.6', '1.9', '0.7', '0.6', '0.9', '1.4', '0.0', '0.3', '-1.2', '265727', '14205', '176259', '231733', '240827', '233803', '198959', '10636', '154920', '8281', '149994', '7720', '0.4', '73.4', '78.6', '78.3', '71.0', '57.3', '63.6', '60.6', '7.4', '7.2', '8.1', '8.7', '7.2', '8.1', '9.6', '9.3', '7.2', '1.8', '2.2', '5.5', '5.8', '0.0', '0.3', '-1.4', '279289', '14933', '186071', '245862', '253092', '246300', '211923', '11331', '162074', '8666', '157237', '9287', '0.5', '73.5', '78.9', '82.2', '74.6', '57.3', '63.6', '60.4']
['Mar-1999', '0.9', '0.6', '1.0', '0.8', '0.8', '0.8', '0.8', '0.5', '1.2', '0.3', '0.3', '0.5', '0.7', '-0.8', '-1.6', '-0.1', '267461', '14258', '177341', '233001', '242569', '235111', '199945', '10659', '156179', '8326', '150968', '6211', '0.8', '73.6', '78.6', '78.7', '71.5', '110.8', '108.5', '60.9', '0.8', '0.5', '0.7', '0.7', '1.0', '0.8', '0.9', '0.6', '0.9', '0.3', '0.0', '0.5', '0.7', '0.2', '-0.1', '1.1', '267784', '14275', '177435', '233342', '243237', '235721', '200718', '10699', '156322', '8333', '151383', '6344', '-0.3', '73.6', '78.6', '78.6', '71.5', '57.5', '63.6', '61.3', '-7.4', '-7.7', '-8.0', '-8.9', '-7.2', '-7.6', '-9.3', '-9.6', '-7.0', '0.8', '0.3', '-8.1', '-8.3', '0.2', '-0.1', '1.2', '258728', '13786', '171110', '223906', '234979', '227532', '192206', '10241', '150779', '8034', '146731', '6539', '1.0', '74.1', '79.2', '75.5', '68.4', '57.5', '63.6', '61.2']
['Jun-1999', '0.8', '0.5', '0.8', '0.7', '0.9', '1.0', '0.9', '0.6', '1.0', '0.6', '0.8', '0.1', '0.0', '0.2', '0.2', '0.6', '269509', '14326', '178679', '234583', '244683', '237376', '201817', '10728', '157757', '8386', '152456', '5913', '1.3', '74.0', '79.3', '78.8', '71.5', '111.1', '108.7', '61.2', '0.3', '0.1', '0.4', '0.2', '0.2', '0.2', '-0.1', '-0.4', '0.6', '0.3', '0.5', '0.1', '-0.1', '0.2', '0.3', '-0.6', '268673', '14282', '178153', '233712', '243785', '236187', '200540', '10660', '157276', '8360', '151612', '4938', '2.7', '73.8', '78.9', '78.7', '71.5', '57.6', '63.7', '60.9', '2.8', '2.5', '2.4', '3.1', '2.7', '2.8', '3.0', '2.8', '3.5', '-0.1', '-0.3', '2.9', '2.7', '0.2', '0.3', '-0.2', '265866', '14135', '175231', '230783', '241363', '233982', '198003', '10527', '156075', '8298', '149922', '3862', '-1.3', '74.0', '78.9', '77.7', '70.3', '57.6', '63.7', '61.0']
['Sep-1999', '1.0', '0.7', '1.0', '1.0', '1.3', '1.4', '1.4', '1.1', '1.5', '1.0', '1.3', '0.0', '-0.3', '0.6', '2.2', '1.6', '272214', '14428', '180404', '236840', '247822', '240613', '204563', '10842', '160191', '8491', '155207', '6535', '2.0', '74.7', '80.3', '78.8', '71.2', '111.7', '111.1', '62.2', '1.2', '0.9', '1.3', '1.2', '1.4', '1.8', '1.8', '1.6', '1.9', '1.1', '1.7', '0.1', '-0.4', '0.6', '0.3', '1.4', '271809', '14407', '180402', '236413', '247286', '240324', '204247', '10826', '160279', '8495', '155150', '6894', '1.5', '74.6', '80.3', '78.8', '71.2', '57.9', '64.0', '61.8', '2.0', '1.7', '3.0', '2.2', '2.3', '2.3', '2.7', '2.4', '2.2', '0.7', '1.4', '1.4', '1.6', '0.6', '0.3', '1.2', '271241', '14378', '180551', '235820', '246817', '239281', '203415', '10783', '159514', '8456', '154134', '6480', '4.3', '74.5', '80.1', '78.8', '71.4', '57.9', '64.0', '61.8']
['Dec-1999', '1.2', '0.9', '1.3', '1.2', '1.5', '1.6', '1.6', '1.3', '2.1', '1.0', '1.3', '0.2', '0.0', '-0.4', '-2.3', '2.4', '275394', '14555', '182740', '239591', '251645', '244452', '207877', '10987', '163529', '8643', '158912', '7866', '1.4', '75.5', '81.3', '78.9', '71.3', '111.3', '108.6', '63.7', '1.7', '1.4', '1.3', '1.8', '2.1', '2.1', '2.3', '2.0', '1.8', '1.5', '1.5', '0.2', '-0.2', '0.8', '0.5', '1.9', '276422', '14609', '182751', '240666', '252427', '245431', '208939', '11043', '163103', '8620', '158981', '7845', '1.4', '75.8', '81.5', '78.9', '71.0', '58.4', '64.3', '62.9', '5.7', '5.4', '5.8', '6.6', '6.1', '6.7', '7.8', '7.5', '6.8', '1.8', '1.7', '3.8', '4.0', '0.8', '0.5', '2.0', '286612', '15151', '191061', '251298', '261824', '255388', '219316', '11594', '170373', '9007', '165881', '9642', '0.6', '75.8', '81.5', '81.7', '74.3', '58.4', '64.3', '63.0']
['Mar-2000', '1.0', '0.7', '1.3', '1.0', '1.3', '1.3', '1.3', '1.0', '2.4', '0.9', '1.0', '0.1', '0.3', '-0.7', '-0.5', '2.0', '278155', '14659', '185037', '241909', '255002', '247670', '210596', '11099', '167398', '8822', '162772', '8778', '1.0', '76.2', '82.1', '79.0', '71.4', '110.4', '108.1', '64.9', '0.4', '0.1', '1.2', '0.2', '1.0', '0.8', '0.6', '0.4', '3.0', '0.4', '0.6', '0.0', '0.7', '1.0', '0.7', '3.3', '277467', '14623', '185015', '241193', '255048', '247402', '210289', '11082', '168019', '8855', '163304', '9014', '1.9', '76.1', '82.0', '78.9', '71.5', '58.9', '64.7', '65.0', '-5.8', '-6.1', '-6.4', '-7.1', '-5.3', '-5.9', '-7.4', '-7.8', '-4.5', '0.5', '1.0', '-6.3', '-7.3', '1.0', '0.7', '2.9', '269953', '14220', '178927', '233353', '248059', '240431', '203027', '10695', '162699', '8570', '159164', '8854', '4.0', '76.2', '82.3', '76.6', '68.9', '58.9', '64.7', '64.8']
['Jun-2000', '0.5', '0.2', '0.8', '0.4', '0.6', '0.7', '0.5', '0.2', '1.9', '0.5', '0.4', '0.0', '0.3', '-1.1', '-0.5', '-0.9', '279528', '14690', '186452', '242790', '256623', '249297', '211715', '11126', '170532', '8962', '165794', '8630', '1.4', '76.6', '82.4', '78.9', '71.7', '109.3', '107.5', '64.4', '0.9', '0.6', '0.9', '0.9', '0.6', '0.7', '0.6', '0.3', '1.2', '0.4', '0.2', '0.5', '0.7', '0.7', '1.0', '-1.7', '280015', '14716', '186664', '243290', '256544', '249244', '211589', '11120', '170024', '8935', '165195', '8722', '-1.1', '76.4', '82.2', '79.3', '71.9', '59.3', '65.4', '63.9', '2.9', '2.7', '3.0', '3.3', '2.6', '2.9', '3.1', '2.9', '3.6', '0.1', '-0.2', '2.8', '3.2', '0.7', '1.0', '-1.5', '277906', '14607', '184294', '241091', '254607', '247301', '209308', '11001', '168573', '8860', '162888', '7023', '-6.3', '76.3', '82.1', '78.7', '71.1', '59.3', '65.4', '63.9']
['Sep-2000', '0.2', '-0.1', '0.1', '0.0', '0.2', '0.3', '0.1', '-0.2', '1.4', '0.0', '-0.3', '0.2', '0.3', '0.5', '1.2', '0.3', '280005', '14671', '186558', '242751', '257089', '249969', '211943', '11105', '172852', '9057', '168256', '8027', '1.9', '76.6', '82.2', '79.1', '71.9', '109.8', '108.7', '64.6', '0.2', '-0.1', '0.3', '0.0', '0.5', '0.6', '0.6', '0.3', '2.4', '1.1', '0.9', '-0.9', '-0.6', '3.0', '2.5', '1.4', '280554', '14699', '187150', '243322', '257809', '250692', '212781', '11148', '174175', '9126', '169054', '8043', '4.3', '77.2', '82.9', '78.6', '71.5', '61.1', '67.0', '64.8', '0.7', '0.4', '0.9', '0.6', '1.0', '0.9', '1.2', '0.9', '2.8', '0.4', '0.0', '0.3', '0.9', '3.0', '2.5', '1.5', '279866', '14665', '185922', '242603', '257250', '249608', '211909', '11104', '173366', '9085', '168467', '8041', '5.9', '76.6', '82.1', '79.0', '71.7', '61.1', '67.0', '64.8']
['Dec-2000', '0.2', '-0.1', '-0.1', '0.0', '0.2', '0.2', '0.0', '-0.3', '1.1', '-0.4', '-0.7', '0.6', '0.6', '0.6', '0.8', '-0.2', '280586', '14655', '186377', '242827', '257500', '250442', '211927', '11069', '174817', '9130', '170210', '7069', '1.9', '76.3', '81.6', '79.6', '72.4', '110.5', '109.6', '64.5', '-0.4', '-0.7', '-0.6', '-0.7', '-0.5', '-0.4', '-0.8', '-1.1', '-0.6', '-1.8', '-2.0', '1.4', '1.4', '0.1', '0.6', '-0.6', '279485', '14600', '185955', '241685', '256473', '249615', '211009', '11023', '173190', '9047', '169488', '6720', '0.8', '75.8', '81.2', '79.7', '72.5', '61.2', '67.4', '64.4', '3.8', '3.5', '4.9', '4.4', '3.7', '4.4', '4.9', '4.6', '4.5', '-1.1', '-1.0', '5.0', '5.9', '0.1', '0.6', '-0.5', '290562', '15182', '195009', '253209', '266727', '260490', '222307', '11616', '181101', '9463', '177781', '9701', '-1.0', '75.8', '81.3', '82.9', '75.9', '61.2', '67.4', '64.5']
['Mar-2001', '0.5', '0.2', '0.4', '0.4', '0.5', '0.5', '0.3', '0.0', '1.4', '-0.4', '-0.8', '0.9', '1.2', '-0.1', '-0.7', '-0.1', '282017', '14680', '187108', '243788', '258791', '251597', '212598', '11067', '177259', '9227', '172157', '6449', '1.6', '75.9', '81.0', '80.3', '73.2', '110.4', '108.9', '64.4', '1.0', '0.7', '0.1', '1.0', '1.0', '0.9', '1.0', '0.6', '2.8', '0.0', '-0.6', '1.0', '0.7', '1.2', '0.8', '0.0', '282341', '14695', '186094', '244127', '259120', '251853', '213022', '11087', '178097', '9270', '172958', '7301', '1.3', '75.9', '80.8', '80.5', '73.0', '61.9', '68.0', '64.4', '-5.4', '-5.9', '-7.1', '-6.7', '-5.5', '-6.1', '-7.6', '-8.0', '-4.7', '0.9', '0.2', '-6.3', '-7.2', '1.2', '0.8', '-0.4', '274751', '14293', '181172', '236233', '251982', '244610', '205487', '10690', '172585', '8978', '168046', '6606', '2.3', '76.5', '81.4', '77.7', '70.4', '61.9', '68.0', '64.2']
['Jun-2001', '1.0', '0.7', '1.0', '1.0', '1.0', '1.0', '1.0', '0.6', '1.6', '-0.1', '-0.4', '1.1', '1.4', '-0.5', '-0.1', '-0.2', '284808', '14778', '188939', '246164', '261329', '254038', '214660', '11138', '180135', '9346', '174813', '7016', '2.2', '75.9', '80.7', '81.2', '74.2', '109.8', '108.7', '64.3', '0.8', '0.5', '2.1', '0.8', '0.7', '0.7', '0.4', '0.1', '1.0', '0.2', '0.2', '0.6', '1.9', '0.5', '0.8', '-0.5', '284683', '14770', '190033', '246024', '261000', '253510', '213819', '11093', '179846', '9331', '173739', '5524', '2.0', '76.0', '80.9', '81.0', '74.4', '62.2', '68.6', '64.1', '2.6', '2.3', '3.3', '2.9', '2.6', '2.6', '2.6', '2.4', '3.1', '-0.6', '-0.7', '3.2', '4.0', '0.5', '0.8', '-0.2', '281883', '14626', '187128', '243113', '258443', '250961', '210929', '10945', '178014', '9237', '170980', '3297', '1.0', '76.1', '80.9', '80.1', '73.3', '62.2', '68.6', '64.1']
['Sep-2001', '1.1', '0.8', '1.3', '1.1', '1.2', '1.3', '1.4', '1.1', '1.8', '0.2', '0.1', '0.9', '1.2', '-0.6', '0.0', '0.2', '287999', '14898', '191324', '248957', '264590', '257358', '217714', '11262', '183360', '9485', '178278', '8409', '4.4', '76.0', '80.7', '81.9', '75.1', '109.1', '108.7', '64.4', '1.2', '0.9', '0.6', '1.2', '1.5', '1.7', '2.2', '1.9', '2.1', '-0.1', '-0.4', '1.3', '1.0', '0.6', '0.2', '1.3', '288107', '14905', '191158', '249069', '264922', '257846', '218425', '11300', '183605', '9498', '178516', '8804', '4.1', '75.9', '80.6', '82.0', '75.1', '62.6', '68.7', '65.0', '1.8', '1.5', '1.2', '2.0', '2.1', '2.1', '2.9', '2.6', '2.5', '-1.0', '-1.6', '2.9', '2.8', '0.6', '0.2', '1.3', '287020', '14851', '189335', '247939', '263893', '256236', '216980', '11227', '182416', '9439', '177145', '8108', '5.6', '75.3', '79.6', '82.5', '75.3', '62.6', '68.7', '65.0']
['Dec-2001', '1.1', '0.9', '1.3', '1.2', '1.3', '1.4', '1.5', '1.2', '1.8', '0.2', '0.2', '0.9', '1.2', '-0.1', '-0.4', '0.8', '291281', '15025', '193875', '251831', '268070', '260918', '220967', '11398', '186622', '9626', '181886', '9774', '5.0', '76.2', '80.9', '82.7', '76.0', '109.0', '108.3', '64.9', '1.2', '0.9', '1.2', '1.2', '1.1', '1.1', '1.1', '0.8', '1.4', '0.3', '0.3', '0.9', '0.9', '0.7', '0.8', '-0.3', '291578', '15039', '193371', '252147', '267954', '260750', '220764', '11387', '186231', '9605', '182572', '10846', '6.3', '76.1', '80.8', '82.8', '75.8', '63.0', '69.2', '64.8', '6.2', '5.9', '8.4', '7.2', '6.1', '6.7', '7.8', '7.5', '7.1', '0.6', '1.1', '5.5', '7.2', '0.7', '0.8', '-0.2', '304780', '15723', '205202', '265873', '280072', '273500', '233941', '12069', '195405', '10081', '192239', '14957', '5.1', '75.8', '80.4', '87.0', '80.8', '63.0', '69.2', '64.9']
['Mar-2002', '1.2', '0.9', '1.4', '1.2', '1.3', '1.3', '1.3', '1.0', '1.9', '0.4', '0.3', '0.8', '1.1', '-0.8', '-1.0', '0.8', '294650', '15156', '196556', '254770', '271476', '264194', '223824', '11513', '190192', '9783', '185370', '10342', '3.4', '76.5', '81.1', '83.3', '76.8', '108.1', '107.2', '65.4', '0.8', '0.5', '1.7', '0.7', '1.2', '1.3', '1.3', '1.1', '2.2', '0.6', '0.5', '0.1', '1.2', '1.0', '0.7', '2.2', '293777', '15111', '196727', '253869', '271218', '264078', '223729', '11508', '190377', '9793', '184700', '9404', '4.6', '76.6', '81.2', '82.9', '76.8', '63.7', '69.8', '66.2', '-6.7', '-7.1', '-7.6', '-8.3', '-6.3', '-6.7', '-8.3', '-8.6', '-5.8', '2.2', '2.0', '-8.7', '-9.4', '1.0', '0.7', '2.2', '284208', '14612', '189611', '243920', '262410', '255171', '214482', '11027', '184103', '9465', '178502', '7677', '5.0', '77.4', '82.1', '79.4', '73.2', '63.7', '69.8', '66.3']
['Jun-2002', '1.1', '0.8', '1.3', '1.0', '1.1', '1.0', '1.0', '0.7', '1.8', '0.5', '0.3', '0.6', '1.0', '0.1', '-0.3', '0.2', '297745', '15272', '199132', '257406', '274375', '266888', '225974', '11591', '193604', '9931', '188448', '10137', '0.4', '76.8', '81.4', '83.8', '77.5', '108.2', '106.9', '65.6', '1.7', '1.4', '1.4', '1.8', '1.4', '1.3', '1.2', '1.0', '1.8', '0.2', '0.3', '1.5', '1.1', '0.2', '0.4', '-1.1', '298699', '15322', '199479', '258384', '275067', '267469', '226504', '11618', '193792', '9941', '188614', '10519', '-1.4', '76.8', '81.4', '84.1', '77.6', '63.8', '70.0', '65.5', '4.2', '4.0', '3.7', '4.8', '4.0', '3.9', '4.4', '4.2', '4.5', '-0.4', '-0.3', '4.6', '3.9', '0.2', '0.4', '-1.1', '296152', '15193', '196586', '255737', '272785', '265236', '224018', '11492', '192329', '9867', '185864', '8288', '-2.7', '77.1', '81.9', '83.1', '76.0', '63.8', '70.0', '65.6']
['Sep-2002', '0.8', '0.5', '0.8', '0.7', '0.8', '0.8', '0.7', '0.4', '1.6', '0.7', '0.4', '0.1', '0.4', '-0.4', '0.0', '0.1', '300145', '15352', '200674', '259312', '276662', '269025', '227562', '11640', '196776', '10065', '191219', '9686', '-1.7', '77.4', '81.7', '83.9', '77.8', '107.7', '106.9', '65.6', '0.3', '0.1', '0.5', '0.2', '0.4', '0.3', '0.2', '-0.1', '1.4', '0.7', '0.2', '-0.3', '0.3', '0.7', '0.7', '0.3', '299741', '15332', '200545', '258890', '276125', '268388', '226981', '11610', '196474', '10050', '191429', '9570', '-1.4', '77.3', '81.6', '83.9', '77.8', '64.2', '70.5', '65.6', '1.0', '0.7', '2.3', '1.0', '1.0', '0.7', '0.9', '0.6', '1.9', '-0.4', '-1.3', '1.5', '3.6', '0.7', '0.7', '0.0', '299169', '15306', '201077', '258295', '275543', '267212', '225973', '11561', '196037', '10029', '190987', '9947', '1.2', '76.7', '80.8', '84.3', '78.8', '64.2', '70.5', '65.5']
['Dec-2002', '0.4', '0.1', '0.2', '0.3', '0.5', '0.4', '0.3', '0.0', '1.3', '0.7', '0.5', '-0.3', '-0.3', '0.3', '0.1', '0.4', '301366', '15370', '201116', '259979', '278001', '270233', '228225', '11640', '199328', '10166', '193384', '9057', '-1.9', '77.9', '82.1', '83.6', '77.6', '108.0', '107.0', '65.8', '0.7', '0.4', '0.5', '0.6', '0.9', '1.0', '0.9', '0.6', '1.7', '0.8', '0.4', '-0.1', '0.1', '0.9', '0.7', '0.8', '301922', '15398', '201558', '260563', '278585', '271049', '229027', '11681', '199727', '10186', '193727', '9673', '-1.7', '77.9', '82.0', '83.8', '77.9', '64.8', '71.0', '66.2', '5.2', '4.9', '5.1', '6.1', '5.4', '6.1', '7.1', '6.8', '6.4', '1.5', '1.4', '3.7', '3.6', '0.9', '0.7', '0.9', '314864', '16062', '211291', '273984', '290551', '283568', '241945', '12342', '208517', '10637', '203170', '13210', '-4.0', '77.9', '82.0', '87.4', '81.6', '64.8', '71.0', '66.1']
