Final Project
Introduction
For my final project, as outlined in the discussion forum, I chose to understand better the employment data during the lock downs instituted in March and April and their impact on employment. The analysis is organized into five parts. Part I discusses high-level employment trends during the initial lockdowns and the progress made since, Part II then takes a deep-dive into employment trends by industry - least and worst impacted industries for a select set of industries and how they have fared since, Part III looks at the impact of education level on employment losses. Part IV explores demographic trends by gender and race, i.e. were some minority groups disproportionately impacted by COVID-19 employment losses than others. Since each part is a separate question, I’ve followed up with conclusions for each section with a thoughtful analysis. Some key takeaways are surmised at the end bringing the conclusions together!
Motivation for performing the analysis
The motivation behind my analysis is simple, commercial real estate demand across property types is dependent on employment. Office-using employment drives office demand, total employment is often the exogenous driver behind forecasting industrial demand as people are likely to indulge in discretionary purchases and durable goods when they are employed which in turn drives warehouse and distribution space demand to store those goods. Retail sales are likewise linked to employment and consumption patterns and finally apartment demand is strongly linked to employment as well - Young millennials are likely to rent in urban cores and in Sun Belt cities with strong job growth. Married and unmarried professionals typically rent first before they scope out a single-family home for purchase etc. With so much riding on employment, it is interesting to understand the trends behind this macro driver and ultimately extrapolate how it might impact commercial real estate demand in the near-term.
Step 1: Data acquisition
I chose to use BLS employment data but as provided on the FRED database. The data is generally displayed in chart form on the FRED website and available to download in several formats - Excel, CSV, Image, PowerPoint or PDF. I chose the CSV format as this is one of the acceptable file formats outlined in the final project requirements. Below are the files I’ve downloaded from FRED and uploaded to the Github site. The selected data series are all seasonally adjusted. monthly data and the sources behind the employment data are BLS’ Establishment (Current Employment Statistics) and Household Surveys (Current Population Survey).
# Tidyverse to load ggplot and tidyr to manipulate and visualize data frames
library(tidyverse)## Warning: package 'tidyverse' was built under R version 3.6.3## -- Attaching packages -------------------------------------------------------------------------------- tidyverse 1.3.0 --## v ggplot2 3.3.2 v purrr 0.3.4
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## x dplyr::filter() masks stats::filter()
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library(ggplot2)
library(lubridate)## Warning: package 'lubridate' was built under R version 3.6.3##
## Attaching package: 'lubridate'## The following objects are masked from 'package:base':
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## date, intersect, setdiff, unionlibrary(gridExtra)## Warning: package 'gridExtra' was built under R version 3.6.3##
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## smithslibrary(e1071)## Warning: package 'e1071' was built under R version 3.6.3Loading data source #1 - CSV files.
#Aggregate national-level employment data for total non-farm, goods and services to assess where job losses were severe from the CES (Current Employment Statistics) Establishment Survey
#All Employees, Total Non-farm
url1 <- 'https://raw.githubusercontent.com/tponnada/DATA607/master/PAYEMS.csv'
#All Employees, Goods-Producing
url2 <- 'https://raw.githubusercontent.com/tponnada/DATA607/master/USGOOD.csv'
#All Employees, Service-Producing
url3 <- 'https://raw.githubusercontent.com/tponnada/DATA607/master/SRVPRD.csv'
#Aggregate sector-level employment data to analyze and identify worst and best-performing sectors from the CES (Current Employment Statistics) Establishment Survey
#All Employees, Manufacturing
url4 <- 'https://raw.githubusercontent.com/tponnada/DATA607/master/MANEMP.csv'
#All Employees, Education and Health Services
url5 <- 'https://raw.githubusercontent.com/tponnada/DATA607/master/USEHS.csv'
#All Employees, Financial Activities
url6 <- 'https://raw.githubusercontent.com/tponnada/DATA607/master/USFIRE.csv'
#All Employees, Leisure & Hospitality
url7 <- 'https://raw.githubusercontent.com/tponnada/DATA607/master/USLAH.csv'
#All Employees, Professional & Business Services
url8 <- 'https://raw.githubusercontent.com/tponnada/DATA607/master/USPBS.csv'
#All Employees, Retail Trade
url9 <- 'https://raw.githubusercontent.com/tponnada/DATA607/master/USTRADE.csv'
#All Employees, Oil and Gas Extraction
url10 <- 'https://raw.githubusercontent.com/tponnada/DATA607/master/CES1021100001.csv'
#All Employees, Air Transportation
url11 <- 'https://raw.githubusercontent.com/tponnada/DATA607/master/CES4348100001.csv'
#All Employees, Truck Transportation
url12 <- 'https://raw.githubusercontent.com/tponnada/DATA607/master/CES4348400001.csv'
#All Employees, Warehousing and Storage
url13 <- 'https://raw.githubusercontent.com/tponnada/DATA607/master/CES4349300001.csv'
#All Employees, Health Care
url14 <- 'https://raw.githubusercontent.com/tponnada/DATA607/master/CES6562000101.csv'
#Women Employees, Leisure and Hospitality
url15 <- 'https://raw.githubusercontent.com/tponnada/DATA607/master/CES7000000010.csv'
#All Employees, Food Services and Drinking Places
url16 <- 'https://raw.githubusercontent.com/tponnada/DATA607/master/CES7072200001.csv'
#Employment-levels to identify choice and demographic trends from the Current Population Survey (CPS)
#Employed, Usually Work Full Time
url17 <- 'https://raw.githubusercontent.com/tponnada/DATA607/master/LNS12500000.csv'
#Employed, Usually Work Part Time
url18 <- 'https://raw.githubusercontent.com/tponnada/DATA607/master/LNS12600000.csv'
#Employment Level - Part-Time for Economic Reasons, All Industries
url19 <- 'https://raw.githubusercontent.com/tponnada/DATA607/master/LNS12032194.csv'
#Employment Level - Part-Time for Economic Reasons, Non-agricultural Industries
url20 <- 'https://raw.githubusercontent.com/tponnada/DATA607/master/LNS12032197.csv'
#Employment Level - Black or African American
url21 <- 'https://raw.githubusercontent.com/tponnada/DATA607/master/LNS12000006.csv'
#Employment Level - Hispanic or Latino
url22 <- 'https://raw.githubusercontent.com/tponnada/DATA607/master/LNS12000009.csv'
#Employment Level - White
url23 <- 'https://raw.githubusercontent.com/tponnada/DATA607/master/LNS12000003.csv'
#Employment Level - Women
url24 <- 'https://raw.githubusercontent.com/tponnada/DATA607/master/LNS12000002.csv'
#Employment Level - Men
url25 <- 'https://raw.githubusercontent.com/tponnada/DATA607/master/LNS12000001.csv'
#Employment Level - Married Women
url26 <- 'https://raw.githubusercontent.com/tponnada/DATA607/master/LNS12000315.csv'
#Employment Level - Married Men
url27 <- 'https://raw.githubusercontent.com/tponnada/DATA607/master/LNS12000150.csv'
#Employment Level - Bachelor's Degree and Higher, 25 Yrs. & Over
url28 <- 'https://raw.githubusercontent.com/tponnada/DATA607/master/LNS12027662.csv'
#Employment Level - Some College or Associate Degree, 25 Yrs. & Over
url29 <- 'https://raw.githubusercontent.com/tponnada/DATA607/master/LNS12027689.csv'
#Employment Level - High School Graduates, No College, 25 Yrs. & Over
url30 <- 'https://raw.githubusercontent.com/tponnada/DATA607/master/LNS12027660.csv'
#Employment Level - Less Than a High School Diploma, 25 Yrs. & Over
url31 <- 'https://raw.githubusercontent.com/tponnada/DATA607/master/LNS12027659.csv'
#Labor Force Flows Unemployed to Employed
url32 <- 'https://raw.githubusercontent.com/tponnada/DATA607/master/LNS17100000.csv'
#Labor Force Flows Employed to Unemployed
url33 <- 'https://raw.githubusercontent.com/tponnada/DATA607/master/LNS17400000.csv'
#Employment-to-population ratios by totals and by age and gender cohorts from the current population survey (Household Survey)
#Employment-Population Ratio - Men
url34 <- 'https://raw.githubusercontent.com/tponnada/DATA607/master/LNS12300001.csv'
#Employment-Population Ratio - Women
url35 <- 'https://raw.githubusercontent.com/tponnada/DATA607/master/LNS12300002.csv'
#Employment Rate: Aged 25-54: All Persons for the United States
url36 <- 'https://raw.githubusercontent.com/tponnada/DATA607/master/LREM25TTUSM156S.csv'
#Employment Rate: Aged 25-54: Females for the United State
url37 <- 'https://raw.githubusercontent.com/tponnada/DATA607/master/LREM25FEUSM156S.csv'
#Employment Rate: Aged 25-54: Males for the United States
url38 <- 'https://raw.githubusercontent.com/tponnada/DATA607/master/LREM25MAUSM156S.csv'
#Employment Rate: Aged 55-64: All Persons for the United States
url39 <- 'https://raw.githubusercontent.com/tponnada/DATA607/master/LREM55TTUSM156S.csv'
#Employment Rate: Aged 55-64: Females for the United States
url40 <- 'https://raw.githubusercontent.com/tponnada/DATA607/master/LREM55FEUSM156S.csv'
#Employment Rate: Aged 55-64: Males for the United States
url41 <- 'https://raw.githubusercontent.com/tponnada/DATA607/master/LREM55MAUSM156S.csv'
#Reading data into dataframes
dfempnfarm <- read.csv(file = url1)
dfusgoods <- read.csv(file = url2)
dfsrvprd <- read.csv(file = url3)
dfmanemp <- read.csv(file = url4)
dfusehs <- read.csv(file = url5)
dfusfire <- read.csv(file = url6)
dfuslah <- read.csv(file = url7)
dfuspbs <- read.csv(file = url8)
dfustrade <- read.csv(file = url9)
dfusong <- read.csv(file = url10)
dfairtran <- read.csv(file = url11)
dftrucktran <- read.csv(file = url12)
dfuswhs <- read.csv(file = url13)
dfushcare <- read.csv(file = url14)
dfusfemlah <- read.csv(file = url15)
dffandb <- read.csv(file = url16)
dffullt <- read.csv(file = url17)
dfpartt <- read.csv(file = url18)
dfparttecal <- read.csv(file = url19)
dfparttecna <- read.csv(file = url20)
dfblack <- read.csv(file = url21)
dfhis <- read.csv(file = url22)
dfwhite <- read.csv(file = url23)
dfempw <- read.csv(file = url24)
dfempm <- read.csv(file = url25)
dfmempw <- read.csv(file = url26)
dfmempm <- read.csv(file = url27)
dfbach <- read.csv(file = url28)
dfcoll <- read.csv(file = url29)
dfhigh <- read.csv(file = url30)
dfnhigh <- read.csv(file = url31)
dfunemp2emp <- read.csv(file = url32)
dfemp2unemp <- read.csv(file = url33)
dfemp2popm <- read.csv(file = url34)
dfemp2popfem <- read.csv(file = url35)
df25254all <- read.csv(file = url36)
df25254fem <- read.csv(file = url37)
df25254men <- read.csv(file = url38)
df55264all <- read.csv(file = url39)
df55264fem <- read.csv(file = url40)
df55264men <- read.csv(file = url41)Step 2: Data cleansing & Transformation
The data tends to be pretty clean as put out by FRED. I checked the first few sets of files and there were no missing data or NA’s in the columns. Also, each file corresponds to only one employment varirable - e.g. Total employment or total employment-to-population ratio for women etc. But I did rename columns where necessary to make them more understandable.
#Rename non-farm employment column
dfempnfarm <- rename(dfempnfarm, EMPNFARM = "PAYEMS"); head(dfempnfarm)## DATE EMPNFARM
## 1 1/1/1939 29923
## 2 2/1/1939 30100
## 3 3/1/1939 30280
## 4 4/1/1939 30094
## 5 5/1/1939 30299
## 6 6/1/1939 30502#Rename Oil & Gas employment column
dfusong <- rename(dfusong, USONG = "CES1021100001"); head(dfusong)## DATE USONG
## 1 1/1/1972 141.2
## 2 2/1/1972 140.9
## 3 3/1/1972 140.8
## 4 4/1/1972 140.2
## 5 5/1/1972 139.6
## 6 6/1/1972 139.5#Rename Air Transportation employment column
dfairtran <- rename(dfairtran, AIRTRAN = "CES4348100001"); head(dfairtran)## DATE AIRTRAN
## 1 1/1/1990 508.8
## 2 2/1/1990 513.7
## 3 3/1/1990 518.5
## 4 4/1/1990 523.8
## 5 5/1/1990 527.4
## 6 6/1/1990 531.3#Rename Truck Transportation employment column
dftrucktran <- rename(dftrucktran, TRUCKTRAN = "CES4348400001"); head(dftrucktran)## DATE TRUCKTRAN
## 1 1/1/1990 1122.6
## 2 2/1/1990 1127.3
## 3 3/1/1990 1132.8
## 4 4/1/1990 1130.9
## 5 5/1/1990 1130.5
## 6 6/1/1990 1125.0#Rename Warehouse employment column
dfuswhs <- rename(dfuswhs, USWHS = "CES4349300001"); head(dfuswhs)## DATE USWHS
## 1 1/1/1990 409.4
## 2 2/1/1990 409.0
## 3 3/1/1990 409.6
## 4 4/1/1990 410.4
## 5 5/1/1990 409.2
## 6 6/1/1990 410.4#Rename US healthcare employment column
dfushcare <- rename(dfushcare, USHCARE = "CES6562000101"); head(dfushcare)## DATE USHCARE
## 1 1/1/1990 8012.2
## 2 2/1/1990 8048.2
## 3 3/1/1990 8091.1
## 4 4/1/1990 8122.2
## 5 5/1/1990 8161.2
## 6 6/1/1990 8201.8#Rename female employment in Leisure & Hospitality employment column
dfusfemlah <- rename(dfusfemlah, USFEMLAH = "CES7000000010"); head(dfusfemlah)## DATE USFEMLAH
## 1 1/1/1964 1200
## 2 2/1/1964 1211
## 3 3/1/1964 1238
## 4 4/1/1964 1213
## 5 5/1/1964 1226
## 6 6/1/1964 1235#Rename Food & Beverage employment column
dffandb <- rename(dffandb, USFANDB = "CES7072200001"); head(dffandb)## DATE USFANDB
## 1 1/1/1990 6538.5
## 2 2/1/1990 6536.0
## 3 3/1/1990 6539.4
## 4 4/1/1990 6526.9
## 5 5/1/1990 6501.3
## 6 6/1/1990 6530.5#Rename Full-time employment column
dffullt <- rename(dffullt, USFULLT = "LNS12500000"); head(dffullt)## DATE USFULLT
## 1 1/1/1968 64640
## 2 2/1/1968 64819
## 3 3/1/1968 65024
## 4 4/1/1968 65272
## 5 5/1/1968 65286
## 6 6/1/1968 65517#Rename Part-time employment column
dfpartt <- rename(dfpartt, USPARTT = "LNS12600000"); head(dfpartt)## DATE USPARTT
## 1 1/1/1968 10086
## 2 2/1/1968 10425
## 3 3/1/1968 10334
## 4 4/1/1968 10440
## 5 5/1/1968 10788
## 6 6/1/1968 10752#Rename Part-time for economic reasons - all industries employment column
dfparttecal <- rename(dfparttecal, USPARTTECAL = "LNS12032194"); head(dfparttecal)## DATE USPARTTECAL
## 1 5/1/1955 2063
## 2 6/1/1955 1982
## 3 7/1/1955 2123
## 4 8/1/1955 2203
## 5 9/1/1955 2133
## 6 10/1/1955 2093#Rename Part-time for economic reasons - Non-agriculture industries employment column
dfparttecna <- rename(dfparttecna, USPARTTECNA = "LNS12032197"); head(dfparttecna)## DATE USPARTTECNA
## 1 5/1/1955 1805
## 2 6/1/1955 1755
## 3 7/1/1955 1912
## 4 8/1/1955 1881
## 5 9/1/1955 1864
## 6 10/1/1955 1836#Rename Black employment column
dfblack <- rename(dfblack, USBLACK = "LNS12000006"); head(dfblack)## DATE USBLACK
## 1 1/1/1972 7594
## 2 2/1/1972 7644
## 3 3/1/1972 7727
## 4 4/1/1972 7771
## 5 5/1/1972 7813
## 6 6/1/1972 7899#Rename Hispanic employment column
dfhis <- rename(dfhis, USHIS = "LNS12000009"); head(dfhis)## DATE USHIS
## 1 3/1/1973 3467
## 2 4/1/1973 3398
## 3 5/1/1973 3367
## 4 6/1/1973 3335
## 5 7/1/1973 3346
## 6 8/1/1973 3355#Rename White employment column
dfwhite <- rename(dfwhite, USWHITE = "LNS12000003"); head(dfwhite)## DATE USWHITE
## 1 1/1/1954 53963
## 2 2/1/1954 54566
## 3 3/1/1954 54380
## 4 4/1/1954 53929
## 5 5/1/1954 53739
## 6 6/1/1954 53619#Rename Female employment column
dfempw <- rename(dfempw, USEMPW = "LNS12000002"); head(dfempw)## DATE USEMPW
## 1 1/1/1948 16325
## 2 2/1/1948 16361
## 3 3/1/1948 16240
## 4 4/1/1948 16706
## 5 5/1/1948 16344
## 6 6/1/1948 16934#Rename Male employment column
dfempm <- rename(dfempm, USEMPM = "LNS12000001"); head(dfempm)## DATE USEMPM
## 1 1/1/1948 41736
## 2 2/1/1948 41835
## 3 3/1/1948 41431
## 4 4/1/1948 41585
## 5 5/1/1948 41510
## 6 6/1/1948 41809#Rename Married Women employment column
dfmempw <- rename(dfmempw, USMEMPW = "LNS12000315"); head(dfmempw)## DATE USMEMPW
## 1 1/1/1955 10004
## 2 2/1/1955 9985
## 3 3/1/1955 9833
## 4 4/1/1955 10140
## 5 5/1/1955 10132
## 6 6/1/1955 10212#Rename Married Men employment column
dfmempm <- rename(dfmempm, USMEMPM = "LNS12000150"); head(dfmempm)## DATE USMEMPM
## 1 1/1/1955 33176
## 2 2/1/1955 33239
## 3 3/1/1955 33240
## 4 4/1/1955 33232
## 5 5/1/1955 33581
## 6 6/1/1955 33551#Rename Bachelor's degree employment column
dfbach <- rename(dfbach, USBACH = "LNS12027662"); head(dfbach)## DATE USBACH
## 1 1/1/1992 26776
## 2 2/1/1992 26818
## 3 3/1/1992 26954
## 4 4/1/1992 27097
## 5 5/1/1992 27203
## 6 6/1/1992 27344#Rename Some college employment column
dfcoll <- rename(dfcoll, USCOLL = "LNS12027689"); head(dfcoll)## DATE USCOLL
## 1 1/1/1992 24962
## 2 2/1/1992 24940
## 3 3/1/1992 25058
## 4 4/1/1992 25219
## 5 5/1/1992 25401
## 6 6/1/1992 25483#Rename only high school employment column
dfhigh <- rename(dfhigh, USHIGH = "LNS12027660"); head(dfhigh)## DATE USHIGH
## 1 1/1/1992 35237
## 2 2/1/1992 35446
## 3 3/1/1992 35531
## 4 4/1/1992 35547
## 5 5/1/1992 35372
## 6 6/1/1992 35296#Rename No high school employment column
dfnhigh <- rename(dfnhigh, USNHIGH = "LNS12027659"); head(dfnhigh)## DATE USNHIGH
## 1 1/1/1992 12266
## 2 2/1/1992 12087
## 3 3/1/1992 12002
## 4 4/1/1992 11952
## 5 5/1/1992 11850
## 6 6/1/1992 11974#Rename Unemployed to Employed employment column
dfunemp2emp <- rename(dfunemp2emp, USUNEMP2EMP = "LNS17100000"); head(dfunemp2emp)## DATE USUNEMP2EMP
## 1 2/1/1990 2152
## 2 3/1/1990 1964
## 3 4/1/1990 1801
## 4 5/1/1990 1931
## 5 6/1/1990 1945
## 6 7/1/1990 1818#Rename Employed to Unemployed employment column
dfemp2unemp <- rename(dfemp2unemp, USEMP2UNEMP = "LNS17400000"); head(dfemp2unemp)## DATE USEMP2UNEMP
## 1 2/1/1990 1823
## 2 3/1/1990 1764
## 3 4/1/1990 1873
## 4 5/1/1990 1676
## 5 6/1/1990 1771
## 6 7/1/1990 1941#Rename Employment-to-population ratio Male employment column
dfemp2popm <- rename(dfemp2popm, USEMP2POPM = "LNS12300001"); head(dfemp2popm)## DATE USEMP2POPM
## 1 1/1/1948 83.8
## 2 2/1/1948 83.9
## 3 3/1/1948 83.0
## 4 4/1/1948 83.3
## 5 5/1/1948 83.1
## 6 6/1/1948 83.7#Rename Employment-to-population ratio Female column
dfemp2popfem <- rename(dfemp2popfem, USEMP2POPFEM = "LNS12300002"); head(dfemp2popfem)## DATE USEMP2POPFEM
## 1 1/1/1948 30.9
## 2 2/1/1948 31.0
## 3 3/1/1948 30.7
## 4 4/1/1948 31.6
## 5 5/1/1948 30.9
## 6 6/1/1948 31.9#Rename the demographic cohorts
df25254all <- rename(df25254all, US25254ALL = "LREM25TTUSM156S"); head(df25254all)## DATE US25254ALL
## 1 1/1/1977 71.07622
## 2 2/1/1977 71.19976
## 3 3/1/1977 71.34636
## 4 4/1/1977 71.58405
## 5 5/1/1977 71.76391
## 6 6/1/1977 71.87560df25254fem <- rename(df25254fem, US25254FEM = "LREM25FEUSM156S"); head(df25254fem)## DATE US25254FEM
## 1 1/1/1977 53.81569
## 2 2/1/1977 53.88308
## 3 3/1/1977 54.08919
## 4 4/1/1977 54.34123
## 5 5/1/1977 54.76065
## 6 6/1/1977 54.70920df25254men <- rename(df25254men, US25254MEN = "LREM25MAUSM156S"); head(df25254men)## DATE US25254MEN
## 1 1/1/1977 89.53228
## 2 2/1/1977 89.71779
## 3 3/1/1977 89.79326
## 4 4/1/1977 90.00762
## 5 5/1/1977 89.90865
## 6 6/1/1977 90.18308df55264all <- rename(df55264all, US55264ALL = "LREM55TTUSM156S"); head(df55264all)## DATE US55264ALL
## 1 1/1/1977 54.10668
## 2 2/1/1977 53.81595
## 3 3/1/1977 54.03436
## 4 4/1/1977 54.22185
## 5 5/1/1977 54.29828
## 6 6/1/1977 54.11188df55264fem <- rename(df55264fem, US55264FEM = "LREM55FEUSM156S"); head(df55264fem)## DATE US55264FEM
## 1 1/1/1977 39.05699
## 2 2/1/1977 38.96808
## 3 3/1/1977 38.86631
## 4 4/1/1977 39.07224
## 5 5/1/1977 39.43812
## 6 6/1/1977 38.77412df55264men <- rename(df55264men, US55264MEN = "LREM55MAUSM156S"); head(df55264men)## DATE US55264MEN
## 1 1/1/1977 71.20167
## 2 2/1/1977 70.70127
## 3 3/1/1977 71.27161
## 4 4/1/1977 71.41865
## 5 5/1/1977 71.17677
## 6 6/1/1977 71.56338Part I: Analyzing high-level employment trends
First I’ll start by analyzing the impact of the pandemic on total non-farm employment and on its constituents - Goods and Services jobs. To do this, we need to first take the difference of the rows in the total employment column which is cumulative employment and then add the job losses for March-April and the job gains since May. I realized when I started working with the files that the date imported in the csv file formats is in factor form and needs to be changed to DATE format using the lubridate package.
##Include one statistical analysis and at least one graphic that describes or validates the data
##Here I check if each of the input data series is a normal distribution by checking the histogram, the Q-Q plot and the Shapiro test which is a widely used test of normality
par(mfrow=c(3,2))
hist(dfempnfarm$EMPNFARM, 100, col="black")
qqnorm(dfempnfarm$EMPNFARM); qqline(dfempnfarm$EMPNFARM, col = 2)
shapiro.test(dfempnfarm$EMPNFARM)##
## Shapiro-Wilk normality test
##
## data: dfempnfarm$EMPNFARM
## W = 0.92077, p-value < 2.2e-16kurtosis(dfempnfarm$EMPNFARM)## [1] -1.434517skewness(dfempnfarm$EMPNFARM)## [1] 0.08437577hist(dfusgoods$USGOOD, 100, col="black")
qqnorm(dfusgoods$USGOOD); qqline(dfusgoods$USGOOD, col = 2)
shapiro.test(dfusgoods$USGOOD)##
## Shapiro-Wilk normality test
##
## data: dfusgoods$USGOOD
## W = 0.93682, p-value < 2.2e-16kurtosis(dfusgoods$USGOOD)## [1] 0.7121785skewness(dfusgoods$USGOOD)## [1] -0.843383hist(dfsrvprd$SRVPRD, 100, col="black")
qqnorm(dfsrvprd$SRVPRD); qqline(dfsrvprd$SRVPRD, col = 2)
shapiro.test(dfsrvprd$SRVPRD)##
## Shapiro-Wilk normality test
##
## data: dfsrvprd$SRVPRD
## W = 0.91017, p-value < 2.2e-16kurtosis(dfsrvprd$SRVPRD)## [1] -1.423538skewness(dfsrvprd$SRVPRD)## [1] 0.2108547#Calculate the difference in non-farm employment
dfempnfarm$change <- with(dfempnfarm, c(NA, diff(EMPNFARM))); head(dfempnfarm)## DATE EMPNFARM change
## 1 1/1/1939 29923 NA
## 2 2/1/1939 30100 177
## 3 3/1/1939 30280 180
## 4 4/1/1939 30094 -186
## 5 5/1/1939 30299 205
## 6 6/1/1939 30502 203#Calculate the difference in goods employment
dfusgoods$change <- with(dfusgoods, c(NA, diff(USGOOD))); head(dfusgoods)## DATE USGOOD change
## 1 1/1/1939 11098 NA
## 2 2/1/1939 11221 123
## 3 3/1/1939 11383 162
## 4 4/1/1939 11182 -201
## 5 5/1/1939 11298 116
## 6 6/1/1939 11447 149#Calculate the difference in services employment
dfsrvprd$change <- with(dfsrvprd, c(NA, diff(SRVPRD))); head(dfsrvprd)## DATE SRVPRD change
## 1 1/1/1939 18825 NA
## 2 2/1/1939 18879 54
## 3 3/1/1939 18897 18
## 4 4/1/1939 18912 15
## 5 5/1/1939 19001 89
## 6 6/1/1939 19055 54#Create a new data frame with the three difference columns calculate above
total <- data.frame(dfempnfarm, dfusgoods, dfsrvprd)
#All the difference columns are named change, so rename to more discernible column names
total2 <- rename(total, EMPNFARMCHG = "change", USGOODCHG = "change.1", SRVPRDCHG = "change.2")
#Use lubridate to change the class of the date variable from factor to DATE
total3 <- data.frame(mdy(total2$DATE), total2$EMPNFARMCHG, total2$USGOODCHG, total2$SRVPRDCHG)
#Rename the converted DATE column
total3 <- rename(total3, DATE = "mdy.total2.DATE.")
#Retain only total non-farm employment gains/losses for plotting
total4 <- total3[c(-3, -4)]
#Calculate the sum of job losses during the pandemic and job gains since May
visualize1 <- total4 %>% filter(DATE >= "2020-03-01" & DATE <="2020-04-01") %>%
summarise(sum1 = sum(total2.EMPNFARMCHG));visualize1 ## sum1
## 1 -22160visualize2 <- total4 %>% filter(DATE >= "2020-05-01") %>%
summarise(sum2 = sum(total2.EMPNFARMCHG)); visualize2## sum2
## 1 12070#Calculate percentage of job gains in the recovery
visualize3 <- (visualize2 / visualize1) *100; visualize3## sum2
## 1 -54.46751#Plot line graph separately as it is difficult to see lines otherwise because of differing scales
plot1 <- ggplot(data = total4, aes(x = DATE, y = total2.EMPNFARMCHG, label = total2.EMPNFARMCHG)) +
geom_line(size = 1.05) + theme_minimal()+ scale_x_date(date_breaks = "12 years", date_labels = "%Y") + scale_y_continuous(sec.axis = dup_axis()) +
theme(legend.position="none",
plot.caption=element_text(hjust=0),
plot.subtitle=element_text(size=6, face="italic"),
plot.title=element_text(size=8,face="bold"),
axis.title.x = element_text(size = 6),
axis.title.y = element_text(size = 6)) +
labs(x = "", y="", title = "Total Non-farm Employment Job Gains/Losses, \n 55% of jobs lost during the lockdowns \n have been gained since May", subtitle = "in thousands (seasonally adjusted)",
caption = "Source: FRED")
#Retain only goods employment gains/losses for plotting
total5 <- total3[c(-2, -4)]
#Calculate the sum of job losses during the pandemic and job gains since May
visualize4 <- total5 %>% filter(DATE >= "2020-03-01" & DATE <="2020-04-01") %>%
summarise(sum1 = sum(total2.USGOODCHG));visualize4 ## sum1
## 1 -2507visualize5 <- total5 %>% filter(DATE >= "2020-05-01") %>%
summarise(sum2 = sum(total2.USGOODCHG)); visualize5## sum2
## 1 1500#Calculate percentage of job gains in the recovery
visualize6 <- (visualize5 / visualize4) * 100; visualize6## sum2
## 1 -59.83247#Plot line graph separately as it is difficult to see lines otherwise
plot2 <- ggplot(data = total5, aes(x = DATE, y = total2.USGOODCHG, label = total2.USGOODCHG)) +
geom_line(size = 1.05) + theme_minimal()+ scale_x_date(date_breaks = "12 years", date_labels = "%Y") + scale_y_continuous(sec.axis = dup_axis()) +
theme(legend.position="none",
plot.caption=element_text(hjust=0),
plot.subtitle=element_text(size=6, face="italic"),
plot.title=element_text(size=8,face="bold"),
axis.title.x = element_text(size = 6),
axis.title.y = element_text(size = 6)) +
labs(x = "", y="", title = "Total Goods Employment Job Gains/Losses, \n 59% of jobs lost during the lockdowns \n have been gained since May", subtitle = "in thousands (seasonally adjusted)",
caption = "Source: FRED")
#Retain only services employment gains/losses for plotting
total6 <- total3[c(-2: -3)]
#Calculate the sum of job losses during the pandemic and job gains since May
visualize7 <- total6 %>% filter(DATE >= "2020-03-01" & DATE <="2020-04-01") %>%
summarise(sum1 = sum(total2.SRVPRDCHG));visualize7 ## sum1
## 1 -19653visualize8 <- total6 %>% filter(DATE >= "2020-05-01") %>%
summarise(sum2 = sum(total2.SRVPRDCHG)); visualize8## sum2
## 1 10570#Calculate percentage of job gains in the recovery
visualize9 <- (visualize8 / visualize7) * 100; visualize9## sum2
## 1 -53.78314#Plot line graph separately as it is difficult to see lines otherwise
plot3 <- ggplot(data = total6, aes(x = DATE, y = total2.SRVPRDCHG, label = total2.SRVPRDCHG)) +
geom_line(size = 1.05) + theme_minimal()+ scale_x_date(date_breaks = "12 years", date_labels = "%Y") + scale_y_continuous(sec.axis = dup_axis()) +
theme(legend.position="none",
plot.caption=element_text(hjust=0),
plot.subtitle=element_text(size=6, face="italic"),
plot.title=element_text(size=8,face="bold"),
axis.title.x = element_text(size = 6),
axis.title.y = element_text(size = 6)) +
labs(x = "", y="", title = "Total Goods Employment Job Gains/Losses, 53% of jobs lost during the lockdowns \n have been gained since May", subtitle = "in thousands (seasonally adjusted)",
caption = "Source: FRED")
require(gridExtra)
grid.arrange(plot1, plot2, plot3, ncol=2)## Warning: Removed 1 row(s) containing missing values (geom_path).