['Mar-2003', '0.3', '0.0', '0.2', '0.1', '0.4', '0.4', '0.3', '0.0', '1.2', '0.5', '0.5', '-0.2', '-0.3', '-0.3', '-0.6', '1.1', '302197', '15368', '201447', '260200', '279231', '271443', '228953', '11643', '201650', '10255', '195510', '8885', '-1.1', '78.3', '82.6', '83.5', '77.3', '107.7', '106.4', '66.6', '0.1', '-0.2', '-0.2', '-0.1', '0.3', '0.2', '-0.1', '-0.3', '1.1', '0.9', '1.1', '-0.8', '-1.2', '1.1', '0.8', '1.0', '302237', '15370', '201250', '260249', '279447', '271477', '228904', '11641', '201886', '10267', '195116', '7902', '-0.9', '78.6', '82.8', '83.2', '77.0', '65.5', '71.6', '66.8', '-7.6', '-7.9', '-8.5', '-9.2', '-7.4', '-7.9', '-9.8', '-10.1', '-6.7', '1.8', '2.2', '-9.2', '-10.4', '1.1', '0.8', '1.0', '291053', '14794', '193374', '248651', '269137', '261176', '218213', '11091', '194537', '9888', '188461', '6719', '0.1', '79.3', '83.7', '79.3', '73.1', '65.5', '71.6', '66.8']
['Jun-2003', '0.7', '0.4', '0.7', '0.6', '0.9', '1.0', '0.9', '0.7', '1.4', '0.2', '0.3', '0.5', '0.4', '-0.3', '0.2', '1.2', '304425', '15437', '202838', '261829', '281838', '274034', '231111', '11719', '204527', '10371', '198819', '9946', '-0.5', '78.5', '82.8', '83.9', '77.6', '107.4', '106.5', '67.3', '0.3', '0.0', '0.4', '0.1', '0.4', '0.4', '0.4', '0.1', '0.9', '-0.3', '-0.1', '0.6', '0.5', '-0.1', '0.0', '0.4', '303260', '15377', '202134', '260620', '280578', '272674', '229823', '11654', '203741', '10331', '198225', '9751', '-0.2', '78.4', '82.8', '83.7', '77.4', '65.4', '71.6', '67.1', '3.8', '3.6', '3.3', '4.3', '3.9', '4.0', '4.8', '4.5', '3.8', '-1.4', '-1.3', '5.2', '4.7', '-0.1', '0.0', '0.4', '302074', '15319', '199745', '259393', '279503', '271633', '228604', '11593', '201869', '10238', '195763', '7071', '-1.3', '78.2', '82.6', '83.5', '76.5', '65.4', '71.6', '67.0']
['Sep-2003', '1.3', '1.0', '1.4', '1.3', '1.6', '1.6', '1.7', '1.4', '2.0', '0.2', '0.2', '1.1', '1.2', '-0.1', '-0.1', '1.6', '308269', '15588', '205670', '265114', '286293', '278406', '235050', '11886', '208531', '10545', '203148', '11312', '-0.4', '78.6', '82.9', '84.8', '78.6', '107.3', '106.4', '68.4', '1.7', '1.4', '1.8', '1.7', '2.1', '2.2', '2.4', '2.2', '2.3', '0.1', '0.0', '1.6', '1.8', '0.9', '0.4', '2.0', '308311', '15591', '205795', '265149', '286375', '278794', '235411', '11905', '208465', '10542', '203430', '11975', '-0.8', '78.4', '82.8', '85.0', '78.7', '66.0', '71.8', '68.4', '1.6', '1.3', '2.1', '1.7', '2.0', '1.9', '2.1', '1.9', '2.7', '-0.7', '-0.9', '2.3', '3.1', '0.9', '0.4', '1.9', '306929', '15524', '204005', '263720', '285047', '276741', '233499', '11810', '207243', '10482', '202380', '11772', '1.5', '77.7', '81.9', '85.4', '78.9', '66.0', '71.8', '68.3']
['Dec-2003', '1.4', '1.2', '1.7', '1.5', '1.9', '1.9', '2.1', '1.8', '2.3', '0.4', '0.2', '1.0', '1.6', '0.2', '0.5', '2.5', '312678', '15769', '209241', '268979', '291854', '283810', '239933', '12100', '213272', '10756', '207592', '12076', '-0.6', '78.9', '83.1', '85.7', '79.8', '107.5', '107.0', '70.1', '1.7', '1.4', '1.8', '1.8', '2.1', '1.9', '2.1', '1.8', '2.5', '0.7', '0.5', '1.0', '1.3', '0.8', '0.3', '2.1', '313573', '15814', '209462', '269912', '292444', '284140', '240267', '12117', '213633', '10774', '208132', '12392', '-0.7', '79.0', '83.2', '85.8', '79.7', '66.6', '72.0', '69.8', '7.2', '6.9', '9.3', '8.3', '7.6', '8.0', '9.3', '9.0', '8.3', '1.4', '1.4', '5.7', '7.8', '0.8', '0.3', '2.3', '328897', '16590', '222988', '285724', '306704', '298840', '255322', '12879', '224385', '11318', '219460', '17288', '-1.9', '78.8', '83.0', '90.3', '85.1', '66.6', '72.0', '69.9']
['Mar-2004', '1.1', '0.8', '1.4', '1.1', '1.7', '1.6', '1.6', '1.3', '2.0', '0.4', '0.2', '0.7', '1.3', '-1.3', '-1.5', '3.1', '316102', '15900', '212272', '271818', '296750', '288233', '243667', '12256', '217624', '10946', '211177', '11720', '-0.7', '79.2', '83.2', '86.3', '80.8', '106.2', '105.4', '72.3', '0.8', '0.5', '1.4', '0.7', '1.5', '1.5', '1.4', '1.2', '2.0', '0.3', '0.1', '0.5', '1.3', '1.6', '0.7', '3.7', '316068', '15898', '212369', '271790', '296789', '288268', '243734', '12260', '217858', '10958', '210797', '11057', '-1.0', '79.3', '83.3', '86.2', '80.8', '67.6', '72.5', '72.4', '-7.5', '-7.8', '-8.6', '-9.2', '-6.8', '-7.2', '-9.0', '-9.3', '-6.4', '1.7', '1.7', '-9.1', '-10.2', '1.6', '0.7', '3.8', '304187', '15292', '203730', '259530', '285716', '277239', '232382', '11682', '209964', '10555', '203487', '9890', '-0.2', '80.2', '84.4', '82.0', '76.4', '67.6', '72.5', '72.6']
['Jun-2004', '0.7', '0.5', '0.8', '0.6', '1.2', '0.9', '0.7', '0.4', '1.6', '0.4', '0.3', '0.4', '0.5', '0.1', '0.2', '2.3', '318424', '15974', '214023', '273515', '300231', '290782', '245383', '12310', '221178', '11096', '214043', '10794', '-0.5', '79.5', '83.5', '86.6', '81.3', '106.3', '105.6', '74.0', '0.7', '0.4', '0.9', '0.5', '1.2', '1.1', '1.0', '0.7', '1.5', '0.5', '0.3', '0.2', '0.6', '1.0', '0.5', '2.8', '318164', '15961', '214220', '273232', '300416', '291420', '246105', '12346', '221113', '11093', '214481', '11542', '2.1', '79.6', '83.5', '86.4', '81.3', '68.3', '72.9', '74.4', '3.9', '3.7', '3.6', '4.5', '4.5', '4.5', '5.1', '4.9', '4.5', '-0.6', '-1.2', '4.6', '4.9', '1.0', '0.5', '2.8', '316104', '15860', '211123', '271109', '298558', '289802', '244315', '12258', '219447', '11011', '211135', '7680', '0.4', '79.7', '83.4', '85.8', '80.2', '68.3', '72.9', '74.6']
['Sep-2004', '0.7', '0.4', '0.4', '0.6', '0.9', '0.6', '0.3', '0.0', '1.5', '0.6', '0.8', '0.1', '-0.5', '0.7', '1.5', '1.4', '320673', '16042', '214784', '275139', '303022', '292388', '246147', '12314', '224529', '11232', '217142', '10564', '0.1', '80.0', '84.2', '86.7', '80.9', '107.0', '107.2', '75.0', '0.8', '0.5', '0.4', '0.7', '0.9', '0.2', '-0.1', '-0.4', '1.5', '0.1', '0.4', '0.7', '0.0', '0.8', '0.8', '0.9', '320598', '16038', '215073', '275062', '302979', '292146', '245769', '12294', '224393', '11225', '216595', '10000', '-0.2', '79.7', '83.8', '87.0', '81.3', '68.9', '73.5', '75.1', '1.1', '0.8', '1.4', '1.1', '1.2', '0.2', '0.0', '-0.3', '2.0', '-0.3', '0.0', '1.4', '1.4', '0.8', '0.8', '0.9', '319610', '15991', '214047', '274044', '302185', '290391', '244207', '12218', '223813', '11198', '216459', '10812', '2.9', '79.4', '83.4', '87.0', '81.3', '68.9', '73.5', '75.3']
['Dec-2004', '0.7', '0.4', '0.5', '0.6', '1.0', '0.8', '0.6', '0.3', '1.6', '1.1', '1.5', '-0.4', '-1.0', '0.0', '-0.6', '1.9', '323013', '16111', '215799', '276852', '306127', '294649', '247703', '12355', '228180', '11381', '220357', '10675', '0.9', '80.9', '85.4', '86.4', '80.1', '107.1', '106.6', '76.4', '0.8', '0.5', '0.0', '0.7', '0.9', '0.6', '0.5', '0.2', '1.7', '1.5', '1.8', '-0.7', '-1.8', '1.0', '0.8', '1.2', '323081', '16115', '215111', '276930', '305854', '293985', '247026', '12321', '228247', '11385', '220426', '10035', '0.9', '80.9', '85.4', '86.3', '79.8', '69.6', '74.1', '76.0', '5.7', '5.4', '6.1', '6.6', '5.8', '6.2', '7.2', '6.9', '6.8', '1.4', '1.8', '4.2', '4.2', '1.0', '0.8', '1.1', '337785', '16852', '227082', '292025', '319805', '308324', '261692', '13056', '239010', '11924', '231673', '14417', '-0.8', '80.6', '84.9', '90.7', '84.7', '69.6', '74.1', '76.1']
['Mar-2005', '0.7', '0.4', '0.8', '0.6', '1.3', '1.3', '1.3', '1.0', '1.9', '1.2', '1.3', '-0.5', '-0.5', '-0.2', '-0.6', '3.3', '325277', '16173', '217612', '278460', '310053', '298362', '250882', '12474', '232513', '11561', '223927', '11144', '1.7', '81.8', '86.6', '86.0', '79.7', '106.9', '106.0', '78.9', '0.8', '0.5', '0.9', '0.7', '1.3', '1.4', '1.5', '1.1', '1.8', '1.4', '1.7', '-0.6', '-0.8', '1.1', '0.7', '2.7', '325612', '16189', '217150', '278812', '309760', '298072', '250639', '12462', '232431', '11556', '224743', '13039', '1.9', '82.0', '86.9', '85.8', '79.2', '70.4', '74.6', '78.1', '-7.3', '-7.7', '-8.3', '-8.9', '-6.9', '-7.1', '-8.8', '-9.2', '-6.4', '2.7', '3.4', '-9.7', '-11.3', '1.1', '0.7', '2.3', '313146', '15561', '208245', '266014', '297797', '286410', '238643', '11859', '223658', '11114', '216642', '11788', '2.3', '82.7', '87.8', '81.8', '75.1', '70.4', '74.6', '77.9']
['Jun-2005', '0.8', '0.4', '1.0', '0.7', '1.5', '1.5', '1.6', '1.3', '2.2', '0.8', '0.6', '0.0', '0.4', '-1.0', '-0.7', '4.1', '327775', '16244', '219761', '280286', '314703', '302877', '254903', '12633', '237640', '11777', '228244', '12213', '2.0', '82.5', '87.1', '86.0', '80.0', '105.8', '105.2', '82.2', '0.4', '0.1', '1.7', '0.3', '1.7', '1.9', '2.0', '1.7', '2.1', '0.5', '0.4', '0.0', '1.3', '1.8', '0.5', '6.6', '327074', '16210', '220902', '279560', '314929', '303642', '255630', '12669', '237213', '11756', '226680', '9991', '2.2', '82.5', '87.2', '85.8', '80.2', '71.6', '75.0', '83.2', '4.0', '3.8', '5.1', '4.6', '5.4', '5.7', '6.7', '6.4', '5.5', '-0.4', '-0.7', '4.5', '5.8', '1.8', '0.5', '6.9', '325824', '16150', '218863', '278280', '313735', '302721', '254522', '12616', '235890', '11693', '223329', '5443', '0.2', '82.4', '87.2', '85.5', '79.5', '71.6', '75.0', '83.2']
['Sep-2005', '0.8', '0.5', '0.8', '0.7', '1.4', '1.3', '1.4', '1.0', '2.2', '0.1', '-0.3', '0.7', '1.1', '-0.1', '0.6', '3.0', '330475', '16323', '221497', '282316', '319119', '306933', '258397', '12763', '242937', '11999', '233199', '13716', '1.7', '82.6', '86.8', '86.6', '80.9', '105.8', '105.8', '84.6', '1.1', '0.7', '0.1', '1.0', '1.3', '1.0', '1.0', '0.7', '2.5', '0.3', '-0.7', '0.8', '0.7', '1.2', '1.0', '1.4', '330563', '16328', '221041', '282399', '319060', '306725', '258249', '12756', '243250', '12015', '233970', '14422', '1.7', '82.7', '86.6', '86.5', '80.8', '72.5', '75.7', '84.3', '1.1', '0.8', '0.7', '1.1', '1.4', '0.6', '0.7', '0.4', '2.8', '0.3', '-0.9', '0.8', '1.6', '1.2', '1.0', '1.5', '329488', '16277', '220450', '281297', '318150', '304668', '256363', '12665', '242411', '11975', '233735', '15367', '4.8', '82.6', '86.4', '86.2', '80.8', '72.5', '75.7', '84.5']
['Dec-2005', '0.6', '0.3', '0.5', '0.5', '1.0', '0.9', '0.8', '0.5', '1.8', '0.0', '-0.3', '0.6', '0.9', '-0.2', '-0.8', '1.3', '332534', '16370', '222692', '283689', '322215', '309788', '260549', '12827', '247353', '12177', '237760', '14329', '0.8', '82.6', '86.5', '87.1', '81.6', '105.5', '105.0', '85.7', '0.8', '0.5', '0.7', '0.8', '1.2', '1.0', '0.9', '0.6', '2.0', '-0.1', '0.0', '1.0', '0.7', '1.1', '0.7', '1.7', '333359', '16410', '222607', '284543', '322958', '309936', '260669', '12831', '248116', '12214', '238076', '14876', '0.7', '82.6', '86.6', '87.3', '81.4', '73.3', '76.2', '85.8', '5.7', '5.4', '6.4', '6.6', '6.1', '6.6', '7.6', '7.3', '7.1', '-1.0', '-0.5', '6.8', '7.0', '1.1', '0.7', '1.7', '348365', '17153', '234509', '299914', '337478', '324785', '275890', '13584', '259741', '12789', '250515', '20245', '-0.7', '81.8', '85.9', '92.1', '86.4', '73.3', '76.2', '85.9']
['Mar-2006', '0.4', '0.1', '0.5', '0.3', '0.7', '0.7', '0.5', '0.2', '1.5', '0.4', '0.4', '0.1', '0.1', '-0.4', '-0.7', '2.3', '333964', '16385', '223722', '284411', '324452', '311867', '261853', '12847', '251179', '12324', '241369', '13333', '0.0', '82.9', '86.8', '87.2', '81.7', '105.1', '104.3', '87.7', '0.2', '-0.1', '0.6', '0.0', '0.5', '0.8', '0.7', '0.3', '1.2', '0.0', '-0.3', '0.2', '0.9', '1.3', '0.9', '1.4', '334052', '16388', '224012', '284506', '324492', '312354', '262456', '12875', '250981', '12312', '242034', '14486', '0.4', '82.6', '86.4', '87.5', '82.1', '74.2', '76.9', '87.0', '-7.9', '-8.3', '-8.5', '-9.7', '-7.7', '-7.7', '-9.5', '-9.9', '-7.2', '1.6', '1.4', '-9.4', '-9.8', '1.3', '0.9', '0.9', '320838', '15731', '214500', '270971', '311489', '299805', '249608', '12238', '241050', '11819', '233222', '13077', '0.6', '83.1', '87.1', '83.5', '78.0', '74.2', '76.9', '86.7']
['Jun-2006', '0.5', '0.2', '0.7', '0.4', '0.9', '0.8', '0.6', '0.2', '1.8', '0.9', '1.1', '-0.3', '-0.3', '-0.4', '-0.3', '1.0', '335782', '16414', '225343', '285522', '327343', '314208', '263459', '12879', '255748', '12502', '244902', '11642', '0.0', '83.6', '87.8', '86.9', '81.4', '104.6', '103.9', '88.6', '0.2', '-0.2', '0.6', '-0.1', '0.5', '0.4', '0.0', '-0.3', '1.5', '1.4', '1.6', '-1.2', '-1.0', '1.4', '1.0', '1.7', '334618', '16361', '225432', '284320', '326236', '313537', '262557', '12838', '254642', '12451', '243560', '9630', '-1.2', '83.7', '87.8', '86.4', '81.4', '75.2', '77.7', '88.4', '4.1', '3.8', '4.3', '4.7', '4.5', '4.5', '5.0', '4.7', '5.1', '1.1', '1.0', '3.0', '3.2', '1.4', '1.0', '2.3', '333901', '16329', '223632', '283586', '325629', '313293', '262071', '12816', '253229', '12384', '240146', '4872', '-3.6', '84.0', '88.0', '86.0', '80.5', '75.2', '77.7', '88.6']
['Sep-2006', '1.1', '0.6', '1.2', '1.0', '1.5', '1.2', '1.2', '0.8', '2.4', '1.0', '1.0', '0.1', '0.2', '0.3', '0.3', '1.8', '339344', '16521', '228055', '288420', '332151', '318012', '266621', '12980', '261984', '12755', '250013', '11470', '0.6', '84.4', '88.7', '86.9', '81.5', '104.9', '104.3', '90.2', '1.5', '1.0', '0.7', '1.5', '1.8', '1.3', '1.5', '1.0', '3.1', '1.0', '1.4', '0.5', '-0.8', '1.4', '1.0', '1.7', '339615', '16533', '226926', '288693', '332239', '317660', '266434', '12970', '262410', '12774', '250138', '11665', '1.4', '84.6', '89.0', '86.8', '80.7', '76.2', '78.5', '89.9', '1.9', '1.4', '2.0', '2.0', '2.2', '1.1', '1.4', '1.0', '3.7', '0.3', '0.2', '1.6', '1.8', '1.4', '1.0', '1.7', '340173', '16562', '228100', '289261', '332894', '316810', '265795', '12940', '262529', '12781', '250779', '13540', '5.2', '84.2', '88.1', '87.3', '82.0', '76.2', '78.5', '90.2']
['Dec-2006', '1.4', '0.9', '1.5', '1.4', '1.8', '1.6', '1.7', '1.2', '2.7', '0.7', '0.7', '0.6', '0.8', '0.3', '-0.3', '2.3', '343997', '16673', '231451', '292435', '338137', '323049', '271135', '13141', '268977', '13037', '256502', '12930', '1.2', '85.0', '89.3', '87.5', '82.2', '105.3', '104.0', '92.3', '1.3', '0.8', '2.3', '1.3', '1.8', '1.6', '1.7', '1.2', '2.5', '0.7', '0.3', '0.6', '2.0', '1.1', '0.5', '2.3', '343962', '16672', '232076', '292407', '338103', '322853', '270887', '13130', '269047', '13041', '256590', '13399', '1.5', '85.2', '89.3', '87.3', '82.3', '77.1', '78.9', '92.0', '5.3', '4.9', '6.4', '6.1', '5.8', '6.5', '7.5', '7.0', '7.0', '0.1', '0.4', '5.2', '6.0', '1.1', '0.5', '2.3', '358225', '17368', '242642', '306955', '352156', '337250', '285650', '13850', '280875', '13618', '269003', '18105', '-0.9', '84.3', '88.4', '91.9', '86.9', '77.1', '78.9', '92.3']
['Mar-2007', '1.3', '0.8', '1.4', '1.3', '1.6', '1.5', '1.7', '1.2', '2.3', '0.6', '0.5', '0.7', '0.9', '-0.4', '-0.6', '1.7', '348379', '16806', '234687', '296150', '343471', '328046', '275638', '13297', '275132', '13273', '262857', '14383', '1.5', '85.5', '89.7', '88.1', '82.9', '104.9', '103.3', '93.9', '1.5', '1.0', '1.5', '1.5', '1.9', '2.0', '2.2', '1.7', '2.4', '0.0', '0.0', '1.5', '1.5', '0.9', '0.5', '1.9', '349093', '16841', '235525', '296886', '344446', '329337', '276825', '13354', '275620', '13296', '263106', '14051', '0.8', '85.2', '89.3', '88.6', '83.5', '77.7', '79.3', '93.8', '-6.6', '-7.1', '-7.2', '-8.1', '-6.3', '-6.4', '-8.0', '-8.5', '-5.9', '2.0', '2.4', '-8.5', '-9.3', '0.9', '0.5', '1.5', '334625', '16134', '225175', '282129', '330055', '315553', '262714', '12667', '264271', '12742', '252872', '12148', '1.8', '86.0', '90.5', '84.1', '78.8', '77.7', '79.3', '93.6']