## Warning: Removed 1 row(s) containing missing values (geom_path).
## Warning: Removed 1 row(s) containing missing values (geom_path).
#Alternative plot - Plotting all employment change series on one plot
dummy_clean1 <- gather(total3, "Category", "Value", 2:4, na.rm = TRUE); dummy_clean1## DATE Category Value
## 2 1939-02-01 total2.EMPNFARMCHG 177
## 3 1939-03-01 total2.EMPNFARMCHG 180
## 4 1939-04-01 total2.EMPNFARMCHG -186
## 5 1939-05-01 total2.EMPNFARMCHG 205
## 6 1939-06-01 total2.EMPNFARMCHG 203
## 7 1939-07-01 total2.EMPNFARMCHG -83
## 8 1939-08-01 total2.EMPNFARMCHG 244
## 9 1939-09-01 total2.EMPNFARMCHG 368
## 10 1939-10-01 total2.EMPNFARMCHG 380
## 11 1939-11-01 total2.EMPNFARMCHG 59
## 12 1939-12-01 total2.EMPNFARMCHG 72
## 13 1940-01-01 total2.EMPNFARMCHG 61
## 14 1940-02-01 total2.EMPNFARMCHG 112
## 15 1940-03-01 total2.EMPNFARMCHG 110
## 16 1940-04-01 total2.EMPNFARMCHG -124
## 17 1940-05-01 total2.EMPNFARMCHG 178
## 18 1940-06-01 total2.EMPNFARMCHG 98
## 19 1940-07-01 total2.EMPNFARMCHG -35
## 20 1940-08-01 total2.EMPNFARMCHG 410
## 21 1940-09-01 total2.EMPNFARMCHG 458
## 22 1940-10-01 total2.EMPNFARMCHG 457
## 23 1940-11-01 total2.EMPNFARMCHG 402
## 24 1940-12-01 total2.EMPNFARMCHG 505
## 25 1941-01-01 total2.EMPNFARMCHG 307
## 26 1941-02-01 total2.EMPNFARMCHG 362
## 27 1941-03-01 total2.EMPNFARMCHG 249
## 28 1941-04-01 total2.EMPNFARMCHG 376
## 29 1941-05-01 total2.EMPNFARMCHG 714
## 30 1941-06-01 total2.EMPNFARMCHG 468
## 31 1941-07-01 total2.EMPNFARMCHG 487
## 32 1941-08-01 total2.EMPNFARMCHG 407
## 33 1941-09-01 total2.EMPNFARMCHG 291
## 34 1941-10-01 total2.EMPNFARMCHG 114
## 35 1941-11-01 total2.EMPNFARMCHG 75
## 36 1941-12-01 total2.EMPNFARMCHG 80
## 37 1942-01-01 total2.EMPNFARMCHG 243
## 38 1942-02-01 total2.EMPNFARMCHG 165
## 39 1942-03-01 total2.EMPNFARMCHG 423
## 40 1942-04-01 total2.EMPNFARMCHG 417
## 41 1942-05-01 total2.EMPNFARMCHG 419
## 42 1942-06-01 total2.EMPNFARMCHG 258
## 43 1942-07-01 total2.EMPNFARMCHG 443
## 44 1942-08-01 total2.EMPNFARMCHG 516
## 45 1942-09-01 total2.EMPNFARMCHG 271
## 46 1942-10-01 total2.EMPNFARMCHG 256
## 47 1942-11-01 total2.EMPNFARMCHG 159
## 48 1942-12-01 total2.EMPNFARMCHG 241
## 49 1943-01-01 total2.EMPNFARMCHG 257
## 50 1943-02-01 total2.EMPNFARMCHG 221
## 51 1943-03-01 total2.EMPNFARMCHG 159
## 52 1943-04-01 total2.EMPNFARMCHG 95
## 53 1943-05-01 total2.EMPNFARMCHG -51
## 54 1943-06-01 total2.EMPNFARMCHG 185
## 55 1943-07-01 total2.EMPNFARMCHG -81
## 56 1943-08-01 total2.EMPNFARMCHG -154
## 57 1943-09-01 total2.EMPNFARMCHG -54
## 58 1943-10-01 total2.EMPNFARMCHG 183
## 59 1943-11-01 total2.EMPNFARMCHG 146
## 60 1943-12-01 total2.EMPNFARMCHG -75
## 61 1944-01-01 total2.EMPNFARMCHG -92
## 62 1944-02-01 total2.EMPNFARMCHG -116
## 63 1944-03-01 total2.EMPNFARMCHG -244
## 64 1944-04-01 total2.EMPNFARMCHG -231
## 65 1944-05-01 total2.EMPNFARMCHG -78
## 66 1944-06-01 total2.EMPNFARMCHG -38
## 67 1944-07-01 total2.EMPNFARMCHG -43
## 68 1944-08-01 total2.EMPNFARMCHG -54
## 69 1944-09-01 total2.EMPNFARMCHG -171
## 70 1944-10-01 total2.EMPNFARMCHG 29
## 71 1944-11-01 total2.EMPNFARMCHG 3
## 72 1944-12-01 total2.EMPNFARMCHG 149
## 73 1945-01-01 total2.EMPNFARMCHG 35
## 74 1945-02-01 total2.EMPNFARMCHG 2
## 75 1945-03-01 total2.EMPNFARMCHG -99
## 76 1945-04-01 total2.EMPNFARMCHG -352
## 77 1945-05-01 total2.EMPNFARMCHG -142
## 78 1945-06-01 total2.EMPNFARMCHG -155
## 79 1945-07-01 total2.EMPNFARMCHG -275
## 80 1945-08-01 total2.EMPNFARMCHG -408
## 81 1945-09-01 total2.EMPNFARMCHG -1959
## 82 1945-10-01 total2.EMPNFARMCHG 93
## 83 1945-11-01 total2.EMPNFARMCHG 396
## 84 1945-12-01 total2.EMPNFARMCHG 114
## 85 1946-01-01 total2.EMPNFARMCHG 719
## 86 1946-02-01 total2.EMPNFARMCHG -585
## 87 1946-03-01 total2.EMPNFARMCHG 951
## 88 1946-04-01 total2.EMPNFARMCHG 718
## 89 1946-05-01 total2.EMPNFARMCHG 436
## 90 1946-06-01 total2.EMPNFARMCHG 386
## 91 1946-07-01 total2.EMPNFARMCHG 418
## 92 1946-08-01 total2.EMPNFARMCHG 489
## 93 1946-09-01 total2.EMPNFARMCHG 273
## 94 1946-10-01 total2.EMPNFARMCHG 178
## 95 1946-11-01 total2.EMPNFARMCHG 302
## 96 1946-12-01 total2.EMPNFARMCHG -16
## 97 1947-01-01 total2.EMPNFARMCHG 156
## 98 1947-02-01 total2.EMPNFARMCHG 22
## 99 1947-03-01 total2.EMPNFARMCHG 50
## 100 1947-04-01 total2.EMPNFARMCHG -108
## 101 1947-05-01 total2.EMPNFARMCHG 139
## 102 1947-06-01 total2.EMPNFARMCHG 172
## 103 1947-07-01 total2.EMPNFARMCHG -67
## 104 1947-08-01 total2.EMPNFARMCHG 217
## 105 1947-09-01 total2.EMPNFARMCHG 243
## 106 1947-10-01 total2.EMPNFARMCHG 208
## 107 1947-11-01 total2.EMPNFARMCHG 73
## 108 1947-12-01 total2.EMPNFARMCHG 97
## 109 1948-01-01 total2.EMPNFARMCHG 98
## 110 1948-02-01 total2.EMPNFARMCHG -146
## 111 1948-03-01 total2.EMPNFARMCHG 150
## 112 1948-04-01 total2.EMPNFARMCHG -304
## 113 1948-05-01 total2.EMPNFARMCHG 417
## 114 1948-06-01 total2.EMPNFARMCHG 238
## 115 1948-07-01 total2.EMPNFARMCHG 126
## 116 1948-08-01 total2.EMPNFARMCHG 18
## 117 1948-09-01 total2.EMPNFARMCHG 116
## 118 1948-10-01 total2.EMPNFARMCHG -49
## 119 1948-11-01 total2.EMPNFARMCHG -53
## 120 1948-12-01 total2.EMPNFARMCHG -160
## 121 1949-01-01 total2.EMPNFARMCHG -364
## 122 1949-02-01 total2.EMPNFARMCHG -171
## 123 1949-03-01 total2.EMPNFARMCHG -257
## 124 1949-04-01 total2.EMPNFARMCHG -4
## 125 1949-05-01 total2.EMPNFARMCHG -252
## 126 1949-06-01 total2.EMPNFARMCHG -245
## 127 1949-07-01 total2.EMPNFARMCHG -208
## 128 1949-08-01 total2.EMPNFARMCHG 93
## 129 1949-09-01 total2.EMPNFARMCHG 156
## 130 1949-10-01 total2.EMPNFARMCHG -838
## 131 1949-11-01 total2.EMPNFARMCHG 300
## 132 1949-12-01 total2.EMPNFARMCHG 280
## 133 1950-01-01 total2.EMPNFARMCHG 4
## 134 1950-02-01 total2.EMPNFARMCHG -229
## 135 1950-03-01 total2.EMPNFARMCHG 657
## 136 1950-04-01 total2.EMPNFARMCHG 428
## 137 1950-05-01 total2.EMPNFARMCHG 336
## 138 1950-06-01 total2.EMPNFARMCHG 365
## 139 1950-07-01 total2.EMPNFARMCHG 371
## 140 1950-08-01 total2.EMPNFARMCHG 738
## 141 1950-09-01 total2.EMPNFARMCHG 246
## 142 1950-10-01 total2.EMPNFARMCHG 268
## 143 1950-11-01 total2.EMPNFARMCHG 70
## 144 1950-12-01 total2.EMPNFARMCHG 85
## 145 1951-01-01 total2.EMPNFARMCHG 427
## 146 1951-02-01 total2.EMPNFARMCHG 289
## 147 1951-03-01 total2.EMPNFARMCHG 296
## 148 1951-04-01 total2.EMPNFARMCHG -12
## 149 1951-05-01 total2.EMPNFARMCHG 91
## 150 1951-06-01 total2.EMPNFARMCHG 112
## 151 1951-07-01 total2.EMPNFARMCHG -3
## 152 1951-08-01 total2.EMPNFARMCHG -49
## 153 1951-09-01 total2.EMPNFARMCHG -58
## 154 1951-10-01 total2.EMPNFARMCHG 52
## 155 1951-11-01 total2.EMPNFARMCHG 141
## 156 1951-12-01 total2.EMPNFARMCHG 167
## 157 1952-01-01 total2.EMPNFARMCHG -18
## 158 1952-02-01 total2.EMPNFARMCHG 226
## 159 1952-03-01 total2.EMPNFARMCHG -18
## 160 1952-04-01 total2.EMPNFARMCHG 116
## 161 1952-05-01 total2.EMPNFARMCHG 22
## 162 1952-06-01 total2.EMPNFARMCHG -360
## 163 1952-07-01 total2.EMPNFARMCHG -139
## 164 1952-08-01 total2.EMPNFARMCHG 781
## 165 1952-09-01 total2.EMPNFARMCHG 396
## 166 1952-10-01 total2.EMPNFARMCHG 277
## 167 1952-11-01 total2.EMPNFARMCHG 219
## 168 1952-12-01 total2.EMPNFARMCHG 350
## 169 1953-01-01 total2.EMPNFARMCHG -22
## 170 1953-02-01 total2.EMPNFARMCHG 195
## 171 1953-03-01 total2.EMPNFARMCHG 134
## 172 1953-04-01 total2.EMPNFARMCHG -38
## 173 1953-05-01 total2.EMPNFARMCHG 55
## 174 1953-06-01 total2.EMPNFARMCHG 29
## 175 1953-07-01 total2.EMPNFARMCHG 17
## 176 1953-08-01 total2.EMPNFARMCHG -47
## 177 1953-09-01 total2.EMPNFARMCHG -121
## 178 1953-10-01 total2.EMPNFARMCHG -128
## 179 1953-11-01 total2.EMPNFARMCHG -332
## 180 1953-12-01 total2.EMPNFARMCHG -205
## 181 1954-01-01 total2.EMPNFARMCHG -234
## 182 1954-02-01 total2.EMPNFARMCHG -87
## 183 1954-03-01 total2.EMPNFARMCHG -225
## 184 1954-04-01 total2.EMPNFARMCHG 22
## 185 1954-05-01 total2.EMPNFARMCHG -214
## 186 1954-06-01 total2.EMPNFARMCHG -70
## 187 1954-07-01 total2.EMPNFARMCHG -60
## 188 1954-08-01 total2.EMPNFARMCHG -9
## 189 1954-09-01 total2.EMPNFARMCHG 60
## 190 1954-10-01 total2.EMPNFARMCHG 56
## 191 1954-11-01 total2.EMPNFARMCHG 238
## 192 1954-12-01 total2.EMPNFARMCHG 151
## 193 1955-01-01 total2.EMPNFARMCHG 165
## 194 1955-02-01 total2.EMPNFARMCHG 148
## 195 1955-03-01 total2.EMPNFARMCHG 318
## 196 1955-04-01 total2.EMPNFARMCHG 286
## 197 1955-05-01 total2.EMPNFARMCHG 264
## 198 1955-06-01 total2.EMPNFARMCHG 278
## 199 1955-07-01 total2.EMPNFARMCHG 197
## 200 1955-08-01 total2.EMPNFARMCHG 124
## 201 1955-09-01 total2.EMPNFARMCHG 155
## 202 1955-10-01 total2.EMPNFARMCHG 163
## 203 1955-11-01 total2.EMPNFARMCHG 163
## 204 1955-12-01 total2.EMPNFARMCHG 213
## 205 1956-01-01 total2.EMPNFARMCHG 170
## 206 1956-02-01 total2.EMPNFARMCHG 192
## 207 1956-03-01 total2.EMPNFARMCHG 127
## 208 1956-04-01 total2.EMPNFARMCHG 81
## 209 1956-05-01 total2.EMPNFARMCHG 131
## 210 1956-06-01 total2.EMPNFARMCHG 80
## 211 1956-07-01 total2.EMPNFARMCHG -631
## 212 1956-08-01 total2.EMPNFARMCHG 676
## 213 1956-09-01 total2.EMPNFARMCHG -27
## 214 1956-10-01 total2.EMPNFARMCHG 173
## 215 1956-11-01 total2.EMPNFARMCHG 44
## 216 1956-12-01 total2.EMPNFARMCHG 108
## 217 1957-01-01 total2.EMPNFARMCHG -42
## 218 1957-02-01 total2.EMPNFARMCHG 210
## 219 1957-03-01 total2.EMPNFARMCHG 59
## 220 1957-04-01 total2.EMPNFARMCHG 82
## 221 1957-05-01 total2.EMPNFARMCHG -88
## 222 1957-06-01 total2.EMPNFARMCHG -83
## 223 1957-07-01 total2.EMPNFARMCHG 56
## 224 1957-08-01 total2.EMPNFARMCHG 5
## 225 1957-09-01 total2.EMPNFARMCHG -194
## 226 1957-10-01 total2.EMPNFARMCHG -171
## 227 1957-11-01 total2.EMPNFARMCHG -205
## 228 1957-12-01 total2.EMPNFARMCHG -174
## 229 1958-01-01 total2.EMPNFARMCHG -308
## 230 1958-02-01 total2.EMPNFARMCHG -500
## 231 1958-03-01 total2.EMPNFARMCHG -277
## 232 1958-04-01 total2.EMPNFARMCHG -272
## 233 1958-05-01 total2.EMPNFARMCHG -113
## 234 1958-06-01 total2.EMPNFARMCHG 0
## 235 1958-07-01 total2.EMPNFARMCHG 125
## 236 1958-08-01 total2.EMPNFARMCHG 194
## 237 1958-09-01 total2.EMPNFARMCHG 273
## 238 1958-10-01 total2.EMPNFARMCHG -21
## 239 1958-11-01 total2.EMPNFARMCHG 459
## 240 1958-12-01 total2.EMPNFARMCHG 141
## 241 1959-01-01 total2.EMPNFARMCHG 393
## 242 1959-02-01 total2.EMPNFARMCHG 210
## 243 1959-03-01 total2.EMPNFARMCHG 326
## 244 1959-04-01 total2.EMPNFARMCHG 307
## 245 1959-05-01 total2.EMPNFARMCHG 229
## 246 1959-06-01 total2.EMPNFARMCHG 131
## 247 1959-07-01 total2.EMPNFARMCHG 123
## 248 1959-08-01 total2.EMPNFARMCHG -468
## 249 1959-09-01 total2.EMPNFARMCHG 92
## 250 1959-10-01 total2.EMPNFARMCHG -70
## 251 1959-11-01 total2.EMPNFARMCHG 276
## 252 1959-12-01 total2.EMPNFARMCHG 540
## 253 1960-01-01 total2.EMPNFARMCHG 100
## 254 1960-02-01 total2.EMPNFARMCHG 239
## 255 1960-03-01 total2.EMPNFARMCHG -59
## 256 1960-04-01 total2.EMPNFARMCHG 359
## 257 1960-05-01 total2.EMPNFARMCHG -338
## 258 1960-06-01 total2.EMPNFARMCHG -127
## 259 1960-07-01 total2.EMPNFARMCHG -42
## 260 1960-08-01 total2.EMPNFARMCHG -34
## 261 1960-09-01 total2.EMPNFARMCHG -45
## 262 1960-10-01 total2.EMPNFARMCHG -85
## 263 1960-11-01 total2.EMPNFARMCHG -181
## 264 1960-12-01 total2.EMPNFARMCHG -219
## 265 1961-01-01 total2.EMPNFARMCHG -59
## 266 1961-02-01 total2.EMPNFARMCHG -126
## 267 1961-03-01 total2.EMPNFARMCHG 102
## 268 1961-04-01 total2.EMPNFARMCHG -32
## 269 1961-05-01 total2.EMPNFARMCHG 159
## 270 1961-06-01 total2.EMPNFARMCHG 191
## 271 1961-07-01 total2.EMPNFARMCHG 146
## 272 1961-08-01 total2.EMPNFARMCHG 175
## 273 1961-09-01 total2.EMPNFARMCHG 90
## 274 1961-10-01 total2.EMPNFARMCHG 134
## 275 1961-11-01 total2.EMPNFARMCHG 220
## 276 1961-12-01 total2.EMPNFARMCHG 130
## 277 1962-01-01 total2.EMPNFARMCHG 19
## 278 1962-02-01 total2.EMPNFARMCHG 297
## 279 1962-03-01 total2.EMPNFARMCHG 87
## 280 1962-04-01 total2.EMPNFARMCHG 327
## 281 1962-05-01 total2.EMPNFARMCHG 26
## 282 1962-06-01 total2.EMPNFARMCHG 16
## 283 1962-07-01 total2.EMPNFARMCHG 102
## 284 1962-08-01 total2.EMPNFARMCHG 92
## 285 1962-09-01 total2.EMPNFARMCHG 140
## 286 1962-10-01 total2.EMPNFARMCHG 63
## 287 1962-11-01 total2.EMPNFARMCHG 15
## 288 1962-12-01 total2.EMPNFARMCHG -28
## 289 1963-01-01 total2.EMPNFARMCHG 87
## 290 1963-02-01 total2.EMPNFARMCHG 115
## 291 1963-03-01 total2.EMPNFARMCHG 90
## 292 1963-04-01 total2.EMPNFARMCHG 260
## 293 1963-05-01 total2.EMPNFARMCHG 36
## 294 1963-06-01 total2.EMPNFARMCHG 43
## 295 1963-07-01 total2.EMPNFARMCHG 135
## 296 1963-08-01 total2.EMPNFARMCHG 116
## 297 1963-09-01 total2.EMPNFARMCHG 168
## 298 1963-10-01 total2.EMPNFARMCHG 205
## 299 1963-11-01 total2.EMPNFARMCHG -28
## 300 1963-12-01 total2.EMPNFARMCHG 106
## 301 1964-01-01 total2.EMPNFARMCHG 126
## 302 1964-02-01 total2.EMPNFARMCHG 266
## 303 1964-03-01 total2.EMPNFARMCHG 144
## 304 1964-04-01 total2.EMPNFARMCHG 25
## 305 1964-05-01 total2.EMPNFARMCHG 167
## 306 1964-06-01 total2.EMPNFARMCHG 130
## 307 1964-07-01 total2.EMPNFARMCHG 193
## 308 1964-08-01 total2.EMPNFARMCHG 207
## 309 1964-09-01 total2.EMPNFARMCHG 284
## 310 1964-10-01 total2.EMPNFARMCHG -110
## 311 1964-11-01 total2.EMPNFARMCHG 425
## 312 1964-12-01 total2.EMPNFARMCHG 203
## 313 1965-01-01 total2.EMPNFARMCHG 161
## 314 1965-02-01 total2.EMPNFARMCHG 218
## 315 1965-03-01 total2.EMPNFARMCHG 203
## 316 1965-04-01 total2.EMPNFARMCHG 256
## 317 1965-05-01 total2.EMPNFARMCHG 232
## 318 1965-06-01 total2.EMPNFARMCHG 199
## 319 1965-07-01 total2.EMPNFARMCHG 275
## 320 1965-08-01 total2.EMPNFARMCHG 263
## 321 1965-09-01 total2.EMPNFARMCHG 262
## 322 1965-10-01 total2.EMPNFARMCHG 229
## 323 1965-11-01 total2.EMPNFARMCHG 277
## 324 1965-12-01 total2.EMPNFARMCHG 326
## 325 1966-01-01 total2.EMPNFARMCHG 207
## 326 1966-02-01 total2.EMPNFARMCHG 267
## 327 1966-03-01 total2.EMPNFARMCHG 396
## 328 1966-04-01 total2.EMPNFARMCHG 245
## 329 1966-05-01 total2.EMPNFARMCHG 275
## 330 1966-06-01 total2.EMPNFARMCHG 399
## 331 1966-07-01 total2.EMPNFARMCHG 190
## 332 1966-08-01 total2.EMPNFARMCHG 206
## 333 1966-09-01 total2.EMPNFARMCHG 136
## 334 1966-10-01 total2.EMPNFARMCHG 211
## 335 1966-11-01 total2.EMPNFARMCHG 165
## 336 1966-12-01 total2.EMPNFARMCHG 180
## 337 1967-01-01 total2.EMPNFARMCHG 208
## 338 1967-02-01 total2.EMPNFARMCHG 22
## 339 1967-03-01 total2.EMPNFARMCHG 101
## 340 1967-04-01 total2.EMPNFARMCHG -64
## 341 1967-05-01 total2.EMPNFARMCHG 154
## 342 1967-06-01 total2.EMPNFARMCHG 130
## 343 1967-07-01 total2.EMPNFARMCHG 138
## 344 1967-08-01 total2.EMPNFARMCHG 255
## 345 1967-09-01 total2.EMPNFARMCHG 21
## 346 1967-10-01 total2.EMPNFARMCHG 61
## 347 1967-11-01 total2.EMPNFARMCHG 478
## 348 1967-12-01 total2.EMPNFARMCHG 197
## 349 1968-01-01 total2.EMPNFARMCHG -96
## 350 1968-02-01 total2.EMPNFARMCHG 411
## 351 1968-03-01 total2.EMPNFARMCHG 80
## 352 1968-04-01 total2.EMPNFARMCHG 261
## 353 1968-05-01 total2.EMPNFARMCHG 96
## 354 1968-06-01 total2.EMPNFARMCHG 253
## 355 1968-07-01 total2.EMPNFARMCHG 221
## 356 1968-08-01 total2.EMPNFARMCHG 204
## 357 1968-09-01 total2.EMPNFARMCHG 154
## 358 1968-10-01 total2.EMPNFARMCHG 237
## 359 1968-11-01 total2.EMPNFARMCHG 263
## 360 1968-12-01 total2.EMPNFARMCHG 264
## 361 1969-01-01 total2.EMPNFARMCHG 191
## 362 1969-02-01 total2.EMPNFARMCHG 260
## 363 1969-03-01 total2.EMPNFARMCHG 206
## 364 1969-04-01 total2.EMPNFARMCHG 167
## 365 1969-05-01 total2.EMPNFARMCHG 256
## 366 1969-06-01 total2.EMPNFARMCHG 308
## 367 1969-07-01 total2.EMPNFARMCHG 93
## 368 1969-08-01 total2.EMPNFARMCHG 279
## 369 1969-09-01 total2.EMPNFARMCHG -94
## 370 1969-10-01 total2.EMPNFARMCHG 207
## 371 1969-11-01 total2.EMPNFARMCHG -35
## 372 1969-12-01 total2.EMPNFARMCHG 155
## 373 1970-01-01 total2.EMPNFARMCHG -65
## 374 1970-02-01 total2.EMPNFARMCHG 129
## 375 1970-03-01 total2.EMPNFARMCHG 146
## 376 1970-04-01 total2.EMPNFARMCHG -103
## 377 1970-05-01 total2.EMPNFARMCHG -224
## 378 1970-06-01 total2.EMPNFARMCHG -95
## 379 1970-07-01 total2.EMPNFARMCHG 24
## 380 1970-08-01 total2.EMPNFARMCHG -116
## 381 1970-09-01 total2.EMPNFARMCHG 7
## 382 1970-10-01 total2.EMPNFARMCHG -423
## 383 1970-11-01 total2.EMPNFARMCHG -112
## 384 1970-12-01 total2.EMPNFARMCHG 383
## 385 1971-01-01 total2.EMPNFARMCHG 73
## 386 1971-02-01 total2.EMPNFARMCHG -58
## 387 1971-03-01 total2.EMPNFARMCHG 53
## 388 1971-04-01 total2.EMPNFARMCHG 176
## 389 1971-05-01 total2.EMPNFARMCHG 211
## 390 1971-06-01 total2.EMPNFARMCHG 7
## 391 1971-07-01 total2.EMPNFARMCHG 61
## 392 1971-08-01 total2.EMPNFARMCHG 58
## 393 1971-09-01 total2.EMPNFARMCHG 241
## 394 1971-10-01 total2.EMPNFARMCHG 28
## 395 1971-11-01 total2.EMPNFARMCHG 205
## 396 1971-12-01 total2.EMPNFARMCHG 262
## 397 1972-01-01 total2.EMPNFARMCHG 332
## 398 1972-02-01 total2.EMPNFARMCHG 207
## 399 1972-03-01 total2.EMPNFARMCHG 296
## 400 1972-04-01 total2.EMPNFARMCHG 218
## 401 1972-05-01 total2.EMPNFARMCHG 307
## 402 1972-06-01 total2.EMPNFARMCHG 289
## 403 1972-07-01 total2.EMPNFARMCHG -49
## 404 1972-08-01 total2.EMPNFARMCHG 432
## 405 1972-09-01 total2.EMPNFARMCHG 123
## 406 1972-10-01 total2.EMPNFARMCHG 410
## 407 1972-11-01 total2.EMPNFARMCHG 299
## 408 1972-12-01 total2.EMPNFARMCHG 295
## 409 1973-01-01 total2.EMPNFARMCHG 349
## 410 1973-02-01 total2.EMPNFARMCHG 397
## 411 1973-03-01 total2.EMPNFARMCHG 270
## 412 1973-04-01 total2.EMPNFARMCHG 171
## 413 1973-05-01 total2.EMPNFARMCHG 193
## 414 1973-06-01 total2.EMPNFARMCHG 239
## 415 1973-07-01 total2.EMPNFARMCHG 26
## 416 1973-08-01 total2.EMPNFARMCHG 255
## 417 1973-09-01 total2.EMPNFARMCHG 108
## 418 1973-10-01 total2.EMPNFARMCHG 331
## 419 1973-11-01 total2.EMPNFARMCHG 313
## 420 1973-12-01 total2.EMPNFARMCHG 111
## 421 1974-01-01 total2.EMPNFARMCHG 69
## 422 1974-02-01 total2.EMPNFARMCHG 154
## 423 1974-03-01 total2.EMPNFARMCHG 42
## 424 1974-04-01 total2.EMPNFARMCHG 86
## 425 1974-05-01 total2.EMPNFARMCHG 167
## 426 1974-06-01 total2.EMPNFARMCHG 55
## 427 1974-07-01 total2.EMPNFARMCHG 32
## 428 1974-08-01 total2.EMPNFARMCHG -17
## 429 1974-09-01 total2.EMPNFARMCHG -9
## 430 1974-10-01 total2.EMPNFARMCHG 20
## 431 1974-11-01 total2.EMPNFARMCHG -365
## 432 1974-12-01 total2.EMPNFARMCHG -613
## 433 1975-01-01 total2.EMPNFARMCHG -359
## 434 1975-02-01 total2.EMPNFARMCHG -375
## 435 1975-03-01 total2.EMPNFARMCHG -270
## 436 1975-04-01 total2.EMPNFARMCHG -188
## 437 1975-05-01 total2.EMPNFARMCHG 164
## 438 1975-06-01 total2.EMPNFARMCHG -103
## 439 1975-07-01 total2.EMPNFARMCHG 249
## 440 1975-08-01 total2.EMPNFARMCHG 383
## 441 1975-09-01 total2.EMPNFARMCHG 75
## 442 1975-10-01 total2.EMPNFARMCHG 312
## 443 1975-11-01 total2.EMPNFARMCHG 145
## 444 1975-12-01 total2.EMPNFARMCHG 332
## 445 1976-01-01 total2.EMPNFARMCHG 486
## 446 1976-02-01 total2.EMPNFARMCHG 313
## 447 1976-03-01 total2.EMPNFARMCHG 232
## 448 1976-04-01 total2.EMPNFARMCHG 244
## 449 1976-05-01 total2.EMPNFARMCHG 20
## 450 1976-06-01 total2.EMPNFARMCHG 64
## 451 1976-07-01 total2.EMPNFARMCHG 171
## 452 1976-08-01 total2.EMPNFARMCHG 157
## 453 1976-09-01 total2.EMPNFARMCHG 188
## 454 1976-10-01 total2.EMPNFARMCHG 19
## 455 1976-11-01 total2.EMPNFARMCHG 329
## 456 1976-12-01 total2.EMPNFARMCHG 208
## 457 1977-01-01 total2.EMPNFARMCHG 242
## 458 1977-02-01 total2.EMPNFARMCHG 298
## 459 1977-03-01 total2.EMPNFARMCHG 403
## 460 1977-04-01 total2.EMPNFARMCHG 337
## 461 1977-05-01 total2.EMPNFARMCHG 360
## 462 1977-06-01 total2.EMPNFARMCHG 400
## 463 1977-07-01 total2.EMPNFARMCHG 346
## 464 1977-08-01 total2.EMPNFARMCHG 241
## 465 1977-09-01 total2.EMPNFARMCHG 457
## 466 1977-10-01 total2.EMPNFARMCHG 268
## 467 1977-11-01 total2.EMPNFARMCHG 373
## 468 1977-12-01 total2.EMPNFARMCHG 237
## 469 1978-01-01 total2.EMPNFARMCHG 184
## 470 1978-02-01 total2.EMPNFARMCHG 354
## 471 1978-03-01 total2.EMPNFARMCHG 512
## 472 1978-04-01 total2.EMPNFARMCHG 702
## 473 1978-05-01 total2.EMPNFARMCHG 347
## 474 1978-06-01 total2.EMPNFARMCHG 441
## 475 1978-07-01 total2.EMPNFARMCHG 254
## 476 1978-08-01 total2.EMPNFARMCHG 279
## 477 1978-09-01 total2.EMPNFARMCHG 138
## 478 1978-10-01 total2.EMPNFARMCHG 335
## 479 1978-11-01 total2.EMPNFARMCHG 435
## 480 1978-12-01 total2.EMPNFARMCHG 280
## 481 1979-01-01 total2.EMPNFARMCHG 137
## 482 1979-02-01 total2.EMPNFARMCHG 247
## 483 1979-03-01 total2.EMPNFARMCHG 424
## 484 1979-04-01 total2.EMPNFARMCHG -62
## 485 1979-05-01 total2.EMPNFARMCHG 372
## 486 1979-06-01 total2.EMPNFARMCHG 319
## 487 1979-07-01 total2.EMPNFARMCHG 109
## 488 1979-08-01 total2.EMPNFARMCHG 83
## 489 1979-09-01 total2.EMPNFARMCHG 27
## 490 1979-10-01 total2.EMPNFARMCHG 154
## 491 1979-11-01 total2.EMPNFARMCHG 92
## 492 1979-12-01 total2.EMPNFARMCHG 99
## 493 1980-01-01 total2.EMPNFARMCHG 128
## 494 1980-02-01 total2.EMPNFARMCHG 83
## 495 1980-03-01 total2.EMPNFARMCHG 111
## 496 1980-04-01 total2.EMPNFARMCHG -145
## 497 1980-05-01 total2.EMPNFARMCHG -429
## 498 1980-06-01 total2.EMPNFARMCHG -319
## 499 1980-07-01 total2.EMPNFARMCHG -261
## 500 1980-08-01 total2.EMPNFARMCHG 259
## 501 1980-09-01 total2.EMPNFARMCHG 114
## 502 1980-10-01 total2.EMPNFARMCHG 277
## 503 1980-11-01 total2.EMPNFARMCHG 257
## 504 1980-12-01 total2.EMPNFARMCHG 196
## 505 1981-01-01 total2.EMPNFARMCHG 90
## 506 1981-02-01 total2.EMPNFARMCHG 72
## 507 1981-03-01 total2.EMPNFARMCHG 105
## 508 1981-04-01 total2.EMPNFARMCHG 73
## 509 1981-05-01 total2.EMPNFARMCHG 13
## 510 1981-06-01 total2.EMPNFARMCHG 194
## 511 1981-07-01 total2.EMPNFARMCHG 111
## 512 1981-08-01 total2.EMPNFARMCHG -36
## 513 1981-09-01 total2.EMPNFARMCHG -88
## 514 1981-10-01 total2.EMPNFARMCHG -97
## 515 1981-11-01 total2.EMPNFARMCHG -209
## 516 1981-12-01 total2.EMPNFARMCHG -276
## 517 1982-01-01 total2.EMPNFARMCHG -330
## 518 1982-02-01 total2.EMPNFARMCHG -2
## 519 1982-03-01 total2.EMPNFARMCHG -129
## 520 1982-04-01 total2.EMPNFARMCHG -284
## 521 1982-05-01 total2.EMPNFARMCHG -43
## 522 1982-06-01 total2.EMPNFARMCHG -242
## 523 1982-07-01 total2.EMPNFARMCHG -344
## 524 1982-08-01 total2.EMPNFARMCHG -158
## 525 1982-09-01 total2.EMPNFARMCHG -180
## 526 1982-10-01 total2.EMPNFARMCHG -276
## 527 1982-11-01 total2.EMPNFARMCHG -121
## 528 1982-12-01 total2.EMPNFARMCHG -15
## 529 1983-01-01 total2.EMPNFARMCHG 219
## 530 1983-02-01 total2.EMPNFARMCHG -73
## 531 1983-03-01 total2.EMPNFARMCHG 173
## 532 1983-04-01 total2.EMPNFARMCHG 274
## 533 1983-05-01 total2.EMPNFARMCHG 280
## 534 1983-06-01 total2.EMPNFARMCHG 377
## 535 1983-07-01 total2.EMPNFARMCHG 416
## 536 1983-08-01 total2.EMPNFARMCHG -308
## 537 1983-09-01 total2.EMPNFARMCHG 1118
## 538 1983-10-01 total2.EMPNFARMCHG 273
## 539 1983-11-01 total2.EMPNFARMCHG 355
## 540 1983-12-01 total2.EMPNFARMCHG 355
## 541 1984-01-01 total2.EMPNFARMCHG 443
## 542 1984-02-01 total2.EMPNFARMCHG 484
## 543 1984-03-01 total2.EMPNFARMCHG 272
## 544 1984-04-01 total2.EMPNFARMCHG 363
## 545 1984-05-01 total2.EMPNFARMCHG 306
## 546 1984-06-01 total2.EMPNFARMCHG 381
## 547 1984-07-01 total2.EMPNFARMCHG 310
## 548 1984-08-01 total2.EMPNFARMCHG 243
## 549 1984-09-01 total2.EMPNFARMCHG 312
## 550 1984-10-01 total2.EMPNFARMCHG 285
## 551 1984-11-01 total2.EMPNFARMCHG 353
## 552 1984-12-01 total2.EMPNFARMCHG 125
## 553 1985-01-01 total2.EMPNFARMCHG 265
## 554 1985-02-01 total2.EMPNFARMCHG 131
## 555 1985-03-01 total2.EMPNFARMCHG 339
## 556 1985-04-01 total2.EMPNFARMCHG 196
## 557 1985-05-01 total2.EMPNFARMCHG 274
## 558 1985-06-01 total2.EMPNFARMCHG 147
## 559 1985-07-01 total2.EMPNFARMCHG 189
## 560 1985-08-01 total2.EMPNFARMCHG 192
## 561 1985-09-01 total2.EMPNFARMCHG 205
## 562 1985-10-01 total2.EMPNFARMCHG 188
## 563 1985-11-01 total2.EMPNFARMCHG 210
## 564 1985-12-01 total2.EMPNFARMCHG 166
## 565 1986-01-01 total2.EMPNFARMCHG 123
## 566 1986-02-01 total2.EMPNFARMCHG 115
## 567 1986-03-01 total2.EMPNFARMCHG 87
## 568 1986-04-01 total2.EMPNFARMCHG 187
## 569 1986-05-01 total2.EMPNFARMCHG 127
## 570 1986-06-01 total2.EMPNFARMCHG -93
## 571 1986-07-01 total2.EMPNFARMCHG 318
## 572 1986-08-01 total2.EMPNFARMCHG 115
## 573 1986-09-01 total2.EMPNFARMCHG 346
## 574 1986-10-01 total2.EMPNFARMCHG 187
## 575 1986-11-01 total2.EMPNFARMCHG 187
## 576 1986-12-01 total2.EMPNFARMCHG 201
## 577 1987-01-01 total2.EMPNFARMCHG 169
## 578 1987-02-01 total2.EMPNFARMCHG 241
## 579 1987-03-01 total2.EMPNFARMCHG 245
## 580 1987-04-01 total2.EMPNFARMCHG 335
## 581 1987-05-01 total2.EMPNFARMCHG 229
## 582 1987-06-01 total2.EMPNFARMCHG 172
## 583 1987-07-01 total2.EMPNFARMCHG 347
## 584 1987-08-01 total2.EMPNFARMCHG 173
## 585 1987-09-01 total2.EMPNFARMCHG 227
## 586 1987-10-01 total2.EMPNFARMCHG 491
## 587 1987-11-01 total2.EMPNFARMCHG 234
## 588 1987-12-01 total2.EMPNFARMCHG 289
## 589 1988-01-01 total2.EMPNFARMCHG 92
## 590 1988-02-01 total2.EMPNFARMCHG 461
## 591 1988-03-01 total2.EMPNFARMCHG 275
## 592 1988-04-01 total2.EMPNFARMCHG 243
## 593 1988-05-01 total2.EMPNFARMCHG 230
## 594 1988-06-01 total2.EMPNFARMCHG 364
## 595 1988-07-01 total2.EMPNFARMCHG 224
## 596 1988-08-01 total2.EMPNFARMCHG 124
## 597 1988-09-01 total2.EMPNFARMCHG 339
## 598 1988-10-01 total2.EMPNFARMCHG 263
## 599 1988-11-01 total2.EMPNFARMCHG 341
## 600 1988-12-01 total2.EMPNFARMCHG 281
## 601 1989-01-01 total2.EMPNFARMCHG 263
## 602 1989-02-01 total2.EMPNFARMCHG 266
## 603 1989-03-01 total2.EMPNFARMCHG 194
## 604 1989-04-01 total2.EMPNFARMCHG 170
## 605 1989-05-01 total2.EMPNFARMCHG 122
## 606 1989-06-01 total2.EMPNFARMCHG 114
## 607 1989-07-01 total2.EMPNFARMCHG 42
## 608 1989-08-01 total2.EMPNFARMCHG 51
## 609 1989-09-01 total2.EMPNFARMCHG 249
## 610 1989-10-01 total2.EMPNFARMCHG 107
## 611 1989-11-01 total2.EMPNFARMCHG 276
## 612 1989-12-01 total2.EMPNFARMCHG 84
## 613 1990-01-01 total2.EMPNFARMCHG 363
## 614 1990-02-01 total2.EMPNFARMCHG 236
## 615 1990-03-01 total2.EMPNFARMCHG 209
## 616 1990-04-01 total2.EMPNFARMCHG 42
## 617 1990-05-01 total2.EMPNFARMCHG 153
## 618 1990-06-01 total2.EMPNFARMCHG 17
## 619 1990-07-01 total2.EMPNFARMCHG -32
## 620 1990-08-01 total2.EMPNFARMCHG -208
## 621 1990-09-01 total2.EMPNFARMCHG -98
## 622 1990-10-01 total2.EMPNFARMCHG -151
## 623 1990-11-01 total2.EMPNFARMCHG -153
## 624 1990-12-01 total2.EMPNFARMCHG -48
## 625 1991-01-01 total2.EMPNFARMCHG -111
## 626 1991-02-01 total2.EMPNFARMCHG -321
## 627 1991-03-01 total2.EMPNFARMCHG -160
## 628 1991-04-01 total2.EMPNFARMCHG -210
## 629 1991-05-01 total2.EMPNFARMCHG -115
## 630 1991-06-01 total2.EMPNFARMCHG 85
## 631 1991-07-01 total2.EMPNFARMCHG -42
## 632 1991-08-01 total2.EMPNFARMCHG 18
## 633 1991-09-01 total2.EMPNFARMCHG 26
## 634 1991-10-01 total2.EMPNFARMCHG 21
## 635 1991-11-01 total2.EMPNFARMCHG -61
## 636 1991-12-01 total2.EMPNFARMCHG 32
## 637 1992-01-01 total2.EMPNFARMCHG 41
## 638 1992-02-01 total2.EMPNFARMCHG -58
## 639 1992-03-01 total2.EMPNFARMCHG 54
## 640 1992-04-01 total2.EMPNFARMCHG 154
## 641 1992-05-01 total2.EMPNFARMCHG 130
## 642 1992-06-01 total2.EMPNFARMCHG 66
## 643 1992-07-01 total2.EMPNFARMCHG 78
## 644 1992-08-01 total2.EMPNFARMCHG 132
## 645 1992-09-01 total2.EMPNFARMCHG 34
## 646 1992-10-01 total2.EMPNFARMCHG 180
## 647 1992-11-01 total2.EMPNFARMCHG 133
## 648 1992-12-01 total2.EMPNFARMCHG 223
## 649 1993-01-01 total2.EMPNFARMCHG 299
## 650 1993-02-01 total2.EMPNFARMCHG 250
## 651 1993-03-01 total2.EMPNFARMCHG -50
## 652 1993-04-01 total2.EMPNFARMCHG 302
## 653 1993-05-01 total2.EMPNFARMCHG 272
## 654 1993-06-01 total2.EMPNFARMCHG 181
## 655 1993-07-01 total2.EMPNFARMCHG 306
## 656 1993-08-01 total2.EMPNFARMCHG 151
## 657 1993-09-01 total2.EMPNFARMCHG 242
## 658 1993-10-01 total2.EMPNFARMCHG 285
## 659 1993-11-01 total2.EMPNFARMCHG 251
## 660 1993-12-01 total2.EMPNFARMCHG 330
## 661 1994-01-01 total2.EMPNFARMCHG 281
## 662 1994-02-01 total2.EMPNFARMCHG 186
## 663 1994-03-01 total2.EMPNFARMCHG 461
## 664 1994-04-01 total2.EMPNFARMCHG 344
## 665 1994-05-01 total2.EMPNFARMCHG 335
## 666 1994-06-01 total2.EMPNFARMCHG 317
## 667 1994-07-01 total2.EMPNFARMCHG 372
## 668 1994-08-01 total2.EMPNFARMCHG 286
## 669 1994-09-01 total2.EMPNFARMCHG 351
## 670 1994-10-01 total2.EMPNFARMCHG 211
## 671 1994-11-01 total2.EMPNFARMCHG 411
## 672 1994-12-01 total2.EMPNFARMCHG 296
## 673 1995-01-01 total2.EMPNFARMCHG 336
## 674 1995-02-01 total2.EMPNFARMCHG 196
## 675 1995-03-01 total2.EMPNFARMCHG 210
## 676 1995-04-01 total2.EMPNFARMCHG 162
## 677 1995-05-01 total2.EMPNFARMCHG -20
## 678 1995-06-01 total2.EMPNFARMCHG 237
## 679 1995-07-01 total2.EMPNFARMCHG 94
## 680 1995-08-01 total2.EMPNFARMCHG 254
## 681 1995-09-01 total2.EMPNFARMCHG 241
## 682 1995-10-01 total2.EMPNFARMCHG 156
## 683 1995-11-01 total2.EMPNFARMCHG 144
## 684 1995-12-01 total2.EMPNFARMCHG 145
## 685 1996-01-01 total2.EMPNFARMCHG -4
## 686 1996-02-01 total2.EMPNFARMCHG 423
## 687 1996-03-01 total2.EMPNFARMCHG 254
## 688 1996-04-01 total2.EMPNFARMCHG 165
## 689 1996-05-01 total2.EMPNFARMCHG 328
## 690 1996-06-01 total2.EMPNFARMCHG 283
## 691 1996-07-01 total2.EMPNFARMCHG 246
## 692 1996-08-01 total2.EMPNFARMCHG 184
## 693 1996-09-01 total2.EMPNFARMCHG 211
## 694 1996-10-01 total2.EMPNFARMCHG 255
## 695 1996-11-01 total2.EMPNFARMCHG 296
## 696 1996-12-01 total2.EMPNFARMCHG 182
## 697 1997-01-01 total2.EMPNFARMCHG 220
## 698 1997-02-01 total2.EMPNFARMCHG 312
## 699 1997-03-01 total2.EMPNFARMCHG 315
## 700 1997-04-01 total2.EMPNFARMCHG 296
## 701 1997-05-01 total2.EMPNFARMCHG 260
## 702 1997-06-01 total2.EMPNFARMCHG 268
## 703 1997-07-01 total2.EMPNFARMCHG 297
## 704 1997-08-01 total2.EMPNFARMCHG -18
## 705 1997-09-01 total2.EMPNFARMCHG 492
## 706 1997-10-01 total2.EMPNFARMCHG 344
## 707 1997-11-01 total2.EMPNFARMCHG 306
## 708 1997-12-01 total2.EMPNFARMCHG 314
## 709 1998-01-01 total2.EMPNFARMCHG 263
## 710 1998-02-01 total2.EMPNFARMCHG 204
## 711 1998-03-01 total2.EMPNFARMCHG 148
## 712 1998-04-01 total2.EMPNFARMCHG 278
## 713 1998-05-01 total2.EMPNFARMCHG 402
## 714 1998-06-01 total2.EMPNFARMCHG 232
## 715 1998-07-01 total2.EMPNFARMCHG 129
## 716 1998-08-01 total2.EMPNFARMCHG 339
## 717 1998-09-01 total2.EMPNFARMCHG 208
## 718 1998-10-01 total2.EMPNFARMCHG 202
## 719 1998-11-01 total2.EMPNFARMCHG 277
## 720 1998-12-01 total2.EMPNFARMCHG 365
## 721 1999-01-01 total2.EMPNFARMCHG 106
## 722 1999-02-01 total2.EMPNFARMCHG 418
## 723 1999-03-01 total2.EMPNFARMCHG 107
## 724 1999-04-01 total2.EMPNFARMCHG 370
## 725 1999-05-01 total2.EMPNFARMCHG 211
## 726 1999-06-01 total2.EMPNFARMCHG 281
## 727 1999-07-01 total2.EMPNFARMCHG 325
## 728 1999-08-01 total2.EMPNFARMCHG 155
## 729 1999-09-01 total2.EMPNFARMCHG 203
## 730 1999-10-01 total2.EMPNFARMCHG 405
## 731 1999-11-01 total2.EMPNFARMCHG 289
## 732 1999-12-01 total2.EMPNFARMCHG 306
## 733 2000-01-01 total2.EMPNFARMCHG 233
## 734 2000-02-01 total2.EMPNFARMCHG 119
## 735 2000-03-01 total2.EMPNFARMCHG 472
## 736 2000-04-01 total2.EMPNFARMCHG 292
## 737 2000-05-01 total2.EMPNFARMCHG 217
## 738 2000-06-01 total2.EMPNFARMCHG -44
## 739 2000-07-01 total2.EMPNFARMCHG 175
## 740 2000-08-01 total2.EMPNFARMCHG -6
## 741 2000-09-01 total2.EMPNFARMCHG 123
## 742 2000-10-01 total2.EMPNFARMCHG -2
## 743 2000-11-01 total2.EMPNFARMCHG 205
## 744 2000-12-01 total2.EMPNFARMCHG 153
## 745 2001-01-01 total2.EMPNFARMCHG -11
## 746 2001-02-01 total2.EMPNFARMCHG 91
## 747 2001-03-01 total2.EMPNFARMCHG -42
## 748 2001-04-01 total2.EMPNFARMCHG -284
## 749 2001-05-01 total2.EMPNFARMCHG -53
## 750 2001-06-01 total2.EMPNFARMCHG -111
## 751 2001-07-01 total2.EMPNFARMCHG -122
## 752 2001-08-01 total2.EMPNFARMCHG -149
## 753 2001-09-01 total2.EMPNFARMCHG -257
## 754 2001-10-01 total2.EMPNFARMCHG -317
## 755 2001-11-01 total2.EMPNFARMCHG -312
## 756 2001-12-01 total2.EMPNFARMCHG -160
## 757 2002-01-01 total2.EMPNFARMCHG -130
## 758 2002-02-01 total2.EMPNFARMCHG -116
## 759 2002-03-01 total2.EMPNFARMCHG -19
## 760 2002-04-01 total2.EMPNFARMCHG -94
## 761 2002-05-01 total2.EMPNFARMCHG 11
## 762 2002-06-01 total2.EMPNFARMCHG 50
## 763 2002-07-01 total2.EMPNFARMCHG -94
## 764 2002-08-01 total2.EMPNFARMCHG -3
## 765 2002-09-01 total2.EMPNFARMCHG -86
## 766 2002-10-01 total2.EMPNFARMCHG 127
## 767 2002-11-01 total2.EMPNFARMCHG -13
## 768 2002-12-01 total2.EMPNFARMCHG -143
## 769 2003-01-01 total2.EMPNFARMCHG 108
## 770 2003-02-01 total2.EMPNFARMCHG -136
## 771 2003-03-01 total2.EMPNFARMCHG -212
## 772 2003-04-01 total2.EMPNFARMCHG -55
## 773 2003-05-01 total2.EMPNFARMCHG 19
## 774 2003-06-01 total2.EMPNFARMCHG -2
## 775 2003-07-01 total2.EMPNFARMCHG -3
## 776 2003-08-01 total2.EMPNFARMCHG -42
## 777 2003-09-01 total2.EMPNFARMCHG 105
## 778 2003-10-01 total2.EMPNFARMCHG 200
## 779 2003-11-01 total2.EMPNFARMCHG 20
## 780 2003-12-01 total2.EMPNFARMCHG 114
## 781 2004-01-01 total2.EMPNFARMCHG 181
## 782 2004-02-01 total2.EMPNFARMCHG 56
## 783 2004-03-01 total2.EMPNFARMCHG 317
## 784 2004-04-01 total2.EMPNFARMCHG 269
## 785 2004-05-01 total2.EMPNFARMCHG 283
## 786 2004-06-01 total2.EMPNFARMCHG 99
## 787 2004-07-01 total2.EMPNFARMCHG 55
## 788 2004-08-01 total2.EMPNFARMCHG 89
## 789 2004-09-01 total2.EMPNFARMCHG 156
## 790 2004-10-01 total2.EMPNFARMCHG 354
## 791 2004-11-01 total2.EMPNFARMCHG 56
## 792 2004-12-01 total2.EMPNFARMCHG 121
## 793 2005-01-01 total2.EMPNFARMCHG 150
## 794 2005-02-01 total2.EMPNFARMCHG 258
## 795 2005-03-01 total2.EMPNFARMCHG 124
## 796 2005-04-01 total2.EMPNFARMCHG 362
## 797 2005-05-01 total2.EMPNFARMCHG 172
## 798 2005-06-01 total2.EMPNFARMCHG 252
## 799 2005-07-01 total2.EMPNFARMCHG 354
## 800 2005-08-01 total2.EMPNFARMCHG 202
## 801 2005-09-01 total2.EMPNFARMCHG 68
## 802 2005-10-01 total2.EMPNFARMCHG 89
## 803 2005-11-01 total2.EMPNFARMCHG 338
## 804 2005-12-01 total2.EMPNFARMCHG 156
## 805 2006-01-01 total2.EMPNFARMCHG 280
## 806 2006-02-01 total2.EMPNFARMCHG 308
## 807 2006-03-01 total2.EMPNFARMCHG 310
## 808 2006-04-01 total2.EMPNFARMCHG 158
## 809 2006-05-01 total2.EMPNFARMCHG 39
## 810 2006-06-01 total2.EMPNFARMCHG 81
## 811 2006-07-01 total2.EMPNFARMCHG 195
## 812 2006-08-01 total2.EMPNFARMCHG 174
## 813 2006-09-01 total2.EMPNFARMCHG 149
## 814 2006-10-01 total2.EMPNFARMCHG 9
## 815 2006-11-01 total2.EMPNFARMCHG 211
## 816 2006-12-01 total2.EMPNFARMCHG 186
## 817 2007-01-01 total2.EMPNFARMCHG 228
## 818 2007-02-01 total2.EMPNFARMCHG 81
## 819 2007-03-01 total2.EMPNFARMCHG 235
## 820 2007-04-01 total2.EMPNFARMCHG 49
## 821 2007-05-01 total2.EMPNFARMCHG 151
## 822 2007-06-01 total2.EMPNFARMCHG 76
## 823 2007-07-01 total2.EMPNFARMCHG -31
## 824 2007-08-01 total2.EMPNFARMCHG -23
## 825 2007-09-01 total2.EMPNFARMCHG 80
## 826 2007-10-01 total2.EMPNFARMCHG 79
## 827 2007-11-01 total2.EMPNFARMCHG 110
## 828 2007-12-01 total2.EMPNFARMCHG 108
## 829 2008-01-01 total2.EMPNFARMCHG 11
## 830 2008-02-01 total2.EMPNFARMCHG -79
## 831 2008-03-01 total2.EMPNFARMCHG -49
## 832 2008-04-01 total2.EMPNFARMCHG -240
## 833 2008-05-01 total2.EMPNFARMCHG -177
## 834 2008-06-01 total2.EMPNFARMCHG -171
## 835 2008-07-01 total2.EMPNFARMCHG -196
## 836 2008-08-01 total2.EMPNFARMCHG -278
## 837 2008-09-01 total2.EMPNFARMCHG -460
## 838 2008-10-01 total2.EMPNFARMCHG -481
## 839 2008-11-01 total2.EMPNFARMCHG -727
## 840 2008-12-01 total2.EMPNFARMCHG -706
## 841 2009-01-01 total2.EMPNFARMCHG -784
## 842 2009-02-01 total2.EMPNFARMCHG -743
## 843 2009-03-01 total2.EMPNFARMCHG -800
## 844 2009-04-01 total2.EMPNFARMCHG -695
## 845 2009-05-01 total2.EMPNFARMCHG -342
## 846 2009-06-01 total2.EMPNFARMCHG -467
## 847 2009-07-01 total2.EMPNFARMCHG -340
## 848 2009-08-01 total2.EMPNFARMCHG -183
## 849 2009-09-01 total2.EMPNFARMCHG -241
## 850 2009-10-01 total2.EMPNFARMCHG -199
## 851 2009-11-01 total2.EMPNFARMCHG 12
## 852 2009-12-01 total2.EMPNFARMCHG -269
## 853 2010-01-01 total2.EMPNFARMCHG 2
## 854 2010-02-01 total2.EMPNFARMCHG -92
## 855 2010-03-01 total2.EMPNFARMCHG 181
## 856 2010-04-01 total2.EMPNFARMCHG 231
## 857 2010-05-01 total2.EMPNFARMCHG 540
## 858 2010-06-01 total2.EMPNFARMCHG -139
## 859 2010-07-01 total2.EMPNFARMCHG -84
## 860 2010-08-01 total2.EMPNFARMCHG -5
## 861 2010-09-01 total2.EMPNFARMCHG -65
## 862 2010-10-01 total2.EMPNFARMCHG 268
## 863 2010-11-01 total2.EMPNFARMCHG 125
## 864 2010-12-01 total2.EMPNFARMCHG 72
## 865 2011-01-01 total2.EMPNFARMCHG 19
## 866 2011-02-01 total2.EMPNFARMCHG 212
## 867 2011-03-01 total2.EMPNFARMCHG 235
## 868 2011-04-01 total2.EMPNFARMCHG 314
## 869 2011-05-01 total2.EMPNFARMCHG 101
## 870 2011-06-01 total2.EMPNFARMCHG 236
## 871 2011-07-01 total2.EMPNFARMCHG 60
## 872 2011-08-01 total2.EMPNFARMCHG 126
## 873 2011-09-01 total2.EMPNFARMCHG 233
## 874 2011-10-01 total2.EMPNFARMCHG 204
## 875 2011-11-01 total2.EMPNFARMCHG 132
## 876 2011-12-01 total2.EMPNFARMCHG 202
## 877 2012-01-01 total2.EMPNFARMCHG 354
## 878 2012-02-01 total2.EMPNFARMCHG 262
## 879 2012-03-01 total2.EMPNFARMCHG 240
## 880 2012-04-01 total2.EMPNFARMCHG 82
## 881 2012-05-01 total2.EMPNFARMCHG 100
## 882 2012-06-01 total2.EMPNFARMCHG 73
## 883 2012-07-01 total2.EMPNFARMCHG 152
## 884 2012-08-01 total2.EMPNFARMCHG 172
## 885 2012-09-01 total2.EMPNFARMCHG 187
## 886 2012-10-01 total2.EMPNFARMCHG 159
## 887 2012-11-01 total2.EMPNFARMCHG 156
## 888 2012-12-01 total2.EMPNFARMCHG 239
## 889 2013-01-01 total2.EMPNFARMCHG 191
## 890 2013-02-01 total2.EMPNFARMCHG 278
## 891 2013-03-01 total2.EMPNFARMCHG 139
## 892 2013-04-01 total2.EMPNFARMCHG 191
## 893 2013-05-01 total2.EMPNFARMCHG 222
## 894 2013-06-01 total2.EMPNFARMCHG 181
## 895 2013-07-01 total2.EMPNFARMCHG 112
## 896 2013-08-01 total2.EMPNFARMCHG 242
## 897 2013-09-01 total2.EMPNFARMCHG 187
## 898 2013-10-01 total2.EMPNFARMCHG 225
## 899 2013-11-01 total2.EMPNFARMCHG 264
## 900 2013-12-01 total2.EMPNFARMCHG 69
## 901 2014-01-01 total2.EMPNFARMCHG 175
## 902 2014-02-01 total2.EMPNFARMCHG 166
## 903 2014-03-01 total2.EMPNFARMCHG 254
## 904 2014-04-01 total2.EMPNFARMCHG 325
## 905 2014-05-01 total2.EMPNFARMCHG 218
## 906 2014-06-01 total2.EMPNFARMCHG 326
## 907 2014-07-01 total2.EMPNFARMCHG 232
## 908 2014-08-01 total2.EMPNFARMCHG 188
## 909 2014-09-01 total2.EMPNFARMCHG 309
## 910 2014-10-01 total2.EMPNFARMCHG 252
## 911 2014-11-01 total2.EMPNFARMCHG 291
## 912 2014-12-01 total2.EMPNFARMCHG 268
## 913 2015-01-01 total2.EMPNFARMCHG 191
## 914 2015-02-01 total2.EMPNFARMCHG 271
## 915 2015-03-01 total2.EMPNFARMCHG 71
## 916 2015-04-01 total2.EMPNFARMCHG 284
## 917 2015-05-01 total2.EMPNFARMCHG 331
## 918 2015-06-01 total2.EMPNFARMCHG 174
## 919 2015-07-01 total2.EMPNFARMCHG 302
## 920 2015-08-01 total2.EMPNFARMCHG 125
## 921 2015-09-01 total2.EMPNFARMCHG 155
## 922 2015-10-01 total2.EMPNFARMCHG 306
## 923 2015-11-01 total2.EMPNFARMCHG 237
## 924 2015-12-01 total2.EMPNFARMCHG 273
## 925 2016-01-01 total2.EMPNFARMCHG 73
## 926 2016-02-01 total2.EMPNFARMCHG 263
## 927 2016-03-01 total2.EMPNFARMCHG 229
## 928 2016-04-01 total2.EMPNFARMCHG 187
## 929 2016-05-01 total2.EMPNFARMCHG 42
## 930 2016-06-01 total2.EMPNFARMCHG 267
## 931 2016-07-01 total2.EMPNFARMCHG 354
## 932 2016-08-01 total2.EMPNFARMCHG 135
## 933 2016-09-01 total2.EMPNFARMCHG 269
## 934 2016-10-01 total2.EMPNFARMCHG 145
## 935 2016-11-01 total2.EMPNFARMCHG 151
## 936 2016-12-01 total2.EMPNFARMCHG 230
## 937 2017-01-01 total2.EMPNFARMCHG 185
## 938 2017-02-01 total2.EMPNFARMCHG 188
## 939 2017-03-01 total2.EMPNFARMCHG 129
## 940 2017-04-01 total2.EMPNFARMCHG 197
## 941 2017-05-01 total2.EMPNFARMCHG 155
## 942 2017-06-01 total2.EMPNFARMCHG 216
## 943 2017-07-01 total2.EMPNFARMCHG 215
## 944 2017-08-01 total2.EMPNFARMCHG 184
## 945 2017-09-01 total2.EMPNFARMCHG 18
## 946 2017-10-01 total2.EMPNFARMCHG 267
## 947 2017-11-01 total2.EMPNFARMCHG 225
## 948 2017-12-01 total2.EMPNFARMCHG 130
## 949 2018-01-01 total2.EMPNFARMCHG 121
## 950 2018-02-01 total2.EMPNFARMCHG 406
## 951 2018-03-01 total2.EMPNFARMCHG 176
## 952 2018-04-01 total2.EMPNFARMCHG 137
## 953 2018-05-01 total2.EMPNFARMCHG 278
## 954 2018-06-01 total2.EMPNFARMCHG 219
## 955 2018-07-01 total2.EMPNFARMCHG 136
## 956 2018-08-01 total2.EMPNFARMCHG 244
## 957 2018-09-01 total2.EMPNFARMCHG 80
## 958 2018-10-01 total2.EMPNFARMCHG 201
## 959 2018-11-01 total2.EMPNFARMCHG 134
## 960 2018-12-01 total2.EMPNFARMCHG 182
## 961 2019-01-01 total2.EMPNFARMCHG 269
## 962 2019-02-01 total2.EMPNFARMCHG 1
## 963 2019-03-01 total2.EMPNFARMCHG 147
## 964 2019-04-01 total2.EMPNFARMCHG 210
## 965 2019-05-01 total2.EMPNFARMCHG 85
## 966 2019-06-01 total2.EMPNFARMCHG 182
## 967 2019-07-01 total2.EMPNFARMCHG 194
## 968 2019-08-01 total2.EMPNFARMCHG 207
## 969 2019-09-01 total2.EMPNFARMCHG 208
## 970 2019-10-01 total2.EMPNFARMCHG 185
## 971 2019-11-01 total2.EMPNFARMCHG 261
## 972 2019-12-01 total2.EMPNFARMCHG 184
## 973 2020-01-01 total2.EMPNFARMCHG 214
## 974 2020-02-01 total2.EMPNFARMCHG 251
## 975 2020-03-01 total2.EMPNFARMCHG -1373
## 976 2020-04-01 total2.EMPNFARMCHG -20787
## 977 2020-05-01 total2.EMPNFARMCHG 2725
## 978 2020-06-01 total2.EMPNFARMCHG 4781
## 979 2020-07-01 total2.EMPNFARMCHG 1761
## 980 2020-08-01 total2.EMPNFARMCHG 1493
## 981 2020-09-01 total2.EMPNFARMCHG 672
## 982 2020-10-01 total2.EMPNFARMCHG 638
## 984 1939-02-01 total2.USGOODCHG 123
## 985 1939-03-01 total2.USGOODCHG 162
## 986 1939-04-01 total2.USGOODCHG -201
## 987 1939-05-01 total2.USGOODCHG 116
## 988 1939-06-01 total2.USGOODCHG 149
## 989 1939-07-01 total2.USGOODCHG -143
## 990 1939-08-01 total2.USGOODCHG 191
## 991 1939-09-01 total2.USGOODCHG 197
## 992 1939-10-01 total2.USGOODCHG 292
## 993 1939-11-01 total2.USGOODCHG 23
## 994 1939-12-01 total2.USGOODCHG 14
## 995 1940-01-01 total2.USGOODCHG -48
## 996 1940-02-01 total2.USGOODCHG 50
## 997 1940-03-01 total2.USGOODCHG 1
## 998 1940-04-01 total2.USGOODCHG -11
## 999 1940-05-01 total2.USGOODCHG 25
## 1000 1940-06-01 total2.USGOODCHG 2
## 1001 1940-07-01 total2.USGOODCHG -82
## 1002 1940-08-01 total2.USGOODCHG 299
## 1003 1940-09-01 total2.USGOODCHG 308
## 1004 1940-10-01 total2.USGOODCHG 344
## 1005 1940-11-01 total2.USGOODCHG 297
## 1006 1940-12-01 total2.USGOODCHG 357
## 1007 1941-01-01 total2.USGOODCHG 208
## 1008 1941-02-01 total2.USGOODCHG 211
## 1009 1941-03-01 total2.USGOODCHG 127
## 1010 1941-04-01 total2.USGOODCHG 42
## 1011 1941-05-01 total2.USGOODCHG 569
## 1012 1941-06-01 total2.USGOODCHG 265
## 1013 1941-07-01 total2.USGOODCHG 279
## 1014 1941-08-01 total2.USGOODCHG 199
## 1015 1941-09-01 total2.USGOODCHG 179
## 1016 1941-10-01 total2.USGOODCHG 85
## 1017 1941-11-01 total2.USGOODCHG 19
## 1018 1941-12-01 total2.USGOODCHG 57
## 1019 1942-01-01 total2.USGOODCHG 105
## 1020 1942-02-01 total2.USGOODCHG 140
## 1021 1942-03-01 total2.USGOODCHG 319
## 1022 1942-04-01 total2.USGOODCHG 334
## 1023 1942-05-01 total2.USGOODCHG 299
## 1024 1942-06-01 total2.USGOODCHG 241
## 1025 1942-07-01 total2.USGOODCHG 343
## 1026 1942-08-01 total2.USGOODCHG 244
## 1027 1942-09-01 total2.USGOODCHG 189
## 1028 1942-10-01 total2.USGOODCHG 101
## 1029 1942-11-01 total2.USGOODCHG 102
## 1030 1942-12-01 total2.USGOODCHG 188
## 1031 1943-01-01 total2.USGOODCHG 162
## 1032 1943-02-01 total2.USGOODCHG 115
## 1033 1943-03-01 total2.USGOODCHG 98
## 1034 1943-04-01 total2.USGOODCHG 0
## 1035 1943-05-01 total2.USGOODCHG -44
## 1036 1943-06-01 total2.USGOODCHG 61
## 1037 1943-07-01 total2.USGOODCHG -24
## 1038 1943-08-01 total2.USGOODCHG -27
## 1039 1943-09-01 total2.USGOODCHG -76
## 1040 1943-10-01 total2.USGOODCHG 123
## 1041 1943-11-01 total2.USGOODCHG 65
## 1042 1943-12-01 total2.USGOODCHG -69
## 1043 1944-01-01 total2.USGOODCHG -83
## 1044 1944-02-01 total2.USGOODCHG -131
## 1045 1944-03-01 total2.USGOODCHG -229
## 1046 1944-04-01 total2.USGOODCHG -225
## 1047 1944-05-01 total2.USGOODCHG -93
## 1048 1944-06-01 total2.USGOODCHG -84
## 1049 1944-07-01 total2.USGOODCHG -87
## 1050 1944-08-01 total2.USGOODCHG -76
## 1051 1944-09-01 total2.USGOODCHG -172
## 1052 1944-10-01 total2.USGOODCHG 9
## 1053 1944-11-01 total2.USGOODCHG -57
## 1054 1944-12-01 total2.USGOODCHG 102
## 1055 1945-01-01 total2.USGOODCHG 39
## 1056 1945-02-01 total2.USGOODCHG -41
## 1057 1945-03-01 total2.USGOODCHG -122
## 1058 1945-04-01 total2.USGOODCHG -204
## 1059 1945-05-01 total2.USGOODCHG -179
## 1060 1945-06-01 total2.USGOODCHG -200
## 1061 1945-07-01 total2.USGOODCHG -348
## 1062 1945-08-01 total2.USGOODCHG -388
## 1063 1945-09-01 total2.USGOODCHG -1737
## 1064 1945-10-01 total2.USGOODCHG 27
## 1065 1945-11-01 total2.USGOODCHG 186
## 1066 1945-12-01 total2.USGOODCHG 45
## 1067 1946-01-01 total2.USGOODCHG 287
## 1068 1946-02-01 total2.USGOODCHG -723
## 1069 1946-03-01 total2.USGOODCHG 709
## 1070 1946-04-01 total2.USGOODCHG 422
## 1071 1946-05-01 total2.USGOODCHG 436
## 1072 1946-06-01 total2.USGOODCHG 331
## 1073 1946-07-01 total2.USGOODCHG 255
## 1074 1946-08-01 total2.USGOODCHG 267
## 1075 1946-09-01 total2.USGOODCHG 184
## 1076 1946-10-01 total2.USGOODCHG 90
## 1077 1946-11-01 total2.USGOODCHG 155
## 1078 1946-12-01 total2.USGOODCHG 7
## 1079 1947-01-01 total2.USGOODCHG 49
## 1080 1947-02-01 total2.USGOODCHG -13
## 1081 1947-03-01 total2.USGOODCHG -4
## 1082 1947-04-01 total2.USGOODCHG -18
## 1083 1947-05-01 total2.USGOODCHG -2
## 1084 1947-06-01 total2.USGOODCHG 77
## 1085 1947-07-01 total2.USGOODCHG -147
## 1086 1947-08-01 total2.USGOODCHG 174
## 1087 1947-09-01 total2.USGOODCHG 118
## 1088 1947-10-01 total2.USGOODCHG 101
## 1089 1947-11-01 total2.USGOODCHG 18
## 1090 1947-12-01 total2.USGOODCHG 46
## 1091 1948-01-01 total2.USGOODCHG 62
## 1092 1948-02-01 total2.USGOODCHG -178
## 1093 1948-03-01 total2.USGOODCHG 97
## 1094 1948-04-01 total2.USGOODCHG -242
## 1095 1948-05-01 total2.USGOODCHG 206
## 1096 1948-06-01 total2.USGOODCHG 125
## 1097 1948-07-01 total2.USGOODCHG 16
## 1098 1948-08-01 total2.USGOODCHG 6
## 1099 1948-09-01 total2.USGOODCHG 86
## 1100 1948-10-01 total2.USGOODCHG -58
## 1101 1948-11-01 total2.USGOODCHG -84
## 1102 1948-12-01 total2.USGOODCHG -182
## 1103 1949-01-01 total2.USGOODCHG -247
## 1104 1949-02-01 total2.USGOODCHG -151
## 1105 1949-03-01 total2.USGOODCHG -171
## 1106 1949-04-01 total2.USGOODCHG -163
## 1107 1949-05-01 total2.USGOODCHG -193
## 1108 1949-06-01 total2.USGOODCHG -141
## 1109 1949-07-01 total2.USGOODCHG -129
## 1110 1949-08-01 total2.USGOODCHG 105
## 1111 1949-09-01 total2.USGOODCHG 76
## 1112 1949-10-01 total2.USGOODCHG -664
## 1113 1949-11-01 total2.USGOODCHG 301
## 1114 1949-12-01 total2.USGOODCHG 177
## 1115 1950-01-01 total2.USGOODCHG 38
## 1116 1950-02-01 total2.USGOODCHG -220
## 1117 1950-03-01 total2.USGOODCHG 447
## 1118 1950-04-01 total2.USGOODCHG 236
## 1119 1950-05-01 total2.USGOODCHG 362
## 1120 1950-06-01 total2.USGOODCHG 208
## 1121 1950-07-01 total2.USGOODCHG 176
## 1122 1950-08-01 total2.USGOODCHG 453
## 1123 1950-09-01 total2.USGOODCHG 123
## 1124 1950-10-01 total2.USGOODCHG 209
## 1125 1950-11-01 total2.USGOODCHG 39
## 1126 1950-12-01 total2.USGOODCHG -5
## 1127 1951-01-01 total2.USGOODCHG 235
## 1128 1951-02-01 total2.USGOODCHG 148
## 1129 1951-03-01 total2.USGOODCHG 88
## 1130 1951-04-01 total2.USGOODCHG 56
## 1131 1951-05-01 total2.USGOODCHG 19
## 1132 1951-06-01 total2.USGOODCHG -3
## 1133 1951-07-01 total2.USGOODCHG -79
## 1134 1951-08-01 total2.USGOODCHG -38
## 1135 1951-09-01 total2.USGOODCHG -87
## 1136 1951-10-01 total2.USGOODCHG 8
## 1137 1951-11-01 total2.USGOODCHG -13
## 1138 1951-12-01 total2.USGOODCHG 81
## 1139 1952-01-01 total2.USGOODCHG 21
## 1140 1952-02-01 total2.USGOODCHG 94
## 1141 1952-03-01 total2.USGOODCHG -38
## 1142 1952-04-01 total2.USGOODCHG 31
## 1143 1952-05-01 total2.USGOODCHG -22
## 1144 1952-06-01 total2.USGOODCHG -365
## 1145 1952-07-01 total2.USGOODCHG -151
## 1146 1952-08-01 total2.USGOODCHG 660
## 1147 1952-09-01 total2.USGOODCHG 278
## 1148 1952-10-01 total2.USGOODCHG 106
## 1149 1952-11-01 total2.USGOODCHG 161
## 1150 1952-12-01 total2.USGOODCHG 137
## 1151 1953-01-01 total2.USGOODCHG 111
## 1152 1953-02-01 total2.USGOODCHG 120
## 1153 1953-03-01 total2.USGOODCHG 68
## 1154 1953-04-01 total2.USGOODCHG -1
## 1155 1953-05-01 total2.USGOODCHG 22
## 1156 1953-06-01 total2.USGOODCHG -21
## 1157 1953-07-01 total2.USGOODCHG 1
## 1158 1953-08-01 total2.USGOODCHG -76
## 1159 1953-09-01 total2.USGOODCHG -108
## 1160 1953-10-01 total2.USGOODCHG -148
## 1161 1953-11-01 total2.USGOODCHG -263
## 1162 1953-12-01 total2.USGOODCHG -142
## 1163 1954-01-01 total2.USGOODCHG -210
## 1164 1954-02-01 total2.USGOODCHG -83
## 1165 1954-03-01 total2.USGOODCHG -132
## 1166 1954-04-01 total2.USGOODCHG -146
## 1167 1954-05-01 total2.USGOODCHG -126
## 1168 1954-06-01 total2.USGOODCHG -76
## 1169 1954-07-01 total2.USGOODCHG -120
## 1170 1954-08-01 total2.USGOODCHG -29
## 