['Jun-2007', '1.0', '0.5', '1.0', '0.9', '1.1', '1.1', '1.1', '0.7', '1.8', '0.7', '0.8', '0.2', '0.2', '0.8', '0.8', '0.6', '351709', '16889', '237007', '298761', '347189', '331815', '278790', '13387', '280078', '13449', '267859', '14267', '1.3', '86.2', '90.4', '88.3', '83.1', '105.7', '104.2', '94.4', '0.6', '0.1', '0.2', '0.4', '0.7', '0.5', '0.5', '0.1', '1.6', '1.4', '1.4', '-0.8', '-1.2', '0.9', '0.9', '0.4', '351152', '16860', '235986', '298193', '346783', '331115', '278302', '13362', '280071', '13447', '268571', '15471', '2.2', '86.4', '90.5', '87.9', '82.5', '78.4', '80.0', '94.2', '4.8', '4.4', '4.2', '5.6', '5.0', '5.0', '5.9', '5.5', '5.5', '0.9', '0.6', '3.9', '3.6', '0.9', '0.9', '0.8', '350799', '16845', '234596', '297834', '346467', '331351', '278289', '13363', '278919', '13393', '265473', '10846', '-2.8', '86.8', '91.1', '87.4', '81.6', '78.4', '80.0', '94.3']
['Sep-2007', '0.8', '0.4', '0.7', '0.7', '0.8', '0.9', '0.8', '0.3', '1.7', '0.9', '1.0', '-0.1', '-0.3', '0.3', '1.0', '-0.3', '354681', '16952', '238736', '300997', '349937', '334811', '281058', '13433', '284769', '13611', '272400', '13532', '1.4', '86.9', '91.3', '88.2', '82.9', '106.0', '105.2', '94.1', '1.1', '0.6', '1.5', '1.1', '1.0', '1.3', '1.2', '0.7', '1.6', '0.4', '0.7', '0.7', '0.8', '0.7', '0.8', '-0.4', '355047', '16969', '239546', '301358', '350339', '335414', '281607', '13459', '284607', '13602', '271915', '13191', '1.0', '86.8', '91.2', '88.5', '83.2', '78.9', '80.6', '93.8', '1.1', '0.6', '2.2', '1.1', '1.0', '0.6', '0.5', '0.1', '1.9', '-0.5', '-0.4', '1.6', '2.6', '0.7', '0.8', '-0.6', '354673', '16953', '239649', '300978', '349863', '333358', '279763', '13372', '284207', '13584', '271853', '14373', '6.3', '86.4', '90.7', '88.8', '83.6', '78.9', '80.6', '93.7']
['Dec-2007', '0.8', '0.3', '1.0', '0.7', '1.0', '1.1', '1.0', '0.6', '1.9', '0.9', '0.9', '-0.1', '0.1', '0.0', '-0.1', '0.7', '357452', '17002', '241044', '303035', '353315', '338483', '283988', '13508', '290172', '13802', '277949', '14218', '1.9', '87.7', '92.1', '88.2', '82.9', '106.0', '105.1', '94.8', '0.5', '0.0', '0.3', '0.3', '0.7', '0.8', '0.6', '0.2', '1.9', '1.3', '1.2', '-0.8', '-0.8', '0.9', '0.7', '1.2', '356830', '16976', '240373', '302406', '352919', '337981', '283387', '13482', '290070', '13800', '277488', '13422', '1.6', '87.9', '92.2', '87.8', '82.5', '79.7', '81.2', '95.0', '5.2', '4.7', '5.9', '5.9', '5.4', '6.3', '7.3', '6.8', '7.0', '1.0', '0.8', '4.1', '5.1', '0.9', '0.7', '1.3', '372976', '17749', '253893', '318824', '368888', '354315', '300136', '14283', '304051', '14469', '293059', '21216', '1.3', '87.3', '91.5', '92.4', '87.9', '79.7', '81.2', '95.0']
['Mar-2008', '0.8', '0.3', '1.2', '0.7', '1.7', '1.9', '2.1', '1.5', '2.6', '0.8', '0.8', '-0.1', '0.4', '-1.4', '-1.2', '4.8', '360259', '17046', '244030', '305111', '359389', '345014', '289849', '13714', '297684', '14085', '286081', '18311', '2.9', '88.4', '92.9', '88.1', '83.3', '104.5', '103.9', '99.4', '1.1', '0.6', '1.4', '1.1', '1.4', '1.7', '1.9', '1.3', '2.4', '0.4', '0.4', '0.7', '0.9', '1.4', '1.1', '1.5', '360878', '17075', '243634', '305747', '357971', '343864', '288659', '13658', '297007', '14053', '285465', '17157', '3.2', '88.3', '92.6', '88.4', '83.3', '80.8', '82.1', '96.3', '-7.5', '-8.1', '-8.4', '-9.2', '-7.2', '-7.2', '-8.9', '-9.5', '-6.4', '2.1', '2.4', '-9.4', '-10.5', '1.4', '1.1', '1.4', '345006', '16315', '232548', '289608', '342330', '328886', '273369', '12928', '284440', '13451', '273761', '14214', '3.7', '89.1', '93.7', '83.7', '78.6', '80.8', '82.1', '96.4']
['Jun-2008', '0.5', '0.0', '1.1', '0.4', '2.0', '2.2', '2.4', '1.9', '2.9', '0.7', '0.7', '-0.2', '0.4', '-0.6', '-0.9', '6.8', '362156', '17044', '246719', '306262', '366432', '352680', '296840', '13969', '306252', '14412', '295132', '24027', '4.3', '89.1', '93.5', '87.9', '83.6', '103.9', '103.0', '106.1', '0.2', '-0.3', '1.5', '0.0', '2.3', '2.4', '2.7', '2.1', '2.8', '0.9', '0.9', '-0.6', '0.5', '3.3', '1.0', '9.8', '361686', '17021', '247219', '305786', '366287', '351953', '296318', '13945', '305459', '14375', '294864', '24559', '4.3', '89.0', '93.5', '87.9', '83.7', '83.4', '82.9', '105.8', '4.9', '4.4', '5.2', '5.6', '7.0', '7.2', '8.5', '8.0', '7.1', '0.0', '0.1', '4.8', '5.2', '3.3', '1.0', '9.9', '361785', '17028', '244682', '305888', '366435', '352652', '296702', '13965', '304615', '14337', '290507', '17948', '-1.4', '89.1', '93.7', '87.8', '82.7', '83.4', '82.9', '105.9']
['Sep-2008', '0.3', '-0.2', '0.4', '0.1', '1.3', '1.6', '1.7', '1.1', '2.3', '0.3', '0.2', '0.0', '0.2', '-0.8', '-0.4', '5.0', '363266', '17003', '247752', '306619', '371217', '358411', '301779', '14124', '313388', '14668', '302528', '28210', '5.7', '89.4', '93.8', '87.9', '83.7', '103.1', '102.5', '111.4', '0.8', '0.2', '0.5', '0.7', '2.2', '2.8', '2.9', '2.4', '3.3', '0.8', '0.5', '0.0', '0.0', '3.1', '1.6', '6.6', '364490', '17060', '248423', '307850', '374250', '361769', '305015', '14277', '315545', '14769', '304498', '29952', '5.3', '89.7', '94.0', '87.9', '83.7', '86.0', '84.2', '112.8', '0.4', '-0.2', '1.1', '0.2', '1.9', '2.0', '2.2', '1.6', '3.6', '0.0', '-0.6', '0.4', '1.7', '3.1', '1.6', '7.1', '363078', '16995', '247406', '306420', '373438', '359748', '303225', '14194', '315492', '14768', '305396', '32040', '10.2', '89.1', '93.2', '88.1', '84.1', '86.0', '84.2', '113.4']
['Dec-2008', '0.3', '-0.2', '-0.5', '0.1', '0.0', '0.1', '-0.2', '-0.7', '1.0', '-0.2', '-0.6', '0.5', '0.1', '-0.9', '-1.3', '-1.1', '364328', '16962', '246600', '306948', '371253', '358792', '301286', '14028', '316426', '14732', '305518', '27633', '6.6', '89.2', '93.2', '88.4', '83.8', '102.2', '101.2', '110.1', '-0.5', '-1.0', '-0.6', '-0.8', '-1.1', '-1.2', '-1.6', '-2.2', '0.2', '-0.7', '-0.7', '0.2', '0.1', '0.5', '1.2', '-2.7', '362726', '16887', '246858', '305327', '369982', '357516', '299994', '13966', '316132', '14717', '304468', '26356', '10.9', '89.1', '93.3', '88.1', '83.8', '86.4', '85.2', '109.7', '4.4', '3.9', '6.0', '5.1', '3.5', '4.1', '4.7', '4.2', '4.8', '-0.1', '0.3', '4.5', '5.6', '0.5', '1.2', '-3.2', '379107', '17655', '262180', '321905', '386644', '374618', '317537', '14788', '330553', '15394', '319691', '33710', '9.7', '89.0', '93.5', '92.1', '88.8', '86.4', '85.2', '109.8']
['Mar-2009', '0.5', '-0.1', '-0.6', '0.3', '-1.0', '-1.1', '-1.5', '-2.0', '-0.4', '-0.7', '-1.3', '1.2', '0.7', '-0.6', '-0.5', '-5.7', '365985', '16953', '245206', '307901', '367660', '355012', '296657', '13742', '315314', '14607', '304288', '22718', '7.0', '88.6', '92.0', '89.4', '84.4', '101.6', '100.6', '103.8', '1.0', '0.5', '-1.0', '1.0', '-0.4', '-0.3', '-0.6', '-1.1', '0.0', '-0.5', '-1.3', '1.5', '0.3', '-1.1', '0.7', '-6.5', '366480', '16976', '244287', '308403', '368327', '356342', '298070', '13807', '316267', '14650', '306662', '25600', '8.5', '88.7', '92.1', '89.4', '84.0', '85.5', '85.8', '102.6', '-7.2', '-7.8', '-11.0', '-8.9', '-8.8', '-9.0', '-11.1', '-11.6', '-8.5', '0.2', '-0.7', '-7.4', '-10.4', '-1.1', '0.7', '-7.7', '351644', '16281', '233348', '293388', '352597', '340791', '282241', '13067', '302558', '14008', '294031', '21901', '9.4', '89.2', '92.8', '85.2', '79.6', '85.5', '85.8', '101.3']
['Jun-2009', '0.6', '0.1', '0.1', '0.4', '-0.9', '-1.1', '-1.6', '-2.0', '-0.6', '-0.6', '-1.0', '1.2', '1.2', '0.7', '0.8', '-7.0', '368045', '16968', '245513', '309273', '364519', '351125', '292019', '13463', '313528', '14455', '302306', '17117', '6.8', '88.0', '91.1', '90.5', '85.4', '102.3', '101.4', '96.5', '0.6', '0.1', '0.3', '0.4', '-1.2', '-2.0', '-2.8', '-3.2', '-1.2', '-0.8', '-1.5', '1.4', '1.9', '-2.1', '0.1', '-8.1', '368529', '16990', '245128', '309761', '363850', '349054', '289847', '13363', '312431', '14404', '299854', '14044', '9.9', '87.9', '90.7', '90.6', '85.6', '83.7', '85.9', '94.2', '4.8', '4.3', '3.6', '5.5', '3.2', '2.6', '2.7', '2.3', '3.0', '-1.4', '-2.3', '6.3', '6.1', '-2.1', '0.1', '-7.2', '368397', '16986', '241762', '309628', '363729', '349524', '289923', '13367', '311542', '14364', '296831', '8612', '6.0', '88.0', '90.7', '90.6', '84.4', '83.7', '85.9', '94.0']
['Sep-2009', '0.6', '0.2', '0.9', '0.5', '-0.1', '-0.4', '-0.7', '-1.1', '0.3', '-0.1', '-0.1', '0.7', '1.0', '1.0', '1.9', '-3.6', '370229', '16995', '247707', '310774', '364333', '349879', '290044', '13314', '314444', '14434', '302451', '13493', '6.6', '87.9', '90.9', '91.1', '86.3', '103.3', '103.4', '93.0', '0.3', '-0.1', '1.2', '0.1', '-0.1', '0.5', '0.4', '0.0', '0.4', '-0.3', '0.0', '0.6', '1.2', '0.7', '0.4', '-1.6', '369658', '16968', '248070', '310201', '363599', '350825', '291000', '13357', '313617', '14395', '302502', '13904', '6.5', '87.7', '90.7', '91.2', '86.6', '84.3', '86.3', '92.7', '0.1', '-0.3', '2.3', '-0.1', '-0.4', '-0.3', '-0.4', '-0.8', '0.6', '-1.3', '-1.1', '1.4', '3.5', '0.7', '0.4', '-1.8', '368813', '16930', '247415', '309350', '362328', '348433', '288888', '13261', '313504', '14391', '303821', '16462', '10.9', '86.8', '89.6', '91.9', '87.4', '84.3', '86.3', '92.4']
['Dec-2009', '0.5', '0.1', '1.2', '0.4', '1.1', '1.0', '0.9', '0.5', '1.7', '0.5', '0.7', '0.0', '0.5', '-0.1', '-0.9', '2.9', '372090', '17013', '250659', '311949', '368418', '353341', '292798', '13387', '319727', '14618', '307072', '13864', '6.8', '88.4', '91.6', '91.0', '86.7', '103.3', '102.4', '95.7', '0.7', '0.3', '1.1', '0.7', '1.4', '0.5', '0.4', '0.1', '2.1', '1.0', '1.3', '-0.3', '-0.2', '1.3', '0.3', '3.6', '372366', '17026', '250690', '312229', '368800', '352706', '292267', '13364', '320072', '14635', '307533', '14369', '6.7', '88.6', '91.9', '90.9', '86.4', '85.3', '86.5', '96.1', '5.1', '4.7', '6.6', '5.9', '5.9', '5.6', '6.6', '6.2', '6.5', '1.9', '2.4', '3.1', '4.1', '1.3', '0.3', '4.0', '387502', '17724', '263744', '327474', '383822', '367922', '307925', '14085', '334032', '15279', '320854', '19436', '5.1', '88.5', '91.8', '94.7', '91.0', '85.3', '86.5', '96.1']
['Mar-2010', '0.5', '0.2', '0.9', '0.4', '2.1', '2.2', '2.4', '2.1', '2.7', '0.9', '1.0', '-0.4', '0.0', '-1.5', '-1.6', '7.6', '374104', '17042', '252981', '313286', '376206', '361201', '299971', '13664', '328384', '14959', '315582', '17814', '6.9', '89.2', '92.5', '90.7', '86.7', '101.7', '100.8', '103.0', '0.5', '0.1', '0.9', '0.4', '1.5', '1.6', '1.7', '1.3', '2.2', '0.6', '0.5', '-0.1', '0.4', '1.8', '0.6', '4.9', '374249', '17049', '253067', '313431', '374273', '358486', '297147', '13537', '327094', '14901', '313035', '15545', '7.4', '89.1', '92.3', '90.8', '86.8', '86.8', '87.1', '100.8', '-7.7', '-8.1', '-8.3', '-9.4', '-6.6', '-6.8', '-8.7', '-9.1', '-6.0', '1.6', '1.7', '-9.2', '-9.8', '1.8', '0.6', '5.9', '357697', '16288', '241915', '296761', '358511', '342823', '281252', '12807', '314013', '14299', '300255', '12144', '8.1', '89.9', '93.3', '86.0', '82.1', '86.8', '87.1', '101.8']
['Jun-2010', '0.7', '0.3', '0.7', '0.6', '2.3', '2.4', '2.6', '2.3', '2.7', '0.9', '0.6', '-0.2', '0.1', '0.3', '0.2', '7.0', '376604', '17096', '254707', '315128', '384672', '369747', '307842', '13974', '337335', '15313', '324777', '22534', '7.1', '90.0', '93.0', '90.5', '86.8', '102.0', '101.0', '110.1', '0.5', '0.2', '0.8', '0.4', '3.5', '4.3', '5.0', '4.6', '3.8', '1.1', '1.1', '-0.6', '-0.3', '3.0', '0.4', '13.2', '376184', '17076', '255068', '314690', '387388', '373962', '312057', '14165', '339490', '15410', '328014', '24815', '6.4', '90.1', '93.4', '90.3', '86.5', '89.5', '87.4', '114.1', '5.8', '5.5', '4.9', '6.8', '8.6', '9.9', '11.8', '11.4', '8.2', '0.5', '0.4', '5.3', '4.5', '3.0', '0.4', '11.9', '378444', '17180', '253822', '316967', '389399', '376800', '314407', '14273', '339662', '15419', '325732', '19675', '3.1', '90.3', '93.6', '90.6', '85.8', '89.5', '87.4', '113.9']
['Sep-2010', '0.6', '0.3', '0.4', '0.6', '1.7', '1.7', '1.8', '1.5', '2.1', '0.8', '0.6', '-0.2', '-0.2', '0.5', '1.3', '5.4', '379015', '17148', '255791', '316889', '391115', '375995', '313447', '14182', '344572', '15590', '332128', '25539', '7.6', '90.7', '93.6', '90.4', '86.6', '102.5', '102.2', '116.1', '0.7', '0.4', '0.1', '0.6', '0.9', '0.4', '0.3', '-0.1', '1.4', '0.6', '-0.1', '0.1', '0.2', '1.1', '0.8', '1.7', '378803', '17139', '255228', '316685', '390776', '375354', '312860', '14155', '344371', '15581', '331404', '25414', '7.4', '90.6', '93.2', '90.4', '86.7', '90.4', '88.1', '116.1', '0.0', '-0.3', '0.6', '-0.2', '0.3', '-0.8', '-0.8', '-1.2', '1.5', '-0.1', '-1.1', '0.1', '1.7', '1.1', '0.8', '2.1', '378397', '17121', '255279', '316280', '390659', '373914', '311777', '14107', '344661', '15595', '332664', '27944', '11.4', '90.2', '92.6', '90.7', '87.3', '90.4', '88.1', '116.3']
['Dec-2010', '0.5', '0.2', '0.4', '0.4', '1.1', '0.9', '0.9', '0.6', '1.8', '0.6', '0.6', '-0.1', '-0.2', '0.5', '0.1', '4.6', '381035', '17181', '256738', '318245', '395526', '379533', '316266', '14261', '350661', '15812', '337072', '25629', '8.4', '91.3', '94.2', '90.3', '86.4', '103.0', '102.3', '121.5', '1.0', '0.7', '1.0', '1.0', '1.3', '1.1', '1.0', '0.7', '1.8', '0.7', '0.7', '0.3', '0.3', '0.0', '0.2', '1.5', '382661', '17255', '257763', '319885', '395826', '379380', '316090', '14253', '350477', '15804', '338079', '27111', '8.6', '91.3', '93.9', '90.6', '86.9', '90.4', '88.3', '117.8', '5.2', '4.8', '6.0', '6.0', '5.3', '5.7', '6.6', '6.3', '5.8', '1.2', '1.5', '3.9', '4.4', '0.0', '0.2', '1.4', '397932', '17950', '270495', '335236', '411511', '395196', '332366', '14992', '364790', '16455', '352705', '33337', '7.3', '91.3', '94.0', '94.3', '91.2', '90.4', '88.3', '117.9']
['Mar-2011', '0.6', '0.2', '0.8', '0.4', '1.2', '1.2', '1.2', '0.8', '2.0', '0.3', '0.4', '0.2', '0.4', '-1.0', '-0.6', '3.5', '383143', '17216', '258742', '319654', '400381', '384078', '319986', '14378', '357562', '16066', '342506', '25633', '8.8', '91.6', '94.5', '90.5', '86.8', '102.0', '101.7', '125.8', '-0.3', '-0.6', '-0.2', '-0.5', '0.7', '0.8', '0.8', '0.4', '1.6', '0.7', '1.3', '-1.0', '-1.4', '2.1', '0.8', '5.5', '381637', '17148', '257321', '318144', '398625', '382589', '318591', '14315', '356048', '15998', '340274', '23060', '9.2', '91.9', '95.1', '89.8', '85.7', '92.3', '88.9', '124.3', '-8.2', '-8.6', '-9.3', '-10.0', '-7.4', '-7.6', '-9.5', '-9.9', '-6.6', '1.1', '1.7', '-9.2', '-10.8', '2.1', '0.8', '5.1', '365289', '16406', '245409', '301713', '381221', '365101', '300900', '13514', '340886', '15310', '325699', '18584', '10.3', '92.3', '95.6', '85.6', '81.3', '92.3', '88.9', '124.0']
['Jun-2011', '0.8', '0.5', '1.2', '0.8', '1.6', '1.8', '1.9', '1.5', '2.1', '0.2', '0.0', '0.6', '1.2', '-0.4', '-0.1', '3.8', '386337', '17294', '261849', '322124', '406603', '390975', '326117', '14598', '365116', '16344', '350202', '28204', '8.9', '91.8', '94.6', '91.1', '87.8', '101.6', '101.6', '130.5', '1.2', '0.8', '1.8', '1.2', '2.0', '2.1', '2.2', '1.8', '2.7', '-0.6', '-1.0', '1.8', '2.8', '1.3', '0.5', '3.4', '386110', '17285', '261983', '321895', '406639', '390634', '325620', '14577', '365778', '16374', '349877', '27597', '8.3', '91.4', '94.2', '91.4', '88.1', '93.5', '89.3', '128.6', '6.1', '5.8', '6.4', '7.2', '7.1', '7.8', '9.0', '8.7', '7.5', '-0.9', '-1.3', '7.0', '7.8', '1.3', '0.5', '4.4', '387594', '17352', '261112', '323381', '408475', '393746', '328118', '14690', '366285', '16398', '348691', '23397', '4.3', '91.4', '94.4', '91.6', '87.6', '93.5', '89.3', '129.4']