1171 1954-09-01 total2.USGOODCHG 10
## 1172 1954-10-01 total2.USGOODCHG 60
## 1173 1954-11-01 total2.USGOODCHG 117
## 1174 1954-12-01 total2.USGOODCHG 70
## 1175 1955-01-01 total2.USGOODCHG 101
## 1176 1955-02-01 total2.USGOODCHG 117
## 1177 1955-03-01 total2.USGOODCHG 184
## 1178 1955-04-01 total2.USGOODCHG 157
## 1179 1955-05-01 total2.USGOODCHG 156
## 1180 1955-06-01 total2.USGOODCHG 108
## 1181 1955-07-01 total2.USGOODCHG 45
## 1182 1955-08-01 total2.USGOODCHG 56
## 1183 1955-09-01 total2.USGOODCHG -5
## 1184 1955-10-01 total2.USGOODCHG 55
## 1185 1955-11-01 total2.USGOODCHG 72
## 1186 1955-12-01 total2.USGOODCHG 54
## 1187 1956-01-01 total2.USGOODCHG 57
## 1188 1956-02-01 total2.USGOODCHG 66
## 1189 1956-03-01 total2.USGOODCHG -40
## 1190 1956-04-01 total2.USGOODCHG 120
## 1191 1956-05-01 total2.USGOODCHG 14
## 1192 1956-06-01 total2.USGOODCHG 80
## 1193 1956-07-01 total2.USGOODCHG -515
## 1194 1956-08-01 total2.USGOODCHG 532
## 1195 1956-09-01 total2.USGOODCHG -62
## 1196 1956-10-01 total2.USGOODCHG 58
## 1197 1956-11-01 total2.USGOODCHG -32
## 1198 1956-12-01 total2.USGOODCHG 40
## 1199 1957-01-01 total2.USGOODCHG -93
## 1200 1957-02-01 total2.USGOODCHG 100
## 1201 1957-03-01 total2.USGOODCHG 3
## 1202 1957-04-01 total2.USGOODCHG -49
## 1203 1957-05-01 total2.USGOODCHG -53
## 1204 1957-06-01 total2.USGOODCHG -57
## 1205 1957-07-01 total2.USGOODCHG -42
## 1206 1957-08-01 total2.USGOODCHG -7
## 1207 1957-09-01 total2.USGOODCHG -183
## 1208 1957-10-01 total2.USGOODCHG -124
## 1209 1957-11-01 total2.USGOODCHG -161
## 1210 1957-12-01 total2.USGOODCHG -149
## 1211 1958-01-01 total2.USGOODCHG -209
## 1212 1958-02-01 total2.USGOODCHG -373
## 1213 1958-03-01 total2.USGOODCHG -194
## 1214 1958-04-01 total2.USGOODCHG -215
## 1215 1958-05-01 total2.USGOODCHG -112
## 1216 1958-06-01 total2.USGOODCHG -24
## 1217 1958-07-01 total2.USGOODCHG 54
## 1218 1958-08-01 total2.USGOODCHG 109
## 1219 1958-09-01 total2.USGOODCHG 184
## 1220 1958-10-01 total2.USGOODCHG -113
## 1221 1958-11-01 total2.USGOODCHG 392
## 1222 1958-12-01 total2.USGOODCHG -18
## 1223 1959-01-01 total2.USGOODCHG 204
## 1224 1959-02-01 total2.USGOODCHG 94
## 1225 1959-03-01 total2.USGOODCHG 179
## 1226 1959-04-01 total2.USGOODCHG 200
## 1227 1959-05-01 total2.USGOODCHG 109
## 1228 1959-06-01 total2.USGOODCHG 84
## 1229 1959-07-01 total2.USGOODCHG 67
## 1230 1959-08-01 total2.USGOODCHG -480
## 1231 1959-09-01 total2.USGOODCHG 3
## 1232 1959-10-01 total2.USGOODCHG -127
## 1233 1959-11-01 total2.USGOODCHG 183
## 1234 1959-12-01 total2.USGOODCHG 317
## 1235 1960-01-01 total2.USGOODCHG 66
## 1236 1960-02-01 total2.USGOODCHG 114
## 1237 1960-03-01 total2.USGOODCHG -232
## 1238 1960-04-01 total2.USGOODCHG 73
## 1239 1960-05-01 total2.USGOODCHG -72
## 1240 1960-06-01 total2.USGOODCHG -134
## 1241 1960-07-01 total2.USGOODCHG -70
## 1242 1960-08-01 total2.USGOODCHG -65
## 1243 1960-09-01 total2.USGOODCHG -48
## 1244 1960-10-01 total2.USGOODCHG -105
## 1245 1960-11-01 total2.USGOODCHG -153
## 1246 1960-12-01 total2.USGOODCHG -251
## 1247 1961-01-01 total2.USGOODCHG -40
## 1248 1961-02-01 total2.USGOODCHG -90
## 1249 1961-03-01 total2.USGOODCHG 20
## 1250 1961-04-01 total2.USGOODCHG -6
## 1251 1961-05-01 total2.USGOODCHG 91
## 1252 1961-06-01 total2.USGOODCHG 95
## 1253 1961-07-01 total2.USGOODCHG 22
## 1254 1961-08-01 total2.USGOODCHG 85
## 1255 1961-09-01 total2.USGOODCHG 5
## 1256 1961-10-01 total2.USGOODCHG 75
## 1257 1961-11-01 total2.USGOODCHG 122
## 1258 1961-12-01 total2.USGOODCHG 54
## 1259 1962-01-01 total2.USGOODCHG -45
## 1260 1962-02-01 total2.USGOODCHG 173
## 1261 1962-03-01 total2.USGOODCHG 0
## 1262 1962-04-01 total2.USGOODCHG 149
## 1263 1962-05-01 total2.USGOODCHG -5
## 1264 1962-06-01 total2.USGOODCHG -67
## 1265 1962-07-01 total2.USGOODCHG 62
## 1266 1962-08-01 total2.USGOODCHG 3
## 1267 1962-09-01 total2.USGOODCHG 54
## 1268 1962-10-01 total2.USGOODCHG -4
## 1269 1962-11-01 total2.USGOODCHG -41
## 1270 1962-12-01 total2.USGOODCHG -41
## 1271 1963-01-01 total2.USGOODCHG 38
## 1272 1963-02-01 total2.USGOODCHG -29
## 1273 1963-03-01 total2.USGOODCHG 5
## 1274 1963-04-01 total2.USGOODCHG 110
## 1275 1963-05-01 total2.USGOODCHG 56
## 1276 1963-06-01 total2.USGOODCHG -28
## 1277 1963-07-01 total2.USGOODCHG 52
## 1278 1963-08-01 total2.USGOODCHG 14
## 1279 1963-09-01 total2.USGOODCHG 46
## 1280 1963-10-01 total2.USGOODCHG 34
## 1281 1963-11-01 total2.USGOODCHG -61
## 1282 1963-12-01 total2.USGOODCHG 37
## 1283 1964-01-01 total2.USGOODCHG -87
## 1284 1964-02-01 total2.USGOODCHG 164
## 1285 1964-03-01 total2.USGOODCHG 17
## 1286 1964-04-01 total2.USGOODCHG 6
## 1287 1964-05-01 total2.USGOODCHG 37
## 1288 1964-06-01 total2.USGOODCHG 52
## 1289 1964-07-01 total2.USGOODCHG 58
## 1290 1964-08-01 total2.USGOODCHG 70
## 1291 1964-09-01 total2.USGOODCHG 133
## 1292 1964-10-01 total2.USGOODCHG -220
## 1293 1964-11-01 total2.USGOODCHG 303
## 1294 1964-12-01 total2.USGOODCHG 85
## 1295 1965-01-01 total2.USGOODCHG 62
## 1296 1965-02-01 total2.USGOODCHG 43
## 1297 1965-03-01 total2.USGOODCHG 76
## 1298 1965-04-01 total2.USGOODCHG 25
## 1299 1965-05-01 total2.USGOODCHG 127
## 1300 1965-06-01 total2.USGOODCHG 78
## 1301 1965-07-01 total2.USGOODCHG 89
## 1302 1965-08-01 total2.USGOODCHG 115
## 1303 1965-09-01 total2.USGOODCHG 82
## 1304 1965-10-01 total2.USGOODCHG 87
## 1305 1965-11-01 total2.USGOODCHG 126
## 1306 1965-12-01 total2.USGOODCHG 130
## 1307 1966-01-01 total2.USGOODCHG 63
## 1308 1966-02-01 total2.USGOODCHG 101
## 1309 1966-03-01 total2.USGOODCHG 200
## 1310 1966-04-01 total2.USGOODCHG 53
## 1311 1966-05-01 total2.USGOODCHG 107
## 1312 1966-06-01 total2.USGOODCHG 171
## 1313 1966-07-01 total2.USGOODCHG 26
## 1314 1966-08-01 total2.USGOODCHG 100
## 1315 1966-09-01 total2.USGOODCHG -24
## 1316 1966-10-01 total2.USGOODCHG 43
## 1317 1966-11-01 total2.USGOODCHG -3
## 1318 1966-12-01 total2.USGOODCHG 20
## 1319 1967-01-01 total2.USGOODCHG 49
## 1320 1967-02-01 total2.USGOODCHG -70
## 1321 1967-03-01 total2.USGOODCHG -68
## 1322 1967-04-01 total2.USGOODCHG -77
## 1323 1967-05-01 total2.USGOODCHG -63
## 1324 1967-06-01 total2.USGOODCHG -18
## 1325 1967-07-01 total2.USGOODCHG 11
## 1326 1967-08-01 total2.USGOODCHG 115
## 1327 1967-09-01 total2.USGOODCHG -112
## 1328 1967-10-01 total2.USGOODCHG 4
## 1329 1967-11-01 total2.USGOODCHG 217
## 1330 1967-12-01 total2.USGOODCHG 41
## 1331 1968-01-01 total2.USGOODCHG -120
## 1332 1968-02-01 total2.USGOODCHG 200
## 1333 1968-03-01 total2.USGOODCHG 2
## 1334 1968-04-01 total2.USGOODCHG 88
## 1335 1968-05-01 total2.USGOODCHG 48
## 1336 1968-06-01 total2.USGOODCHG 9
## 1337 1968-07-01 total2.USGOODCHG 65
## 1338 1968-08-01 total2.USGOODCHG 21
## 1339 1968-09-01 total2.USGOODCHG 40
## 1340 1968-10-01 total2.USGOODCHG 29
## 1341 1968-11-01 total2.USGOODCHG 93
## 1342 1968-12-01 total2.USGOODCHG 105
## 1343 1969-01-01 total2.USGOODCHG 27
## 1344 1969-02-01 total2.USGOODCHG 111
## 1345 1969-03-01 total2.USGOODCHG 58
## 1346 1969-04-01 total2.USGOODCHG 2
## 1347 1969-05-01 total2.USGOODCHG 84
## 1348 1969-06-01 total2.USGOODCHG 82
## 1349 1969-07-01 total2.USGOODCHG 9
## 1350 1969-08-01 total2.USGOODCHG 121
## 1351 1969-09-01 total2.USGOODCHG -123
## 1352 1969-10-01 total2.USGOODCHG -12
## 1353 1969-11-01 total2.USGOODCHG -136
## 1354 1969-12-01 total2.USGOODCHG 44
## 1355 1970-01-01 total2.USGOODCHG -158
## 1356 1970-02-01 total2.USGOODCHG 21
## 1357 1970-03-01 total2.USGOODCHG -9
## 1358 1970-04-01 total2.USGOODCHG -186
## 1359 1970-05-01 total2.USGOODCHG -216
## 1360 1970-06-01 total2.USGOODCHG -95
## 1361 1970-07-01 total2.USGOODCHG -46
## 1362 1970-08-01 total2.USGOODCHG -90
## 1363 1970-09-01 total2.USGOODCHG -117
## 1364 1970-10-01 total2.USGOODCHG -511
## 1365 1970-11-01 total2.USGOODCHG -132
## 1366 1970-12-01 total2.USGOODCHG 328
## 1367 1971-01-01 total2.USGOODCHG -79
## 1368 1971-02-01 total2.USGOODCHG -80
## 1369 1971-03-01 total2.USGOODCHG -23
## 1370 1971-04-01 total2.USGOODCHG 61
## 1371 1971-05-01 total2.USGOODCHG 93
## 1372 1971-06-01 total2.USGOODCHG -77
## 1373 1971-07-01 total2.USGOODCHG -4
## 1374 1971-08-01 total2.USGOODCHG 6
## 1375 1971-09-01 total2.USGOODCHG 80
## 1376 1971-10-01 total2.USGOODCHG -46
## 1377 1971-11-01 total2.USGOODCHG 80
## 1378 1971-12-01 total2.USGOODCHG 57
## 1379 1972-01-01 total2.USGOODCHG 124
## 1380 1972-02-01 total2.USGOODCHG 50
## 1381 1972-03-01 total2.USGOODCHG 121
## 1382 1972-04-01 total2.USGOODCHG 63
## 1383 1972-05-01 total2.USGOODCHG 123
## 1384 1972-06-01 total2.USGOODCHG 60
## 1385 1972-07-01 total2.USGOODCHG -120
## 1386 1972-08-01 total2.USGOODCHG 238
## 1387 1972-09-01 total2.USGOODCHG 56
## 1388 1972-10-01 total2.USGOODCHG 157
## 1389 1972-11-01 total2.USGOODCHG 75
## 1390 1972-12-01 total2.USGOODCHG 84
## 1391 1973-01-01 total2.USGOODCHG 183
## 1392 1973-02-01 total2.USGOODCHG 205
## 1393 1973-03-01 total2.USGOODCHG 102
## 1394 1973-04-01 total2.USGOODCHG 54
## 1395 1973-05-01 total2.USGOODCHG 66
## 1396 1973-06-01 total2.USGOODCHG 103
## 1397 1973-07-01 total2.USGOODCHG 37
## 1398 1973-08-01 total2.USGOODCHG 37
## 1399 1973-09-01 total2.USGOODCHG -11
## 1400 1973-10-01 total2.USGOODCHG 93
## 1401 1973-11-01 total2.USGOODCHG 78
## 1402 1973-12-01 total2.USGOODCHG 60
## 1403 1974-01-01 total2.USGOODCHG -70
## 1404 1974-02-01 total2.USGOODCHG 9
## 1405 1974-03-01 total2.USGOODCHG -31
## 1406 1974-04-01 total2.USGOODCHG -17
## 1407 1974-05-01 total2.USGOODCHG -35
## 1408 1974-06-01 total2.USGOODCHG -44
## 1409 1974-07-01 total2.USGOODCHG -129
## 1410 1974-08-01 total2.USGOODCHG -66
## 1411 1974-09-01 total2.USGOODCHG -122
## 1412 1974-10-01 total2.USGOODCHG -156
## 1413 1974-11-01 total2.USGOODCHG -345
## 1414 1974-12-01 total2.USGOODCHG -470
## 1415 1975-01-01 total2.USGOODCHG -329
## 1416 1975-02-01 total2.USGOODCHG -462
## 1417 1975-03-01 total2.USGOODCHG -238
## 1418 1975-04-01 total2.USGOODCHG -165
## 1419 1975-05-01 total2.USGOODCHG -12
## 1420 1975-06-01 total2.USGOODCHG -79
## 1421 1975-07-01 total2.USGOODCHG -37
## 1422 1975-08-01 total2.USGOODCHG 195
## 1423 1975-09-01 total2.USGOODCHG 108
## 1424 1975-10-01 total2.USGOODCHG 100
## 1425 1975-11-01 total2.USGOODCHG 58
## 1426 1975-12-01 total2.USGOODCHG 160
## 1427 1976-01-01 total2.USGOODCHG 197
## 1428 1976-02-01 total2.USGOODCHG 94
## 1429 1976-03-01 total2.USGOODCHG 87
## 1430 1976-04-01 total2.USGOODCHG 70
## 1431 1976-05-01 total2.USGOODCHG -62
## 1432 1976-06-01 total2.USGOODCHG -6
## 1433 1976-07-01 total2.USGOODCHG 6
## 1434 1976-08-01 total2.USGOODCHG 50
## 1435 1976-09-01 total2.USGOODCHG 104
## 1436 1976-10-01 total2.USGOODCHG -105
## 1437 1976-11-01 total2.USGOODCHG 170
## 1438 1976-12-01 total2.USGOODCHG 54
## 1439 1977-01-01 total2.USGOODCHG 59
## 1440 1977-02-01 total2.USGOODCHG 158
## 1441 1977-03-01 total2.USGOODCHG 194
## 1442 1977-04-01 total2.USGOODCHG 135
## 1443 1977-05-01 total2.USGOODCHG 112
## 1444 1977-06-01 total2.USGOODCHG 127
## 1445 1977-07-01 total2.USGOODCHG 60
## 1446 1977-08-01 total2.USGOODCHG 18
## 1447 1977-09-01 total2.USGOODCHG 120
## 1448 1977-10-01 total2.USGOODCHG 35
## 1449 1977-11-01 total2.USGOODCHG 92
## 1450 1977-12-01 total2.USGOODCHG 0
## 1451 1978-01-01 total2.USGOODCHG 3
## 1452 1978-02-01 total2.USGOODCHG 79
## 1453 1978-03-01 total2.USGOODCHG 196
## 1454 1978-04-01 total2.USGOODCHG 359
## 1455 1978-05-01 total2.USGOODCHG 74
## 1456 1978-06-01 total2.USGOODCHG 156
## 1457 1978-07-01 total2.USGOODCHG 62
## 1458 1978-08-01 total2.USGOODCHG 74
## 1459 1978-09-01 total2.USGOODCHG 70
## 1460 1978-10-01 total2.USGOODCHG 104
## 1461 1978-11-01 total2.USGOODCHG 130
## 1462 1978-12-01 total2.USGOODCHG 80
## 1463 1979-01-01 total2.USGOODCHG -18
## 1464 1979-02-01 total2.USGOODCHG 44
## 1465 1979-03-01 total2.USGOODCHG 214
## 1466 1979-04-01 total2.USGOODCHG -40
## 1467 1979-05-01 total2.USGOODCHG 113
## 1468 1979-06-01 total2.USGOODCHG 90
## 1469 1979-07-01 total2.USGOODCHG 2
## 1470 1979-08-01 total2.USGOODCHG -104
## 1471 1979-09-01 total2.USGOODCHG 29
## 1472 1979-10-01 total2.USGOODCHG -50
## 1473 1979-11-01 total2.USGOODCHG -91
## 1474 1979-12-01 total2.USGOODCHG 23
## 1475 1980-01-01 total2.USGOODCHG -21
## 1476 1980-02-01 total2.USGOODCHG -75
## 1477 1980-03-01 total2.USGOODCHG -56
## 1478 1980-04-01 total2.USGOODCHG -311
## 1479 1980-05-01 total2.USGOODCHG -273
## 1480 1980-06-01 total2.USGOODCHG -266
## 1481 1980-07-01 total2.USGOODCHG -270
## 1482 1980-08-01 total2.USGOODCHG 162
## 1483 1980-09-01 total2.USGOODCHG 71
## 1484 1980-10-01 total2.USGOODCHG 81
## 1485 1980-11-01 total2.USGOODCHG 111
## 1486 1980-12-01 total2.USGOODCHG 59
## 1487 1981-01-01 total2.USGOODCHG -30
## 1488 1981-02-01 total2.USGOODCHG -34
## 1489 1981-03-01 total2.USGOODCHG 85
## 1490 1981-04-01 total2.USGOODCHG -52
## 1491 1981-05-01 total2.USGOODCHG -3
## 1492 1981-06-01 total2.USGOODCHG 142
## 1493 1981-07-01 total2.USGOODCHG 12
## 1494 1981-08-01 total2.USGOODCHG -44
## 1495 1981-09-01 total2.USGOODCHG -48
## 1496 1981-10-01 total2.USGOODCHG -159
## 1497 1981-11-01 total2.USGOODCHG -176
## 1498 1981-12-01 total2.USGOODCHG -219
## 1499 1982-01-01 total2.USGOODCHG -294
## 1500 1982-02-01 total2.USGOODCHG -1
## 1501 1982-03-01 total2.USGOODCHG -147
## 1502 1982-04-01 total2.USGOODCHG -218
## 1503 1982-05-01 total2.USGOODCHG -112
## 1504 1982-06-01 total2.USGOODCHG -241
## 1505 1982-07-01 total2.USGOODCHG -209
## 1506 1982-08-01 total2.USGOODCHG -166
## 1507 1982-09-01 total2.USGOODCHG -122
## 1508 1982-10-01 total2.USGOODCHG -267
## 1509 1982-11-01 total2.USGOODCHG -143
## 1510 1982-12-01 total2.USGOODCHG -48
## 1511 1983-01-01 total2.USGOODCHG 69
## 1512 1983-02-01 total2.USGOODCHG -81
## 1513 1983-03-01 total2.USGOODCHG -27
## 1514 1983-04-01 total2.USGOODCHG 80
## 1515 1983-05-01 total2.USGOODCHG 100
## 1516 1983-06-01 total2.USGOODCHG 120
## 1517 1983-07-01 total2.USGOODCHG 154
## 1518 1983-08-01 total2.USGOODCHG 104
## 1519 1983-09-01 total2.USGOODCHG 174
## 1520 1983-10-01 total2.USGOODCHG 165
## 1521 1983-11-01 total2.USGOODCHG 152
## 1522 1983-12-01 total2.USGOODCHG 105
## 1523 1984-01-01 total2.USGOODCHG 139
## 1524 1984-02-01 total2.USGOODCHG 204
## 1525 1984-03-01 total2.USGOODCHG 63
## 1526 1984-04-01 total2.USGOODCHG 96
## 1527 1984-05-01 total2.USGOODCHG 84
## 1528 1984-06-01 total2.USGOODCHG 108
## 1529 1984-07-01 total2.USGOODCHG 74
## 1530 1984-08-01 total2.USGOODCHG 37
## 1531 1984-09-01 total2.USGOODCHG 9
## 1532 1984-10-01 total2.USGOODCHG 9
## 1533 1984-11-01 total2.USGOODCHG 13
## 1534 1984-12-01 total2.USGOODCHG 34
## 1535 1985-01-01 total2.USGOODCHG -1
## 1536 1985-02-01 total2.USGOODCHG -51
## 1537 1985-03-01 total2.USGOODCHG 40
## 1538 1985-04-01 total2.USGOODCHG -17
## 1539 1985-05-01 total2.USGOODCHG -12
## 1540 1985-06-01 total2.USGOODCHG -40
## 1541 1985-07-01 total2.USGOODCHG -43
## 1542 1985-08-01 total2.USGOODCHG -3
## 1543 1985-09-01 total2.USGOODCHG -18
## 1544 1985-10-01 total2.USGOODCHG 1
## 1545 1985-11-01 total2.USGOODCHG -9
## 1546 1985-12-01 total2.USGOODCHG -2
## 1547 1986-01-01 total2.USGOODCHG 12
## 1548 1986-02-01 total2.USGOODCHG -45
## 1549 1986-03-01 total2.USGOODCHG -57
## 1550 1986-04-01 total2.USGOODCHG -1
## 1551 1986-05-01 total2.USGOODCHG -78
## 1552 1986-06-01 total2.USGOODCHG -86
## 1553 1986-07-01 total2.USGOODCHG -28
## 1554 1986-08-01 total2.USGOODCHG -10
## 1555 1986-09-01 total2.USGOODCHG -9
## 1556 1986-10-01 total2.USGOODCHG -8
## 1557 1986-11-01 total2.USGOODCHG -4
## 1558 1986-12-01 total2.USGOODCHG 33
## 1559 1987-01-01 total2.USGOODCHG -5
## 1560 1987-02-01 total2.USGOODCHG 64
## 1561 1987-03-01 total2.USGOODCHG 11
## 1562 1987-04-01 total2.USGOODCHG 35
## 1563 1987-05-01 total2.USGOODCHG 48
## 1564 1987-06-01 total2.USGOODCHG 0
## 1565 1987-07-01 total2.USGOODCHG 65
## 1566 1987-08-01 total2.USGOODCHG 51
## 1567 1987-09-01 total2.USGOODCHG 60
## 1568 1987-10-01 total2.USGOODCHG 89
## 1569 1987-11-01 total2.USGOODCHG 56
## 1570 1987-12-01 total2.USGOODCHG 61
## 1571 1988-01-01 total2.USGOODCHG -104
## 1572 1988-02-01 total2.USGOODCHG 101
## 1573 1988-03-01 total2.USGOODCHG 55
## 1574 1988-04-01 total2.USGOODCHG 56
## 1575 1988-05-01 total2.USGOODCHG 16
## 1576 1988-06-01 total2.USGOODCHG 55
## 1577 1988-07-01 total2.USGOODCHG 15
## 1578 1988-08-01 total2.USGOODCHG -40
## 1579 1988-09-01 total2.USGOODCHG 16
## 1580 1988-10-01 total2.USGOODCHG 45
## 1581 1988-11-01 total2.USGOODCHG 43
## 1582 1988-12-01 total2.USGOODCHG 24
## 1583 1989-01-01 total2.USGOODCHG 43
## 1584 1989-02-01 total2.USGOODCHG -17
## 1585 1989-03-01 total2.USGOODCHG -11
## 1586 1989-04-01 total2.USGOODCHG 31
## 1587 1989-05-01 total2.USGOODCHG -11
## 1588 1989-06-01 total2.USGOODCHG -37
## 1589 1989-07-01 total2.USGOODCHG -25
## 1590 1989-08-01 total2.USGOODCHG 21
## 1591 1989-09-01 total2.USGOODCHG -48
## 1592 1989-10-01 total2.USGOODCHG -3
## 1593 1989-11-01 total2.USGOODCHG 12
## 1594 1989-12-01 total2.USGOODCHG -60
## 1595 1990-01-01 total2.USGOODCHG 33
## 1596 1990-02-01 total2.USGOODCHG 89
## 1597 1990-03-01 total2.USGOODCHG -48
## 1598 1990-04-01 total2.USGOODCHG -57
## 1599 1990-05-01 total2.USGOODCHG -78
## 1600 1990-06-01 total2.USGOODCHG -39
## 1601 1990-07-01 total2.USGOODCHG -103
## 1602 1990-08-01 total2.USGOODCHG -98
## 1603 1990-09-01 total2.USGOODCHG -77
## 1604 1990-10-01 total2.USGOODCHG -98
## 1605 1990-11-01 total2.USGOODCHG -190
## 1606 1990-12-01 total2.USGOODCHG -80
## 1607 1991-01-01 total2.USGOODCHG -142
## 1608 1991-02-01 total2.USGOODCHG -161
## 1609 1991-03-01 total2.USGOODCHG -121
## 1610 1991-04-01 total2.USGOODCHG -92
## 1611 1991-05-01 total2.USGOODCHG -69
## 1612 1991-06-01 total2.USGOODCHG -47
## 1613 1991-07-01 total2.USGOODCHG -64
## 1614 1991-08-01 total2.USGOODCHG -14
## 1615 1991-09-01 total2.USGOODCHG -27
## 1616 1991-10-01 total2.USGOODCHG -48
## 1617 1991-11-01 total2.USGOODCHG -102
## 1618 1991-12-01 total2.USGOODCHG -42
## 1619 1992-01-01 total2.USGOODCHG -61
## 1620 1992-02-01 total2.USGOODCHG -71
## 1621 1992-03-01 total2.USGOODCHG -15
## 1622 1992-04-01 total2.USGOODCHG 5
## 1623 1992-05-01 total2.USGOODCHG 3
## 1624 1992-06-01 total2.USGOODCHG -38
## 1625 1992-07-01 total2.USGOODCHG -23
## 1626 1992-08-01 total2.USGOODCHG -29
## 1627 1992-09-01 total2.USGOODCHG -25
## 1628 1992-10-01 total2.USGOODCHG 9
## 1629 1992-11-01 total2.USGOODCHG 13
## 1630 1992-12-01 total2.USGOODCHG 34
## 1631 1993-01-01 total2.USGOODCHG 57
## 1632 1993-02-01 total2.USGOODCHG 55
## 1633 1993-03-01 total2.USGOODCHG -46
## 1634 1993-04-01 total2.USGOODCHG -11
## 1635 1993-05-01 total2.USGOODCHG 58
## 1636 1993-06-01 total2.USGOODCHG -24
## 1637 1993-07-01 total2.USGOODCHG 18
## 1638 1993-08-01 total2.USGOODCHG 20
## 1639 1993-09-01 total2.USGOODCHG 49
## 1640 1993-10-01 total2.USGOODCHG 54
## 1641 1993-11-01 total2.USGOODCHG 41
## 1642 1993-12-01 total2.USGOODCHG 66
## 1643 1994-01-01 total2.USGOODCHG 52
## 1644 1994-02-01 total2.USGOODCHG -14
## 1645 1994-03-01 total2.USGOODCHG 99
## 1646 1994-04-01 total2.USGOODCHG 91
## 1647 1994-05-01 total2.USGOODCHG 63
## 1648 1994-06-01 total2.USGOODCHG 60
## 1649 1994-07-01 total2.USGOODCHG 43
## 1650 1994-08-01 total2.USGOODCHG 69
## 1651 1994-09-01 total2.USGOODCHG 72
## 1652 1994-10-01 total2.USGOODCHG 26
## 1653 1994-11-01 total2.USGOODCHG 76
## 1654 1994-12-01 total2.USGOODCHG 45
## 1655 1995-01-01 total2.USGOODCHG 52
## 1656 1995-02-01 total2.USGOODCHG -44
## 1657 1995-03-01 total2.USGOODCHG 48
## 1658 1995-04-01 total2.USGOODCHG 23
## 1659 1995-05-01 total2.USGOODCHG -54
## 1660 1995-06-01 total2.USGOODCHG 17
## 1661 1995-07-01 total2.USGOODCHG -18
## 1662 1995-08-01 total2.USGOODCHG 45
## 1663 1995-09-01 total2.USGOODCHG 44
## 1664 1995-10-01 total2.USGOODCHG -2
## 1665 1995-11-01 total2.USGOODCHG -6
## 1666 1995-12-01 total2.USGOODCHG 9
## 1667 1996-01-01 total2.USGOODCHG -13
## 1668 1996-02-01 total2.USGOODCHG 84
## 1669 1996-03-01 total2.USGOODCHG -4
## 1670 1996-04-01 total2.USGOODCHG 40
## 1671 1996-05-01 total2.USGOODCHG 42
## 1672 1996-06-01 total2.USGOODCHG 41
## 1673 1996-07-01 total2.USGOODCHG 19
## 1674 1996-08-01 total2.USGOODCHG 61
## 1675 1996-09-01 total2.USGOODCHG 18
## 1676 1996-10-01 total2.USGOODCHG 49
## 1677 1996-11-01 total2.USGOODCHG 38
## 1678 1996-12-01 total2.USGOODCHG 14
## 1679 1997-01-01 total2.USGOODCHG 20
## 1680 1997-02-01 total2.USGOODCHG 68
## 1681 1997-03-01 total2.USGOODCHG 53
## 1682 1997-04-01 total2.USGOODCHG 26
## 1683 1997-05-01 total2.USGOODCHG 44
## 1684 1997-06-01 total2.USGOODCHG 25
## 1685 1997-07-01 total2.USGOODCHG 28
## 1686 1997-08-01 total2.USGOODCHG 90
## 1687 1997-09-01 total2.USGOODCHG 44
## 1688 1997-10-01 total2.USGOODCHG 57
## 1689 1997-11-01 total2.USGOODCHG 59
## 1690 1997-12-01 total2.USGOODCHG 72
## 1691 1998-01-01 total2.USGOODCHG 78
## 1692 1998-02-01 total2.USGOODCHG 21
## 1693 1998-03-01 total2.USGOODCHG -19
## 1694 1998-04-01 total2.USGOODCHG 76
## 1695 1998-05-01 total2.USGOODCHG 21
## 1696 1998-06-01 total2.USGOODCHG 26
## 1697 1998-07-01 total2.USGOODCHG -149
## 1698 1998-08-01 total2.USGOODCHG 182
## 1699 1998-09-01 total2.USGOODCHG -1
## 1700 1998-10-01 total2.USGOODCHG -13
## 1701 1998-11-01 total2.USGOODCHG -12
## 1702 1998-12-01 total2.USGOODCHG 60
## 1703 1999-01-01 total2.USGOODCHG -53
## 1704 1999-02-01 total2.USGOODCHG 33
## 1705 1999-03-01 total2.USGOODCHG -56
## 1706 1999-04-01 total2.USGOODCHG 47
## 1707 1999-05-01 total2.USGOODCHG 20
## 1708 1999-06-01 total2.USGOODCHG -11
## 1709 1999-07-01 total2.USGOODCHG 40
## 1710 1999-08-01 total2.USGOODCHG -7
## 1711 1999-09-01 total2.USGOODCHG 18
## 1712 1999-10-01 total2.USGOODCHG 20
## 1713 1999-11-01 total2.USGOODCHG 56
## 1714 1999-12-01 total2.USGOODCHG 21
## 1715 2000-01-01 total2.USGOODCHG 46
## 1716 2000-02-01 total2.USGOODCHG -19
## 1717 2000-03-01 total2.USGOODCHG 96
## 1718 2000-04-01 total2.USGOODCHG -17
## 1719 2000-05-01 total2.USGOODCHG -41
## 1720 2000-06-01 total2.USGOODCHG 25
## 1721 2000-07-01 total2.USGOODCHG 45
## 1722 2000-08-01 total2.USGOODCHG -34
## 1723 2000-09-01 total2.USGOODCHG -41
## 1724 2000-10-01 total2.USGOODCHG -4
## 1725 2000-11-01 total2.USGOODCHG -15
## 1726 2000-12-01 total2.USGOODCHG -48
## 1727 2001-01-01 total2.USGOODCHG -42
## 1728 2001-02-01 total2.USGOODCHG -59
## 1729 2001-03-01 total2.USGOODCHG -65
## 1730 2001-04-01 total2.USGOODCHG -155
## 1731 2001-05-01 total2.USGOODCHG -135
## 1732 2001-06-01 total2.USGOODCHG -154
## 1733 2001-07-01 total2.USGOODCHG -128
## 1734 2001-08-01 total2.USGOODCHG -170
## 1735 2001-09-01 total2.USGOODCHG -130
## 1736 2001-10-01 total2.USGOODCHG -159
## 1737 2001-11-01 total2.USGOODCHG -169
## 1738 2001-12-01 total2.USGOODCHG -115
## 1739 2002-01-01 total2.USGOODCHG -133
## 1740 2002-02-01 total2.USGOODCHG -85
## 1741 2002-03-01 total2.USGOODCHG -90
## 1742 2002-04-01 total2.USGOODCHG -97
## 1743 2002-05-01 total2.USGOODCHG -85
## 1744 2002-06-01 total2.USGOODCHG -26
## 1745 2002-07-01 total2.USGOODCHG -57
## 1746 2002-08-01 total2.USGOODCHG -72
## 1747 2002-09-01 total2.USGOODCHG -52
## 1748 2002-10-01 total2.USGOODCHG -72
## 1749 2002-11-01 total2.USGOODCHG -43
## 1750 2002-12-01 total2.USGOODCHG -93
## 1751 2003-01-01 total2.USGOODCHG -43
## 1752 2003-02-01 total2.USGOODCHG -123
## 1753 2003-03-01 total2.USGOODCHG -78
## 1754 2003-04-01 total2.USGOODCHG -81
## 1755 2003-05-01 total2.USGOODCHG -32
## 1756 2003-06-01 total2.USGOODCHG -44
## 1757 2003-07-01 total2.USGOODCHG -80
## 1758 2003-08-01 total2.USGOODCHG -2
## 1759 2003-09-01 total2.USGOODCHG -6
## 1760 2003-10-01 total2.USGOODCHG -9
## 1761 2003-11-01 total2.USGOODCHG -3
## 1762 2003-12-01 total2.USGOODCHG 15
## 1763 2004-01-01 total2.USGOODCHG 12
## 1764 2004-02-01 total2.USGOODCHG -22
## 1765 2004-03-01 total2.USGOODCHG 65
## 1766 2004-04-01 total2.USGOODCHG 44
## 1767 2004-05-01 total2.USGOODCHG 79
## 1768 2004-06-01 total2.USGOODCHG 4
## 1769 2004-07-01 total2.USGOODCHG 15
## 1770 2004-08-01 total2.USGOODCHG 44
## 1771 2004-09-01 total2.USGOODCHG 13
## 1772 2004-10-01 total2.USGOODCHG 47
## 1773 2004-11-01 total2.USGOODCHG -7
## 1774 2004-12-01 total2.USGOODCHG 8
## 1775 2005-01-01 total2.USGOODCHG -47
## 1776 2005-02-01 total2.USGOODCHG 78
## 1777 2005-03-01 total2.USGOODCHG 30
## 1778 2005-04-01 total2.USGOODCHG 70
## 1779 2005-05-01 total2.USGOODCHG 36
## 1780 2005-06-01 total2.USGOODCHG 13
## 1781 2005-07-01 total2.USGOODCHG 20
## 1782 2005-08-01 total2.USGOODCHG 23
## 1783 2005-09-01 total2.USGOODCHG -2
## 1784 2005-10-01 total2.USGOODCHG 66
## 1785 2005-11-01 total2.USGOODCHG 65
## 1786 2005-12-01 total2.USGOODCHG 19
## 1787 2006-01-01 total2.USGOODCHG 91
## 1788 2006-02-01 total2.USGOODCHG 68
## 1789 2006-03-01 total2.USGOODCHG 37
## 1790 2006-04-01 total2.USGOODCHG 59
## 1791 2006-05-01 total2.USGOODCHG -34
## 1792 2006-06-01 total2.USGOODCHG 1
## 1793 2006-07-01 total2.USGOODCHG -8
## 1794 2006-08-01 total2.USGOODCHG -18
## 1795 2006-09-01 total2.USGOODCHG -35
## 1796 2006-10-01 total2.USGOODCHG -81
## 1797 2006-11-01 total2.USGOODCHG -48
## 1798 2006-12-01 total2.USGOODCHG -3
## 1799 2007-01-01 total2.USGOODCHG 34
## 1800 2007-02-01 total2.USGOODCHG -105
## 1801 2007-03-01 total2.USGOODCHG 57
## 1802 2007-04-01 total2.USGOODCHG -41
## 1803 2007-05-01 total2.USGOODCHG -27
## 1804 2007-06-01 total2.USGOODCHG 0
## 1805 2007-07-01 total2.USGOODCHG -46
## 1806 2007-08-01 total2.USGOODCHG -112
## 1807 2007-09-01 total2.USGOODCHG -72
## 1808 2007-10-01 total2.USGOODCHG -37
## 1809 2007-11-01 total2.USGOODCHG -41
## 1810 2007-12-01 total2.USGOODCHG -39
## 1811 2008-01-01 total2.USGOODCHG -29
## 1812 2008-02-01 total2.USGOODCHG -50
## 1813 2008-03-01 total2.USGOODCHG -77
## 1814 2008-04-01 total2.USGOODCHG -139
## 1815 2008-05-01 total2.USGOODCHG -82
## 1816 2008-06-01 total2.USGOODCHG -116
## 1817 2008-07-01 total2.USGOODCHG -123
## 1818 2008-08-01 total2.USGOODCHG -110
## 1819 2008-09-01 total2.USGOODCHG -149
## 1820 2008-10-01 total2.USGOODCHG -206
## 1821 2008-11-01 total2.USGOODCHG -272
## 1822 2008-12-01 total2.USGOODCHG -301
## 1823 2009-01-01 total2.USGOODCHG -433
## 1824 2009-02-01 total2.USGOODCHG -314
## 1825 2009-03-01 total2.USGOODCHG -348
## 1826 2009-04-01 total2.USGOODCHG -333
## 1827 2009-05-01 total2.USGOODCHG -239
## 1828 2009-06-01 total2.USGOODCHG -233
## 1829 2009-07-01 total2.USGOODCHG -144
## 1830 2009-08-01 total2.USGOODCHG -127
## 1831 2009-09-01 total2.USGOODCHG -108
## 1832 2009-10-01 total2.USGOODCHG -128
## 1833 2009-11-01 total2.USGOODCHG -46
## 1834 2009-12-01 total2.USGOODCHG -77
## 1835 2010-01-01 total2.USGOODCHG -85
## 1836 2010-02-01 total2.USGOODCHG -80
## 1837 2010-03-01 total2.USGOODCHG 45
## 1838 2010-04-01 total2.USGOODCHG 57
## 1839 2010-05-01 total2.USGOODCHG 13
## 1840 2010-06-01 total2.USGOODCHG 21
## 1841 2010-07-01 total2.USGOODCHG 14
## 1842 2010-08-01 total2.USGOODCHG 16
## 1843 2010-09-01 total2.USGOODCHG -6
## 1844 2010-10-01 total2.USGOODCHG 14
## 1845 2010-11-01 total2.USGOODCHG 26
## 1846 2010-12-01 total2.USGOODCHG -31
## 1847 2011-01-01 total2.USGOODCHG -12
## 1848 2011-02-01 total2.USGOODCHG 60
## 1849 2011-03-01 total2.USGOODCHG 62
## 1850 2011-04-01 total2.USGOODCHG 51
## 1851 2011-05-01 total2.USGOODCHG 50
## 1852 2011-06-01 total2.USGOODCHG 38
## 1853 2011-07-01 total2.USGOODCHG 49
## 1854 2011-08-01 total2.USGOODCHG 26
## 1855 2011-09-01 total2.USGOODCHG 47
## 1856 2011-10-01 total2.USGOODCHG 21
## 1857 2011-11-01 total2.USGOODCHG -1
## 1858 2011-12-01 total2.USGOODCHG 57
## 1859 2012-01-01 total2.USGOODCHG 60
## 1860 2012-02-01 total2.USGOODCHG 30
## 1861 2012-03-01 total2.USGOODCHG 38
## 1862 2012-04-01 total2.USGOODCHG 12
## 1863 2012-05-01 total2.USGOODCHG 2
## 1864 2012-06-01 total2.USGOODCHG 25
## 1865 2012-07-01 total2.USGOODCHG 36
## 1866 2012-08-01 total2.USGOODCHG 12
## 1867 2012-09-01 total2.USGOODCHG 2
## 1868 2012-10-01 total2.USGOODCHG 11
## 1869 2012-11-01 total2.USGOODCHG 5
## 1870 2012-12-01 total2.USGOODCHG 55
## 1871 2013-01-01 total2.USGOODCHG 48
## 1872 2013-02-01 total2.USGOODCHG 58
## 1873 2013-03-01 total2.USGOODCHG 22
## 1874 2013-04-01 total2.USGOODCHG -7
## 1875 2013-05-01 total2.USGOODCHG 38
## 1876 2013-06-01 total2.USGOODCHG 33
## 1877 2013-07-01 total2.USGOODCHG -19
## 1878 2013-08-01 total2.USGOODCHG 51
## 1879 2013-09-01 total2.USGOODCHG 54
## 1880 2013-10-01 total2.USGOODCHG 47
## 1881 2013-11-01 total2.USGOODCHG 54
## 1882 2013-12-01 total2.USGOODCHG -30
## 1883 2014-01-01 total2.USGOODCHG 56
## 1884 2014-02-01 total2.USGOODCHG 51
## 1885 2014-03-01 total2.USGOODCHG 49
## 1886 2014-04-01 total2.USGOODCHG 67
## 1887 2014-05-01 total2.USGOODCHG 38
## 1888 2014-06-01 total2.USGOODCHG 53
## 1889 2014-07-01 total2.USGOODCHG 69
## 1890 2014-08-01 total2.USGOODCHG 52
## 1891 2014-09-01 total2.USGOODCHG 55
## 1892 2014-10-01 total2.USGOODCHG 48
## 1893 2014-11-01 total2.USGOODCHG 37
## 1894 2014-12-01 total2.USGOODCHG 25
## 1895 2015-01-01 total2.USGOODCHG 19
## 1896 2015-02-01 total2.USGOODCHG 37
## 1897 2015-03-01 total2.USGOODCHG -32
## 1898 2015-04-01 total2.USGOODCHG 48
## 1899 2015-05-01 total2.USGOODCHG 27
## 1900 2015-06-01 total2.USGOODCHG 11
## 1901 2015-07-01 total2.USGOODCHG 35
## 1902 2015-08-01 total2.USGOODCHG 3
## 1903 2015-09-01 total2.USGOODCHG 12
## 1904 2015-10-01 total2.USGOODCHG 39
## 1905 2015-11-01 total2.USGOODCHG 31
## 1906 2015-12-01 total2.USGOODCHG 27
## 1907 2016-01-01 total2.USGOODCHG -8
## 1908 2016-02-01 total2.USGOODCHG -2
## 1909 2016-03-01 total2.USGOODCHG -12
## 1910 2016-04-01 total2.USGOODCHG 12
## 1911 2016-05-01 total2.USGOODCHG -39
## 1912 2016-06-01 total2.USGOODCHG 20
## 1913 2016-07-01 total2.USGOODCHG 48
## 1914 2016-08-01 total2.USGOODCHG -25
## 1915 2016-09-01 total2.USGOODCHG 30
## 1916 2016-10-01 total2.USGOODCHG 27
## 1917 2016-11-01 total2.USGOODCHG 19
## 1918 2016-12-01 total2.USGOODCHG 17
## 1919 2017-01-01 total2.USGOODCHG 40
## 1920 2017-02-01 total2.USGOODCHG 63
## 1921 2017-03-01 total2.USGOODCHG 36
## 1922 2017-04-01 total2.USGOODCHG 21
## 1923 2017-05-01 total2.USGOODCHG 22
## 1924 2017-06-01 total2.USGOODCHG 43
## 1925 2017-07-01 total2.USGOODCHG 6
## 1926 2017-08-01 total2.USGOODCHG 79
## 1927 2017-09-01 total2.USGOODCHG 26
## 1928 2017-10-01 total2.USGOODCHG 45
## 1929 2017-11-01 total2.USGOODCHG 67
## 1930 2017-12-01 total2.USGOODCHG 53
## 1931 2018-01-01 total2.USGOODCHG 45
## 1932 2018-02-01 total2.USGOODCHG 123
## 1933 2018-03-01 total2.USGOODCHG 36
## 1934 2018-04-01 total2.USGOODCHG 47
## 1935 2018-05-01 total2.USGOODCHG 71
## 1936 2018-06-01 total2.USGOODCHG 50
## 1937 2018-07-01 total2.USGOODCHG 41
## 1938 2018-08-01 total2.USGOODCHG 52
## 1939 2018-09-01 total2.USGOODCHG 43
## 1940 2018-10-01 total2.USGOODCHG 50
## 1941 2018-11-01 total2.USGOODCHG 13
## 1942 2018-12-01 total2.USGOODCHG 51
## 1943 2019-01-01 total2.USGOODCHG 75
## 1944 2019-02-01 total2.USGOODCHG -29
## 1945 2019-03-01 total2.USGOODCHG 17
## 1946 2019-04-01 total2.USGOODCHG 28
## 1947 2019-05-01 total2.USGOODCHG 11
## 1948 2019-06-01 total2.USGOODCHG 26
## 1949 2019-07-01 total2.USGOODCHG 9
## 1950 2019-08-01 total2.USGOODCHG 2
## 1951 2019-09-01 total2.USGOODCHG 19
## 1952 2019-10-01 total2.USGOODCHG -20
## 1953 2019-11-01 total2.USGOODCHG 45
## 1954 2019-12-01 total2.USGOODCHG 5
## 1955 2020-01-01 total2.USGOODCHG 13
## 1956 2020-02-01 total2.USGOODCHG 56
## 1957 2020-03-01 total2.USGOODCHG -119
## 1958 2020-04-01 total2.USGOODCHG -2388
## 1959 2020-05-01 total2.USGOODCHG 676
## 1960 2020-06-01 total2.USGOODCHG 485
## 1961 2020-07-01 total2.USGOODCHG 66
## 1962 2020-08-01 total2.USGOODCHG 53
## 1963 2020-09-01 total2.USGOODCHG 97
## 1964 2020-10-01 total2.USGOODCHG 123
## 1966 1939-02-01 total2.SRVPRDCHG 54
## 1967 1939-03-01 total2.SRVPRDCHG 18
## 1968 1939-04-01 total2.SRVPRDCHG 15
## 1969 1939-05-01 total2.SRVPRDCHG 89
## 1970 1939-06-01 total2.SRVPRDCHG 54
## 1971 1939-07-01 total2.SRVPRDCHG 60
## 1972 1939-08-01 total2.SRVPRDCHG 53
## 1973 1939-09-01 total2.SRVPRDCHG 171
## 1974 1939-10-01 total2.SRVPRDCHG 88
## 1975 1939-11-01 total2.SRVPRDCHG 36
## 1976 1939-12-01 total2.SRVPRDCHG 58
## 1977 1940-01-01 total2.SRVPRDCHG 109
## 1978 1940-02-01 total2.SRVPRDCHG 62
## 1979 1940-03-01 total2.SRVPRDCHG 109
## 1980 1940-04-01 total2.SRVPRDCHG -113
## 1981 1940-05-01 total2.SRVPRDCHG 153
## 1982 1940-06-01 total2.SRVPRDCHG 96
## 1983 1940-07-01 total2.SRVPRDCHG 47
## 1984 1940-08-01 total2.SRVPRDCHG 111
## 1985 1940-09-01 total2.SRVPRDCHG 150
## 1986 1940-10-01 total2.SRVPRDCHG 113
## 1987 1940-11-01 total2.SRVPRDCHG 105
## 1988 1940-12-01 total2.SRVPRDCHG 148
## 1989 1941-01-01 total2.SRVPRDCHG 99
## 1990 1941-02-01 total2.SRVPRDCHG 151
## 1991 1941-03-01 total2.SRVPRDCHG 122
## 1992 1941-04-01 total2.SRVPRDCHG 334
## 1993 1941-05-01 total2.SRVPRDCHG 145
## 1994 1941-06-01 total2.SRVPRDCHG 203
## 1995 1941-07-01 total2.SRVPRDCHG 208
## 1996 1941-08-01 total2.SRVPRDCHG 208
## 1997 1941-09-01 total2.SRVPRDCHG 112
## 1998 1941-10-01 total2.SRVPRDCHG 29
## 1999 1941-11-01 total2.SRVPRDCHG 56
## 2000 1941-12-01 total2.SRVPRDCHG 23
## 2001 1942-01-01 total2.SRVPRDCHG 138
## 2002 1942-02-01 total2.SRVPRDCHG 25
## 2003 1942-03-01 total2.SRVPRDCHG 104
## 2004 1942-04-01 total2.SRVPRDCHG 83
## 2005 1942-05-01 total2.SRVPRDCHG 120
## 2006 1942-06-01 total2.SRVPRDCHG 17
## 2007 1942-07-01 total2.SRVPRDCHG 100
## 2008 1942-08-01 total2.SRVPRDCHG 272
## 2009 1942-09-01 total2.SRVPRDCHG 82
## 2010 1942-10-01 total2.SRVPRDCHG 155
## 2011 1942-11-01 total2.SRVPRDCHG 57
## 2012 1942-12-01 total2.SRVPRDCHG 53
## 2013 1943-01-01 total2.SRVPRDCHG 95
## 2014 1943-02-01 total2.SRVPRDCHG 106
## 2015 1943-03-01 total2.SRVPRDCHG 61
## 2016 1943-04-01 total2.SRVPRDCHG 95
## 2017 1943-05-01 total2.SRVPRDCHG -7
## 2018 1943-06-01 total2.SRVPRDCHG 124
## 2019 1943-07-01 total2.SRVPRDCHG -57
## 2020 1943-08-01 total2.SRVPRDCHG -127
## 2021 1943-09-01 total2.SRVPRDCHG 22
## 2022 1943-10-01 total2.SRVPRDCHG 60
## 2023 1943-11-01 total2.SRVPRDCHG 81
## 2024 1943-12-01 total2.SRVPRDCHG -6
## 2025 1944-01-01 total2.SRVPRDCHG -9
## 2026 1944-02-01 total2.SRVPRDCHG 15
## 2027 1944-03-01 total2.SRVPRDCHG -15
## 2028 1944-04-01 total2.SRVPRDCHG -6
## 2029 1944-05-01 total2.SRVPRDCHG 15
## 2030 1944-06-01 total2.SRVPRDCHG 46
## 2031 1944-07-01 total2.SRVPRDCHG 44
## 2032 1944-08-01 total2.SRVPRDCHG 22
## 2033 1944-09-01 total2.SRVPRDCHG 1
## 2034 1944-10-01 total2.SRVPRDCHG 20
## 2035 1944-11-01 total2.SRVPRDCHG 60
## 2036 1944-12-01 total2.SRVPRDCHG 47
## 2037 1945-01-01 total2.SRVPRDCHG -4
## 2038 1945-02-01 total2.SRVPRDCHG 43
## 2039 1945-03-01 total2.SRVPRDCHG 23
## 2040 1945-04-01 total2.SRVPRDCHG -148
## 2041 1945-05-01 total2.SRVPRDCHG 37
## 2042 1945-06-01 total2.SRVPRDCHG 45
## 2043 1945-07-01 total2.SRVPRDCHG 73
## 2044 1945-08-01 total2.SRVPRDCHG -20
## 2045 1945-09-01 total2.SRVPRDCHG -222
## 2046 1945-10-01 total2.SRVPRDCHG 66
## 2047 1945-11-01 total2.SRVPRDCHG 210
## 2048 1945-12-01 total2.SRVPRDCHG 69
## 2049 1946-01-01 total2.SRVPRDCHG 432
## 2050 1946-02-01 total2.SRVPRDCHG 138
## 2051 1946-03-01 total2.SRVPRDCHG 242
## 2052 1946-04-01 total2.SRVPRDCHG 296
## 2053 1946-05-01 total2.SRVPRDCHG 0
## 2054 1946-06-01 total2.SRVPRDCHG 55
## 2055 1946-07-01 total2.SRVPRDCHG 163
## 2056 1946-08-01 total2.SRVPRDCHG 222
## 2057 1946-09-01 total2.SRVPRDCHG 89
## 2058 1946-10-01 total2.SRVPRDCHG 88
## 2059 1946-11-01 total2.SRVPRDCHG 147
## 2060 1946-12-01 total2.SRVPRDCHG -23
## 2061 1947-01-01 total2.SRVPRDCHG 107
## 2062 1947-02-01 total2.SRVPRDCHG 35
## 2063 1947-03-01 total2.SRVPRDCHG 54
## 2064 1947-04-01 total2.SRVPRDCHG -90
## 2065 1947-05-01 total2.SRVPRDCHG 141
## 2066 1947-06-01 total2.SRVPRDCHG 95
## 2067 1947-07-01 total2.SRVPRDCHG 80
## 2068 1947-08-01 total2.SRVPRDCHG 43
## 2069 1947-09-01 total2.SRVPRDCHG 125
## 2070 1947-10-01 total2.SRVPRDCHG 107
## 2071 1947-11-01 total2.SRVPRDCHG 55
## 2072 1947-12-01 total2.SRVPRDCHG 51
## 2073 1948-01-01 total2.SRVPRDCHG 36
## 2074 1948-02-01 total2.SRVPRDCHG 32
## 2075 1948-03-01 total2.SRVPRDCHG 53
## 2076 1948-04-01 total2.SRVPRDCHG -62
## 2077 1948-05-01 total2.SRVPRDCHG 211
## 2078 1948-06-01 total2.SRVPRDCHG 113
## 2079 1948-07-01 total2.SRVPRDCHG 110
## 2080 1948-08-01 total2.SRVPRDCHG 12
## 2081 1948-09-01 total2.SRVPRDCHG 30
## 2082 1948-10-01 total2.SRVPRDCHG 9
## 2083 1948-11-01 total2.SRVPRDCHG 31
## 2084 1948-12-01 total2.SRVPRDCHG 22
## 2085 1949-01-01 total2.SRVPRDCHG -117
## 2086 1949-02-01 total2.SRVPRDCHG -20
## 2087 1949-03-01 total2.SRVPRDCHG -86
## 2088 1949-04-01 total2.SRVPRDCHG 159
## 2089 1949-05-01 total2.SRVPRDCHG -59
## 2090 1949-06-01 total2.SRVPRDCHG -104
## 2091 1949-07-01 total2.SRVPRDCHG -79
## 2092 1949-08-01 total2.SRVPRDCHG -12
## 2093 1949-09-01 total2.SRVPRDCHG 80
## 2094 1949-10-01 total2.SRVPRDCHG -174
## 2095 1949-11-01 total2.SRVPRDCHG -1
## 2096 1949-12-01 total2.SRVPRDCHG 103
## 2097 1950-01-01 total2.SRVPRDCHG -34
## 2098 1950-02-01 total2.SRVPRDCHG -9
## 2099 1950-03-01 total2.SRVPRDCHG 210
## 2100 1950-04-01 total2.SRVPRDCHG 192
## 2101 1950-05-01 total2.SRVPRDCHG -26
## 2102 1950-06-01 total2.SRVPRDCHG 157
## 2103 1950-07-01 total2.SRVPRDCHG 195
## 2104 1950-08-01 total2.SRVPRDCHG 285
## 2105 1950-09-01 total2.SRVPRDCHG 123
## 2106 1950-10-01 total2.SRVPRDCHG 59
## 2107 1950-11-01 total2.SRVPRDCHG 31
## 2108 1950-12-01 total2.SRVPRDCHG 90
## 2109 1951-01-01 total2.SRVPRDCHG 192
## 2110 1951-02-01 total2.SRVPRDCHG 141
## 2111 1951-03-01 total2.SRVPRDCHG 208
## 2112 1951-04-01 total2.SRVPRDCHG -68
## 2113 1951-05-01 total2.SRVPRDCHG 72
## 2114 1951-06-01 total2.SRVPRDCHG 115
## 2115 1951-07-01 total2.SRVPRDCHG 76
## 2116 1951-08-01 total2.SRVPRDCHG -11
## 2117 1951-09-01 total2.SRVPRDCHG 29
## 2118 1951-10-01 total2.SRVPRDCHG 44
## 2119 1951-11-01 total2.SRVPRDCHG 154
## 2120 1951-12-01 total2.SRVPRDCHG 86
## 2121 1952-01-01 total2.SRVPRDCHG -39
## 2122 1952-02-01 total2.SRVPRDCHG 132
## 2123 1952-03-01 total2.SRVPRDCHG 20
## 2124 1952-04-01 total2.SRVPRDCHG 85
## 2125 1952-05-01 total2.SRVPRDCHG 44
## 2126 1952-06-01 total2.SRVPRDCHG 5
## 2127 1952-07-01 total2.SRVPRDCHG 12
## 2128 1952-08-01 total2.SRVPRDCHG 121
## 2129 1952-09-01 total2.SRVPRDCHG 118
## 2130 1952-10-01 total2.SRVPRDCHG 171
## 2131 1952-11-01 total2.SRVPRDCHG 58
## 2132 1952-12-01 total2.SRVPRDCHG 213
## 2133 1953-01-01 total2.SRVPRDCHG -133
## 2134 1953-02-01 total2.SRVPRDCHG 75
## 2135 1953-03-01 total2.SRVPRDCHG 66
## 2136 1953-04-01 total2.SRVPRDCHG -37
## 2137 1953-05-01 total2.SRVPRDCHG 33
## 2138 1953-06-01 total2.SRVPRDCHG 50
## 2139 1953-07-01 total2.SRVPRDCHG 16
## 2140 1953-08-01 total2.SRVPRDCHG 29
## 2141 1953-09-01 total2.SRVPRDCHG -13
## 2142 1953-10-01 total2.SRVPRDCHG 20
## 2143 1953-11-01 total2.SRVPRDCHG -69
## 2144 1953-12-01 total2.SRVPRDCHG -63
## 2145 1954-01-01 total2.SRVPRDCHG -24
## 2146 1954-02-01 total2.SRVPRDCHG -4
## 2147 1954-03-01 total2.SRVPRDCHG -93
## 2148 1954-04-01 total2.SRVPRDCHG 168
## 2149 1954-05-01 total2.SRVPRDCHG -88
## 2150 1954-06-01 total2.SRVPRDCHG 6
## 2151 1954-07-01 total2.SRVPRDCHG 60
## 2152 1954-08-01 total2.SRVPRDCHG 20
## 2153 1954-09-01 total2.SRVPRDCHG 50
## 2154 1954-10-01 total2.SRVPRDCHG -4
## 2155 1954-11-01 total2.SRVPRDCHG 121
## 2156 1954-12-01 total2.SRVPRDCHG 81
## 2157 1955-01-01 total2.SRVPRDCHG 64
## 2158 1955-02-01 total2.SRVPRDCHG 31
## 2159 1955-03-01 total2.SRVPRDCHG 134
## 2160 1955-04-01 total2.SRVPRDCHG 129
## 2161 1955-05-01 total2.SRVPRDCHG 108
## 2162 1955-06-01 total2.SRVPRDCHG 170
## 2163 1955-07-01 total2.SRVPRDCHG 152
## 2164 1955-08-01 total2.SRVPRDCHG 68
## 2165 1955-09-01 total2.SRVPRDCHG 160
## 2166 1955-10-01 total2.SRVPRDCHG 108
## 2167 1955-11-01 total2.SRVPRDCHG 91
## 2168 1955-12-01 total2.SRVPRDCHG 159
## 2169 1956-01-01 total2.SRVPRDCHG 113
## 2170 1956-02-01 total2.SRVPRDCHG 126
## 2171 1956-03-01 total2.SRVPRDCHG 167
## 2172 1956-04-01 total2.SRVPRDCHG -39
## 2173 1956-05-01 total2.SRVPRDCHG 117
## 2174 1956-06-01 total2.SRVPRDCHG 0
## 2175 1956-07-01 total2.SRVPRDCHG -116
## 2176 1956-08-01 total2.SRVPRDCHG 144
## 2177 1956-09-01 total2.SRVPRDCHG 35
## 2178 1956-10-01 total2.SRVPRDCHG 115
## 2179 1956-11-01 total2.SRVPRDCHG 76
## 2180 1956-12-01 total2.SRVPRDCHG 68
## 2181 1957-01-01 total2.SRVPRDCHG 51
## 2182 1957-02-01 total2.SRVPRDCHG 110
## 2183 1957-03-01 total2.SRVPRDCHG 56
## 2184 1957-04-01 total2.SRVPRDCHG 131
## 2185 1957-05-01 total2.SRVPRDCHG -35
## 2186 1957-06-01 total2.SRVPRDCHG -26
## 2187 1957-07-01 total2.SRVPRDCHG 98
## 2188 1957-08-01 total2.SRVPRDCHG 12
## 2189 1957-09-01 total2.SRVPRDCHG -11
## 2190 1957-10-01 total2.SRVPRDCHG -47
## 2191 1957-11-01 total2.SRVPRDCHG -44
## 2192 1957-12-01 total2.SRVPRDCHG -25
## 2193 1958-01-01 total2.SRVPRDCHG -99
## 2194 1958-02-01 total2.SRVPRDCHG -127
## 2195 1958-03-01 total2.SRVPRDCHG -83
## 2196 1958-04-01 total2.SRVPRDCHG -57
## 2197 1958-05-01 total2.SRVPRDCHG -1
## 2198 1958-06-01 total2.SRVPRDCHG 24
## 2199 1958-07-01 total2.SRVPRDCHG 71
## 2200 1958-08-01 total2.SRVPRDCHG 85
## 2201 1958-09-01 total2.SRVPRDCHG 89
## 2202 1958-10-01 total2.SRVPRDCHG 92
## 2203 1958-11-01 total2.SRVPRDCHG 67
## 2204 1958-12-01 total2.SRVPRDCHG 159
## 2205 1959-01-01 total2.SRVPRDCHG 189
## 2206 1959-02-01 total2.SRVPRDCHG 116
## 2207 1959-03-01 total2.SRVPRDCHG 147
## 2208 1959-04-01 total2.SRVPRDCHG 107
## 2209 1959-05-01 total2.SRVPRDCHG 120
## 2210 1959-06-01 total2.SRVPRDCHG 47
## 2211 1959-07-01 total2.SRVPRDCHG 56
## 2212 1959-08-01 total2.SRVPRDCHG 12
## 2213 1959-09-01 total2.SRVPRDCHG 89
## 2214 1959-10-01 total2.SRVPRDCHG 57
## 2215 1959-11-01 total2.SRVPRDCHG 93
## 2216 1959-12-01 total2.SRVPRDCHG 223
## 2217 1960-01-01 total2.SRVPRDCHG 34
## 2218 1960-02-01 total2.SRVPRDCHG 125
## 2219 1960-03-01 total2.SRVPRDCHG 173
## 2220 1960-04-01 total2.SRVPRDCHG 286
## 2221 1960-05-01 total2.SRVPRDCHG -266
## 2222 1960-06-01 total2.SRVPRDCHG 7
## 2223 1960-07-01 total2.SRVPRDCHG 28
## 2224 1960-08-01 total2.SRVPRDCHG 31
## 2225 1960-09-01 total2.SRVPRDCHG 3
## 2226 1960-10-01 total2.SRVPRDCHG 20
## 2227 1960-11-01 total2.SRVPRDCHG -28
## 2228 1960-12-01 total2.SRVPRDCHG 32
## 2229 1961-01-01 total2.SRVPRDCHG -19
## 2230 1961-02-01 total2.SRVPRDCHG -36
## 2231 1961-03-01 total2.SRVPRDCHG 82
## 2232 1961-04-01 total2.SRVPRDCHG -26
## 2233 1961-05-01 total2.SRVPRDCHG 68
## 2234 1961-06-01 total2.SRVPRDCHG 96
## 2235 1961-07-01 total2.SRVPRDCHG 124
## 2236 1961-08-01 total2.SRVPRDCHG 90
## 2237 1961-09-01 total2.SRVPRDCHG 85
## 2238 1961-10-01 total2.SRVPRDCHG 59
## 2239 1961-11-01 total2.SRVPRDCHG 98
## 2240 1961-12-01 total2.SRVPRDCHG 76
## 2241 1962-01-01 total2.SRVPRDCHG 64
## 2242 1962-02-01 total2.SRVPRDCHG 124
## 2243 1962-03-01 total2.SRVPRDCHG 87
## 2244 1962-04-01 total2.SRVPRDCHG 178
## 2245 1962-05-01 total2.SRVPRDCHG 31
## 2246 1962-06-01 total2.SRVPRDCHG 83
## 2247 1962-07-01 total2.SRVPRDCHG 40
## 2248 1962-08-01 total2.SRVPRDCHG 89
## 2249 1962-09-01 total2.SRVPRDCHG 86
## 2250 1962-10-01 total2.SRVPRDCHG 67
## 2251 1962-11-01 total2.SRVPRDCHG 56
## 2252 1962-12-01 total2.SRVPRDCHG 13
## 2253 1963-01-01 total2.SRVPRDCHG 49
## 2254 1963-02-01 total2.SRVPRDCHG 144
## 2255 1963-03-01 total2.SRVPRDCHG 85
## 2256 1963-04-01 total2.SRVPRDCHG 150
## 2257 1963-05-01 total2.SRVPRDCHG -20
## 2258 1963-06-01 total2.SRVPRDCHG 71
## 2259 1963-07-01 total2.SRVPRDCHG 83
## 2260 1963-08-01 total2.SRVPRDCHG 102
## 2261 1963-09-01 total2.SRVPRDCHG 122
## 2262 1963-10-01 total2.SRVPRDCHG 171
## 2263 1963-11-01 total2.SRVPRDCHG 33
## 2264 1963-12-01 total2.SRVPRDCHG 69
## 2265 1964-01-01 total2.SRVPRDCHG 213
## 2266 1964-02-01 total2.SRVPRDCHG 102
## 2267 1964-03-01 total2.SRVPRDCHG 127
## 2268 1964-04-01 total2.SRVPRDCHG 19
## 2269 1964-05-01 total2.SRVPRDCHG 130
## 2270 1964-06-01 total2.SRVPRDCHG 78
## 2271 1964-07-01 total2.SRVPRDCHG 135
## 2272 1964-08-01 total2.SRVPRDCHG 137
## 2273 1964-09-01 total2.SRVPRDCHG 151
## 2274 1964-10-01 total2.SRVPRDCHG 110
## 2275 1964-11-01 total2.SRVPRDCHG 122
## 2276 1964-12-01 total2.SRVPRDCHG 118
## 2277 1965-01-01 total2.SRVPRDCHG 99
## 2278 1965-02-01 total2.SRVPRDCHG 175
## 2279 1965-03-01 total2.SRVPRDCHG 127
## 2280 1965-04-01 total2.SRVPRDCHG 231
## 2281 1965-05-01 total2.SRVPRDCHG 105
## 2282 1965-06-01 total2.SRVPRDCHG 121
## 2283 1965-07-01 total2.SRVPRDCHG 186
## 2284 1965-08-01 total2.SRVPRDCHG 148
## 2285 1965-09-01 total2.SRVPRDCHG 180
## 2286 1965-10-01 total2.SRVPRDCHG 142
## 2287 1965-11-01 total2.SRVPRDCHG 151
## 2288 1965-12-01 total2.SRVPRDCHG 196
## 2289 1966-01-01 total2.SRVPRDCHG 144
## 2290 1966-02-01 total2.SRVPRDCHG 166
## 2291 1966-03-01 total2.SRVPRDCHG 196
## 2292 1966-04-01 total2.SRVPRDCHG 192
## 2293 1966-05-01 total2.SRVPRDCHG 168
## 2294 1966-06-01 total2.SRVPRDCHG 228
## 2295 1966-07-01 total2.SRVPRDCHG 164
## 2296 1966-08-01 total2.SRVPRDCHG 106
## 2297 1966-09-01 total2.SRVPRDCHG 160
## 2298 1966-10-01 total2.SRVPRDCHG 168
## 2299 1966-11-01 total2.SRVPRDCHG 168
## 2300 1966-12-01 total2.SRVPRDCHG 160
## 2301 1967-01-01 total2.SRVPRDCHG 159
## 2302 1967-02-01 total2.SRVPRDCHG 92
## 2303 1967-03-01 total2.SRVPRDCHG 169
## 2304 1967-04-01 total2.SRVPRDCHG 13
## 2305 1967-05-01 total2.SRVPRDCHG 217
## 2306 1967-06-01 total2.SRVPRDCHG 148
## 2307 1967-07-01 total2.SRVPRDCHG 127
## 2308 1967-08-01 total2.SRVPRDCHG 140
## 2309 1967-09-01 total2.SRVPRDCHG 133
## 2310 1967-10-01 total2.SRVPRDCHG 57
## 2311 1967-11-01 total2.SRVPRDCHG 261
## 2312 1967-12-01 total2.SRVPRDCHG 156
## 2313 1968-01-01 total2.SRVPRDCHG 24
## 2314 1968-02-01 total2.SRVPRDCHG 211
## 2315 1968-03-01 total2.SRVPRDCHG 78
## 2316 1968-04-01 total2.SRVPRDCHG 173
## 2317 1968-05-01 total2.SRVPRDCHG 48
## 2318 1968-06-01 total2.SRVPRDCHG 244
## 2319 1968-07-01 total2.SRVPRDCHG 156
## 2320 1968-08-01 total2.SRVPRDCHG 183
## 2321 1968-09-01 total2.SRVPRDCHG 114
## 2322 1968-10-01 total2.SRVPRDCHG 208
## 2323 1968-11-01 total2.SRVPRDCHG 170
## 2324 1968-12-01 total2.SRVPRDCHG 159
## 2325 1969-01-01 total2.SRVPRDCHG 164
## 2326 1969-02-01 total2.SRVPRDCHG 149
## 2327 1969-03-01 total2.SRVPRDCHG 148
## 2328 1969-04-01 total2.SRVPRDCHG 165
## 2329 1969-05-01 total2.SRVPRDCHG 172
## 2330 1969-06-01 total2.SRVPRDCHG 226
## 2331 1969-07-01 total2.SRVPRDCHG 84
## 2332 1969-08-01 total2.SRVPRDCHG 158
## 2333 1969-09-01 total2.SRVPRDCHG 29
## 2334 1969-10-01 total2.SRVPRDCHG 219
## 2335 1969-11-01 total2.SRVPRDCHG 101
## 2336 1969-12-01 total2.SRVPRDCHG 111
## 2337 1970-01-01 total2.SRVPRDCHG 93
## 2338 1970-02-01 total2.SRVPRDCHG 108
## 2339 1970-03-01 total2.SRVPRDCHG 155
## 2340 1970-04-01 total2.SRVPRDCHG 83
## 2341 1970-05-01 total2.SRVPRDCHG -8
## 2342 1970-06-01 total2.SRVPRDCHG 0
## 2343 1970-07-01 total2.SRVPRDCHG 70
## 2344 1970-08-01 total2.SRVPRDCHG -26
## 2345 1970-09-01 total2.SRVPRDCHG 124
## 2346 1970-10-01 total2.SRVPRDCHG 88
## 2347 1970-11-01 total2.SRVPRDCHG 20
## 2348 1970-12-01 total2.SRVPRDCHG 55
## 2349 1971-01-01 total2.SRVPRDCHG 152
## 2350 1971-02-01 total2.SRVPRDCHG 22
## 2351 1971-03-01 total2.SRVPRDCHG 76
## 2352 1971-04-01 total2.SRVPRDCHG 115
## 2353 1971-05-01 total2.SRVPRDCHG 118
## 2354 1971-06-01 total2.SRVPRDCHG 84
## 2355 1971-07-01 total2.SRVPRDCHG 65
## 2356 1971-08-01 total2.SRVPRDCHG 52
## 2357 1971-09-01 total2.SRVPRDCHG 161
## 2358 1971-10-01 total2.SRVPRDCHG 74
## 2359 1971-11-01 total2.SRVPRDCHG 125
## 2360 1971-12-01 total2.SRVPRDCHG 205
## 2361 1972-01-01 total2.SRVPRDCHG 208
## 2362 1972-02-01 total2.SRVPRDCHG 157
## 2363 1972-03-01 total2.SRVPRDCHG 175
## 2364 1972-04-01 total2.SRVPRDCHG 155
## 2365 1972-05-01 total2.SRVPRDCHG 184
## 2366 1972-06-01 total2.SRVPRDCHG 229
## 2367 1972-07-01 total2.SRVPRDCHG 71
## 2368 1972-08-01 total2.SRVPRDCHG 194
## 2369 1972-09-01 total2.SRVPRDCHG 67
## 2370 1972-10-01 total2.SRVPRDCHG 253
## 2371 1972-11-01 total2.SRVPRDCHG 224
## 2372 1972-12-01 total2.SRVPRDCHG 211
## 2373 1973-01-01 total2.SRVPRDCHG 166
## 2374 1973-02-01 total2.SRVPRDCHG 192
## 2375 1973-03-01 total2.SRVPRDCHG 168
## 2376 1973-04-01 total2.SRVPRDCHG 117
## 2377 1973-05-01 total2.SRVPRDCHG 127
## 2378 1973-06-01 total2.SRVPRDCHG 136
## 2379 1973-07-01 total2.SRVPRDCHG -11
## 2380 1973-08-01 total2.SRVPRDCHG 218
## 2381 1973-09-01 total2.SRVPRDCHG 