['Sep-2011', '1.2', '0.8', '1.4', '1.2', '1.2', '1.5', '1.6', '1.2', '1.4', '0.2', '-0.2', '1.0', '1.6', '0.3', '0.3', '-1.1', '390869', '17426', '265523', '325926', '411467', '396902', '331359', '14773', '370393', '16513', '357349', '31407', '8.9', '92.0', '94.3', '91.9', '89.2', '101.9', '101.9', '129.1', '1.4', '0.9', '1.7', '1.4', '1.7', '2.3', '2.5', '2.1', '1.8', '0.7', '0.1', '0.6', '1.6', '1.1', '0.6', '1.3', '391324', '17446', '266550', '326375', '413597', '399428', '333890', '14886', '372364', '16601', '359598', '33355', '8.8', '92.1', '94.3', '91.9', '89.5', '94.5', '89.9', '130.3', '0.6', '0.2', '1.8', '0.5', '0.9', '0.8', '1.1', '0.7', '1.7', '0.5', '-0.4', '0.1', '2.2', '1.1', '0.6', '1.1', '389918', '17384', '265864', '324984', '412342', '396934', '331781', '14792', '372438', '16605', '361103', '36147', '13.5', '91.9', '94.0', '91.7', '89.6', '94.5', '89.9', '130.8']
['Dec-2011', '1.2', '0.8', '1.3', '1.3', '0.6', '1.0', '0.9', '0.5', '0.8', '0.3', '0.0', '0.9', '1.3', '0.7', '0.3', '-2.8', '395696', '17565', '269042', '330018', '413989', '400715', '334495', '14849', '373323', '16572', '362274', '32729', '9.1', '92.3', '94.4', '92.7', '90.4', '102.6', '102.2', '125.5', '1.1', '0.7', '0.6', '1.1', '-0.1', '0.1', '-0.1', '-0.5', '0.0', '0.3', '0.0', '0.8', '0.6', '-1.1', '0.3', '-5.6', '395795', '17570', '268043', '330120', '413171', '399650', '333581', '14808', '372268', '16525', '362024', '33101', '9.9', '92.4', '94.3', '92.7', '90.0', '93.4', '90.1', '123.0', '5.4', '5.0', '5.6', '6.2', '4.1', '4.7', '5.5', '5.1', '4.2', '-0.1', '-0.2', '5.5', '5.8', '-1.1', '0.3', '-5.6', '410993', '18251', '280634', '345231', '429109', '415745', '350022', '15543', '387952', '17228', '376919', '39261', '8.2', '91.9', '93.8', '96.7', '94.7', '93.4', '90.1', '123.4']
['Mar-2012', '1.0', '0.5', '1.0', '0.9', '0.1', '0.5', '0.3', '-0.1', '0.6', '0.3', '0.3', '0.7', '0.7', '0.2', '0.3', '-4.8', '399471', '17654', '271758', '333040', '414474', '402547', '335611', '14832', '375445', '16592', '364828', '31346', '8.7', '92.6', '94.7', '93.3', '91.0', '102.7', '102.5', '119.5', '0.9', '0.5', '1.6', '0.9', '0.1', '0.5', '0.3', '-0.2', '0.4', '0.1', '0.4', '0.8', '1.3', '-0.8', '0.2', '-3.9', '399502', '17656', '272393', '333076', '413558', '401607', '334547', '14785', '373932', '16526', '363755', '30574', '7.9', '92.5', '94.6', '93.4', '91.2', '92.7', '90.3', '118.2', '-6.9', '-7.4', '-7.4', '-8.4', '-7.7', '-7.7', '-9.6', '-10.0', '-7.7', '0.7', '0.9', '-7.5', '-8.2', '-0.8', '0.2', '-4.2', '382670', '16904', '259983', '316342', '395968', '383766', '316543', '13983', '358171', '15822', '348771', '26229', '8.8', '92.5', '94.6', '89.5', '87.0', '92.7', '90.3', '118.3']
['Jun-2012', '0.8', '0.3', '0.9', '0.7', '0.0', '0.2', '0.0', '-0.5', '0.6', '0.1', '0.2', '0.7', '0.7', '0.3', '0.1', '-3.4', '402510', '17708', '274226', '335305', '414322', '403346', '335608', '14765', '377877', '16624', '367092', '29809', '7.9', '92.6', '94.9', '94.0', '91.6', '103.0', '102.6', '115.4', '0.8', '0.3', '0.6', '0.7', '0.5', '0.8', '0.8', '0.3', '1.5', '0.3', '0.5', '0.4', '0.1', '0.4', '0.6', '-1.0', '402509', '17707', '274061', '335310', '415699', '404961', '337247', '14836', '379647', '16701', '367763', '29625', '9.0', '92.8', '95.1', '93.8', '91.3', '93.1', '90.8', '117.1', '6.0', '5.5', '5.6', '6.9', '5.7', '6.6', '7.7', '7.3', '6.3', '1.0', '1.3', '4.9', '4.2', '0.4', '0.6', '-1.1', '405547', '17842', '274565', '338324', '418605', '409201', '340918', '14998', '380897', '16757', '367061', '25908', '4.6', '93.4', '95.9', '93.9', '90.7', '93.1', '90.8', '116.9']
['Sep-2012', '0.6', '0.2', '0.7', '0.5', '0.0', '0.2', '0.0', '-0.5', '0.6', '0.0', '0.0', '0.6', '0.7', '-0.2', '0.5', '-2.7', '404930', '17735', '276142', '336945', '414376', '404011', '335474', '14693', '380220', '16653', '369742', '29185', '7.3', '92.7', '94.9', '94.5', '92.2', '102.8', '103.1', '112.3', '0.6', '0.1', '0.7', '0.5', '-0.4', '-0.3', '-0.6', '-1.1', '0.1', '-0.3', '-0.2', '0.8', '0.9', '0.0', '0.9', '-4.7', '404849', '17732', '275995', '336855', '413845', '403561', '335087', '14677', '380208', '16653', '369633', '29134', '6.2', '92.5', '94.9', '94.6', '92.1', '93.0', '91.7', '111.6', '-0.3', '-0.8', '0.5', '-0.6', '-1.3', '-1.9', '-2.2', '-2.6', '-0.3', '-1.7', '-2.0', '1.4', '2.5', '0.0', '0.9', '-4.6', '404284', '17708', '275837', '336295', '413097', '401530', '333404', '14603', '379771', '16634', '370324', '30910', '10.9', '91.8', '94.0', '95.2', '93.0', '93.0', '91.7', '111.6']
['Dec-2012', '0.4', '0.0', '0.4', '0.3', '0.1', '0.2', '0.0', '-0.5', '0.6', '0.1', '-0.1', '0.3', '0.5', '-0.1', '-0.5', '-1.5', '406746', '17737', '277351', '338000', '414880', '404726', '335377', '14624', '382319', '16672', '372693', '29360', '7.4', '92.8', '94.9', '94.8', '92.6', '102.8', '102.6', '110.6', '0.6', '0.1', '0.7', '0.4', '0.0', '-0.1', '-0.3', '-0.8', '0.3', '0.3', '-0.2', '0.3', '0.9', '-0.2', '0.2', '-2.4', '407094', '17751', '277953', '338342', '413969', '403341', '333915', '14560', '381281', '16625', '372474', '29653', '7.5', '92.8', '94.8', '94.9', '92.9', '92.9', '91.9', '108.9', '4.5', '4.0', '5.1', '5.1', '4.0', '4.3', '4.9', '4.5', '4.4', '0.8', '0.7', '3.7', '4.5', '-0.2', '0.2', '-2.6', '422362', '18424', '290005', '353460', '429415', '418938', '349791', '15258', '396407', '17291', '387491', '35967', '6.3', '92.5', '94.6', '98.7', '97.1', '92.9', '91.9', '108.7']
['Mar-2013', '0.4', '0.0', '0.4', '0.3', '0.3', '0.3', '0.1', '-0.3', '0.7', '0.4', '0.2', '0.0', '0.2', '-0.4', '-0.4', '-0.3', '408362', '17731', '278513', '338883', '416156', '405897', '335707', '14577', '385165', '16724', '375808', '29195', '7.7', '93.1', '95.1', '94.8', '92.8', '102.3', '102.2', '110.2', '0.3', '-0.1', '0.0', '0.1', '0.7', '1.0', '1.0', '0.6', '1.1', '0.3', '0.1', '0.0', '-0.1', '1.0', '0.3', '2.3', '408208', '17726', '277955', '338729', '417008', '407291', '337202', '14642', '385543', '16741', '375634', '28555', '8.1', '93.0', '94.8', '94.9', '92.8', '93.7', '92.2', '111.4', '-7.4', '-7.9', '-8.5', '-9.0', '-6.9', '-7.1', '-8.7', '-9.2', '-6.8', '1.5', '1.2', '-8.8', '-9.6', '1.0', '0.3', '2.8', '390897', '16966', '265383', '321586', '399622', '389386', '319226', '13855', '369422', '16034', '360493', '24217', '8.9', '93.9', '95.7', '90.0', '87.8', '93.7', '92.2', '111.8']
['Jun-2013', '0.5', '0.1', '0.5', '0.4', '0.5', '0.4', '0.3', '-0.1', '1.1', '0.4', '0.3', '0.1', '0.2', '0.1', '0.1', '0.0', '410435', '17748', '279955', '340238', '418099', '407476', '336680', '14559', '389350', '16836', '379574', '28688', '7.8', '93.5', '95.4', '94.9', '93.0', '102.4', '102.3', '110.3', '0.5', '0.0', '0.7', '0.3', '0.3', '0.0', '-0.2', '-0.6', '1.0', '0.6', '0.7', '-0.1', '0.0', '0.3', '0.3', '-0.4', '410055', '17731', '279930', '339866', '418242', '407484', '336513', '14551', '389556', '16844', '380367', '30200', '7.9', '93.6', '95.5', '94.7', '92.8', '94.1', '92.5', '111.0', '5.6', '5.2', '5.7', '6.5', '5.3', '5.8', '6.6', '6.2', '5.8', '-0.2', '0.1', '5.7', '5.7', '0.3', '0.3', '-0.9', '412663', '17845', '280607', '342449', '420930', '411822', '340295', '14715', '390707', '16895', '379786', '26442', '3.7', '93.7', '95.8', '95.2', '92.7', '94.1', '92.5', '110.7']
['Sep-2013', '0.7', '0.3', '0.7', '0.6', '0.6', '0.4', '0.3', '-0.1', '1.3', '0.2', '0.0', '0.5', '0.8', '-0.1', '0.5', '-0.6', '413289', '17801', '281988', '342379', '420456', '409180', '337740', '14547', '394362', '16986', '383681', '27906', '7.6', '93.7', '95.4', '95.4', '93.7', '102.3', '102.8', '109.6', '0.8', '0.4', '0.8', '0.8', '0.3', '0.2', '0.0', '-0.4', '1.0', '0.3', '0.1', '0.5', '0.7', '0.3', '1.2', '-2.5', '413326', '17802', '282061', '342417', '419460', '408112', '336626', '14499', '393547', '16950', '382244', '26156', '7.3', '93.9', '95.6', '95.2', '93.4', '94.4', '93.6', '108.1', '-0.1', '-0.5', '0.0', '-0.3', '-0.5', '-1.4', '-1.6', '-2.0', '0.5', '-0.8', '-1.5', '0.7', '1.5', '0.3', '1.2', '-2.5', '412417', '17763', '280664', '341513', '418628', '405851', '334706', '14416', '392506', '16906', '382756', '27853', '11.8', '93.0', '94.4', '95.9', '94.1', '94.4', '93.6', '108.0']
['Dec-2013', '0.8', '0.4', '0.9', '0.7', '0.6', '0.5', '0.4', '0.0', '1.2', '-0.1', '-0.4', '0.9', '1.3', '-0.1', '-0.9', '-1.6', '416552', '17874', '284438', '344943', '422905', '411261', '339056', '14548', '399160', '17127', '387917', '27541', '7.7', '93.6', '95.0', '96.3', '94.9', '102.1', '101.8', '107.8', '0.8', '0.4', '0.8', '0.8', '0.9', '0.9', '1.0', '0.6', '1.5', '-0.5', '-0.8', '1.3', '1.6', '0.7', '0.6', '0.2', '416705', '17881', '284368', '345090', '423093', '411653', '340029', '14591', '399290', '17134', '389013', '28485', '7.9', '93.4', '94.9', '96.5', '94.9', '95.0', '94.1', '108.3', '4.9', '4.6', '6.4', '5.7', '5.0', '5.6', '6.7', '6.3', '5.9', '-0.4', '-0.2', '5.4', '6.6', '0.7', '0.6', '0.2', '432802', '18579', '298620', '361063', '439592', '428415', '356967', '15324', '415620', '17842', '405019', '35204', '6.7', '92.6', '94.2', '101.1', '100.4', '95.0', '94.1', '108.2']
['Mar-2014', '0.7', '0.3', '0.8', '0.7', '0.4', '0.5', '0.4', '0.0', '0.8', '-0.1', '-0.3', '0.8', '1.0', '-0.5', '-0.5', '-0.7', '419514', '17935', '286693', '347237', '424398', '413249', '340302', '14549', '402278', '17198', '391264', '27011', '8.0', '93.5', '94.7', '97.1', '95.9', '101.6', '101.3', '107.0', '0.7', '0.3', '0.8', '0.6', '0.6', '0.5', '0.0', '-0.4', '1.1', '0.0', '-0.5', '0.7', '1.4', '0.5', '0.6', '-0.5', '419596', '17938', '286688', '347313', '425580', '413742', '340027', '14536', '403752', '17260', '391071', '26304', '7.9', '93.4', '94.4', '97.1', '96.2', '95.5', '94.7', '107.8', '-7.0', '-7.4', '-8.3', '-8.5', '-7.2', '-7.6', '-9.8', '-10.2', '-6.9', '1.6', '0.8', '-8.5', '-9.0', '0.5', '0.6', '-0.8', '402473', '17197', '273894', '330323', '408018', '395769', '322006', '13759', '386766', '16526', '375640', '21930', '8.5', '94.1', '95.0', '92.5', '91.3', '95.5', '94.7', '107.3']
['Jun-2014', '0.5', '0.2', '0.6', '0.5', '-0.1', '0.2', '0.0', '-0.4', '0.2', '0.0', '0.2', '0.6', '0.3', '1.0', '1.1', '-3.6', '421785', '17967', '288372', '348867', '424018', '413978', '340336', '14498', '403209', '17176', '393573', '25867', '8.2', '93.5', '94.9', '97.6', '96.3', '102.7', '102.4', '103.2', '0.5', '0.2', '0.7', '0.5', '-0.4', '0.1', '0.2', '-0.1', '-0.2', '0.0', '0.6', '0.5', '0.1', '-0.7', '0.2', '-4.8', '421874', '17972', '288808', '348963', '423736', '414076', '340799', '14518', '402886', '17163', '394224', '27284', '8.4', '93.5', '95.0', '97.6', '96.3', '94.8', '94.8', '102.6', '5.3', '5.0', '5.4', '6.2', '4.3', '5.5', '6.8', '6.5', '4.4', '0.4', '1.3', '4.9', '4.0', '-0.7', '0.2', '-4.7', '423809', '18055', '288748', '350885', '425632', '417548', '343802', '14647', '403637', '17196', '393284', '23361', '4.2', '94.5', '96.3', '97.0', '95.0', '94.8', '94.8', '102.3']
['Sep-2014', '0.5', '0.1', '0.5', '0.4', '-0.2', '0.1', '-0.1', '-0.4', '0.1', '0.1', '0.5', '0.4', '0.0', '0.6', '0.4', '-3.6', '423906', '17992', '289814', '350367', '423031', '414224', '340050', '14433', '403812', '17139', '395415', '23904', '8.2', '93.6', '95.4', '98.0', '96.2', '103.3', '102.8', '99.5', '0.5', '0.1', '0.3', '0.4', '-0.3', '-0.1', '-0.3', '-0.7', '0.0', '0.4', '0.7', '0.1', '-0.4', '0.0', '0.6', '-3.7', '423893', '17992', '289664', '350358', '422443', '413687', '339648', '14416', '402701', '17093', '394062', '22459', '8.2', '93.8', '95.7', '97.7', '95.9', '94.8', '95.4', '98.8', '-0.2', '-0.5', '0.0', '-0.4', '-1.0', '-1.5', '-1.8', '-2.2', '-0.4', '-1.7', '-2.0', '1.6', '2.1', '0.0', '0.6', '-3.5', '423171', '17961', '288777', '349636', '421554', '411433', '337652', '14332', '402050', '17065', '394634', '24417', '12.9', '92.9', '94.3', '98.5', '96.9', '94.8', '95.4', '98.7']
['Dec-2014', '0.5', '0.1', '0.6', '0.4', '-0.1', '0.0', '-0.1', '-0.5', '0.3', '0.4', '0.4', '0.1', '0.1', '0.3', '0.3', '-2.8', '425943', '18013', '291412', '351801', '422460', '414321', '339681', '14365', '405188', '17135', '397316', '21708', '8.1', '94.0', '95.8', '98.0', '96.4', '103.5', '103.1', '96.7', '0.4', '0.0', '0.4', '0.3', '-0.1', '0.1', '-0.2', '-0.6', '0.6', '-0.4', '-0.1', '0.8', '0.5', '0.2', '0.5', '-2.0', '425490', '17993', '290713', '351347', '422130', '413939', '338947', '14333', '405149', '17133', '398132', '22189', '8.3', '93.5', '95.6', '98.4', '96.3', '94.9', '95.9', '96.8', '4.3', '4.0', '5.6', '5.0', '3.9', '4.5', '5.2', '4.9', '4.8', '0.0', '0.9', '4.3', '4.6', '0.2', '0.5', '-2.0', '441379', '18673', '304832', '367153', '437828', '430040', '355315', '15032', '421541', '17834', '413526', '27848', '6.9', '92.9', '95.2', '102.7', '101.4', '94.9', '95.9', '96.7']
['Mar-2015', '0.5', '0.2', '0.6', '0.5', '0.0', '-0.1', '-0.3', '-0.6', '0.5', '0.6', '0.2', '-0.1', '0.5', '-0.4', '-0.2', '-2.4', '428178', '18043', '293299', '353463', '422462', '413930', '338752', '14275', '407303', '17163', '399029', '19084', '8.0', '94.5', '96.0', '98.0', '96.9', '103.1', '102.9', '94.4', '0.8', '0.5', '1.2', '0.9', '0.4', '0.4', '0.5', '0.1', '0.9', '1.4', '0.5', '-0.5', '0.6', '0.3', '0.6', '-1.9', '429099', '18082', '294124', '354374', '423722', '415530', '340614', '14353', '408791', '17226', '399417', '19627', '7.6', '94.8', '96.1', '97.9', '96.9', '95.2', '96.4', '94.9', '-6.7', '-7.1', '-7.8', '-8.2', '-7.1', '-7.5', '-9.1', '-9.5', '-6.9', '2.9', '1.8', '-9.3', '-9.4', '0.3', '0.6', '-1.4', '411750', '17342', '281141', '337115', '406810', '397912', '322899', '13600', '392245', '16521', '384460', '16317', '8.2', '95.6', '96.9', '93.2', '91.9', '95.2', '96.4', '95.4']
['Jun-2015', '0.6', '0.2', '0.6', '0.6', '0.0', '-0.3', '-0.5', '-0.8', '0.5', '0.6', '0.2', '0.0', '0.5', '0.7', '0.9', '-3.2', '430730', '18086', '295204', '355472', '422297', '412722', '337135', '14157', '409139', '17180', '400615', '16259', '7.6', '95.1', '96.1', '97.9', '97.3', '103.8', '103.8', '91.4', '0.1', '-0.2', '0.3', '0.0', '-0.6', '-0.9', '-1.3', '-1.7', '-0.3', '0.5', '0.0', '-0.4', '0.2', '-0.5', '0.5', '-4.2', '429669', '18042', '294864', '354415', '421097', '411684', '336019', '14109', '407512', '17111', '399601', '15614', '7.9', '95.3', '96.1', '97.5', '97.2', '94.7', '96.8', '91.0', '4.9', '4.6', '4.8', '5.8', '4.0', '4.4', '5.1', '4.8', '4.2', '0.5', '0.2', '4.4', '4.6', '-0.5', '0.5', '-4.8', '431850', '18135', '294615', '356590', '423199', '415454', '339362', '14251', '408766', '17166', '398772', '11523', '3.4', '96.0', '97.1', '97.2', '96.1', '94.7', '96.8', '90.8']
['Sep-2015', '0.7', '0.3', '0.5', '0.7', '-0.1', '-0.2', '-0.4', '-0.8', '0.4', '0.6', '0.4', '0.1', '0.2', '0.8', '0.9', '-3.8', '433701', '18145', '296819', '357918', '422073', '411867', '335816', '14050', '410735', '17185', '401917', '12974', '6.9', '95.7', '96.5', '98.1', '97.5', '104.6', '104.7', '87.9', '1.1', '0.7', '0.7', '1.2', '0.5', '0.1', '0.0', '-0.3', '1.1', '0.2', '0.0', '0.9', '0.7', '0.3', '0.7', '-2.7', '434299', '18171', '296888', '358523', '423149', '412210', '336136', '14064', '411948', '17236', '402718', '13317', '7.1', '95.4', '96.2', '98.4', '97.8', '95.0', '97.5', '88.6', '0.5', '0.1', '0.5', '0.4', '-0.2', '-1.3', '-1.5', '-1.9', '0.6', '-2.0', '-2.7', '2.5', '3.3', '0.3', '0.7', '-2.8', '433836', '18151', '296120', '358050', '422429', '410059', '334160', '13981', '411314', '17209', '403293', '15536', '12.3', '94.1', '94.5', '99.6', '99.3', '95.0', '97.5', '88.2']