119
## 2382 1973-10-01 total2.SRVPRDCHG 238
## 2383 1973-11-01 total2.SRVPRDCHG 235
## 2384 1973-12-01 total2.SRVPRDCHG 51
## 2385 1974-01-01 total2.SRVPRDCHG 139
## 2386 1974-02-01 total2.SRVPRDCHG 145
## 2387 1974-03-01 total2.SRVPRDCHG 73
## 2388 1974-04-01 total2.SRVPRDCHG 103
## 2389 1974-05-01 total2.SRVPRDCHG 202
## 2390 1974-06-01 total2.SRVPRDCHG 99
## 2391 1974-07-01 total2.SRVPRDCHG 161
## 2392 1974-08-01 total2.SRVPRDCHG 49
## 2393 1974-09-01 total2.SRVPRDCHG 113
## 2394 1974-10-01 total2.SRVPRDCHG 176
## 2395 1974-11-01 total2.SRVPRDCHG -20
## 2396 1974-12-01 total2.SRVPRDCHG -143
## 2397 1975-01-01 total2.SRVPRDCHG -30
## 2398 1975-02-01 total2.SRVPRDCHG 87
## 2399 1975-03-01 total2.SRVPRDCHG -32
## 2400 1975-04-01 total2.SRVPRDCHG -23
## 2401 1975-05-01 total2.SRVPRDCHG 176
## 2402 1975-06-01 total2.SRVPRDCHG -24
## 2403 1975-07-01 total2.SRVPRDCHG 286
## 2404 1975-08-01 total2.SRVPRDCHG 188
## 2405 1975-09-01 total2.SRVPRDCHG -33
## 2406 1975-10-01 total2.SRVPRDCHG 212
## 2407 1975-11-01 total2.SRVPRDCHG 87
## 2408 1975-12-01 total2.SRVPRDCHG 172
## 2409 1976-01-01 total2.SRVPRDCHG 289
## 2410 1976-02-01 total2.SRVPRDCHG 219
## 2411 1976-03-01 total2.SRVPRDCHG 145
## 2412 1976-04-01 total2.SRVPRDCHG 174
## 2413 1976-05-01 total2.SRVPRDCHG 82
## 2414 1976-06-01 total2.SRVPRDCHG 70
## 2415 1976-07-01 total2.SRVPRDCHG 165
## 2416 1976-08-01 total2.SRVPRDCHG 107
## 2417 1976-09-01 total2.SRVPRDCHG 84
## 2418 1976-10-01 total2.SRVPRDCHG 124
## 2419 1976-11-01 total2.SRVPRDCHG 159
## 2420 1976-12-01 total2.SRVPRDCHG 154
## 2421 1977-01-01 total2.SRVPRDCHG 183
## 2422 1977-02-01 total2.SRVPRDCHG 140
## 2423 1977-03-01 total2.SRVPRDCHG 209
## 2424 1977-04-01 total2.SRVPRDCHG 202
## 2425 1977-05-01 total2.SRVPRDCHG 248
## 2426 1977-06-01 total2.SRVPRDCHG 273
## 2427 1977-07-01 total2.SRVPRDCHG 286
## 2428 1977-08-01 total2.SRVPRDCHG 223
## 2429 1977-09-01 total2.SRVPRDCHG 337
## 2430 1977-10-01 total2.SRVPRDCHG 233
## 2431 1977-11-01 total2.SRVPRDCHG 281
## 2432 1977-12-01 total2.SRVPRDCHG 237
## 2433 1978-01-01 total2.SRVPRDCHG 181
## 2434 1978-02-01 total2.SRVPRDCHG 275
## 2435 1978-03-01 total2.SRVPRDCHG 316
## 2436 1978-04-01 total2.SRVPRDCHG 343
## 2437 1978-05-01 total2.SRVPRDCHG 273
## 2438 1978-06-01 total2.SRVPRDCHG 285
## 2439 1978-07-01 total2.SRVPRDCHG 192
## 2440 1978-08-01 total2.SRVPRDCHG 205
## 2441 1978-09-01 total2.SRVPRDCHG 68
## 2442 1978-10-01 total2.SRVPRDCHG 231
## 2443 1978-11-01 total2.SRVPRDCHG 305
## 2444 1978-12-01 total2.SRVPRDCHG 200
## 2445 1979-01-01 total2.SRVPRDCHG 155
## 2446 1979-02-01 total2.SRVPRDCHG 203
## 2447 1979-03-01 total2.SRVPRDCHG 210
## 2448 1979-04-01 total2.SRVPRDCHG -22
## 2449 1979-05-01 total2.SRVPRDCHG 259
## 2450 1979-06-01 total2.SRVPRDCHG 229
## 2451 1979-07-01 total2.SRVPRDCHG 107
## 2452 1979-08-01 total2.SRVPRDCHG 187
## 2453 1979-09-01 total2.SRVPRDCHG -2
## 2454 1979-10-01 total2.SRVPRDCHG 204
## 2455 1979-11-01 total2.SRVPRDCHG 183
## 2456 1979-12-01 total2.SRVPRDCHG 76
## 2457 1980-01-01 total2.SRVPRDCHG 149
## 2458 1980-02-01 total2.SRVPRDCHG 158
## 2459 1980-03-01 total2.SRVPRDCHG 167
## 2460 1980-04-01 total2.SRVPRDCHG 166
## 2461 1980-05-01 total2.SRVPRDCHG -156
## 2462 1980-06-01 total2.SRVPRDCHG -53
## 2463 1980-07-01 total2.SRVPRDCHG 9
## 2464 1980-08-01 total2.SRVPRDCHG 97
## 2465 1980-09-01 total2.SRVPRDCHG 43
## 2466 1980-10-01 total2.SRVPRDCHG 196
## 2467 1980-11-01 total2.SRVPRDCHG 146
## 2468 1980-12-01 total2.SRVPRDCHG 137
## 2469 1981-01-01 total2.SRVPRDCHG 120
## 2470 1981-02-01 total2.SRVPRDCHG 106
## 2471 1981-03-01 total2.SRVPRDCHG 20
## 2472 1981-04-01 total2.SRVPRDCHG 125
## 2473 1981-05-01 total2.SRVPRDCHG 16
## 2474 1981-06-01 total2.SRVPRDCHG 52
## 2475 1981-07-01 total2.SRVPRDCHG 99
## 2476 1981-08-01 total2.SRVPRDCHG 8
## 2477 1981-09-01 total2.SRVPRDCHG -40
## 2478 1981-10-01 total2.SRVPRDCHG 62
## 2479 1981-11-01 total2.SRVPRDCHG -33
## 2480 1981-12-01 total2.SRVPRDCHG -57
## 2481 1982-01-01 total2.SRVPRDCHG -36
## 2482 1982-02-01 total2.SRVPRDCHG -1
## 2483 1982-03-01 total2.SRVPRDCHG 18
## 2484 1982-04-01 total2.SRVPRDCHG -66
## 2485 1982-05-01 total2.SRVPRDCHG 69
## 2486 1982-06-01 total2.SRVPRDCHG -1
## 2487 1982-07-01 total2.SRVPRDCHG -135
## 2488 1982-08-01 total2.SRVPRDCHG 8
## 2489 1982-09-01 total2.SRVPRDCHG -58
## 2490 1982-10-01 total2.SRVPRDCHG -9
## 2491 1982-11-01 total2.SRVPRDCHG 22
## 2492 1982-12-01 total2.SRVPRDCHG 33
## 2493 1983-01-01 total2.SRVPRDCHG 150
## 2494 1983-02-01 total2.SRVPRDCHG 8
## 2495 1983-03-01 total2.SRVPRDCHG 200
## 2496 1983-04-01 total2.SRVPRDCHG 194
## 2497 1983-05-01 total2.SRVPRDCHG 180
## 2498 1983-06-01 total2.SRVPRDCHG 257
## 2499 1983-07-01 total2.SRVPRDCHG 262
## 2500 1983-08-01 total2.SRVPRDCHG -412
## 2501 1983-09-01 total2.SRVPRDCHG 944
## 2502 1983-10-01 total2.SRVPRDCHG 108
## 2503 1983-11-01 total2.SRVPRDCHG 203
## 2504 1983-12-01 total2.SRVPRDCHG 250
## 2505 1984-01-01 total2.SRVPRDCHG 304
## 2506 1984-02-01 total2.SRVPRDCHG 280
## 2507 1984-03-01 total2.SRVPRDCHG 209
## 2508 1984-04-01 total2.SRVPRDCHG 267
## 2509 1984-05-01 total2.SRVPRDCHG 222
## 2510 1984-06-01 total2.SRVPRDCHG 273
## 2511 1984-07-01 total2.SRVPRDCHG 236
## 2512 1984-08-01 total2.SRVPRDCHG 206
## 2513 1984-09-01 total2.SRVPRDCHG 303
## 2514 1984-10-01 total2.SRVPRDCHG 276
## 2515 1984-11-01 total2.SRVPRDCHG 340
## 2516 1984-12-01 total2.SRVPRDCHG 91
## 2517 1985-01-01 total2.SRVPRDCHG 266
## 2518 1985-02-01 total2.SRVPRDCHG 182
## 2519 1985-03-01 total2.SRVPRDCHG 299
## 2520 1985-04-01 total2.SRVPRDCHG 213
## 2521 1985-05-01 total2.SRVPRDCHG 286
## 2522 1985-06-01 total2.SRVPRDCHG 187
## 2523 1985-07-01 total2.SRVPRDCHG 232
## 2524 1985-08-01 total2.SRVPRDCHG 195
## 2525 1985-09-01 total2.SRVPRDCHG 223
## 2526 1985-10-01 total2.SRVPRDCHG 187
## 2527 1985-11-01 total2.SRVPRDCHG 219
## 2528 1985-12-01 total2.SRVPRDCHG 168
## 2529 1986-01-01 total2.SRVPRDCHG 111
## 2530 1986-02-01 total2.SRVPRDCHG 160
## 2531 1986-03-01 total2.SRVPRDCHG 144
## 2532 1986-04-01 total2.SRVPRDCHG 188
## 2533 1986-05-01 total2.SRVPRDCHG 205
## 2534 1986-06-01 total2.SRVPRDCHG -7
## 2535 1986-07-01 total2.SRVPRDCHG 346
## 2536 1986-08-01 total2.SRVPRDCHG 125
## 2537 1986-09-01 total2.SRVPRDCHG 355
## 2538 1986-10-01 total2.SRVPRDCHG 195
## 2539 1986-11-01 total2.SRVPRDCHG 191
## 2540 1986-12-01 total2.SRVPRDCHG 168
## 2541 1987-01-01 total2.SRVPRDCHG 174
## 2542 1987-02-01 total2.SRVPRDCHG 177
## 2543 1987-03-01 total2.SRVPRDCHG 234
## 2544 1987-04-01 total2.SRVPRDCHG 300
## 2545 1987-05-01 total2.SRVPRDCHG 181
## 2546 1987-06-01 total2.SRVPRDCHG 172
## 2547 1987-07-01 total2.SRVPRDCHG 282
## 2548 1987-08-01 total2.SRVPRDCHG 122
## 2549 1987-09-01 total2.SRVPRDCHG 167
## 2550 1987-10-01 total2.SRVPRDCHG 402
## 2551 1987-11-01 total2.SRVPRDCHG 178
## 2552 1987-12-01 total2.SRVPRDCHG 228
## 2553 1988-01-01 total2.SRVPRDCHG 196
## 2554 1988-02-01 total2.SRVPRDCHG 360
## 2555 1988-03-01 total2.SRVPRDCHG 220
## 2556 1988-04-01 total2.SRVPRDCHG 187
## 2557 1988-05-01 total2.SRVPRDCHG 214
## 2558 1988-06-01 total2.SRVPRDCHG 309
## 2559 1988-07-01 total2.SRVPRDCHG 209
## 2560 1988-08-01 total2.SRVPRDCHG 164
## 2561 1988-09-01 total2.SRVPRDCHG 323
## 2562 1988-10-01 total2.SRVPRDCHG 218
## 2563 1988-11-01 total2.SRVPRDCHG 298
## 2564 1988-12-01 total2.SRVPRDCHG 257
## 2565 1989-01-01 total2.SRVPRDCHG 220
## 2566 1989-02-01 total2.SRVPRDCHG 283
## 2567 1989-03-01 total2.SRVPRDCHG 205
## 2568 1989-04-01 total2.SRVPRDCHG 139
## 2569 1989-05-01 total2.SRVPRDCHG 133
## 2570 1989-06-01 total2.SRVPRDCHG 151
## 2571 1989-07-01 total2.SRVPRDCHG 67
## 2572 1989-08-01 total2.SRVPRDCHG 30
## 2573 1989-09-01 total2.SRVPRDCHG 297
## 2574 1989-10-01 total2.SRVPRDCHG 110
## 2575 1989-11-01 total2.SRVPRDCHG 264
## 2576 1989-12-01 total2.SRVPRDCHG 144
## 2577 1990-01-01 total2.SRVPRDCHG 330
## 2578 1990-02-01 total2.SRVPRDCHG 147
## 2579 1990-03-01 total2.SRVPRDCHG 257
## 2580 1990-04-01 total2.SRVPRDCHG 99
## 2581 1990-05-01 total2.SRVPRDCHG 231
## 2582 1990-06-01 total2.SRVPRDCHG 56
## 2583 1990-07-01 total2.SRVPRDCHG 71
## 2584 1990-08-01 total2.SRVPRDCHG -110
## 2585 1990-09-01 total2.SRVPRDCHG -21
## 2586 1990-10-01 total2.SRVPRDCHG -53
## 2587 1990-11-01 total2.SRVPRDCHG 37
## 2588 1990-12-01 total2.SRVPRDCHG 32
## 2589 1991-01-01 total2.SRVPRDCHG 31
## 2590 1991-02-01 total2.SRVPRDCHG -160
## 2591 1991-03-01 total2.SRVPRDCHG -39
## 2592 1991-04-01 total2.SRVPRDCHG -118
## 2593 1991-05-01 total2.SRVPRDCHG -46
## 2594 1991-06-01 total2.SRVPRDCHG 132
## 2595 1991-07-01 total2.SRVPRDCHG 22
## 2596 1991-08-01 total2.SRVPRDCHG 32
## 2597 1991-09-01 total2.SRVPRDCHG 53
## 2598 1991-10-01 total2.SRVPRDCHG 69
## 2599 1991-11-01 total2.SRVPRDCHG 41
## 2600 1991-12-01 total2.SRVPRDCHG 74
## 2601 1992-01-01 total2.SRVPRDCHG 102
## 2602 1992-02-01 total2.SRVPRDCHG 13
## 2603 1992-03-01 total2.SRVPRDCHG 69
## 2604 1992-04-01 total2.SRVPRDCHG 149
## 2605 1992-05-01 total2.SRVPRDCHG 127
## 2606 1992-06-01 total2.SRVPRDCHG 104
## 2607 1992-07-01 total2.SRVPRDCHG 101
## 2608 1992-08-01 total2.SRVPRDCHG 161
## 2609 1992-09-01 total2.SRVPRDCHG 59
## 2610 1992-10-01 total2.SRVPRDCHG 171
## 2611 1992-11-01 total2.SRVPRDCHG 120
## 2612 1992-12-01 total2.SRVPRDCHG 189
## 2613 1993-01-01 total2.SRVPRDCHG 242
## 2614 1993-02-01 total2.SRVPRDCHG 195
## 2615 1993-03-01 total2.SRVPRDCHG -4
## 2616 1993-04-01 total2.SRVPRDCHG 313
## 2617 1993-05-01 total2.SRVPRDCHG 214
## 2618 1993-06-01 total2.SRVPRDCHG 205
## 2619 1993-07-01 total2.SRVPRDCHG 288
## 2620 1993-08-01 total2.SRVPRDCHG 131
## 2621 1993-09-01 total2.SRVPRDCHG 193
## 2622 1993-10-01 total2.SRVPRDCHG 231
## 2623 1993-11-01 total2.SRVPRDCHG 210
## 2624 1993-12-01 total2.SRVPRDCHG 264
## 2625 1994-01-01 total2.SRVPRDCHG 229
## 2626 1994-02-01 total2.SRVPRDCHG 200
## 2627 1994-03-01 total2.SRVPRDCHG 362
## 2628 1994-04-01 total2.SRVPRDCHG 253
## 2629 1994-05-01 total2.SRVPRDCHG 272
## 2630 1994-06-01 total2.SRVPRDCHG 257
## 2631 1994-07-01 total2.SRVPRDCHG 329
## 2632 1994-08-01 total2.SRVPRDCHG 217
## 2633 1994-09-01 total2.SRVPRDCHG 279
## 2634 1994-10-01 total2.SRVPRDCHG 185
## 2635 1994-11-01 total2.SRVPRDCHG 335
## 2636 1994-12-01 total2.SRVPRDCHG 251
## 2637 1995-01-01 total2.SRVPRDCHG 284
## 2638 1995-02-01 total2.SRVPRDCHG 240
## 2639 1995-03-01 total2.SRVPRDCHG 162
## 2640 1995-04-01 total2.SRVPRDCHG 139
## 2641 1995-05-01 total2.SRVPRDCHG 34
## 2642 1995-06-01 total2.SRVPRDCHG 220
## 2643 1995-07-01 total2.SRVPRDCHG 112
## 2644 1995-08-01 total2.SRVPRDCHG 209
## 2645 1995-09-01 total2.SRVPRDCHG 197
## 2646 1995-10-01 total2.SRVPRDCHG 158
## 2647 1995-11-01 total2.SRVPRDCHG 150
## 2648 1995-12-01 total2.SRVPRDCHG 136
## 2649 1996-01-01 total2.SRVPRDCHG 9
## 2650 1996-02-01 total2.SRVPRDCHG 339
## 2651 1996-03-01 total2.SRVPRDCHG 258
## 2652 1996-04-01 total2.SRVPRDCHG 125
## 2653 1996-05-01 total2.SRVPRDCHG 286
## 2654 1996-06-01 total2.SRVPRDCHG 242
## 2655 1996-07-01 total2.SRVPRDCHG 227
## 2656 1996-08-01 total2.SRVPRDCHG 123
## 2657 1996-09-01 total2.SRVPRDCHG 193
## 2658 1996-10-01 total2.SRVPRDCHG 206
## 2659 1996-11-01 total2.SRVPRDCHG 258
## 2660 1996-12-01 total2.SRVPRDCHG 168
## 2661 1997-01-01 total2.SRVPRDCHG 200
## 2662 1997-02-01 total2.SRVPRDCHG 244
## 2663 1997-03-01 total2.SRVPRDCHG 262
## 2664 1997-04-01 total2.SRVPRDCHG 270
## 2665 1997-05-01 total2.SRVPRDCHG 216
## 2666 1997-06-01 total2.SRVPRDCHG 243
## 2667 1997-07-01 total2.SRVPRDCHG 269
## 2668 1997-08-01 total2.SRVPRDCHG -108
## 2669 1997-09-01 total2.SRVPRDCHG 448
## 2670 1997-10-01 total2.SRVPRDCHG 287
## 2671 1997-11-01 total2.SRVPRDCHG 247
## 2672 1997-12-01 total2.SRVPRDCHG 242
## 2673 1998-01-01 total2.SRVPRDCHG 185
## 2674 1998-02-01 total2.SRVPRDCHG 183
## 2675 1998-03-01 total2.SRVPRDCHG 167
## 2676 1998-04-01 total2.SRVPRDCHG 202
## 2677 1998-05-01 total2.SRVPRDCHG 381
## 2678 1998-06-01 total2.SRVPRDCHG 206
## 2679 1998-07-01 total2.SRVPRDCHG 278
## 2680 1998-08-01 total2.SRVPRDCHG 157
## 2681 1998-09-01 total2.SRVPRDCHG 209
## 2682 1998-10-01 total2.SRVPRDCHG 215
## 2683 1998-11-01 total2.SRVPRDCHG 289
## 2684 1998-12-01 total2.SRVPRDCHG 305
## 2685 1999-01-01 total2.SRVPRDCHG 159
## 2686 1999-02-01 total2.SRVPRDCHG 385
## 2687 1999-03-01 total2.SRVPRDCHG 163
## 2688 1999-04-01 total2.SRVPRDCHG 323
## 2689 1999-05-01 total2.SRVPRDCHG 191
## 2690 1999-06-01 total2.SRVPRDCHG 292
## 2691 1999-07-01 total2.SRVPRDCHG 285
## 2692 1999-08-01 total2.SRVPRDCHG 162
## 2693 1999-09-01 total2.SRVPRDCHG 185
## 2694 1999-10-01 total2.SRVPRDCHG 385
## 2695 1999-11-01 total2.SRVPRDCHG 233
## 2696 1999-12-01 total2.SRVPRDCHG 285
## 2697 2000-01-01 total2.SRVPRDCHG 187
## 2698 2000-02-01 total2.SRVPRDCHG 138
## 2699 2000-03-01 total2.SRVPRDCHG 376
## 2700 2000-04-01 total2.SRVPRDCHG 309
## 2701 2000-05-01 total2.SRVPRDCHG 258
## 2702 2000-06-01 total2.SRVPRDCHG -69
## 2703 2000-07-01 total2.SRVPRDCHG 130
## 2704 2000-08-01 total2.SRVPRDCHG 28
## 2705 2000-09-01 total2.SRVPRDCHG 164
## 2706 2000-10-01 total2.SRVPRDCHG 2
## 2707 2000-11-01 total2.SRVPRDCHG 220
## 2708 2000-12-01 total2.SRVPRDCHG 201
## 2709 2001-01-01 total2.SRVPRDCHG 31
## 2710 2001-02-01 total2.SRVPRDCHG 150
## 2711 2001-03-01 total2.SRVPRDCHG 23
## 2712 2001-04-01 total2.SRVPRDCHG -129
## 2713 2001-05-01 total2.SRVPRDCHG 82
## 2714 2001-06-01 total2.SRVPRDCHG 43
## 2715 2001-07-01 total2.SRVPRDCHG 6
## 2716 2001-08-01 total2.SRVPRDCHG 21
## 2717 2001-09-01 total2.SRVPRDCHG -127
## 2718 2001-10-01 total2.SRVPRDCHG -158
## 2719 2001-11-01 total2.SRVPRDCHG -143
## 2720 2001-12-01 total2.SRVPRDCHG -45
## 2721 2002-01-01 total2.SRVPRDCHG 3
## 2722 2002-02-01 total2.SRVPRDCHG -31
## 2723 2002-03-01 total2.SRVPRDCHG 71
## 2724 2002-04-01 total2.SRVPRDCHG 3
## 2725 2002-05-01 total2.SRVPRDCHG 96
## 2726 2002-06-01 total2.SRVPRDCHG 76
## 2727 2002-07-01 total2.SRVPRDCHG -37
## 2728 2002-08-01 total2.SRVPRDCHG 69
## 2729 2002-09-01 total2.SRVPRDCHG -34
## 2730 2002-10-01 total2.SRVPRDCHG 199
## 2731 2002-11-01 total2.SRVPRDCHG 30
## 2732 2002-12-01 total2.SRVPRDCHG -50
## 2733 2003-01-01 total2.SRVPRDCHG 151
## 2734 2003-02-01 total2.SRVPRDCHG -13
## 2735 2003-03-01 total2.SRVPRDCHG -134
## 2736 2003-04-01 total2.SRVPRDCHG 26
## 2737 2003-05-01 total2.SRVPRDCHG 51
## 2738 2003-06-01 total2.SRVPRDCHG 42
## 2739 2003-07-01 total2.SRVPRDCHG 77
## 2740 2003-08-01 total2.SRVPRDCHG -40
## 2741 2003-09-01 total2.SRVPRDCHG 111
## 2742 2003-10-01 total2.SRVPRDCHG 209
## 2743 2003-11-01 total2.SRVPRDCHG 23
## 2744 2003-12-01 total2.SRVPRDCHG 99
## 2745 2004-01-01 total2.SRVPRDCHG 169
## 2746 2004-02-01 total2.SRVPRDCHG 78
## 2747 2004-03-01 total2.SRVPRDCHG 252
## 2748 2004-04-01 total2.SRVPRDCHG 225
## 2749 2004-05-01 total2.SRVPRDCHG 204
## 2750 2004-06-01 total2.SRVPRDCHG 95
## 2751 2004-07-01 total2.SRVPRDCHG 40
## 2752 2004-08-01 total2.SRVPRDCHG 45
## 2753 2004-09-01 total2.SRVPRDCHG 143
## 2754 2004-10-01 total2.SRVPRDCHG 307
## 2755 2004-11-01 total2.SRVPRDCHG 63
## 2756 2004-12-01 total2.SRVPRDCHG 113
## 2757 2005-01-01 total2.SRVPRDCHG 197
## 2758 2005-02-01 total2.SRVPRDCHG 180
## 2759 2005-03-01 total2.SRVPRDCHG 94
## 2760 2005-04-01 total2.SRVPRDCHG 292
## 2761 2005-05-01 total2.SRVPRDCHG 136
## 2762 2005-06-01 total2.SRVPRDCHG 239
## 2763 2005-07-01 total2.SRVPRDCHG 334
## 2764 2005-08-01 total2.SRVPRDCHG 179
## 2765 2005-09-01 total2.SRVPRDCHG 70
## 2766 2005-10-01 total2.SRVPRDCHG 23
## 2767 2005-11-01 total2.SRVPRDCHG 273
## 2768 2005-12-01 total2.SRVPRDCHG 137
## 2769 2006-01-01 total2.SRVPRDCHG 189
## 2770 2006-02-01 total2.SRVPRDCHG 240
## 2771 2006-03-01 total2.SRVPRDCHG 273
## 2772 2006-04-01 total2.SRVPRDCHG 99
## 2773 2006-05-01 total2.SRVPRDCHG 73
## 2774 2006-06-01 total2.SRVPRDCHG 80
## 2775 2006-07-01 total2.SRVPRDCHG 203
## 2776 2006-08-01 total2.SRVPRDCHG 192
## 2777 2006-09-01 total2.SRVPRDCHG 184
## 2778 2006-10-01 total2.SRVPRDCHG 90
## 2779 2006-11-01 total2.SRVPRDCHG 259
## 2780 2006-12-01 total2.SRVPRDCHG 189
## 2781 2007-01-01 total2.SRVPRDCHG 194
## 2782 2007-02-01 total2.SRVPRDCHG 186
## 2783 2007-03-01 total2.SRVPRDCHG 178
## 2784 2007-04-01 total2.SRVPRDCHG 90
## 2785 2007-05-01 total2.SRVPRDCHG 178
## 2786 2007-06-01 total2.SRVPRDCHG 76
## 2787 2007-07-01 total2.SRVPRDCHG 15
## 2788 2007-08-01 total2.SRVPRDCHG 89
## 2789 2007-09-01 total2.SRVPRDCHG 152
## 2790 2007-10-01 total2.SRVPRDCHG 116
## 2791 2007-11-01 total2.SRVPRDCHG 151
## 2792 2007-12-01 total2.SRVPRDCHG 147
## 2793 2008-01-01 total2.SRVPRDCHG 40
## 2794 2008-02-01 total2.SRVPRDCHG -29
## 2795 2008-03-01 total2.SRVPRDCHG 28
## 2796 2008-04-01 total2.SRVPRDCHG -101
## 2797 2008-05-01 total2.SRVPRDCHG -95
## 2798 2008-06-01 total2.SRVPRDCHG -55
## 2799 2008-07-01 total2.SRVPRDCHG -73
## 2800 2008-08-01 total2.SRVPRDCHG -168
## 2801 2008-09-01 total2.SRVPRDCHG -311
## 2802 2008-10-01 total2.SRVPRDCHG -275
## 2803 2008-11-01 total2.SRVPRDCHG -455
## 2804 2008-12-01 total2.SRVPRDCHG -405
## 2805 2009-01-01 total2.SRVPRDCHG -351
## 2806 2009-02-01 total2.SRVPRDCHG -429
## 2807 2009-03-01 total2.SRVPRDCHG -452
## 2808 2009-04-01 total2.SRVPRDCHG -362
## 2809 2009-05-01 total2.SRVPRDCHG -103
## 2810 2009-06-01 total2.SRVPRDCHG -234
## 2811 2009-07-01 total2.SRVPRDCHG -196
## 2812 2009-08-01 total2.SRVPRDCHG -56
## 2813 2009-09-01 total2.SRVPRDCHG -133
## 2814 2009-10-01 total2.SRVPRDCHG -71
## 2815 2009-11-01 total2.SRVPRDCHG 58
## 2816 2009-12-01 total2.SRVPRDCHG -192
## 2817 2010-01-01 total2.SRVPRDCHG 87
## 2818 2010-02-01 total2.SRVPRDCHG -12
## 2819 2010-03-01 total2.SRVPRDCHG 136
## 2820 2010-04-01 total2.SRVPRDCHG 174
## 2821 2010-05-01 total2.SRVPRDCHG 527
## 2822 2010-06-01 total2.SRVPRDCHG -160
## 2823 2010-07-01 total2.SRVPRDCHG -98
## 2824 2010-08-01 total2.SRVPRDCHG -21
## 2825 2010-09-01 total2.SRVPRDCHG -59
## 2826 2010-10-01 total2.SRVPRDCHG 254
## 2827 2010-11-01 total2.SRVPRDCHG 99
## 2828 2010-12-01 total2.SRVPRDCHG 103
## 2829 2011-01-01 total2.SRVPRDCHG 31
## 2830 2011-02-01 total2.SRVPRDCHG 152
## 2831 2011-03-01 total2.SRVPRDCHG 173
## 2832 2011-04-01 total2.SRVPRDCHG 263
## 2833 2011-05-01 total2.SRVPRDCHG 51
## 2834 2011-06-01 total2.SRVPRDCHG 198
## 2835 2011-07-01 total2.SRVPRDCHG 11
## 2836 2011-08-01 total2.SRVPRDCHG 100
## 2837 2011-09-01 total2.SRVPRDCHG 186
## 2838 2011-10-01 total2.SRVPRDCHG 183
## 2839 2011-11-01 total2.SRVPRDCHG 133
## 2840 2011-12-01 total2.SRVPRDCHG 145
## 2841 2012-01-01 total2.SRVPRDCHG 294
## 2842 2012-02-01 total2.SRVPRDCHG 232
## 2843 2012-03-01 total2.SRVPRDCHG 202
## 2844 2012-04-01 total2.SRVPRDCHG 70
## 2845 2012-05-01 total2.SRVPRDCHG 98
## 2846 2012-06-01 total2.SRVPRDCHG 48
## 2847 2012-07-01 total2.SRVPRDCHG 116
## 2848 2012-08-01 total2.SRVPRDCHG 160
## 2849 2012-09-01 total2.SRVPRDCHG 185
## 2850 2012-10-01 total2.SRVPRDCHG 148
## 2851 2012-11-01 total2.SRVPRDCHG 151
## 2852 2012-12-01 total2.SRVPRDCHG 184
## 2853 2013-01-01 total2.SRVPRDCHG 143
## 2854 2013-02-01 total2.SRVPRDCHG 220
## 2855 2013-03-01 total2.SRVPRDCHG 117
## 2856 2013-04-01 total2.SRVPRDCHG 198
## 2857 2013-05-01 total2.SRVPRDCHG 184
## 2858 2013-06-01 total2.SRVPRDCHG 148
## 2859 2013-07-01 total2.SRVPRDCHG 131
## 2860 2013-08-01 total2.SRVPRDCHG 191
## 2861 2013-09-01 total2.SRVPRDCHG 133
## 2862 2013-10-01 total2.SRVPRDCHG 178
## 2863 2013-11-01 total2.SRVPRDCHG 210
## 2864 2013-12-01 total2.SRVPRDCHG 99
## 2865 2014-01-01 total2.SRVPRDCHG 119
## 2866 2014-02-01 total2.SRVPRDCHG 115
## 2867 2014-03-01 total2.SRVPRDCHG 205
## 2868 2014-04-01 total2.SRVPRDCHG 258
## 2869 2014-05-01 total2.SRVPRDCHG 180
## 2870 2014-06-01 total2.SRVPRDCHG 273
## 2871 2014-07-01 total2.SRVPRDCHG 163
## 2872 2014-08-01 total2.SRVPRDCHG 136
## 2873 2014-09-01 total2.SRVPRDCHG 254
## 2874 2014-10-01 total2.SRVPRDCHG 204
## 2875 2014-11-01 total2.SRVPRDCHG 254
## 2876 2014-12-01 total2.SRVPRDCHG 243
## 2877 2015-01-01 total2.SRVPRDCHG 172
## 2878 2015-02-01 total2.SRVPRDCHG 234
## 2879 2015-03-01 total2.SRVPRDCHG 103
## 2880 2015-04-01 total2.SRVPRDCHG 236
## 2881 2015-05-01 total2.SRVPRDCHG 304
## 2882 2015-06-01 total2.SRVPRDCHG 163
## 2883 2015-07-01 total2.SRVPRDCHG 267
## 2884 2015-08-01 total2.SRVPRDCHG 122
## 2885 2015-09-01 total2.SRVPRDCHG 143
## 2886 2015-10-01 total2.SRVPRDCHG 267
## 2887 2015-11-01 total2.SRVPRDCHG 206
## 2888 2015-12-01 total2.SRVPRDCHG 246
## 2889 2016-01-01 total2.SRVPRDCHG 81
## 2890 2016-02-01 total2.SRVPRDCHG 265
## 2891 2016-03-01 total2.SRVPRDCHG 241
## 2892 2016-04-01 total2.SRVPRDCHG 175
## 2893 2016-05-01 total2.SRVPRDCHG 81
## 2894 2016-06-01 total2.SRVPRDCHG 247
## 2895 2016-07-01 total2.SRVPRDCHG 306
## 2896 2016-08-01 total2.SRVPRDCHG 160
## 2897 2016-09-01 total2.SRVPRDCHG 239
## 2898 2016-10-01 total2.SRVPRDCHG 118
## 2899 2016-11-01 total2.SRVPRDCHG 132
## 2900 2016-12-01 total2.SRVPRDCHG 213
## 2901 2017-01-01 total2.SRVPRDCHG 145
## 2902 2017-02-01 total2.SRVPRDCHG 125
## 2903 2017-03-01 total2.SRVPRDCHG 93
## 2904 2017-04-01 total2.SRVPRDCHG 176
## 2905 2017-05-01 total2.SRVPRDCHG 133
## 2906 2017-06-01 total2.SRVPRDCHG 173
## 2907 2017-07-01 total2.SRVPRDCHG 209
## 2908 2017-08-01 total2.SRVPRDCHG 105
## 2909 2017-09-01 total2.SRVPRDCHG -8
## 2910 2017-10-01 total2.SRVPRDCHG 222
## 2911 2017-11-01 total2.SRVPRDCHG 158
## 2912 2017-12-01 total2.SRVPRDCHG 77
## 2913 2018-01-01 total2.SRVPRDCHG 76
## 2914 2018-02-01 total2.SRVPRDCHG 283
## 2915 2018-03-01 total2.SRVPRDCHG 140
## 2916 2018-04-01 total2.SRVPRDCHG 90
## 2917 2018-05-01 total2.SRVPRDCHG 207
## 2918 2018-06-01 total2.SRVPRDCHG 169
## 2919 2018-07-01 total2.SRVPRDCHG 95
## 2920 2018-08-01 total2.SRVPRDCHG 192
## 2921 2018-09-01 total2.SRVPRDCHG 37
## 2922 2018-10-01 total2.SRVPRDCHG 151
## 2923 2018-11-01 total2.SRVPRDCHG 121
## 2924 2018-12-01 total2.SRVPRDCHG 131
## 2925 2019-01-01 total2.SRVPRDCHG 194
## 2926 2019-02-01 total2.SRVPRDCHG 30
## 2927 2019-03-01 total2.SRVPRDCHG 130
## 2928 2019-04-01 total2.SRVPRDCHG 182
## 2929 2019-05-01 total2.SRVPRDCHG 74
## 2930 2019-06-01 total2.SRVPRDCHG 156
## 2931 2019-07-01 total2.SRVPRDCHG 185
## 2932 2019-08-01 total2.SRVPRDCHG 205
## 2933 2019-09-01 total2.SRVPRDCHG 189
## 2934 2019-10-01 total2.SRVPRDCHG 205
## 2935 2019-11-01 total2.SRVPRDCHG 216
## 2936 2019-12-01 total2.SRVPRDCHG 179
## 2937 2020-01-01 total2.SRVPRDCHG 201
## 2938 2020-02-01 total2.SRVPRDCHG 195
## 2939 2020-03-01 total2.SRVPRDCHG -1254
## 2940 2020-04-01 total2.SRVPRDCHG -18399
## 2941 2020-05-01 total2.SRVPRDCHG 2049
## 2942 2020-06-01 total2.SRVPRDCHG 4296
## 2943 2020-07-01 total2.SRVPRDCHG 1695
## 2944 2020-08-01 total2.SRVPRDCHG 1440
## 2945 2020-09-01 total2.SRVPRDCHG 575
## 2946 2020-10-01 total2.SRVPRDCHG 515visualizeall1 <- dummy_clean1 %>% group_by(Category)
plotall1 <- ggplot(data = visualizeall1, aes(x = DATE, y = Value)) + geom_line(aes(color = factor(Category), group = Category))
require(gridExtra)
grid.arrange(plotall1, ncol=1)
Part I Conclusions:
Using statistical analysis and graphs to visualize the input data series leads us to the conclusion that the input data for total non-farm, goods and services is not normally distributed as depicted by histograms, the Q-Q plots, the skewness and kurtosis. Total non-farm employment and services employment are platykurtic as depicted by the excess kurtosis exceeding -1. Also, the goods employment is skewed to the left while the other two input data series are skewed to the right.
Graphing the high-level employment metrics leads us to the conclusion that the services sector has been unduly impacted during the coronavirus recession because of lockdowns and restrictions on movement - think restaurants and hair salons. We will analyze further below which service sectors have been impacted the most among select industry examples. Secondly, as it relates to job gains since May, the employment recovery has been slow. We see that only 53% of service sector jobs have been recovered, this makes intuitive sense since the resurgence of the corona virus in several states has given pause to state reopening plans and in some cases reversed them.