['Dec-2015', '0.8', '0.4', '0.6', '0.8', '0.2', '0.2', '0.1', '-0.3', '0.5', '0.4', '0.3', '0.4', '0.2', '0.6', '0.0', '-3.0', '437185', '18222', '298563', '360886', '422879', '412765', '336217', '14013', '412916', '17210', '403417', '10138', '6.1', '96.0', '96.8', '98.5', '97.8', '105.2', '104.7', '85.2', '0.6', '0.2', '0.5', '0.5', '-0.2', '-0.1', '-0.2', '-0.6', '0.1', '0.7', '0.8', '-0.1', '-0.3', '-0.6', '0.3', '-4.0', '436797', '18206', '298437', '360493', '422213', '411874', '335367', '13978', '412486', '17192', '403653', '10482', '5.7', '96.1', '96.9', '98.3', '97.5', '94.4', '97.8', '85.1', '4.2', '3.9', '5.4', '5.0', '3.4', '4.1', '5.0', '4.6', '4.1', '1.3', '2.0', '2.9', '3.3', '-0.6', '0.3', '-3.9', '452143', '18854', '312037', '375879', '436961', '426984', '350769', '14627', '428126', '17852', '418217', '14712', '3.9', '95.4', '96.3', '102.5', '102.5', '94.4', '97.8', '84.8']
['Mar-2016', '0.7', '0.3', '0.5', '0.8', '0.5', '0.6', '0.6', '0.2', '0.7', '0.2', '0.2', '0.5', '0.4', '-0.6', '-0.2', '-1.1', '440423', '18283', '300147', '363622', '424801', '415263', '338211', '14040', '415666', '17256', '405350', '8079', '5.7', '96.2', '97.0', '99.0', '98.1', '104.6', '104.5', '84.3', '0.9', '0.5', '0.6', '0.9', '0.6', '1.1', '1.2', '0.8', '0.8', '0.4', '0.4', '0.5', '0.2', '-0.4', '-0.2', '-1.1', '440632', '18292', '300117', '363829', '424866', '416314', '339235', '14083', '415818', '17262', '405126', '7815', '5.6', '96.4', '97.3', '98.8', '97.7', '94.0', '97.6', '84.1', '-6.5', '-7.0', '-8.0', '-8.0', '-6.7', '-6.6', '-8.4', '-8.8', '-6.9', '2.7', '2.7', '-8.9', '-10.4', '-0.4', '-0.2', '-0.4', '422796', '17543', '287127', '345945', '407800', '398663', '321434', '13337', '398587', '16538', '390385', '5693', '6.5', '97.9', '98.9', '93.4', '91.9', '94.0', '97.6', '84.5']
['Jun-2016', '0.6', '0.2', '0.4', '0.6', '1.0', '1.0', '1.1', '0.7', '1.1', '0.1', '0.0', '0.5', '0.5', '-0.4', '-0.3', '2.3', '443094', '18318', '301410', '365814', '429111', '419574', '341999', '14138', '420281', '17375', '409537', '8609', '5.7', '96.4', '96.9', '99.5', '98.6', '104.2', '104.2', '86.2', '0.7', '0.3', '0.7', '0.7', '1.2', '0.7', '0.8', '0.4', '1.2', '-0.3', '-0.7', '1.0', '1.5', '0.4', '0.0', '2.4', '443751', '18345', '302328', '366469', '429838', '419431', '341919', '14135', '420617', '17389', '409136', '8395', '5.9', '96.2', '96.6', '99.8', '99.2', '94.4', '97.6', '86.1', '5.7', '5.3', '5.3', '6.8', '6.1', '6.4', '7.7', '7.4', '6.0', '-1.3', '-1.8', '7.1', '7.3', '0.4', '0.0', '1.9', '446703', '18469', '302486', '369440', '432876', '424123', '346294', '14318', '422687', '17476', '409525', '4768', '1.1', '96.6', '97.1', '100.0', '98.6', '94.4', '97.6', '86.1']
['Sep-2016', '0.6', '0.1', '0.5', '0.6', '1.9', '1.7', '2.0', '1.5', '2.1', '0.1', '0.0', '0.4', '0.6', '-1.9', '-1.5', '6.6', '445616', '18344', '303028', '367870', '437309', '426787', '348694', '14353', '428903', '17655', '417665', '13215', '5.6', '96.5', '96.9', '99.9', '99.1', '102.2', '102.6', '92.0', '0.1', '-0.3', '-0.2', '0.1', '0.9', '1.2', '1.2', '0.8', '1.3', '0.4', '0.4', '-0.2', '-0.7', '1.1', '0.4', '3.9', '444402', '18293', '301586', '366654', '433824', '424288', '346038', '14244', '425984', '17535', '416024', '11076', '5.7', '96.5', '97.0', '99.6', '98.5', '95.4', '98.1', '89.5', '-0.9', '-1.3', '-0.9', '-1.2', '-0.1', '-0.6', '-0.8', '-1.3', '0.5', '-0.9', '-1.3', '0.1', '0.4', '1.1', '0.4', '4.0', '442833', '18227', '299740', '365069', '432479', '421589', '343505', '14139', '424744', '17483', '415918', '12832', '10.9', '95.7', '95.8', '100.0', '99.0', '95.4', '98.1', '89.5']
['Dec-2016', '0.5', '0.1', '0.7', '0.5', '2.0', '1.8', '2.0', '1.6', '2.3', '0.5', '0.4', '0.1', '0.3', '-1.8', '-1.7', '7.0', '447973', '18361', '305202', '369751', '446199', '434312', '355678', '14578', '438755', '17983', '426967', '18923', '5.4', '96.9', '97.2', '100.0', '99.5', '100.4', '100.9', '98.4', '1.0', '0.6', '1.4', '1.1', '3.4', '2.8', '3.4', '2.9', '3.4', '0.4', '0.2', '0.6', '1.2', '2.9', '0.3', '11.1', '449007', '18404', '305758', '370797', '448568', '436083', '357671', '14661', '440339', '18049', '428003', '20520', '5.1', '96.9', '97.2', '100.2', '99.7', '98.1', '98.4', '99.5', '5.0', '4.6', '6.7', '6.0', '7.5', '7.3', '9.0', '8.6', '7.7', '1.0', '1.2', '4.0', '5.5', '2.9', '0.3', '11.4', '464955', '19067', '319848', '386903', '464714', '452373', '374332', '15351', '457460', '18760', '443414', '25217', '3.3', '96.6', '97.0', '104.0', '104.4', '98.1', '98.4', '99.7']
['Mar-2017', '0.6', '0.2', '0.9', '0.6', '1.4', '1.2', '1.3', '0.9', '1.8', '0.7', '0.7', '-0.1', '0.2', '-1.5', '-1.5', '3.7', '450714', '18396', '307841', '371999', '452403', '439444', '360276', '14705', '446436', '18222', '433820', '22053', '5.0', '97.7', '97.9', '99.8', '99.7', '98.9', '99.3', '102.1', '0.3', '-0.1', '0.8', '0.2', '1.4', '1.4', '1.4', '1.0', '2.1', '0.5', '0.6', '-0.2', '0.2', '1.9', '0.2', '5.5', '450351', '18381', '308165', '371632', '455071', '442020', '362708', '14804', '449436', '18343', '436495', '24537', '5.3', '97.4', '97.7', '99.9', '99.9', '100.0', '98.6', '105.0', '-7.0', '-7.5', '-7.8', '-8.6', '-6.0', '-6.4', '-8.2', '-8.7', '-5.8', '1.3', '1.3', '-8.2', '-9.0', '1.9', '0.2', '4.4', '432415', '17640', '294840', '353526', '436715', '423236', '343682', '14020', '430917', '17579', '420205', '21211', '6.1', '97.9', '98.3', '95.5', '95.0', '100.0', '98.6', '104.1']
['Jun-2017', '0.7', '0.3', '0.8', '0.7', '0.5', '0.4', '0.3', '-0.1', '0.9', '0.9', '0.8', '-0.2', '0.0', '0.7', '0.6', '-0.6', '453746', '18446', '310294', '374526', '454663', '441040', '361389', '14692', '450299', '18306', '437282', '21397', '4.6', '98.5', '98.6', '99.6', '99.7', '99.6', '99.9', '101.5', '0.7', '0.2', '0.6', '0.7', '-0.6', '-0.8', '-1.0', '-1.4', '-0.3', '1.4', '1.2', '-0.7', '-0.6', '-1.2', '0.3', '-5.8', '453282', '18426', '309869', '374057', '452187', '438604', '358933', '14591', '448014', '18212', '435495', '19276', '4.5', '98.8', '98.9', '99.2', '99.2', '98.8', '98.9', '98.9', '5.6', '5.3', '5.5', '6.8', '4.4', '4.9', '5.9', '5.5', '4.5', '1.5', '1.4', '4.0', '4.0', '-1.2', '0.3', '-4.8', '456839', '18573', '310949', '377642', '455742', '443798', '363832', '14792', '450506', '18315', '436142', '15633', '-0.2', '99.4', '99.7', '99.4', '98.8', '98.8', '98.9', '99.0']
['Sep-2017', '0.7', '0.3', '0.6', '0.7', '0.3', '0.3', '0.2', '-0.2', '0.7', '0.7', '0.6', '0.0', '0.0', '1.0', '0.6', '-2.0', '456970', '18506', '312213', '377243', '456046', '442248', '362178', '14668', '453280', '18357', '440213', '19557', '4.3', '99.2', '99.2', '99.6', '99.7', '100.6', '100.6', '99.5', '1.0', '0.6', '0.9', '1.0', '0.9', '0.9', '1.0', '0.6', '1.2', '0.2', '0.1', '0.7', '0.8', '0.2', '0.3', '-0.4', '457697', '18535', '312719', '377971', '456284', '442579', '362561', '14682', '453492', '18364', '439705', '19904', '4.0', '99.0', '99.0', '99.9', '100.0', '98.9', '99.3', '98.5', '0.1', '-0.3', '0.6', '0.0', '0.0', '-0.7', '-0.8', '-1.2', '0.5', '-1.1', '-1.8', '1.3', '2.4', '0.2', '0.3', '-0.5', '457375', '18519', '312669', '377656', '455958', '440761', '360854', '14611', '452963', '18341', '439588', '21796', '9.6', '98.3', '97.9', '100.6', '101.2', '98.9', '99.3', '98.6']
['Dec-2017', '0.8', '0.4', '0.7', '0.9', '0.8', '0.8', '0.9', '0.5', '1.2', '0.5', '0.5', '0.3', '0.2', '0.0', '0.1', '-0.2', '460687', '18587', '314533', '380453', '459918', '445760', '365286', '14738', '458728', '18508', '445089', '19419', '4.1', '99.7', '99.8', '99.9', '99.9', '100.5', '100.7', '99.3', '0.5', '0.2', '0.4', '0.5', '0.5', '0.4', '0.4', '0.1', '0.8', '1.0', '1.1', '-0.5', '-0.6', '0.7', '0.6', '0.1', '460097', '18566', '313968', '379866', '458746', '444519', '364026', '14690', '457330', '18455', '444678', '18484', '4.3', '100.0', '100.0', '99.4', '99.4', '99.6', '99.8', '98.6', '3.9', '3.6', '4.1', '4.6', '3.9', '4.3', '5.2', '4.9', '4.6', '1.8', '2.4', '2.0', '1.6', '0.7', '0.6', '0.2', '475112', '19182', '325441', '394908', '473841', '459777', '379647', '15328', '473909', '19133', '459696', '22228', '2.1', '100.1', '100.2', '102.6', '102.8', '99.6', '99.8', '98.7']
['Mar-2018', '0.8', '0.4', '0.8', '0.8', '1.1', '1.0', '1.0', '0.6', '1.5', '0.5', '0.5', '0.3', '0.2', '-0.8', '-0.9', '1.1', '464292', '18660', '316922', '383546', '464769', '450067', '369075', '14833', '465654', '18715', '450958', '20261', '3.8', '100.2', '100.3', '100.2', '100.2', '99.7', '99.7', '100.5', '0.9', '0.5', '0.8', '0.9', '1.6', '1.6', '1.9', '1.5', '2.2', '-0.3', '-0.3', '1.2', '1.1', '1.1', '0.4', '3.4', '464215', '18657', '316623', '383471', '466236', '451803', '370875', '14905', '467291', '18780', '452281', '21265', '3.8', '99.7', '99.8', '100.7', '100.5', '100.7', '100.2', '102.0', '-6.2', '-6.7', '-6.7', '-7.6', '-5.5', '-5.9', '-7.4', '-7.8', '-5.4', '1.0', '1.3', '-7.2', '-7.9', '1.1', '0.4', '3.1', '445632', '17901', '303582', '364850', '447592', '432809', '351657', '14126', '448288', '18008', '436114', '18920', '5.0', '101.1', '101.5', '95.3', '94.7', '100.7', '100.2', '101.8']
['Jun-2018', '0.6', '0.2', '0.5', '0.6', '0.8', '0.7', '0.7', '0.3', '1.3', '0.6', '0.4', '0.0', '0.1', '-0.6', '-0.7', '0.7', '467248', '18703', '318435', '385990', '468405', '453283', '371766', '14882', '471846', '18888', '456375', '20847', '3.3', '100.8', '100.7', '100.2', '100.2', '99.2', '99.0', '101.1', '0.8', '0.4', '1.0', '0.8', '0.5', '0.3', '0.2', '-0.2', '1.0', '1.6', '1.4', '-0.8', '-0.5', '0.0', '0.4', '-1.2', '467870', '18729', '319636', '386605', '468613', '453211', '371624', '14876', '471802', '18886', '455941', '20950', '3.3', '101.2', '101.2', '99.9', '100.1', '100.7', '100.6', '100.8', '5.9', '5.5', '5.8', '7.0', '5.6', '6.0', '7.2', '6.8', '5.9', '-0.7', '-1.0', '6.6', '6.9', '0.0', '0.4', '-1.1', '471761', '18887', '321252', '390500', '472489', '458766', '376928', '15090', '474720', '19005', '456715', '17030', '-1.8', '100.5', '100.4', '101.5', '101.3', '100.7', '100.6', '100.7']
['Sep-2018', '0.4', '0.0', '0.2', '0.4', '0.6', '0.6', '0.6', '0.2', '1.2', '0.6', '0.3', '-0.2', '-0.2', '-0.2', '0.0', '1.0', '469221', '18707', '318974', '387452', '471444', '456023', '373957', '14909', '477598', '19041', '461561', '21451', '3.1', '101.5', '101.0', '100.0', '100.1', '99.0', '99.0', '102.1', '0.3', '-0.1', '-0.3', '0.3', '0.5', '0.5', '0.5', '0.0', '1.1', '0.1', '-0.2', '0.2', '0.0', '0.7', '0.6', '0.8', '469354', '18711', '318741', '387584', '470928', '455401', '373326', '14883', '477201', '19024', '461096', '20771', '2.9', '101.4', '100.9', '100.1', '100.0', '101.4', '101.3', '101.5', '-0.5', '-1.0', '-0.7', '-0.8', '-0.3', '-1.1', '-1.4', '-1.8', '0.4', '-0.1', '-0.9', '-0.5', '0.2', '0.7', '0.6', '0.9', '469199', '18702', '319060', '387430', '470872', '453758', '371786', '14819', '476791', '19004', '461185', '23117', '8.9', '100.4', '99.5', '101.1', '101.5', '101.4', '101.3', '101.6']
['Dec-2018', '0.3', '-0.1', '0.1', '0.2', '0.8', '0.8', '0.8', '0.4', '1.3', '0.6', '0.4', '-0.3', '-0.3', '0.2', '0.0', '2.1', '470594', '18689', '319167', '388312', '475056', '459506', '376940', '14970', '483632', '19207', '467326', '22470', '3.0', '102.1', '101.4', '99.7', '99.8', '99.2', '99.0', '104.2', '0.2', '-0.2', '-0.1', '0.1', '0.7', '0.9', '1.0', '0.6', '1.3', '0.5', '0.1', '-0.3', '-0.2', '1.2', '0.6', '2.6', '470140', '18671', '318279', '387862', '474443', '459549', '377093', '14976', '483297', '19194', '468100', '23014', '3.1', '101.9', '101.0', '99.8', '99.8', '102.7', '101.8', '104.2', '3.5', '3.2', '3.6', '4.1', '4.1', '4.8', '5.8', '5.5', '5.1', '1.3', '1.3', '2.2', '2.2', '1.2', '0.6', '2.6', '485686', '19299', '330436', '403408', '490166', '475520', '393418', '15632', '500934', '19905', '485050', '28109', '1.0', '101.7', '100.8', '103.3', '103.8', '102.7', '101.8', '104.2']
['Mar-2019', '0.4', '0.0', '0.2', '0.3', '1.1', '1.2', '1.3', '1.0', '1.5', '0.4', '0.4', '0.0', '-0.1', '-0.7', '-1.2', '3.1', '472432', '18693', '319922', '389625', '480194', '464962', '381944', '15112', '490963', '19426', '474533', '24897', '3.1', '102.5', '101.8', '99.7', '99.6', '98.4', '97.9', '107.5', '0.5', '0.1', '0.7', '0.4', '1.2', '1.0', '1.0', '0.6', '1.6', '0.9', '1.1', '-0.4', '-0.5', '1.2', '0.2', '3.2', '472267', '18686', '320431', '389464', '480135', '464163', '380913', '15072', '490823', '19421', '473153', '24023', '3.4', '102.8', '102.1', '99.3', '99.4', '103.9', '102.0', '107.5', '-6.5', '-7.0', '-7.1', '-8.0', '-5.9', '-6.4', '-8.1', '-8.5', '-5.9', '2.1', '2.4', '-8.4', '-9.3', '1.2', '0.2', '2.9', '454028', '17956', '307010', '371225', '461483', '445075', '361584', '14300', '471198', '18635', '456375', '21639', '4.7', '103.8', '103.3', '94.6', '94.1', '103.9', '102.0', '107.2']
['Jun-2019', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '0.6', '0.3', '0.3', '0.6', '1.0', '1.4', '1.7', '1.3', '1.4', '-0.1', '-0.1', '0.7', '0.3', '1.1', '0.5', '1.5', '475156', '18733', '321281', '391811', '484845', '470642', '387352', '15272', '497505', '19615', '482090', '27338', '2.6', '102.7', '102.1', '100.1', '99.7', '105.1', '102.5', '109.1', '5.3', '5.0', '5.0', '6.3', '5.7', '6.9', '8.4', '8.1', '6.1', '-0.9', '-0.8', '6.3', '5.8', '1.1', '0.5', '2.0', '478106', '18852', '322225', '394761', '488006', '475578', '392072', '15460', '499794', '19707', '481382', '21780', '-3.4', '102.9', '102.5', '100.5', '99.5', '105.1', '102.5', '109.4']
['Sep-2019', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '0.6', '0.2', '0.3', '0.5', '0.6', '0.9', '0.9', '0.6', '1.2', '0.7', '0.3', '-0.2', '0.0', '0.7', '0.6', '0.1', '477791', '18770', '322243', '393903', '487665', '475110', '390970', '15359', '503463', '19778', '489171', '30106', '4.8', '103.4', '102.4', '99.9', '99.7', '105.8', '103.1', '109.2', '-0.1', '-0.5', '0.2', '-0.3', '-0.1', '-0.5', '-0.7', '-1.1', '0.6', '-0.6', '-1.8', '0.5', '2.0', '0.7', '0.6', '0.0', '477427', '18752', '322807', '393539', '487544', '473345', '389305', '15291', '502967', '19756', '490190', '33516', '10.8', '102.2', '100.7', '101.0', '101.5', '105.8', '103.1', '109.4']
['Dec-2019', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '0.5', '0.2', '0.4', '0.5', '-0.7', '-0.4', '-0.7', '-1.0', '-0.2', '0.2', '0.1', '0.3', '0.3', '-1.2', '0.5', '-5.2', '480280', '18804', '323505', '395858', '484070', '473029', '388221', '15200', '502256', '19665', '490257', '26583', '3.5', '103.7', '102.5', '100.2', '100.0', '104.6', '103.7', '103.5', '3.8', '3.5', '4.0', '4.5', '2.5', '3.3', '3.9', '3.7', '3.4', '1.0', '1.6', '2.7', '2.3', '-1.2', '0.5', '-5.2', '495573', '19413', '335577', '411151', '499622', '489123', '404680', '15853', '520024', '20371', '507528', '31468', '1.2', '103.3', '102.3', '103.7', '103.9', '104.6', '103.7', '103.7']
['Mar-2020', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '-0.3', '-0.7', '-0.6', '-0.5', '0.3', '0.5', '0.5', '0.1', '0.8', '-0.8', '-1.4', '0.5', '0.8', '1.1', '0.4', '2.9', '478811', '18679', '321488', '393843', '485547', '475348', '390208', '15222', '506181', '19747', '494438', '30011', '5.5', '102.8', '101.0', '100.7', '100.8', '105.7', '104.0', '106.5', '-7.2', '-7.7', '-8.2', '-8.9', '-6.7', '-6.9', '-8.6', '-9.0', '-6.6', '-0.6', '-1.4', '-6.7', '-7.0', '1.1', '0.4', '2.5', '459667', '17924', '307941', '374699', '466068', '455324', '369969', '14426', '485778', '18942', '476896', '26909', '6.7', '102.7', '100.8', '96.8', '96.6', '105.7', '104.0', '106.3']

with open(TABLE1, newline = '') as csvfile:
    # A list of lists of strings
    data = list(csv.reader(csvfile))

data[:3]

[['',
  'Gross domestic product: Chain volume measures - Percentage changes ;',
  'GDP per capita: Chain volume measures - Percentage changes ;',
  'Gross value added market sector: Chain volume measures - Percentage changes ;',
  'Net domestic product: Chain volume measures - Percentage changes ;',
  'Real gross domestic income: Chain volume measures - Percentage changes ;',
  'Real gross national income: Chain volume measures - Percentage changes ;',
  'Real net national disposable income: Chain volume measures - Percentage changes ;',
  'Real net national disposable income per capita: Chain volume measures - Percentage changes ;',
  'Gross domestic product: Current prices - Percentage Changes ;',
  'Hours worked: Index - Percentage changes ;',
  'Hours worked market sector: Index - Percentage changes ;',
  'GDP per hour worked: Index - Percentage changes ;',
  'Gross value added per hour worked market sector: Index - Percentage changes ;',
  'Real unit of labour costs: Index - Percentage changes ;',
  'Real unit of labour costs - Non-farm: Index - Percentage changes ;',
  'Terms of trade: Index - Percentage changes ;',
  'Gross domestic product: Chain volume measures ;',
  'GDP per capita: Chain volume measures ;',
  'Gross value added market sector: Chain volume measures ;',
  'Net domestic product: Chain volume measures ;',
  'Real gross domestic income: Chain volume measures ;',
  'Real gross national income: Chain volume measures ;',
  'Real net national disposable income: Chain volume measures ;',
  'Real net national disposable income per capita: Chain volume measures ;',
  'Gross domestic product: Current prices ;',
  'GDP per capita: Current prices ;',
  'Gross national income: Current prices ;',
  'Net saving: Current prices ;',
  'Household saving ratio: Ratio ;',
  'Hours worked: Index ;',
  'Hours worked market sector: Index ;',
  'GDP per hour worked: Index ;',
  'Gross value added per hour worked market sector: Index ;',
  'Real unit of labour costs: Index ;',
  'Real unit of labour costs - Non-farm: Index ;',
  'Terms of trade: Index ;',
  'Gross domestic product: Chain volume measures - Percentage changes ;',
  'GDP per capita: Chain volume measures - Percentage changes ;',
  'Gross value added market sector: Chain volume measures - Percentage changes ;',
  'Net domestic product: Chain volume measures - Percentage changes ;',
  'Real gross domestic income: Chain volume measures - Percentage changes ;',
  'Real gross national income: Chain volume measures - Percentage changes ;',
  'Real net national disposable income: Chain volume measures - Percentage changes ;',
  'Real net national disposable income per capita: Chain volume measures - Percentage changes ;',
  'Gross domestic product: Current prices - Percentage Changes ;',
  'Hours worked: Index - Percentage changes ;',
  'Hours worked market sector: Index - Percentage changes ;',
  'GDP per hour worked: Index - Percentage changes ;',
  'Gross value added per hour worked market sector: Index - Percentage changes ;',
  'Gross domestic product: Index - Percentage changes ;',
  'Domestic final demand: Index - Percentage changes ;',
  'Terms of trade: Index - Percentage changes ;',
  'Gross domestic product: Chain volume measures ;',
  'GDP per capita: Chain volume measures ;',
  'Gross value added market sector: Chain volume measures ;',
  'Net domestic product: Chain volume measures ;',
  'Real gross domestic income: Chain volume measures ;',
  'Real gross national income: Chain volume measures ;',
  'Real net national disposable income: Chain volume measures ;',
  'Real net national disposable income per capita: Chain volume measures ;',
  'Gross domestic product: Current prices ;',
  'GDP per capita: Current prices ;',
  'Gross national income: Current prices ;',
  'Net saving: Current prices ;',
  'Household saving ratio: Ratio ;',
  'Hours worked: Index ;',
  'Hours worked market sector: Index ;',
  'GDP per hour worked: Index ;',
  'Gross value added per hour worked market sector: Index ;',
  'Gross domestic product: Index ;',
  'Domestic final demand: Index ;',
  'Terms of trade: Index ;',
  'Gross domestic product: Chain volume measures - Percentage changes ;',
  'GDP per capita: Chain volume measures - Percentage changes ;',
  'Gross value added market sector: Chain volume measures - Percentage changes ;',
  'Net domestic product: Chain volume measures - Percentage changes ;',
  'Real gross domestic income: Chain volume measures - Percentage changes ;',
  'Real gross national income: Chain volume measures - Percentage changes ;',
  'Real net national disposable income: Chain volume measures - Percentage changes ;',
  'Real net national disposable income per capita: Chain volume measures - Percentage changes ;',
  'Gross domestic product: Current prices - Percentage Changes ;',
  'Hours worked: Index - Percentage changes ;',
  'Hours worked market sector: Index - Percentage changes ;',
  'GDP per hour worked: Index - Percentage changes ;',
  'Gross value added per hour worked market sector: Index - Percentage changes ;',
  'Gross domestic product: Index - Percentage changes ;',
  'Domestic final demand: Index - Percentage changes ;',
  'Terms of trade: Index - Percentage changes ;',
  'Gross domestic product: Chain volume measures ;',
  'GDP per capita: Chain volume measures ;',
  'Gross value added market sector: Chain volume measures ;',
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  'Real gross national income: Chain volume measures ;',
  'Real net national disposable income: Chain volume measures ;',
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quarters = []
GDP_changes = []