Finally, goods employment has fared better than the services recovery, manufacturing is the largest industry within the goods sector and this tells us that goods demand and hence production has helped prop up goods employment. A big stimulus package to businesses and consumers helped spending.
Part II: industry-level analysis
Here specifically, I’ll consider 5 industries to see the impact - Manufacturing, Food services and drinking places, Professional & Business services, Retail Trade and Warehousing. Without performing any analysis, we can perhaps come to the intuitive conclusion that since services were worst hit as seen above, it would be logical to expect that employment at Retail trade and Food services and drinking places would be more impacted than employment at Professional & Business services or Warehousing. Let’s see what the data tells us.
##Include one statistical analysis and at least one graphic that describes or validates the data
##Here I check if each of the input data series is a normal distribution by checking the histogram, the Q-Q plot and the Shapiro test which is a widely used test of normality
par(mfrow=c(3,2))
hist(dfmanemp$MANEMP, 100, col="black")
qqnorm(dfmanemp$MANEMP); qqline(dfmanemp$MANEMP, col = 2)
shapiro.test(dfmanemp$MANEMP)##
## Shapiro-Wilk normality test
##
## data: dfmanemp$MANEMP
## W = 0.94962, p-value < 2.2e-16kurtosis(dfmanemp$MANEMP)## [1] -0.6064655skewness(dfmanemp$MANEMP)## [1] -0.537253hist(dfuspbs$USPBS, 100, col="black")
qqnorm(dfuspbs$USPBS); qqline(dfuspbs$USPBS, col = 2)
shapiro.test(dfuspbs$USPBS)##
## Shapiro-Wilk normality test
##
## data: dfuspbs$USPBS
## W = 0.88037, p-value < 2.2e-16kurtosis(dfuspbs$USPBS)## [1] -1.219291skewness(dfuspbs$USPBS)## [1] 0.5138301hist(dfuswhs$USWHS, 100, col="black")
qqnorm(dfuswhs$USWHS); qqline(dfuswhs$USWHS, col = 2)
shapiro.test(dfuswhs$USWHS)##
## Shapiro-Wilk normality test
##
## data: dfuswhs$USWHS
## W = 0.85186, p-value < 2.2e-16kurtosis(dfuswhs$USWHS)## [1] 0.4549839skewness(dfuswhs$USWHS)## [1] 1.171476hist(dfustrade$USTRADE, 100, col="black")
qqnorm(dfustrade$USTRADE); qqline(dfustrade$USTRADE, col = 2)
shapiro.test(dfustrade$USTRADE)##
## Shapiro-Wilk normality test
##
## data: dfustrade$USTRADE
## W = 0.88486, p-value < 2.2e-16kurtosis(dfustrade$USTRADE)## [1] -1.581739skewness(dfustrade$USTRADE)## [1] -0.05827688hist(dffandb$USFANDB, 100, col="black")
qqnorm(dffandb$USFANDB); qqline(dffandb$USFANDB, col = 2)
shapiro.test(dffandb$USFANDB)##
## Shapiro-Wilk normality test
##
## data: dffandb$USFANDB
## W = 0.9576, p-value = 7.551e-09kurtosis(dffandb$USFANDB)## [1] -0.9048677skewness(dffandb$USFANDB)## [1] 0.2501255#Calculate the difference in Manufacturing employment
dfmanemp$change <- with(dfmanemp, c(NA, diff(MANEMP))); head(dfmanemp)## DATE MANEMP change
## 1 1/1/1939 9077 NA
## 2 2/1/1939 9175 98
## 3 3/1/1939 9275 100
## 4 4/1/1939 9309 34
## 5 5/1/1939 9299 -10
## 6 6/1/1939 9315 16#Calculate the difference in Professional & Business Services employment
dfuspbs$change <- with(dfuspbs, c(NA, diff(USPBS))); head(dfuspbs)## DATE USPBS change
## 1 1/1/1939 1943 NA
## 2 2/1/1939 1950 7
## 3 3/1/1939 1958 8
## 4 4/1/1939 1957 -1
## 5 5/1/1939 1968 11
## 6 6/1/1939 1980 12#Calculate the difference in Warehouse employment
dfuswhs$change <- with(dfuswhs, c(NA, diff(USWHS))); head(dfuswhs)## DATE USWHS change
## 1 1/1/1990 409.4 NA
## 2 2/1/1990 409.0 -0.4
## 3 3/1/1990 409.6 0.6
## 4 4/1/1990 410.4 0.8
## 5 5/1/1990 409.2 -1.2
## 6 6/1/1990 410.4 1.2#Calculate the difference in Retail Trade employment
dfustrade$change <- with(dfustrade, c(NA, diff(USTRADE))); head(dfustrade)## DATE USTRADE change
## 1 1/1/1939 3107.8 NA
## 2 2/1/1939 3121.8 14.0
## 3 3/1/1939 3139.7 17.9
## 4 4/1/1939 3154.8 15.1
## 5 5/1/1939 3151.7 -3.1
## 6 6/1/1939 3152.9 1.2#Calculate the difference in Food services & drinking places employment
dffandb$change <- with(dffandb, c(NA, diff(USFANDB))); head(dffandb)## DATE USFANDB change
## 1 1/1/1990 6538.5 NA
## 2 2/1/1990 6536.0 -2.5
## 3 3/1/1990 6539.4 3.4
## 4 4/1/1990 6526.9 -12.5
## 5 5/1/1990 6501.3 -25.6
## 6 6/1/1990 6530.5 29.2#Create a new data frame with the three difference columns calculate above
total7 <- data.frame(dfmanemp, dfuspbs, dfustrade)
#Create a new data frame that includes the difference columns for Warehouse and retail trade employment. These two data series begin in the 90's, so we will compare these separately.
total8 <- data.frame(dfuswhs, dffandb)
#All the difference columns are named change, so rename to more discernible column names
total9 <- rename(total7, MANEMPCHG = "change", USPBSCHG = "change.1", USTRADECHG = "change.2")
#All the difference columns are named change, so rename to more discernible column names
total10 <- rename(total8, USWHSCHG = "change", USFANDBCHG = "change.1")
#Use lubridate to change the class of the date variable from factor to DATE
total11 <- data.frame(mdy(total9$DATE), total9$MANEMPCHG, total9$USPBSCHG, total9$USTRADECHG)
#Rename the converted DATE column
total12 <- rename(total11, DATE = "mdy.total9.DATE.")
#Retain only Manufacturing employment gains/losses for plotting
total13 <- total12[c(-3, -4)]
#Calculate the sum of job losses during the pandemic and job gains since May
visualize10 <- total13 %>% filter(DATE >= "2020-03-01" & DATE <="2020-04-01") %>%
summarise(sum1 = sum(total9.MANEMPCHG));visualize10 ## sum1
## 1 -1363visualize11 <- total13 %>% filter(DATE >= "2020-05-01") %>%
summarise(sum2 = sum(total9.MANEMPCHG)); visualize11## sum2
## 1 742#Calculate percentage of job gains in the recovery
visualize12 <- (visualize11 / visualize10) *100; visualize12## sum2
## 1 -54.43874#Plot line graph separately as it is difficult to see lines otherwise because of differing scales
plot4 <- ggplot(data = total13, aes(x = DATE, y = total9.MANEMPCHG, label = total9.MANEMPCHG)) +
geom_line(size = 1.05) + theme_minimal()+ scale_x_date(date_breaks = "12 years", date_labels = "%Y") + scale_y_continuous(sec.axis = dup_axis()) +
theme(legend.position="none",
plot.caption=element_text(hjust=0),
plot.subtitle=element_text(size=6, face="italic"),
plot.title=element_text(size=8,face="bold"),
axis.title.x = element_text(size = 6),
axis.title.y = element_text(size = 6)) +
labs(x = "", y="", title = "Total Manufacturing Employment Job Gains/Losses, \n 55% of jobs lost during the lockdowns \n have been gained since May", subtitle = "in thousands (seasonally adjusted)",
caption = "Source: FRED")
#Retain only Professional and Business Services employment gains/losses for plotting
total14 <- total12[c(-2, -4)]
#Calculate the sum of job losses during the pandemic and job gains since May
visualize13 <- total14 %>% filter(DATE >= "2020-03-01" & DATE <="2020-04-01") %>%
summarise(sum1 = sum(total9.USPBSCHG));visualize13 ## sum1
## 1 -2296visualize14 <- total14 %>% filter(DATE >= "2020-05-01") %>%
summarise(sum2 = sum(total9.USPBSCHG)); visualize14## sum2
## 1 1147#Calculate percentage of job gains in the recovery
visualize15 <- (visualize14 / visualize13) *100; visualize15## sum2
## 1 -49.95645#Plot line graph separately as it is difficult to see lines otherwise because of differing scales
plot5 <- ggplot(data = total14, aes(x = DATE, y = total9.USPBSCHG, label = total9.USPBSCHG)) +
geom_line(size = 1.05) + theme_minimal()+ scale_x_date(date_breaks = "12 years", date_labels = "%Y") + scale_y_continuous(sec.axis = dup_axis()) +
theme(legend.position="none",
plot.caption=element_text(hjust=0),
plot.subtitle=element_text(size=6, face="italic"),
plot.title=element_text(size=8,face="bold"),
axis.title.x = element_text(size = 6),
axis.title.y = element_text(size = 6)) +
labs(x = "", y="", title = "Total Professional & Business Services Employment Job Gains/Losses, \n 50% of jobs lost during the lockdowns \n have been gained since May", subtitle = "in thousands (seasonally adjusted)",
caption = "Source: FRED")
#Retain only Retail Trade employment gains/losses for plotting
total15 <- total12[c(-2, -3)]
#Calculate the sum of job losses during the pandemic and job gains since May
visualize16 <- total15 %>% filter(DATE >= "2020-03-01" & DATE <="2020-04-01") %>%
summarise(sum1 = sum(total9.USTRADECHG));visualize16 ## sum1
## 1 -2384.4visualize17 <- total15 %>% filter(DATE >= "2020-05-01") %>%
summarise(sum2 = sum(total9.USTRADECHG)); visualize17## sum2
## 1 1885.9#Calculate percentage of job gains in the recovery
visualize18 <- (visualize17 / visualize16) *100; visualize18## sum2
## 1 -79.09327#Plot line graph separately as it is difficult to see lines otherwise because of differing scales
plot6 <- ggplot(data = total15, aes(x = DATE, y = total9.USTRADECHG, label = total9.USTRADECHG)) +
geom_line(size = 1.05) + theme_minimal()+ scale_x_date(date_breaks = "12 years", date_labels = "%Y") + scale_y_continuous(sec.axis = dup_axis()) +
theme(legend.position="none",
plot.caption=element_text(hjust=0),
plot.subtitle=element_text(size=6, face="italic"),
plot.title=element_text(size=8,face="bold"),
axis.title.x = element_text(size = 6),
axis.title.y = element_text(size = 6)) +
labs(x = "", y="", title = "Total Retail Trade Employment Job Gains/Losses, \n 79% of jobs lost during the lockdowns \n have been gained since May", subtitle = "in thousands (seasonally adjusted)",
caption = "Source: FRED")
require(gridExtra)
grid.arrange(plot4, plot5, plot6, ncol=2)## Warning: Removed 1 row(s) containing missing values (geom_path).
## Warning: Removed 1 row(s) containing missing values (geom_path).
## Warning: Removed 1 row(s) containing missing values (geom_path).#Use lubridate to change the class of the date variable from factor to DATE
total16 <- data.frame(mdy(total10$DATE), total10$USWHSCHG, total10$USFANDBCHG)
#Rename the converted DATE column
total17 <- rename(total16, DATE = "mdy.total10.DATE.")
#Retain only Warehouse employment gains/losses for plotting
total18 <- total17[c(-3)]
#Calculate the sum of job losses during the pandemic and job gains since May
visualize19 <- total18 %>% filter(DATE >= "2020-03-01" & DATE <="2020-04-01") %>%
summarise(sum1 = sum(total10.USWHSCHG));visualize19 ## sum1
## 1 -86.4visualize20 <- total18 %>% filter(DATE >= "2020-05-01") %>%
summarise(sum2 = sum(total10.USWHSCHG)); visualize20## sum2
## 1 146.7#Calculate percentage of job gains in the recovery
visualize21 <- (visualize20 / visualize19) *100; visualize21## sum2
## 1 -169.7917#Plot line graph separately as it is difficult to see lines otherwise because of differing scales
plot7 <- ggplot(data = total18, aes(x = DATE, y = total10.USWHSCHG, label = total10.USWHSCHG)) +
geom_line(size = 1.05) + theme_minimal()+ scale_x_date(date_breaks = "12 years", date_labels = "%Y") + scale_y_continuous(sec.axis = dup_axis()) +
theme(legend.position="none",
plot.caption=element_text(hjust=0),
plot.subtitle=element_text(size=6, face="italic"),
plot.title=element_text(size=8,face="bold"),
axis.title.x = element_text(size = 6),
axis.title.y = element_text(size = 6)) +
labs(x = "", y="", title = "Total Warehouse Employment Job Gains/Losses, \n 169% of jobs lost during the lockdowns \n have been gained since May", subtitle = "in thousands (seasonally adjusted)",
caption = "Source: FRED")
#Retain only Food & Beverage employment gains/losses for plotting
total19 <- total17[c(-2)]
#Calculate the sum of job losses during the pandemic and job gains since May
visualize22 <- total19 %>% filter(DATE >= "2020-03-01" & DATE <="2020-04-01") %>%
summarise(sum1 = sum(total10.USFANDBCHG));visualize22 ## sum1
## 1 -6076visualize23 <- total19 %>% filter(DATE >= "2020-05-01") %>%
summarise(sum2 = sum(total10.USFANDBCHG)); visualize23## sum2
## 1 3977.7#Calculate percentage of job gains in the recovery
visualize24 <- (visualize23 / visualize22) *100; visualize24## sum2
## 1 -65.46577#Plot line graph separately as it is difficult to see lines otherwise because of differing scales
plot8 <- ggplot(data = total19, aes(x = DATE, y = total10.USFANDBCHG, label = total10.USFANDBCHG)) +
geom_line(size = 1.05) + theme_minimal()+ scale_x_date(date_breaks = "12 years", date_labels = "%Y") + scale_y_continuous(sec.axis = dup_axis()) +
theme(legend.position="none",
plot.caption=element_text(hjust=0),
plot.subtitle=element_text(size=6, face="italic"),
plot.title=element_text(size=8,face="bold"),
axis.title.x = element_text(size = 6),
axis.title.y = element_text(size = 6)) +
labs(x = "", y="", title = "Total Food Services & Drinking Places Employment Job Gains/Losses, \n 65% of jobs lost during the lockdowns \n have been gained since May", subtitle = "in thousands (seasonally adjusted)",
caption = "Source: FRED")
require(gridExtra)
grid.arrange(plot7, plot8, ncol=2)## Warning: Removed 1 row(s) containing missing values (geom_path).
## Warning: Removed 1 row(s) containing missing values (geom_path).#Alternative plot - Plotting all employment change series on one plot
dummy_clean2 <- gather(total12, "Category", "Value", 2:4, na.rm = TRUE); dummy_clean2## DATE Category Value
## 2 1939-02-01 total9.MANEMPCHG 98.0
## 3 1939-03-01 total9.MANEMPCHG 100.0
## 4 1939-04-01 total9.MANEMPCHG 34.0
## 5 1939-05-01 total9.MANEMPCHG -10.0
## 6 1939-06-01 total9.MANEMPCHG 16.0
## 7 1939-07-01 total9.MANEMPCHG -84.0
## 8 1939-08-01 total9.MANEMPCHG 169.0
## 9 1939-09-01 total9.MANEMPCHG 204.0
## 10 1939-10-01 total9.MANEMPCHG 269.0
## 11 1939-11-01 total9.MANEMPCHG 23.0
## 12 1939-12-01 total9.MANEMPCHG 53.0
## 13 1940-01-01 total9.MANEMPCHG -22.0
## 14 1940-02-01 total9.MANEMPCHG -11.0
## 15 1940-03-01 total9.MANEMPCHG -32.0
## 16 1940-04-01 total9.MANEMPCHG -67.0
## 17 1940-05-01 total9.MANEMPCHG -7.0
## 18 1940-06-01 total9.MANEMPCHG 22.0
## 19 1940-07-01 total9.MANEMPCHG -66.0
## 20 1940-08-01 total9.MANEMPCHG 282.0
## 21 1940-09-01 total9.MANEMPCHG 210.0
## 22 1940-10-01 total9.MANEMPCHG 213.0
## 23 1940-11-01 total9.MANEMPCHG 172.0
## 24 1940-12-01 total9.MANEMPCHG 204.0
## 25 1941-01-01 total9.MANEMPCHG 146.0
## 26 1941-02-01 total9.MANEMPCHG 218.0
## 27 1941-03-01 total9.MANEMPCHG 198.0
## 28 1941-04-01 total9.MANEMPCHG 289.0
## 29 1941-05-01 total9.MANEMPCHG 259.0
## 30 1941-06-01 total9.MANEMPCHG 247.0
## 31 1941-07-01 total9.MANEMPCHG 178.0
## 32 1941-08-01 total9.MANEMPCHG 150.0
## 33 1941-09-01 total9.MANEMPCHG 151.0
## 34 1941-10-01 total9.MANEMPCHG 87.0
## 35 1941-11-01 total9.MANEMPCHG 40.0
## 36 1941-12-01 total9.MANEMPCHG 66.0
## 37 1942-01-01 total9.MANEMPCHG 89.0
## 38 1942-02-01 total9.MANEMPCHG 162.0
## 39 1942-03-01 total9.MANEMPCHG 184.0
## 40 1942-04-01 total9.MANEMPCHG 198.0
## 41 1942-05-01 total9.MANEMPCHG 195.0
## 42 1942-06-01 total9.MANEMPCHG 138.0
## 43 1942-07-01 total9.MANEMPCHG 230.0
## 44 1942-08-01 total9.MANEMPCHG 267.0
## 45 1942-09-01 total9.MANEMPCHG 243.0
## 46 1942-10-01 total9.MANEMPCHG 190.0
## 47 1942-11-01 total9.MANEMPCHG 199.0
## 48 1942-12-01 total9.MANEMPCHG 317.0
## 49 1943-01-01 total9.MANEMPCHG 244.0
## 50 1943-02-01 total9.MANEMPCHG 153.0
## 51 1943-03-01 total9.MANEMPCHG 171.0
## 52 1943-04-01 total9.MANEMPCHG 105.0
## 53 1943-05-01 total9.MANEMPCHG 83.0
## 54 1943-06-01 total9.MANEMPCHG 160.0
## 55 1943-07-01 total9.MANEMPCHG 102.0
## 56 1943-08-01 total9.MANEMPCHG 63.0
## 57 1943-09-01 total9.MANEMPCHG -3.0
## 58 1943-10-01 total9.MANEMPCHG 146.0
## 59 1943-11-01 total9.MANEMPCHG 86.0
## 60 1943-12-01 total9.MANEMPCHG -72.0
## 61 1944-01-01 total9.MANEMPCHG -87.0
## 62 1944-02-01 total9.MANEMPCHG -109.0
## 63 1944-03-01 total9.MANEMPCHG -160.0
## 64 1944-04-01 total9.MANEMPCHG -158.0
## 65 1944-05-01 total9.MANEMPCHG -68.0
## 66 1944-06-01 total9.MANEMPCHG -54.0
## 67 1944-07-01 total9.MANEMPCHG -58.0
## 68 1944-08-01 total9.MANEMPCHG -51.0
## 69 1944-09-01 total9.MANEMPCHG -119.0
## 70 1944-10-01 total9.MANEMPCHG -32.0
## 71 1944-11-01 total9.MANEMPCHG -62.0
## 72 1944-12-01 total9.MANEMPCHG 91.0
## 73 1945-01-01 total9.MANEMPCHG 10.0
## 74 1945-02-01 total9.MANEMPCHG -88.0
## 75 1945-03-01 total9.MANEMPCHG -108.0
## 76 1945-04-01 total9.MANEMPCHG -138.0
## 77 1945-05-01 total9.MANEMPCHG -134.0
## 78 1945-06-01 total9.MANEMPCHG -253.0
## 79 1945-07-01 total9.MANEMPCHG -349.0
## 80 1945-08-01 total9.MANEMPCHG -398.0
## 81 1945-09-01 total9.MANEMPCHG -1715.0
## 82 1945-10-01 total9.MANEMPCHG 1.0
## 83 1945-11-01 total9.MANEMPCHG 50.0
## 84 1945-12-01 total9.MANEMPCHG -9.0
## 85 1946-01-01 total9.MANEMPCHG 191.0
## 86 1946-02-01 total9.MANEMPCHG -797.0
## 87 1946-03-01 total9.MANEMPCHG 623.0
## 88 1946-04-01 total9.MANEMPCHG 655.0
## 89 1946-05-01 total9.MANEMPCHG 189.0
## 90 1946-06-01 total9.MANEMPCHG 209.0
## 91 1946-07-01 total9.MANEMPCHG 173.0
## 92 1946-08-01 total9.MANEMPCHG 210.0
## 93 1946-09-01 total9.MANEMPCHG 154.0
## 94 1946-10-01 total9.MANEMPCHG 47.0
## 95 1946-11-01 total9.MANEMPCHG 128.0
## 96 1946-12-01 total9.MANEMPCHG -9.0
## 97 1947-01-01 total9.MANEMPCHG 27.0
## 98 1947-02-01 total9.MANEMPCHG -50.0
## 99 1947-03-01 total9.MANEMPCHG -19.0
## 100 1947-04-01 total9.MANEMPCHG -19.0
## 101 1947-05-01 total9.MANEMPCHG -51.0
## 102 1947-06-01 total9.MANEMPCHG 11.0
## 103 1947-07-01 total9.MANEMPCHG -124.0
## 104 1947-08-01 total9.MANEMPCHG 124.0
## 105 1947-09-01 total9.MANEMPCHG 115.0
## 106 1947-10-01 total9.MANEMPCHG 78.0
## 107 1947-11-01 total9.MANEMPCHG 21.0
## 108 1947-12-01 total9.MANEMPCHG 14.0
## 109 1948-01-01 total9.MANEMPCHG 10.0
## 110 1948-02-01 total9.MANEMPCHG -99.0
## 111 1948-03-01 total9.MANEMPCHG 25.0
## 112 1948-04-01 total9.MANEMPCHG -181.0
## 113 1948-05-01 total9.MANEMPCHG 52.0
## 114 1948-06-01 total9.MANEMPCHG 83.0
## 115 1948-07-01 total9.MANEMPCHG 41.0
## 116 1948-08-01 total9.MANEMPCHG -6.0
## 117 1948-09-01 total9.MANEMPCHG 88.0
## 118 1948-10-01 total9.MANEMPCHG -51.0
## 119 1948-11-01 total9.MANEMPCHG -98.0
## 120 1948-12-01 total9.MANEMPCHG -206.0
## 121 1949-01-01 total9.MANEMPCHG -219.0
## 122 1949-02-01 total9.MANEMPCHG -133.0
## 123 1949-03-01 total9.MANEMPCHG -153.0
## 124 1949-04-01 total9.MANEMPCHG -142.0
## 125 1949-05-01 total9.MANEMPCHG -170.0
## 126 1949-06-01 total9.MANEMPCHG -91.0
## 127 1949-07-01 total9.MANEMPCHG -111.0
## 128 1949-08-01 total9.MANEMPCHG 91.0
## 129 1949-09-01 total9.MANEMPCHG 67.0
## 130 1949-10-01 total9.MANEMPCHG -334.0
## 131 1949-11-01 total9.MANEMPCHG -9.0
## 132 1949-12-01 total9.MANEMPCHG 180.0
## 133 1950-01-01 total9.MANEMPCHG 99.0
## 134 1950-02-01 total9.MANEMPCHG 8.0
## 135 1950-03-01 total9.MANEMPCHG 121.0
## 136 1950-04-01 total9.MANEMPCHG 181.0
## 137 1950-05-01 total9.MANEMPCHG 309.0
## 138 1950-06-01 total9.MANEMPCHG 143.0
## 139 1950-07-01 total9.MANEMPCHG 149.0
## 140 1950-08-01 total9.MANEMPCHG 389.0
## 141 1950-09-01 total9.MANEMPCHG 100.0
## 142 1950-10-01 total9.MANEMPCHG 176.0
## 143 1950-11-01 total9.MANEMPCHG 25.0
## 144 1950-12-01 total9.MANEMPCHG 20.0
## 145 1951-01-01 total9.MANEMPCHG 168.0
## 146 1951-02-01 total9.MANEMPCHG 126.0
## 147 1951-03-01 total9.MANEMPCHG 49.0
## 148 1951-04-01 total9.MANEMPCHG 41.0
## 149 1951-05-01 total9.MANEMPCHG -2.0
## 150 1951-06-01 total9.MANEMPCHG 12.0
## 151 1951-07-01 total9.MANEMPCHG -66.0
## 152 1951-08-01 total9.MANEMPCHG -49.0
## 153 1951-09-01 total9.MANEMPCHG -65.0
## 154 1951-10-01 total9.MANEMPCHG -23.0
## 155 1951-11-01 total9.MANEMPCHG 26.0
## 156 1951-12-01 total9.MANEMPCHG 46.0
## 157 1952-01-01 total9.MANEMPCHG 22.0
## 158 1952-02-01 total9.MANEMPCHG 38.0
## 159 1952-03-01 total9.MANEMPCHG 22.0
## 160 1952-04-01 total9.MANEMPCHG 35.0
## 161 1952-05-01 total9.MANEMPCHG -19.0
## 162 1952-06-01 total9.MANEMPCHG -315.0
## 163 1952-07-01 total9.MANEMPCHG -121.0
## 164 1952-08-01 total9.MANEMPCHG 572.0
## 165 1952-09-01 total9.MANEMPCHG 274.0
## 166 1952-10-01 total9.MANEMPCHG 137.0
## 167 1952-11-01 total9.MANEMPCHG 153.0
## 168 1952-12-01 total9.MANEMPCHG 130.0
## 169 1953-01-01 total9.MANEMPCHG 94.0
## 170 1953-02-01 total9.MANEMPCHG 91.0
## 171 1953-03-01 total9.MANEMPCHG 112.0
## 172 1953-04-01 total9.MANEMPCHG 23.0
## 173 1953-05-01 total9.MANEMPCHG 48.0
## 174 1953-06-01 total9.MANEMPCHG 2.0
## 175 1953-07-01 total9.MANEMPCHG 10.0
## 176 1953-08-01 total9.MANEMPCHG -75.0
## 177 1953-09-01 total9.MANEMPCHG -127.0
## 178 1953-10-01 total9.MANEMPCHG -170.0
## 179 1953-11-01 total9.MANEMPCHG -253.0
## 180 1953-12-01 total9.MANEMPCHG -147.0
## 181 1954-01-01 total9.MANEMPCHG -141.0
## 182 1954-02-01 total9.MANEMPCHG -133.0
## 183 1954-03-01 total9.MANEMPCHG -110.0
## 184 1954-04-01 total9.MANEMPCHG -132.0
## 185 1954-05-01 total9.MANEMPCHG -91.0
## 186 1954-06-01 total9.MANEMPCHG -64.0
## 187 1954-07-01 total9.MANEMPCHG -111.0
## 188 1954-08-01 total9.MANEMPCHG -27.0
## 189 1954-09-01 total9.MANEMPCHG 33.0
## 190 1954-10-01 total9.MANEMPCHG 36.0
## 191 1954-11-01 total9.MANEMPCHG 72.0
## 192 1954-12-01 total9.MANEMPCHG 54.0
## 193 1955-01-01 total9.MANEMPCHG 67.0
## 194 1955-02-01 total9.MANEMPCHG 104.0
## 195 1955-03-01 total9.MANEMPCHG 120.0
## 196 1955-04-01 total9.MANEMPCHG 117.0
## 197 1955-05-01 total9.MANEMPCHG 118.0
## 198 1955-06-01 total9.MANEMPCHG 92.0
## 199 1955-07-01 total9.MANEMPCHG 29.0
## 200 1955-08-01 total9.MANEMPCHG 65.0
## 201 1955-09-01 total9.MANEMPCHG -11.0
## 202 1955-10-01 total9.MANEMPCHG 72.0
## 203 1955-11-01 total9.MANEMPCHG 73.0
## 204 1955-12-01 total9.MANEMPCHG 46.0
## 205 1956-01-01 total9.MANEMPCHG 23.0
## 206 1956-02-01 total9.MANEMPCHG 7.0
## 207 1956-03-01 total9.MANEMPCHG -60.0
## 208 1956-04-01 total9.MANEMPCHG 80.0
## 209 1956-05-01 total9.MANEMPCHG -16.0
## 210 1956-06-01 total9.MANEMPCHG -58.0
## 211 1956-07-01 total9.MANEMPCHG -367.0
## 212 1956-08-01 total9.MANEMPCHG 425.0
## 213 1956-09-01 total9.MANEMPCHG -30.0
## 214 1956-10-01 total9.MANEMPCHG 74.0
## 215 1956-11-01 total9.MANEMPCHG -21.0
## 216 1956-12-01 total9.MANEMPCHG 41.0
## 217 1957-01-01 total9.MANEMPCHG 13.0
## 218 1957-02-01 total9.MANEMPCHG 28.0
## 219 1957-03-01 total9.MANEMPCHG -4.0
## 220 1957-04-01 total9.MANEMPCHG -24.0
## 221 1957-05-01 total9.MANEMPCHG -39.0
## 222 1957-06-01 total9.MANEMPCHG -58.0
## 223 1957-07-01 total9.MANEMPCHG -19.0
## 224 1957-08-01 total9.MANEMPCHG 13.0
## 225 1957-09-01 total9.MANEMPCHG -157.0
## 226 1957-10-01 total9.MANEMPCHG -111.0
## 227 1957-11-01 total9.MANEMPCHG -133.0
## 228 1957-12-01 total9.MANEMPCHG -134.0
## 229 1958-01-01 total9.MANEMPCHG -202.0
## 230 1958-02-01 total9.MANEMPCHG -222.0
## 231 1958-03-01 total9.MANEMPCHG -238.0
## 232 1958-04-01 total9.MANEMPCHG -164.0
## 233 1958-05-01 total9.MANEMPCHG -92.0
## 234 1958-06-01 total9.MANEMPCHG -6.0
## 235 1958-07-01 total9.MANEMPCHG 42.0
## 236 1958-08-01 total9.MANEMPCHG 74.0
## 237 1958-09-01 total9.MANEMPCHG 134.0
## 238 1958-10-01 total9.MANEMPCHG -155.0
## 239 1958-11-01 total9.MANEMPCHG 324.0
## 240 1958-12-01 total9.MANEMPCHG 50.0
## 241 1959-01-01 total9.MANEMPCHG 121.0
## 242 1959-02-01 total9.MANEMPCHG 117.0
## 243 1959-03-01 total9.MANEMPCHG 144.0
## 244 1959-04-01 total9.MANEMPCHG 126.0
## 245 1959-05-01 total9.MANEMPCHG 102.0
## 246 1959-06-01 total9.MANEMPCHG 67.0
## 247 1959-07-01 total9.MANEMPCHG 69.0
## 248 1959-08-01 total9.MANEMPCHG -421.0
## 249 1959-09-01 total9.MANEMPCHG 52.0
## 250 1959-10-01 total9.MANEMPCHG -96.0
## 251 1959-11-01 total9.MANEMPCHG 142.0
## 252 1959-12-01 total9.MANEMPCHG 273.0
## 253 1960-01-01 total9.MANEMPCHG 114.0
## 254 1960-02-01 total9.MANEMPCHG 78.0
## 255 1960-03-01 total9.MANEMPCHG -58.0
## 256 1960-04-01 total9.MANEMPCHG -53.0
## 257 1960-05-01 total9.MANEMPCHG -79.0
## 258 1960-06-01 total9.MANEMPCHG -109.0
## 259 1960-07-01 total9.MANEMPCHG -53.0
## 260 1960-08-01 total9.MANEMPCHG -53.0
## 261 1960-09-01 total9.MANEMPCHG -30.0
## 262 1960-10-01 total9.MANEMPCHG -99.0
## 263 1960-11-01 total9.MANEMPCHG -119.0
## 264 1960-12-01 total9.MANEMPCHG -165.0
## 265 1961-01-01 total9.MANEMPCHG -84.0
## 266 1961-02-01 total9.MANEMPCHG -62.0
## 267 1961-03-01 total9.MANEMPCHG 1.0
## 268 1961-04-01 total9.MANEMPCHG 23.0
## 269 1961-05-01 total9.MANEMPCHG 107.0
## 270 1961-06-01 total9.MANEMPCHG 49.0
## 271 1961-07-01 total9.MANEMPCHG 48.0
## 272 1961-08-01 total9.MANEMPCHG 64.0
## 273 1961-09-01 total9.MANEMPCHG -13.0
## 274 1961-10-01 total9.MANEMPCHG 63.0
## 275 1961-11-01 total9.MANEMPCHG 116.0
## 276 1961-12-01 total9.MANEMPCHG 50.0
## 277 1962-01-01 total9.MANEMPCHG 13.0
## 278 1962-02-01 total9.MANEMPCHG 89.0
## 279 1962-03-01 total9.MANEMPCHG 40.0
## 280 1962-04-01 total9.MANEMPCHG 73.0
## 281 1962-05-01 total9.MANEMPCHG -11.0
## 282 1962-06-01 total9.MANEMPCHG 5.0
## 283 1962-07-01 total9.MANEMPCHG 4.0
## 284 1962-08-01 total9.MANEMPCHG -5.0
## 285 1962-09-01 total9.MANEMPCHG 51.0
## 286 1962-10-01 total9.MANEMPCHG 1.0
## 287 1962-11-01 total9.MANEMPCHG -39.0
## 288 1962-12-01 total9.MANEMPCHG -10.0
## 289 1963-01-01 total9.MANEMPCHG 