QUARTER = 0
SEASONAL = 38 # The adjusted values

with open(TABLE1, newline = '') as csvfile:
    reader = csv.reader(csvfile)
    row = next(reader)

    while row[QUARTER] != 'Dec-1973':
        row = next(reader)

    # Now here is the Dec-1973
    quarters.append(row[QUARTER])
    GDP_changes.append(float(row[SEASONAL]))

    # Reamining data : Dec-1973 not included
    for row in reader:
        quarters.append(row[QUARTER])
        try:
            # Let anything that can't be returned as a float fail
            GDP_changes.append(float(row[SEASONAL]))
        except ValueError:
            # Catch failure(the ValueError), and put in 'nan'
            GDP_changes.append(float('nan'))

print(GDP_changes)

[2.1, -0.4, -2.4, 0.8, -0.3, 0.2, 2.9, -1.4, -1.8, 4.2, 0.1, 0.5, 0.6, -0.8, 1.1, -0.7, -0.6, 0.4, 0.5, 1.3, 0.6, 2.4, -1.9, 0.6, 1.6, 0.1, -0.1, 0.2, 1.3, 0.0, 1.1, 1.6, -0.8, -1.2, 0.5, -1.0, -1.9, -1.4, -0.5, 2.5, 1.4, 2.2, 0.8, 0.5, 0.4, 1.1, 1.9, 1.0, -0.6, 0.3, -0.6, -0.1, 1.3, 0.6, 1.2, 1.4, 1.6, 0.0, -0.3, 0.3, 1.1, 0.6, 1.8, 0.5, -0.7, 0.5, -0.3, -0.9, 0.3, -1.6, -0.4, 0.1, -0.2, 0.5, 0.5, 0.8, 1.8, 0.5, 0.4, -0.1, 1.6, 1.4, 1.0, 0.5, 0.7, -0.3, 0.0, 2.0, -0.3, 1.4, 0.4, 0.5, 0.6, 0.4, 2.7, -0.1, 1.2, 0.4, 0.7, 1.7, 1.3, 0.5, 0.1, 0.9, 1.4, 0.1, 0.6, -0.1, -0.7, 0.7, 0.5, 0.9, 0.9, 0.5, 1.4, 0.1, 0.4, -0.2, 0.0, 1.4, 1.4, 0.5, 0.4, 0.5, 0.5, 0.5, 0.1, 0.7, 0.5, -0.1, -0.2, 1.0, 0.8, 1.0, 0.1, 0.6, 0.0, 0.6, -0.3, 0.2, -1.0, 0.5, 0.1, -0.1, 0.3, 0.1, 0.2, 0.4, 0.7, -0.6, 0.8, 0.9, 0.7, 0.5, 0.3, 0.1, 0.1, -0.1, 0.0, 0.4, 0.4, 0.3, 0.2, 0.1, 0.0, 0.5, -0.2, 0.7, 0.2, 0.5, 0.3, -0.3, 0.6, -0.1, 0.2, 0.6, 0.2, 0.5, 0.4, -0.1, -0.2, 0.1, 0.3, 0.2, 0.2, -0.7]

GDPs = np.array(GDP_changes)
dates = np.arange(1973.75, 2020.25, 0.25)

plt.plot(dates, GDPs)
plt.plot(dates, np.zeros_like(GDPs), color = "grey")
plt.show()

mask = dates >= 1995

abc_dates = dates[mask]
abd_GDPs = GDPs[mask]

plt.plot(abc_dates, abd_GDPs)
plt.plot(dates[mask], np.zeros_like(abd_GDPs), color = "grey")
plt.show()

# We can use 2-d array to get the annualised data

# Set up the array shape, fill with zeros
shifts = np.zeros((4, len(GDPs)))

# Same as shifts[0, :]
shifts[0] = GDPs
shifts[1, 1:] = GDPs[:-1]
shifts[2, 2:] = GDPs[:-2]
shifts[3, 3:] = GDPs[:-3]

# Print teh first 10 columns
print(shifts[:, :10])

[[ 2.1 -0.4 -2.4  0.8 -0.3  0.2  2.9 -1.4 -1.8  4.2]
 [ 0.   2.1 -0.4 -2.4  0.8 -0.3  0.2  2.9 -1.4 -1.8]
 [ 0.   0.   2.1 -0.4 -2.4  0.8 -0.3  0.2  2.9 -1.4]
 [ 0.   0.   0.   2.1 -0.4 -2.4  0.8 -0.3  0.2  2.9]]

short_and_wide = np.array([[1,2,3,4,5], [6,7,8,9,10]])
print(short_and_wide)
print(short_and_wide.shape)

[[ 1  2  3  4  5]
 [ 6  7  8  9 10]]
(2, 5)

# 0: adding all the columns
print(short_and_wide.sum(0))

# 1: adding all the rows
print(short_and_wide.sum(1))

[ 7  9 11 13 15]
[15 40]

# Transpose the array (matrix)
tall_and_thin = short_and_wide.T

print(tall_and_thin)
print(tall_and_thin.shape)
print(tall_and_thin.sum(0))
print(tall_and_thin.sum(1))

[[ 1  6]
 [ 2  7]
 [ 3  8]
 [ 4  9]
 [ 5 10]]
(5, 2)
[15 40]
[ 7  9 11 13 15]

# We can use 2-d array to get the annualised data

# Set up the array shape, fill with zeros
shifts = np.zeros((4, len(GDPs)))

# Same as shifts[0, :]
shifts[0] = GDPs
shifts[1, 1:] = GDPs[:-1]
shifts[2, 2:] = GDPs[:-2]
shifts[3, 3:] = GDPs[:-3]

# Now sum up the value
annualised = shifts.sum(0)

print(shifts[:, :10])
print(annualised[:10])

[[ 2.1 -0.4 -2.4  0.8 -0.3  0.2  2.9 -1.4 -1.8  4.2]
 [ 0.   2.1 -0.4 -2.4  0.8 -0.3  0.2  2.9 -1.4 -1.8]
 [ 0.   0.   2.1 -0.4 -2.4  0.8 -0.3  0.2  2.9 -1.4]
 [ 0.   0.   0.   2.1 -0.4 -2.4  0.8 -0.3  0.2  2.9]]
[ 2.1  1.7 -0.7  0.1 -2.3 -1.7  3.6  1.4 -0.1  3.9]

plt.figure(figsize = (7, 4))
abc_annualised = annualised[mask]
plt.plot(abc_dates, abc_annualised, linewidth = 3)
plt.plot(abc_dates, np.zeros_like(abc_dates), color = "grey")
plt.show()

def get_line(xs, slope, intercept):
    return xs * slope + intercept

plt.axes(xmargin = 0, ymargin = 0)
xs = np.linspace(-0.5, 3)

for slope in np.arange(-2, 3):
    plt.plot(xs, get_line(xs, slope, 4), linewidth = 3, label = "y = " + str(slope) + "x + 2")

plt.axhline(0, color = "grey")
plt.axvline(0, color = "grey")
plt.legend(loc = "upper left")

plt.show()

# Now we try to guessestate the values

plt.figure(figsize = (8, 4))

slope = -0.170
intercept = 343.4

plt.plot(abc_dates, abc_annualised, linewidth = 3)
plt.plot(abc_dates, get_line(abc_dates, slope, intercept), "k--", linewidth = 3)

plt.axhline(0, color = "grey")

plt.show()

# date needs to be the float number
def gdp_loop1(date, dates, GDPs):
    for (the_date, the_gdp) in zip(dates, GDPs):
        if np.isclose(date, the_date):
            return the_gdp
    # If you couldn't find the index in the array
    raise IndexError

gdp_loop1(2010.00000000000001, abc_dates, abc_annualised)

0.4

def gdp(date, dates, GDPs):
    return GDPs[np.nonzero(np.isclose(dates, date))[0][0]]

gdp(2010., abc_dates, abc_annualised)
gdp(2010.00000000000001, abc_dates, abc_annualised)

0.4

plt.plot(abc_dates, abc_annualised, linewidth = 3)
plt.axhline(0, color = "grey")
plt.plot(abc_dates, get_line(abc_dates, slope, intercept), "k--", linewidth = 3)

mydate = 2010.0
prediction = get_line(mydate, slope, intercept)
actual = gdp(mydate, abc_dates, abc_annualised)

plt.scatter(mydate, prediction, color = "orange", linewidth = 8, label = "prediction")
plt.scatter(mydate, actual, color = "magenta", linewidth = 8, label = "actual")

plt.show()

def plot_trends(dates, gdps, slope, intercept, residuals = True):
    plt.figure(figsize = (10, 5))
    plt.margins(0.08)

    if np.min(gdps) < 0 and np.max(gdps) > 0:
        plt.axhline(color = "grey", marker = 5)
        # Just to put the label x below the x-axis
        plt.text(np.max(dates) + 0.8, -0.5, "x", color = "grey")

    if np.min(dates) < 0 and np.max(dates) > 0:
        plt.axvline(color = "grey", marker = 6)
        plt.text(-0.8, np.max(gdps) + 0.1, "y", color = "grey")

    plt.plot(dates, gdps, color = 'blue', linewidth = 3)
    plt.plot(dates, slope * dates + intercept, linestyle = 'dashed', color = 'black', linewidth = 3)

    if residuals:
        for (date, gdp) in zip(dates, gdps):
            prediction = slope * date + intercept
            plt.plot(np.array([date, date]), np.array([prediction, gdp]), color = "red", linewidth = 2, alpha = 0.6)

    plt.show()

# check
slope = -0.170
intercept = 343.4
plot_trends(abc_dates, abc_annualised, slope, intercept)

# Use for loop to get the mean absolute error
mysum = 0
n = len(abc_dates)
for i in range(n):
    mysum = mysum + abs(abc_annualised[i] - get_line(abc_dates[i], slope, intercept))

mae = mysum / n
mae

0.8813861386138475

# Use array operation to do that
mae = np.sum(np.abs(abc_annualised - get_line(abc_dates, slope, intercept)))/n
mae

0.8813861386138477

# Use array operation to do that
mae = np.mean(np.abs(abc_annualised - get_line(abc_dates, slope, intercept)))
mae

0.8813861386138477

plot_trends(abc_dates, abc_annualised, slope, intercept)
plot_trends(abc_dates, abc_annualised, slope, intercept - 0.5)

mae_adapted = np.mean(np.abs(abc_annualised - get_line(abc_dates, slope, intercept - 0.5)))
mae_adapted

0.8591089108910932

plot_trends(abc_dates, abc_annualised, slope + 0.000123, intercept - 0.5)

mae_adapted1 = np.mean(np.abs(abc_annualised - get_line(abc_dates, slope + 0.000123, intercept - 0.5)))
mae_adapted1

0.8475062326732671

plt.figure(figsize=(10,4))

sample_xs = np.array([1,3,12,14])
sample_ys = np.array([1,5,5,1])

plt.scatter(sample_xs, sample_ys, linewidth=3)

line_xs = np.linspace(0,15)

line1_ys = np.full_like(line_xs, 3)
line2_ys = np.full_like(line_xs, 4)

plt.plot(line_xs, line1_ys, 'g')
plt.plot(line_xs, line2_ys, 'r')

plt.axis('equal')
plt.show()

def mse3 (sample_values, model_values):
    return np.mean(np.square(sample_values - model_vales))

def mse4 (sample_values, model_values):
    return np.square(sample_values - model_values).mean()

plot_trends(abc_dates, abc_annualised, slope, intercept)
mse = mse4(abc_annualised, get_line(abc_dates, slope, intercept))
print("Slope:", slope, "\tIntercept:", intercept, "\tMSE:", mse)

plot_trends(abc_dates, abc_annualised, slope, intercept - 0.5)
mse_adapted = mse4(abc_annualised, get_line(abc_dates, slope, intercept - 0.5))
print("Slope:", slope, "\tIntercept:", intercept, "\tMSE:", mse_adapted)

Slope: -0.17 	Intercept: 343.4 	MSE: 1.3759474009900505

Slope: -0.17 	Intercept: 343.4 	MSE: 1.1405513613861378

print((mae_adapted - mae)/mae)
print((mse_adapted - mse)/mse)

-0.02527521905187871
-0.17107924287987727

rmse = np.sqrt(mse)
rmse_adapted = np.sqrt(mse_adapted)
print(rmse, rmse_adapted, (rmse_adapted - rmse)/rmse)

1.1730078435330475 1.0679659926168705 -0.08954914623571111

from sklearn.metrics import mean_squared_error as skmse

np.median(abc_dates)

2007.5

slope = -0.170
intercept = 343.4

# New valued shifted by median
mdates = abc_dates - np.median(abc_dates)
mslope = slope
mintercept = get_line(np.median(abc_dates), slope, intercept)

plot_trends(mdates, abc_annualised, mslope, mintercept)
print("Slope:", mslope, "\tIntercept:", mintercept, "\tMSE:", skmse(abc_annualised, get_line(mdates, mslope, mintercept)))

Slope: -0.17 	Intercept: 2.124999999999943 	MSE: 1.3759474009900439

mslope = -0.170
mintercept = 2.125
plot_trends(mdates, abc_annualised, mslope + 0.05, mintercept)

print("Slope:", mslope, "\tIntercept:", mintercept, "\tMSE:", skmse(abc_annualised, get_line(mdates, mslope + 0.05, mintercept)))

Slope: -0.17 	Intercept: 2.125 	MSE: 1.1443477722772277

mslope = -0.170
mintercept = 2.125
plot_trends(mdates, abc_annualised, mslope + 0.05, mintercept - 0.5)

print("Slope:", mslope, "\tIntercept:", mintercept, "\tMSE:", skmse(abc_annualised, get_line(mdates, mslope + 0.05, mintercept - 0.5)))

Slope: -0.17 	Intercept: 2.125 	MSE: 0.9089517326732676

def rotate(slope, phi):
    # Rotate the slope by phi degrees
    phi_radians = phi/360 * 2 * np.pi
    return np.tan(phi_radians + np.arctan(slope))

# Rotate anti-clockwise by 1 degree
new_slope = rotate(mslope, 1)

plot_trends(mdates, abc_annualised, new_slope, mintercept)

print("Slope:", mslope, "\tIntercept:", mintercept, "\tMSE:", skmse(abc_annualised, get_line(mdates, new_slope, mintercept)))

Slope: -0.17 	Intercept: 2.125 	MSE: 1.262475268651255

new_slope = -0.170
mintercept = 2.125

new_mse = skmse(abc_annualised, get_line(mdates, new_slope, mintercept))

count = 0
print("Iteration:", count, "\tSlope:", new_slope, "\tMSE:", new_mse)

getting_better = True

while getting_better:
    old_slope = new_slope
    old_mse = new_mse

    count = count + 1

    new_slope = rotate(old_slope, 1)
    new_mse = skmse(abc_annualised, get_line(mdates, new_slope, mintercept))

    print("Iteration:", count, "\tSlope:", new_slope, "\tMSE:", new_mse)
    getting_better = new_mse < old_mse

print("\nBest Slope:", old_slope, "\tBest MSE:", old_mse)

Iteration: 0 	Slope: -0.17 	MSE: 1.375947400990099
Iteration: 1 	Slope: -0.15209361839446114 	MSE: 1.262475268651255
Iteration: 2 	Slope: -0.13428206091591166 	MSE: 1.1834017402272408
Iteration: 3 	Slope: -0.11655380527967059 	MSE: 1.1381699048580207
Iteration: 4 	Slope: -0.0988975378363961 	MSE: 1.1263120407940257
Iteration: 5 	Slope: -0.08130212406412389 	MSE: 1.1474467788608975

Best Slope: -0.0988975378363961 	Best MSE: 1.1263120407940257

plot_trends(mdates, abc_annualised, old_slope, mintercept)

# Get the smallest mse from the slope and intercept list
def get_best_parameters (dates, gdps, paramlist):
    mses = []
    for (slope, intercept) in paramlist:
        eval_mse = skmse(gdps, get_line(dates, slope, intercept))
        mses.append((eval_mse, slope, intercept))
    return sorted(mses)[0]

# General purpose method to optimise slope only

# Step is the size of changing the slope each time
def optimise_slope (dates, gdps, start_slope, intercept, step):
    new_slope = start_slope
    new_mse = skmse(abc_annualised, get_line(mdates, new_slope, mintercept))

    count = 0
    print("Iteration:", count, "\tSlope:", new_slope, "\tMSE:", new_mse)

    getting_better = True

    while getting_better:
        old_slope = new_slope
        old_mse = new_mse

        count = count + 1

        # Try to rotate in both directions
        (new_mse, new_slope, intercept) = get_best_parameters(dates, gdps,
                                          [(rotate(old_slope, step), intercept),
                                           (rotate(old_slope, -step), intercept)])

        print("Iteration:", count, "\tSlope:", new_slope, "\tMSE:", new_mse)
        getting_better = new_mse < old_mse

    print("\nBest Slope:", old_slope, "\tBest MSE:", old_mse)

optimise_slope(mdates, abc_annualised, -0.17, 2.125, 0.5)

Iteration: 0 	Slope: -0.17 	MSE: 1.375947400990099
Iteration: 1 	Slope: -0.16103422705965398 	MSE: 1.3148731305448418
Iteration: 2 	Slope: -0.15209361839446112 	MSE: 1.2624752686512546
Iteration: 3 	Slope: -0.14317671202503737 	MSE: 1.2186756129093848
Iteration: 4 	Slope: -0.1342820609159116 	MSE: 1.1834017402272408
Iteration: 5 	Slope: -0.1254082320096229 	MSE: 1.1565868982256906
Iteration: 6 	Slope: -0.11655380527967055 	MSE: 1.1381699048580207
Iteration: 7 	Slope: -0.10771737280095607 	MSE: 1.128095056000975
Iteration: 8 	Slope: -0.09889753783639606 	MSE: 1.1263120407940257
Iteration: 9 	Slope: -0.10771737280095607 	MSE: 1.128095056000975

Best Slope: -0.09889753783639606 	Best MSE: 1.1263120407940257

# General purpose method to optimise intercept only

# Step is the size of changing the intercept each time
def optimise_intercept (dates, gdps, slope, start_intercept, step):
    new_intercept = start_intercept
    new_mse = skmse(abc_annualised, get_line(mdates, slope, new_intercept))

    count = 0
    print("Iteration:", count, "\tIntercept:", new_intercept, "\tMSE:", new_mse)

    getting_better = True

    while getting_better:
        old_intercept = new_intercept
        old_mse = new_mse

        count = count + 1

        # Try to rotate in both directions
        (new_mse, slope, new_intercept) = get_best_parameters(dates, gdps,
                                          [(slope, old_intercept + step),
                                           (slope, old_intercept - step)])

        print("Iteration:", count, "\tIntercept:", new_intercept, "\tMSE:", new_mse)
        getting_better = new_mse < old_mse

    print("\nBest Intercept:", old_intercept, "\tBest MSE:", old_mse)

optimise_intercept(mdates, abc_annualised, -0.17, 2.125, 0.1)

Iteration: 0 	Intercept: 2.125 	MSE: 1.375947400990099
Iteration: 1 	Intercept: 2.025 	MSE: 1.2888681930693067
Iteration: 2 	Intercept: 1.9249999999999998 	MSE: 1.2217889851485149
Iteration: 3 	Intercept: 1.8249999999999997 	MSE: 1.174709777227723
Iteration: 4 	Intercept: 1.7249999999999996 	MSE: 1.1476305693069306
Iteration: 5 	Intercept: 1.6249999999999996 	MSE: 1.1405513613861389
Iteration: 6 	Intercept: 1.7249999999999996 	MSE: 1.1476305693069306

Best Intercept: 1.6249999999999996 	Best MSE: 1.1405513613861389

# General purpose method to optimise intercept and slope
# Use a list called trace to record all the model and how well they did
def optimise (dates, gdps, slope, slope_step, intercept, intercept_step, quiet = False):

    new_mse = skmse(gdps, get_line(mdates, slope, intercept))
    new_slope = slope
    new_intercept = intercept

    trace = []
    count = 0

    if not quiet:
        print("Iteration:", count, "\tMSE:", new_mse,
              "\tSlope:", new_slope, "\tIntercept:", new_intercept)

    getting_better = True

    while getting_better:

        # Record the mdoel and how well it did
        trace.append((new_mse, new_slope, new_intercept))

        (old_mse, old_slope, old_intercept) = (new_mse, new_slope, new_intercept)

        count = count + 1

        # Try to rotate in both directions
        (new_mse, new_slope, new_intercept) = get_best_parameters(dates, gdps,
                             [(rotate(old_slope, slope_step), old_intercept),
                              (rotate(old_slope, -slope_step), old_intercept),
                              (old_slope, old_intercept + intercept_step),
                              (old_slope, old_intercept - intercept_step)])

        if not quiet:
            print("Iteration:", count, "\tMSE:", new_mse,
                  "\tSlope:", new_slope, "\tIntercept:", new_intercept)

        getting_better = new_mse < old_mse

    if not quiet:
        print("\nBest MSE:", old_mse, "\tBest Slope:", old_slope,
              "\tBest Intercept:", old_intercept)

    return (old_mse, old_slope, old_intercept, trace)

(opt_mse, opt_slope, opt_intercept, trace) = optimise(mdates, abc_annualised, -0.17, 0.2, 2.125, 0.02, quiet = True)
opt_mse

0.8904530267159789

trace

[(1.375947400990099, -0.17, 2.125),
 (1.350471274966931, -0.16641057689310657, 2.125),
 (1.3263912664676367, -0.16282532144832104, 2.125),
 (1.303702032099393, -0.159244139191026, 2.125),
 (1.282398380011234, -0.1556669360594497, 2.125),
 (1.2624752686512546, -0.15209361839446112, 2.125),
 (1.2434594270670964, -0.15209361839446112, 2.105),
 (1.2249119639752928, -0.14852409292945282, 2.105),
 (1.206696122391134, -0.14852409292945282, 2.085),
 (1.1892802808069758, -0.14852409292945282, 2.065),
 (1.1721037214432528, -0.1449582667803089, 2.065),
 (1.1554878798590946, -0.1449582667803089, 2.045),
 (1.1396720382749361, -0.1449582667803089, 2.025),
 (1.1238617848818253, -0.14139604743545608, 2.025),
 (1.1088459432976667, -0.14139604743545608, 2.005),
 (1.0943975437973117, -0.13783734274599532, 2.005),
 (1.0801817022131532, -0.13783734274599532, 1.9849999999999999),
 (1.066765860628995, -0.13783734274599532, 1.9649999999999999),
 (1.0536750075539734, -0.1342820609159116, 1.9649999999999999),
 (1.0410591659698152, -0.1342820609159116, 1.9449999999999998),
 (1.0292433243856567, -0.1342820609159116, 1.9249999999999998),
 (1.0175058538432307, -0.13073011049236014, 1.9249999999999998),
 (1.0064900122590725, -0.13073011049236014, 1.9049999999999998),
 (0.9961019029284544, -0.127181400356026, 1.9049999999999998),
 (0.9858860613442959, -0.127181400356026, 1.8849999999999998),
 (0.9764702197601376, -0.127181400356026, 1.8649999999999998),
 (0.9674275919223959, -0.12363583971155555, 1.8649999999999998),
 (0.9588117503382375, -0.12363583971155555, 1.8449999999999998),
 (0.950995908754079, -0.12363583971155555, 1.8249999999999997),
 (0.9432950233542995, -0.12009333807805743, 1.8249999999999997),
 (0.9362791817701412, -0.12009333807805743, 1.8049999999999997),
 (0.9299164395114861, -0.1165538052796705, 1.8049999999999997),
 (0.9237005979273273, -0.1165538052796705, 1.7849999999999997),
 (0.918284756343169, -0.1165538052796705, 1.7649999999999997),
 (0.913256696812482, -0.1130171514361972, 1.7649999999999997),
 (0.9086408552283237, -0.1130171514361972, 1.7449999999999997),
 (0.9048250136441651, -0.1130171514361972, 1.7249999999999996),
 (0.9011283144687895, -0.10948328695379982, 1.7249999999999996),
 (0.8981124728846311, -0.10948328695379982, 1.7049999999999996),
 (0.8957439489201087, -0.10595212251575771, 1.7049999999999996),
 (0.8935281073359502, -0.10595212251575771, 1.6849999999999996),
 (0.8921122657517917, -0.10595212251575771, 1.6649999999999996),
 (0.8910688683001372, -0.1024235690732835, 1.6649999999999996),
 (0.8904530267159789, -0.1024235690732835, 1.6449999999999996)]

np.array(trace)

array([[ 1.3759474 , -0.17      ,  2.125     ],
       [ 1.35047127, -0.16641058,  2.125     ],
       [ 1.32639127, -0.16282532,  2.125     ],
       [ 1.30370203, -0.15924414,  2.125     ],
       [ 1.28239838, -0.15566694,  2.125     ],
       [ 1.26247527, -0.15209362,  2.125     ],
       [ 1.24345943, -0.15209362,  2.105     ],
       [ 1.22491196, -0.14852409,  2.105     ],
       [ 1.20669612, -0.14852409,  2.085     ],
       [ 1.18928028, -0.14852409,  2.065     ],
       [ 1.17210372, -0.14495827,  2.065     ],
       [ 1.15548788, -0.14495827,  2.045     ],
       [ 1.13967204, -0.14495827,  2.025     ],
       [ 1.12386178, -0.14139605,  2.025     ],
       [ 1.10884594, -0.14139605,  2.005     ],
       [ 1.09439754, -0.13783734,  2.005     ],
       [ 1.0801817 , -0.13783734,  1.985     ],
       [ 1.06676586, -0.13783734,  1.965     ],
       [ 1.05367501, -0.13428206,  1.965     ],
       [ 1.04105917, -0.13428206,  1.945     ],
       [ 1.02924332, -0.13428206,  1.925     ],
       [ 1.01750585, -0.13073011,  1.925     ],
       [ 1.00649001, -0.13073011,  1.905     ],
       [ 0.9961019 , -0.1271814 ,  1.905     ],
       [ 0.98588606, -0.1271814 ,  1.885     ],
       [ 0.97647022, -0.1271814 ,  1.865     ],
       [ 0.96742759, -0.12363584,  1.865     ],
       [ 0.95881175, -0.12363584,  1.845     ],
       [ 0.95099591, -0.12363584,  1.825     ],
       [ 0.94329502, -0.12009334,  1.825     ],
       [ 0.93627918, -0.12009334,  1.805     ],
       [ 0.92991644, -0.11655381,  1.805     ],
       [ 0.9237006 , -0.11655381,  1.785     ],
       [ 0.91828476, -0.11655381,  1.765     ],
       [ 0.9132567 , -0.11301715,  1.765     ],
       [ 0.90864086, -0.11301715,  1.745     ],
       [ 0.90482501, -0.11301715,  1.725     ],
       [ 0.90112831, -0.10948329,  1.725     ],
       [ 0.89811247, -0.10948329,  1.705     ],
       [ 0.89574395, -0.10595212,  1.705     ],
       [ 0.89352811, -0.10595212,  1.685     ],
       [ 0.89211227, -0.10595212,  1.665     ],
       [ 0.89106887, -0.10242357,  1.665     ],
       [ 0.89045303, -0.10242357,  1.645     ]])

# Plot the MSE of all the records
output = np.array(trace)
plt.plot(output[:,0])
plt.xlabel("Iteration")
plt.ylabel("MSE")
plt.show()

plt.plot(output[:,1], output[:,2])
plt.xlabel("Slope")
plt.ylabel("Intercept")
plt.show()

def f(a, b, x):
    return a * x + b

a = np.linspace(-0.18, -0.02, 20)
b = np.linspace(2.4, 1.2, 20)

x = mdates
A, B, X = np.meshgrid(a, b, x)

F = f(A, B, X)

y = abc_annualised
(_, _, Y) = np.meshgrid(np.ones(20), np.ones(20), y)
print(Y.shape)
sdiff = (Y - F)**2
sdiff.shape
sse = np.sum(sdiff, 2)
sse.shape
mse = sse/len(x)

mse.shape
A1, B1 = np.meshgrid(a, b)

plt.contourf(A1, B1, mse, 30)

plt.plot(output[:,1], output[:,2])
plt.xlabel("Slope")
plt.ylabel("Intercept")
plt.title("Parameter Space")

plt.show()

(20, 20, 101)

from mpl_toolkits import mplot3d

fig = plt.figure()
ax = plt.axes(projection='3d')
ax.plot_surface(A1, B1, mse, alpha=0.7)
ax.plot3D(output[:,1], output[:,2], 
          output[:,0], color='red', linewidth=3)

ax.set_xlabel("Slope")
ax.set_ylabel("Intercept")
ax.set_zlabel("MSE")
ax.set_xticks([-0.16, -0.12, -0.08, -0.04])
ax.set_yticks([1.2, 1.6, 2.0, 2.4])
ax.view_init(40, 300)
plt.show()

slope = -0.170
intercept = 343.4
plot_trends(dates, annualised, slope, intercept, residuals=False)

lope = -0.170
intercept = 343.4

# New valued shifted by median
mdates = dates - np.median(dates)
mslope = slope
mintercept = get_line(np.median(dates), slope, intercept)

plot_trends(mdates, annualised, mslope, mintercept)
print("Slope:", mslope, "\tIntercept:", mintercept, "\tMSE:",
      skmse(annualised, get_line(mdates, mslope, mintercept)))

Slope: -0.17 	Intercept: 3.9312499999999773 	MSE: 13.237720598118175

(opt_mse, opt_slope, opt_intercept, trace) = optimise(mdates,
                                                      annualised,
                                                      mslope, 0.1,
                                                      mintercept,
                                                      0.02, quiet = True)
opt_mse

3.270276858781611

# Plot the MSE of all the records
output = np.array(trace)
plt.plot(output[:,0])
plt.xlabel("Iteration")
plt.ylabel("MSE")
plt.show()

plt.plot(output[:,1], output[:,2])
plt.xlabel("Slope")
plt.ylabel("Intercept")
plt.show()

plot_trends(mdates, annualised, opt_slope, opt_intercept, residuals=True)

prove_my_point = dates >= 2008 # my recent decades
pmp_dates = dates[prove_my_point]
pmp_annualised = annualised[prove_my_point]

slope = -0.170
intercept = 343.4

pmp_mdates = pmp_dates - np.median(pmp_dates)

mslope = slope
mintercept = get_line(np.median(pmp_dates), slope, intercept)

print(len(pmp_dates))
print(len(pmp_annualised))

# (opt_mse, opt_slope, opt_intercept, trace) = optimise(mdates, pmp_annualised, mslope, 0.2, mintercept, 0.02, quiet = True)

49
49

xs = dates
ys = annualised

n = len(xs)

# Calculate the smaple means
x_bar = np.sum(xs) / n
y_bar = np.sum(ys) / n

print(n, x_bar, y_bar)

186 1996.875 1.616666666666667

xdiffs = xs - np.full_like(xs, x_bar)
ydiffs = ys - np.full_like(ys, y_bar)

a = np.sum(xdiffs * ydiffs) / np.sum(xdiffs ** 2)
b = y_bar - a * x_bar

print(a)
print(b)

-0.010042473040575513
21.670230019565896

# a is the slope
# b is the intercept when the x euquals to 0
intercept = get_line(np.median(dates), a, b)
intercept

1.6166666666666671

np.mean(ydiffs ** 2)

3.2883781362007167

skmse(annualised, get_line(dtaes, a,))

---------------------------------------------------------------------------
NameError                                 Traceback (most recent call last)
<ipython-input-63-4e46b4e4695b> in <module>
----> 1 skmse(annualised, get_line(dtaes, a,))

NameError: name 'dtaes' is not defined