25.0
## 290 1963-02-01 total9.MANEMPCHG -3.0
## 291 1963-03-01 total9.MANEMPCHG 22.0
## 292 1963-04-01 total9.MANEMPCHG 38.0
## 293 1963-05-01 total9.MANEMPCHG 39.0
## 294 1963-06-01 total9.MANEMPCHG -17.0
## 295 1963-07-01 total9.MANEMPCHG 22.0
## 296 1963-08-01 total9.MANEMPCHG -2.0
## 297 1963-09-01 total9.MANEMPCHG 30.0
## 298 1963-10-01 total9.MANEMPCHG 40.0
## 299 1963-11-01 total9.MANEMPCHG -39.0
## 300 1963-12-01 total9.MANEMPCHG 37.0
## 301 1964-01-01 total9.MANEMPCHG 3.0
## 302 1964-02-01 total9.MANEMPCHG 27.0
## 303 1964-03-01 total9.MANEMPCHG 28.0
## 304 1964-04-01 total9.MANEMPCHG 15.0
## 305 1964-05-01 total9.MANEMPCHG 27.0
## 306 1964-06-01 total9.MANEMPCHG 27.0
## 307 1964-07-01 total9.MANEMPCHG 48.0
## 308 1964-08-01 total9.MANEMPCHG 61.0
## 309 1964-09-01 total9.MANEMPCHG 125.0
## 310 1964-10-01 total9.MANEMPCHG -252.0
## 311 1964-11-01 total9.MANEMPCHG 275.0
## 312 1964-12-01 total9.MANEMPCHG 80.0
## 313 1965-01-01 total9.MANEMPCHG 69.0
## 314 1965-02-01 total9.MANEMPCHG 46.0
## 315 1965-03-01 total9.MANEMPCHG 62.0
## 316 1965-04-01 total9.MANEMPCHG 65.0
## 317 1965-05-01 total9.MANEMPCHG 59.0
## 318 1965-06-01 total9.MANEMPCHG 77.0
## 319 1965-07-01 total9.MANEMPCHG 115.0
## 320 1965-08-01 total9.MANEMPCHG 63.0
## 321 1965-09-01 total9.MANEMPCHG 70.0
## 322 1965-10-01 total9.MANEMPCHG 62.0
## 323 1965-11-01 total9.MANEMPCHG 98.0
## 324 1965-12-01 total9.MANEMPCHG 89.0
## 325 1966-01-01 total9.MANEMPCHG 92.0
## 326 1966-02-01 total9.MANEMPCHG 145.0
## 327 1966-03-01 total9.MANEMPCHG 112.0
## 328 1966-04-01 total9.MANEMPCHG 117.0
## 329 1966-05-01 total9.MANEMPCHG 108.0
## 330 1966-06-01 total9.MANEMPCHG 108.0
## 331 1966-07-01 total9.MANEMPCHG 27.0
## 332 1966-08-01 total9.MANEMPCHG 122.0
## 333 1966-09-01 total9.MANEMPCHG 4.0
## 334 1966-10-01 total9.MANEMPCHG 70.0
## 335 1966-11-01 total9.MANEMPCHG 25.0
## 336 1966-12-01 total9.MANEMPCHG 17.0
## 337 1967-01-01 total9.MANEMPCHG 35.0
## 338 1967-02-01 total9.MANEMPCHG -55.0
## 339 1967-03-01 total9.MANEMPCHG -38.0
## 340 1967-04-01 total9.MANEMPCHG -62.0
## 341 1967-05-01 total9.MANEMPCHG -46.0
## 342 1967-06-01 total9.MANEMPCHG -20.0
## 343 1967-07-01 total9.MANEMPCHG -28.0
## 344 1967-08-01 total9.MANEMPCHG 121.0
## 345 1967-09-01 total9.MANEMPCHG -111.0
## 346 1967-10-01 total9.MANEMPCHG 6.0
## 347 1967-11-01 total9.MANEMPCHG 185.0
## 348 1967-12-01 total9.MANEMPCHG 40.0
## 349 1968-01-01 total9.MANEMPCHG 15.0
## 350 1968-02-01 total9.MANEMPCHG 14.0
## 351 1968-03-01 total9.MANEMPCHG 13.0
## 352 1968-04-01 total9.MANEMPCHG 64.0
## 353 1968-05-01 total9.MANEMPCHG 59.0
## 354 1968-06-01 total9.MANEMPCHG 38.0
## 355 1968-07-01 total9.MANEMPCHG 37.0
## 356 1968-08-01 total9.MANEMPCHG -11.0
## 357 1968-09-01 total9.MANEMPCHG -2.0
## 358 1968-10-01 total9.MANEMPCHG 41.0
## 359 1968-11-01 total9.MANEMPCHG 53.0
## 360 1968-12-01 total9.MANEMPCHG 64.0
## 361 1969-01-01 total9.MANEMPCHG 22.0
## 362 1969-02-01 total9.MANEMPCHG 70.0
## 363 1969-03-01 total9.MANEMPCHG 56.0
## 364 1969-04-01 total9.MANEMPCHG -4.0
## 365 1969-05-01 total9.MANEMPCHG 34.0
## 366 1969-06-01 total9.MANEMPCHG 52.0
## 367 1969-07-01 total9.MANEMPCHG 2.0
## 368 1969-08-01 total9.MANEMPCHG 125.0
## 369 1969-09-01 total9.MANEMPCHG -147.0
## 370 1969-10-01 total9.MANEMPCHG -7.0
## 371 1969-11-01 total9.MANEMPCHG -146.0
## 372 1969-12-01 total9.MANEMPCHG 18.0
## 373 1970-01-01 total9.MANEMPCHG -61.0
## 374 1970-02-01 total9.MANEMPCHG -63.0
## 375 1970-03-01 total9.MANEMPCHG -1.0
## 376 1970-04-01 total9.MANEMPCHG -153.0
## 377 1970-05-01 total9.MANEMPCHG -178.0
## 378 1970-06-01 total9.MANEMPCHG -99.0
## 379 1970-07-01 total9.MANEMPCHG -53.0
## 380 1970-08-01 total9.MANEMPCHG -98.0
## 381 1970-09-01 total9.MANEMPCHG -87.0
## 382 1970-10-01 total9.MANEMPCHG -519.0
## 383 1970-11-01 total9.MANEMPCHG -149.0
## 384 1970-12-01 total9.MANEMPCHG 285.0
## 385 1971-01-01 total9.MANEMPCHG -29.0
## 386 1971-02-01 total9.MANEMPCHG -64.0
## 387 1971-03-01 total9.MANEMPCHG -62.0
## 388 1971-04-01 total9.MANEMPCHG -5.0
## 389 1971-05-01 total9.MANEMPCHG 76.0
## 390 1971-06-01 total9.MANEMPCHG -86.0
## 391 1971-07-01 total9.MANEMPCHG -13.0
## 392 1971-08-01 total9.MANEMPCHG -11.0
## 393 1971-09-01 total9.MANEMPCHG 39.0
## 394 1971-10-01 total9.MANEMPCHG -28.0
## 395 1971-11-01 total9.MANEMPCHG 40.0
## 396 1971-12-01 total9.MANEMPCHG 36.0
## 397 1972-01-01 total9.MANEMPCHG 81.0
## 398 1972-02-01 total9.MANEMPCHG 78.0
## 399 1972-03-01 total9.MANEMPCHG 86.0
## 400 1972-04-01 total9.MANEMPCHG 61.0
## 401 1972-05-01 total9.MANEMPCHG 94.0
## 402 1972-06-01 total9.MANEMPCHG 39.0
## 403 1972-07-01 total9.MANEMPCHG -85.0
## 404 1972-08-01 total9.MANEMPCHG 185.0
## 405 1972-09-01 total9.MANEMPCHG 33.0
## 406 1972-10-01 total9.MANEMPCHG 119.0
## 407 1972-11-01 total9.MANEMPCHG 112.0
## 408 1972-12-01 total9.MANEMPCHG 153.0
## 409 1973-01-01 total9.MANEMPCHG 118.0
## 410 1973-02-01 total9.MANEMPCHG 134.0
## 411 1973-03-01 total9.MANEMPCHG 83.0
## 412 1973-04-01 total9.MANEMPCHG 37.0
## 413 1973-05-01 total9.MANEMPCHG 34.0
## 414 1973-06-01 total9.MANEMPCHG 42.0
## 415 1973-07-01 total9.MANEMPCHG -8.0
## 416 1973-08-01 total9.MANEMPCHG 31.0
## 417 1973-09-01 total9.MANEMPCHG -20.0
## 418 1973-10-01 total9.MANEMPCHG 93.0
## 419 1973-11-01 total9.MANEMPCHG 71.0
## 420 1973-12-01 total9.MANEMPCHG 47.0
## 421 1974-01-01 total9.MANEMPCHG -32.0
## 422 1974-02-01 total9.MANEMPCHG -61.0
## 423 1974-03-01 total9.MANEMPCHG -27.0
## 424 1974-04-01 total9.MANEMPCHG 2.0
## 425 1974-05-01 total9.MANEMPCHG -14.0
## 426 1974-06-01 total9.MANEMPCHG 2.0
## 427 1974-07-01 total9.MANEMPCHG -34.0
## 428 1974-08-01 total9.MANEMPCHG -86.0
## 429 1974-09-01 total9.MANEMPCHG -78.0
## 430 1974-10-01 total9.MANEMPCHG -128.0
## 431 1974-11-01 total9.MANEMPCHG -287.0
## 432 1974-12-01 total9.MANEMPCHG -384.0
## 433 1975-01-01 total9.MANEMPCHG -349.0
## 434 1975-02-01 total9.MANEMPCHG -340.0
## 435 1975-03-01 total9.MANEMPCHG -151.0
## 436 1975-04-01 total9.MANEMPCHG -94.0
## 437 1975-05-01 total9.MANEMPCHG -13.0
## 438 1975-06-01 total9.MANEMPCHG -56.0
## 439 1975-07-01 total9.MANEMPCHG -12.0
## 440 1975-08-01 total9.MANEMPCHG 146.0
## 441 1975-09-01 total9.MANEMPCHG 80.0
## 442 1975-10-01 total9.MANEMPCHG 80.0
## 443 1975-11-01 total9.MANEMPCHG 41.0
## 444 1975-12-01 total9.MANEMPCHG 115.0
## 445 1976-01-01 total9.MANEMPCHG 147.0
## 446 1976-02-01 total9.MANEMPCHG 97.0
## 447 1976-03-01 total9.MANEMPCHG 86.0
## 448 1976-04-01 total9.MANEMPCHG 71.0
## 449 1976-05-01 total9.MANEMPCHG -28.0
## 450 1976-06-01 total9.MANEMPCHG 8.0
## 451 1976-07-01 total9.MANEMPCHG 3.0
## 452 1976-08-01 total9.MANEMPCHG 72.0
## 453 1976-09-01 total9.MANEMPCHG 69.0
## 454 1976-10-01 total9.MANEMPCHG -117.0
## 455 1976-11-01 total9.MANEMPCHG 134.0
## 456 1976-12-01 total9.MANEMPCHG 37.0
## 457 1977-01-01 total9.MANEMPCHG 84.0
## 458 1977-02-01 total9.MANEMPCHG 40.0
## 459 1977-03-01 total9.MANEMPCHG 98.0
## 460 1977-04-01 total9.MANEMPCHG 83.0
## 461 1977-05-01 total9.MANEMPCHG 83.0
## 462 1977-06-01 total9.MANEMPCHG 85.0
## 463 1977-07-01 total9.MANEMPCHG 67.0
## 464 1977-08-01 total9.MANEMPCHG 17.0
## 465 1977-09-01 total9.MANEMPCHG 58.0
## 466 1977-10-01 total9.MANEMPCHG 22.0
## 467 1977-11-01 total9.MANEMPCHG 63.0
## 468 1977-12-01 total9.MANEMPCHG 112.0
## 469 1978-01-01 total9.MANEMPCHG 62.0
## 470 1978-02-01 total9.MANEMPCHG 46.0
## 471 1978-03-01 total9.MANEMPCHG 60.0
## 472 1978-04-01 total9.MANEMPCHG 73.0
## 473 1978-05-01 total9.MANEMPCHG 76.0
## 474 1978-06-01 total9.MANEMPCHG 71.0
## 475 1978-07-01 total9.MANEMPCHG 32.0
## 476 1978-08-01 total9.MANEMPCHG 55.0
## 477 1978-09-01 total9.MANEMPCHG 62.0
## 478 1978-10-01 total9.MANEMPCHG 74.0
## 479 1978-11-01 total9.MANEMPCHG 115.0
## 480 1978-12-01 total9.MANEMPCHG 77.0
## 481 1979-01-01 total9.MANEMPCHG 54.0
## 482 1979-02-01 total9.MANEMPCHG 21.0
## 483 1979-03-01 total9.MANEMPCHG 44.0
## 484 1979-04-01 total9.MANEMPCHG -3.0
## 485 1979-05-01 total9.MANEMPCHG 59.0
## 486 1979-06-01 total9.MANEMPCHG 44.0
## 487 1979-07-01 total9.MANEMPCHG -22.0
## 488 1979-08-01 total9.MANEMPCHG -125.0
## 489 1979-09-01 total9.MANEMPCHG 36.0
## 490 1979-10-01 total9.MANEMPCHG -52.0
## 491 1979-11-01 total9.MANEMPCHG -91.0
## 492 1979-12-01 total9.MANEMPCHG 2.0
## 493 1980-01-01 total9.MANEMPCHG -19.0
## 494 1980-02-01 total9.MANEMPCHG -63.0
## 495 1980-03-01 total9.MANEMPCHG -2.0
## 496 1980-04-01 total9.MANEMPCHG -244.0
## 497 1980-05-01 total9.MANEMPCHG -247.0
## 498 1980-06-01 total9.MANEMPCHG -236.0
## 499 1980-07-01 total9.MANEMPCHG -214.0
## 500 1980-08-01 total9.MANEMPCHG 138.0
## 501 1980-09-01 total9.MANEMPCHG 31.0
## 502 1980-10-01 total9.MANEMPCHG 61.0
## 503 1980-11-01 total9.MANEMPCHG 95.0
## 504 1980-12-01 total9.MANEMPCHG 39.0
## 505 1981-01-01 total9.MANEMPCHG -1.0
## 506 1981-02-01 total9.MANEMPCHG -26.0
## 507 1981-03-01 total9.MANEMPCHG 34.0
## 508 1981-04-01 total9.MANEMPCHG 64.0
## 509 1981-05-01 total9.MANEMPCHG 55.0
## 510 1981-06-01 total9.MANEMPCHG 23.0
## 511 1981-07-01 total9.MANEMPCHG -4.0
## 512 1981-08-01 total9.MANEMPCHG -37.0
## 513 1981-09-01 total9.MANEMPCHG -36.0
## 514 1981-10-01 total9.MANEMPCHG -146.0
## 515 1981-11-01 total9.MANEMPCHG -157.0
## 516 1981-12-01 total9.MANEMPCHG -186.0
## 517 1982-01-01 total9.MANEMPCHG -176.0
## 518 1982-02-01 total9.MANEMPCHG -66.0
## 519 1982-03-01 total9.MANEMPCHG -124.0
## 520 1982-04-01 total9.MANEMPCHG -174.0
## 521 1982-05-01 total9.MANEMPCHG -95.0
## 522 1982-06-01 total9.MANEMPCHG -158.0
## 523 1982-07-01 total9.MANEMPCHG -152.0
## 524 1982-08-01 total9.MANEMPCHG -118.0
## 525 1982-09-01 total9.MANEMPCHG -86.0
## 526 1982-10-01 total9.MANEMPCHG -221.0
## 527 1982-11-01 total9.MANEMPCHG -131.0
## 528 1982-12-01 total9.MANEMPCHG -32.0
## 529 1983-01-01 total9.MANEMPCHG 15.0
## 530 1983-02-01 total9.MANEMPCHG 1.0
## 531 1983-03-01 total9.MANEMPCHG 5.0
## 532 1983-04-01 total9.MANEMPCHG 83.0
## 533 1983-05-01 total9.MANEMPCHG 91.0
## 534 1983-06-01 total9.MANEMPCHG 75.0
## 535 1983-07-01 total9.MANEMPCHG 99.0
## 536 1983-08-01 total9.MANEMPCHG 59.0
## 537 1983-09-01 total9.MANEMPCHG 137.0
## 538 1983-10-01 total9.MANEMPCHG 112.0
## 539 1983-11-01 total9.MANEMPCHG 112.0
## 540 1983-12-01 total9.MANEMPCHG 72.0
## 541 1984-01-01 total9.MANEMPCHG 79.0
## 542 1984-02-01 total9.MANEMPCHG 98.0
## 543 1984-03-01 total9.MANEMPCHG 78.0
## 544 1984-04-01 total9.MANEMPCHG 66.0
## 545 1984-05-01 total9.MANEMPCHG 44.0
## 546 1984-06-01 total9.MANEMPCHG 51.0
## 547 1984-07-01 total9.MANEMPCHG 46.0
## 548 1984-08-01 total9.MANEMPCHG 21.0
## 549 1984-09-01 total9.MANEMPCHG -15.0
## 550 1984-10-01 total9.MANEMPCHG 5.0
## 551 1984-11-01 total9.MANEMPCHG -8.0
## 552 1984-12-01 total9.MANEMPCHG 7.0
## 553 1985-01-01 total9.MANEMPCHG -14.0
## 554 1985-02-01 total9.MANEMPCHG -43.0
## 555 1985-03-01 total9.MANEMPCHG -27.0
## 556 1985-04-01 total9.MANEMPCHG -53.0
## 557 1985-05-01 total9.MANEMPCHG -31.0
## 558 1985-06-01 total9.MANEMPCHG -36.0
## 559 1985-07-01 total9.MANEMPCHG -43.0
## 560 1985-08-01 total9.MANEMPCHG -20.0
## 561 1985-09-01 total9.MANEMPCHG -38.0
## 562 1985-10-01 total9.MANEMPCHG -10.0
## 563 1985-11-01 total9.MANEMPCHG -11.0
## 564 1985-12-01 total9.MANEMPCHG -4.0
## 565 1986-01-01 total9.MANEMPCHG -7.0
## 566 1986-02-01 total9.MANEMPCHG -23.0
## 567 1986-03-01 total9.MANEMPCHG -39.0
## 568 1986-04-01 total9.MANEMPCHG -8.0
## 569 1986-05-01 total9.MANEMPCHG -23.0
## 570 1986-06-01 total9.MANEMPCHG -63.0
## 571 1986-07-01 total9.MANEMPCHG -33.0
## 572 1986-08-01 total9.MANEMPCHG -8.0
## 573 1986-09-01 total9.MANEMPCHG 9.0
## 574 1986-10-01 total9.MANEMPCHG -21.0
## 575 1986-11-01 total9.MANEMPCHG -5.0
## 576 1986-12-01 total9.MANEMPCHG 6.0
## 577 1987-01-01 total9.MANEMPCHG -13.0
## 578 1987-02-01 total9.MANEMPCHG 34.0
## 579 1987-03-01 total9.MANEMPCHG 8.0
## 580 1987-04-01 total9.MANEMPCHG 18.0
## 581 1987-05-01 total9.MANEMPCHG 17.0
## 582 1987-06-01 total9.MANEMPCHG -5.0
## 583 1987-07-01 total9.MANEMPCHG 56.0
## 584 1987-08-01 total9.MANEMPCHG 37.0
## 585 1987-09-01 total9.MANEMPCHG 61.0
## 586 1987-10-01 total9.MANEMPCHG 38.0
## 587 1987-11-01 total9.MANEMPCHG 46.0
## 588 1987-12-01 total9.MANEMPCHG 34.0
## 589 1988-01-01 total9.MANEMPCHG -19.0
## 590 1988-02-01 total9.MANEMPCHG 33.0
## 591 1988-03-01 total9.MANEMPCHG 21.0
## 592 1988-04-01 total9.MANEMPCHG 30.0
## 593 1988-05-01 total9.MANEMPCHG 18.0
## 594 1988-06-01 total9.MANEMPCHG 24.0
## 595 1988-07-01 total9.MANEMPCHG 10.0
## 596 1988-08-01 total9.MANEMPCHG -35.0
## 597 1988-09-01 total9.MANEMPCHG 23.0
## 598 1988-10-01 total9.MANEMPCHG 52.0
## 599 1988-11-01 total9.MANEMPCHG 37.0
## 600 1988-12-01 total9.MANEMPCHG 22.0
## 601 1989-01-01 total9.MANEMPCHG 32.0
## 602 1989-02-01 total9.MANEMPCHG -2.0
## 603 1989-03-01 total9.MANEMPCHG 5.0
## 604 1989-04-01 total9.MANEMPCHG -5.0
## 605 1989-05-01 total9.MANEMPCHG -15.0
## 606 1989-06-01 total9.MANEMPCHG -27.0
## 607 1989-07-01 total9.MANEMPCHG -33.0
## 608 1989-08-01 total9.MANEMPCHG -16.0
## 609 1989-09-01 total9.MANEMPCHG -42.0
## 610 1989-10-01 total9.MANEMPCHG -27.0
## 611 1989-11-01 total9.MANEMPCHG -9.0
## 612 1989-12-01 total9.MANEMPCHG -5.0
## 613 1990-01-01 total9.MANEMPCHG -84.0
## 614 1990-02-01 total9.MANEMPCHG 96.0
## 615 1990-03-01 total9.MANEMPCHG -25.0
## 616 1990-04-01 total9.MANEMPCHG -23.0
## 617 1990-05-01 total9.MANEMPCHG -48.0
## 618 1990-06-01 total9.MANEMPCHG -21.0
## 619 1990-07-01 total9.MANEMPCHG -72.0
## 620 1990-08-01 total9.MANEMPCHG -55.0
## 621 1990-09-01 total9.MANEMPCHG -40.0
## 622 1990-10-01 total9.MANEMPCHG -32.0
## 623 1990-11-01 total9.MANEMPCHG -149.0
## 624 1990-12-01 total9.MANEMPCHG -33.0
## 625 1991-01-01 total9.MANEMPCHG -65.0
## 626 1991-02-01 total9.MANEMPCHG -119.0
## 627 1991-03-01 total9.MANEMPCHG -71.0
## 628 1991-04-01 total9.MANEMPCHG -47.0
## 629 1991-05-01 total9.MANEMPCHG -23.0
## 630 1991-06-01 total9.MANEMPCHG -26.0
## 631 1991-07-01 total9.MANEMPCHG -29.0
## 632 1991-08-01 total9.MANEMPCHG 10.0
## 633 1991-09-01 total9.MANEMPCHG -15.0
## 634 1991-10-01 total9.MANEMPCHG -11.0
## 635 1991-11-01 total9.MANEMPCHG -38.0
## 636 1991-12-01 total9.MANEMPCHG -45.0
## 637 1992-01-01 total9.MANEMPCHG -77.0
## 638 1992-02-01 total9.MANEMPCHG -10.0
## 639 1992-03-01 total9.MANEMPCHG -24.0
## 640 1992-04-01 total9.MANEMPCHG 26.0
## 641 1992-05-01 total9.MANEMPCHG 4.0
## 642 1992-06-01 total9.MANEMPCHG -9.0
## 643 1992-07-01 total9.MANEMPCHG -7.0
## 644 1992-08-01 total9.MANEMPCHG -36.0
## 645 1992-09-01 total9.MANEMPCHG -22.0
## 646 1992-10-01 total9.MANEMPCHG -10.0
## 647 1992-11-01 total9.MANEMPCHG 7.0
## 648 1992-12-01 total9.MANEMPCHG 11.0
## 649 1993-01-01 total9.MANEMPCHG 22.0
## 650 1993-02-01 total9.MANEMPCHG 14.0
## 651 1993-03-01 total9.MANEMPCHG -10.0
## 652 1993-04-01 total9.MANEMPCHG -23.0
## 653 1993-05-01 total9.MANEMPCHG -6.0
## 654 1993-06-01 total9.MANEMPCHG -24.0
## 655 1993-07-01 total9.MANEMPCHG -3.0
## 656 1993-08-01 total9.MANEMPCHG 2.0
## 657 1993-09-01 total9.MANEMPCHG 28.0
## 658 1993-10-01 total9.MANEMPCHG 9.0
## 659 1993-11-01 total9.MANEMPCHG 22.0
## 660 1993-12-01 total9.MANEMPCHG 15.0
## 661 1994-01-01 total9.MANEMPCHG 40.0
## 662 1994-02-01 total9.MANEMPCHG 7.0
## 663 1994-03-01 total9.MANEMPCHG 35.0
## 664 1994-04-01 total9.MANEMPCHG 36.0
## 665 1994-05-01 total9.MANEMPCHG 29.0
## 666 1994-06-01 total9.MANEMPCHG 48.0
## 667 1994-07-01 total9.MANEMPCHG 16.0
## 668 1994-08-01 total9.MANEMPCHG 55.0
## 669 1994-09-01 total9.MANEMPCHG 34.0
## 670 1994-10-01 total9.MANEMPCHG 29.0
## 671 1994-11-01 total9.MANEMPCHG 42.0
## 672 1994-12-01 total9.MANEMPCHG 31.0
## 673 1995-01-01 total9.MANEMPCHG 45.0
## 674 1995-02-01 total9.MANEMPCHG 3.0
## 675 1995-03-01 total9.MANEMPCHG -2.0
## 676 1995-04-01 total9.MANEMPCHG 15.0
## 677 1995-05-01 total9.MANEMPCHG -19.0
## 678 1995-06-01 total9.MANEMPCHG -12.0
## 679 1995-07-01 total9.MANEMPCHG -29.0
## 680 1995-08-01 total9.MANEMPCHG 22.0
## 681 1995-09-01 total9.MANEMPCHG 7.0
## 682 1995-10-01 total9.MANEMPCHG -31.0
## 683 1995-11-01 total9.MANEMPCHG -7.0
## 684 1995-12-01 total9.MANEMPCHG 22.0
## 685 1996-01-01 total9.MANEMPCHG -23.0
## 686 1996-02-01 total9.MANEMPCHG 21.0
## 687 1996-03-01 total9.MANEMPCHG -36.0
## 688 1996-04-01 total9.MANEMPCHG 11.0
## 689 1996-05-01 total9.MANEMPCHG 18.0
## 690 1996-06-01 total9.MANEMPCHG 4.0
## 691 1996-07-01 total9.MANEMPCHG -3.0
## 692 1996-08-01 total9.MANEMPCHG 32.0
## 693 1996-09-01 total9.MANEMPCHG -3.0
## 694 1996-10-01 total9.MANEMPCHG 16.0
## 695 1996-11-01 total9.MANEMPCHG 9.0
## 696 1996-12-01 total9.MANEMPCHG 7.0
## 697 1997-01-01 total9.MANEMPCHG 13.0
## 698 1997-02-01 total9.MANEMPCHG 19.0
## 699 1997-03-01 total9.MANEMPCHG 24.0
## 700 1997-04-01 total9.MANEMPCHG 9.0
## 701 1997-05-01 total9.MANEMPCHG 13.0
## 702 1997-06-01 total9.MANEMPCHG 25.0
## 703 1997-07-01 total9.MANEMPCHG 2.0
## 704 1997-08-01 total9.MANEMPCHG 63.0
## 705 1997-09-01 total9.MANEMPCHG 13.0
## 706 1997-10-01 total9.MANEMPCHG 48.0
## 707 1997-11-01 total9.MANEMPCHG 43.0
## 708 1997-12-01 total9.MANEMPCHG 32.0
## 709 1998-01-01 total9.MANEMPCHG 31.0
## 710 1998-02-01 total9.MANEMPCHG 8.0
## 711 1998-03-01 total9.MANEMPCHG 10.0
## 712 1998-04-01 total9.MANEMPCHG 0.0
## 713 1998-05-01 total9.MANEMPCHG -13.0
## 714 1998-06-01 total9.MANEMPCHG -16.0
## 715 1998-07-01 total9.MANEMPCHG -186.0
## 716 1998-08-01 total9.MANEMPCHG 141.0
## 717 1998-09-01 total9.MANEMPCHG -6.0
## 718 1998-10-01 total9.MANEMPCHG -45.0
## 719 1998-11-01 total9.MANEMPCHG -47.0
## 720 1998-12-01 total9.MANEMPCHG -16.0
## 721 1999-01-01 total9.MANEMPCHG -22.0
## 722 1999-02-01 total9.MANEMPCHG -32.0
## 723 1999-03-01 total9.MANEMPCHG -27.0
## 724 1999-04-01 total9.MANEMPCHG -24.0
## 725 1999-05-01 total9.MANEMPCHG -11.0
## 726 1999-06-01 total9.MANEMPCHG -38.0
## 727 1999-07-01 total9.MANEMPCHG 13.0
## 728 1999-08-01 total9.MANEMPCHG -21.0
## 729 1999-09-01 total9.MANEMPCHG -6.0
## 730 1999-10-01 total9.MANEMPCHG -9.0
## 731 1999-11-01 total9.MANEMPCHG 10.0
## 732 1999-12-01 total9.MANEMPCHG -2.0
## 733 2000-01-01 total9.MANEMPCHG 4.0
## 734 2000-02-01 total9.MANEMPCHG 1.0
## 735 2000-03-01 total9.MANEMPCHG 17.0
## 736 2000-04-01 total9.MANEMPCHG -4.0
## 737 2000-05-01 total9.MANEMPCHG -19.0
## 738 2000-06-01 total9.MANEMPCHG 17.0
## 739 2000-07-01 total9.MANEMPCHG 26.0
## 740 2000-08-01 total9.MANEMPCHG -35.0
## 741 2000-09-01 total9.MANEMPCHG -57.0
## 742 2000-10-01 total9.MANEMPCHG -13.0
## 743 2000-11-01 total9.MANEMPCHG -15.0
## 744 2000-12-01 total9.MANEMPCHG -21.0
## 745 2001-01-01 total9.MANEMPCHG -77.0
## 746 2001-02-01 total9.MANEMPCHG -76.0
## 747 2001-03-01 total9.MANEMPCHG -90.0
## 748 2001-04-01 total9.MANEMPCHG -136.0
## 749 2001-05-01 total9.MANEMPCHG -141.0
## 750 2001-06-01 total9.MANEMPCHG -146.0
## 751 2001-07-01 total9.MANEMPCHG -133.0
## 752 2001-08-01 total9.MANEMPCHG -150.0
## 753 2001-09-01 total9.MANEMPCHG -115.0
## 754 2001-10-01 total9.MANEMPCHG -145.0
## 755 2001-11-01 total9.MANEMPCHG -147.0
## 756 2001-12-01 total9.MANEMPCHG -114.0
## 757 2002-01-01 total9.MANEMPCHG -124.0
## 758 2002-02-01 total9.MANEMPCHG -72.0
## 759 2002-03-01 total9.MANEMPCHG -72.0
## 760 2002-04-01 total9.MANEMPCHG -51.0
## 761 2002-05-01 total9.MANEMPCHG -55.0
## 762 2002-06-01 total9.MANEMPCHG -39.0
## 763 2002-07-01 total9.MANEMPCHG -42.0
## 764 2002-08-01 total9.MANEMPCHG -85.0
## 765 2002-09-01 total9.MANEMPCHG -52.0
## 766 2002-10-01 total9.MANEMPCHG -59.0
## 767 2002-11-01 total9.MANEMPCHG -68.0
## 768 2002-12-01 total9.MANEMPCHG -80.0
## 769 2003-01-01 total9.MANEMPCHG -46.0
## 770 2003-02-01 total9.MANEMPCHG -85.0
## 771 2003-03-01 total9.MANEMPCHG -60.0
## 772 2003-04-01 total9.MANEMPCHG -112.0
## 773 2003-05-01 total9.MANEMPCHG -52.0
## 774 2003-06-01 total9.MANEMPCHG -64.0
## 775 2003-07-01 total9.MANEMPCHG -91.0
## 776 2003-08-01 total9.MANEMPCHG -26.0
## 777 2003-09-01 total9.MANEMPCHG -29.0
## 778 2003-10-01 total9.MANEMPCHG -13.0
## 779 2003-11-01 total9.MANEMPCHG -18.0
## 780 2003-12-01 total9.MANEMPCHG -16.0
## 781 2004-01-01 total9.MANEMPCHG -10.0
## 782 2004-02-01 total9.MANEMPCHG -11.0
## 783 2004-03-01 total9.MANEMPCHG 8.0
## 784 2004-04-01 total9.MANEMPCHG 28.0
## 785 2004-05-01 total9.MANEMPCHG 27.0
## 786 2004-06-01 total9.MANEMPCHG -10.0
## 787 2004-07-01 total9.MANEMPCHG -2.0
## 788 2004-08-01 total9.MANEMPCHG 15.0
## 789 2004-09-01 total9.MANEMPCHG -14.0
## 790 2004-10-01 total9.MANEMPCHG 1.0
## 791 2004-11-01 total9.MANEMPCHG -25.0
## 792 2004-12-01 total9.MANEMPCHG -20.0
## 793 2005-01-01 total9.MANEMPCHG -30.0
## 794 2005-02-01 total9.MANEMPCHG 16.0
## 795 2005-03-01 total9.MANEMPCHG -4.0
## 796 2005-04-01 total9.MANEMPCHG -19.0
## 797 2005-05-01 total9.MANEMPCHG 6.0
## 798 2005-06-01 total9.MANEMPCHG -29.0
## 799 2005-07-01 total9.MANEMPCHG -1.0
## 800 2005-08-01 total9.MANEMPCHG -23.0
## 801 2005-09-01 total9.MANEMPCHG -28.0
## 802 2005-10-01 total9.MANEMPCHG 17.0
## 803 2005-11-01 total9.MANEMPCHG -5.0
## 804 2005-12-01 total9.MANEMPCHG 6.0
## 805 2006-01-01 total9.MANEMPCHG 17.0
## 806 2006-02-01 total9.MANEMPCHG -1.0
## 807 2006-03-01 total9.MANEMPCHG 5.0
## 808 2006-04-01 total9.MANEMPCHG 12.0
## 809 2006-05-01 total9.MANEMPCHG -23.0
## 810 2006-06-01 total9.MANEMPCHG 10.0
## 811 2006-07-01 total9.MANEMPCHG -25.0
## 812 2006-08-01 total9.MANEMPCHG -29.0
## 813 2006-09-01 total9.MANEMPCHG -34.0
## 814 2006-10-01 total9.MANEMPCHG -50.0
## 815 2006-11-01 total9.MANEMPCHG -34.0
## 816 2006-12-01 total9.MANEMPCHG -26.0
## 817 2007-01-01 total9.MANEMPCHG -7.0
## 818 2007-02-01 total9.MANEMPCHG -11.0
## 819 2007-03-01 total9.MANEMPCHG -27.0
## 820 2007-04-01 total9.MANEMPCHG -25.0
## 821 2007-05-01 total9.MANEMPCHG -16.0
## 822 2007-06-01 total9.MANEMPCHG -18.0
## 823 2007-07-01 total9.MANEMPCHG -22.0
## 824 2007-08-01 total9.MANEMPCHG -61.0
## 825 2007-09-01 total9.MANEMPCHG -38.0
## 826 2007-10-01 total9.MANEMPCHG -26.0
## 827 2007-11-01 total9.MANEMPCHG -7.0
## 828 2007-12-01 total9.MANEMPCHG -11.0
## 829 2008-01-01 total9.MANEMPCHG -21.0
## 830 2008-02-01 total9.MANEMPCHG -29.0
## 831 2008-03-01 total9.MANEMPCHG -37.0
## 832 2008-04-01 total9.MANEMPCHG -60.0
## 833 2008-05-01 total9.MANEMPCHG -35.0
## 834 2008-06-01 total9.MANEMPCHG -60.0
## 835 2008-07-01 total9.MANEMPCHG -74.0
## 836 2008-08-01 total9.MANEMPCHG -72.0
## 837 2008-09-01 total9.MANEMPCHG -83.0
## 838 2008-10-01 total9.MANEMPCHG -128.0
## 839 2008-11-01 total9.MANEMPCHG -113.0
## 840 2008-12-01 total9.MANEMPCHG -184.0
## 841 2009-01-01 total9.MANEMPCHG -289.0
## 842 2009-02-01 total9.MANEMPCHG -181.0
## 843 2009-03-01 total9.MANEMPCHG -172.0
## 844 2009-04-01 total9.MANEMPCHG -178.0
## 845 2009-05-01 total9.MANEMPCHG -168.0
## 846 2009-06-01 total9.MANEMPCHG -136.0
## 847 2009-07-01 total9.MANEMPCHG -58.0
## 848 2009-08-01 total9.MANEMPCHG -42.0
## 849 2009-09-01 total9.MANEMPCHG -35.0
## 850 2009-10-01 total9.MANEMPCHG -53.0
## 851 2009-11-01 total9.MANEMPCHG -29.0
## 852 2009-12-01 total9.MANEMPCHG -34.0
## 853 2010-01-01 total9.MANEMPCHG -15.0
## 854 2010-02-01 total9.MANEMPCHG -7.0
## 855 2010-03-01 total9.MANEMPCHG 0.0
## 856 2010-04-01 total9.MANEMPCHG 36.0
## 857 2010-05-01 total9.MANEMPCHG 36.0
## 858 2010-06-01 total9.MANEMPCHG 20.0
## 859 2010-07-01 total9.MANEMPCHG 16.0
## 860 2010-08-01 total9.MANEMPCHG -8.0
## 861 2010-09-01 total9.MANEMPCHG 10.0
## 862 2010-10-01 total9.MANEMPCHG -1.0
## 863 2010-11-01 total9.MANEMPCHG 23.0
## 864 2010-12-01 total9.MANEMPCHG 10.0
## 865 2011-01-01 total9.MANEMPCHG 26.0
## 866 2011-02-01 total9.MANEMPCHG 33.0
## 867 2011-03-01 total9.MANEMPCHG 21.0
## 868 2011-04-01 total9.MANEMPCHG 29.0
## 869 2011-05-01 total9.MANEMPCHG 9.0
## 870 2011-06-01 total9.MANEMPCHG 14.0
## 871 2011-07-01 total9.MANEMPCHG 19.0
## 872 2011-08-01 total9.MANEMPCHG 18.0
## 873 2011-09-01 total9.MANEMPCHG 5.0
## 874 2011-10-01 total9.MANEMPCHG 11.0
## 875 2011-11-01 total9.MANEMPCHG -10.0
## 876 2011-12-01 total9.MANEMPCHG 32.0
## 877 2012-01-01 total9.MANEMPCHG 36.0
## 878 2012-02-01 total9.MANEMPCHG 22.0
## 879 2012-03-01 total9.MANEMPCHG 38.0
## 880 2012-04-01 total9.MANEMPCHG 18.0
## 881 2012-05-01 total9.MANEMPCHG 11.0
## 882 2012-06-01 total9.MANEMPCHG 9.0
## 883 2012-07-01 total9.MANEMPCHG 28.0
## 884 2012-08-01 total9.MANEMPCHG -4.0
## 885 2012-09-01 total9.MANEMPCHG -6.0
## 886 2012-10-01 total9.MANEMPCHG 7.0
## 887 2012-11-01 total9.MANEMPCHG -11.0
## 888 2012-12-01 total9.MANEMPCHG 10.0
## 889 2013-01-01 total9.MANEMPCHG 23.0
## 890 2013-02-01 total9.MANEMPCHG 13.0
## 891 2013-03-01 total9.MANEMPCHG 3.0
## 892 2013-04-01 total9.MANEMPCHG 1.0
## 893 2013-05-01 total9.MANEMPCHG 0.0
## 894 2013-06-01 total9.MANEMPCHG 4.0
## 895 2013-07-01 total9.MANEMPCHG -20.0
## 896 2013-08-01 total9.MANEMPCHG 30.0
## 897 2013-09-01 total9.MANEMPCHG 18.0
## 898 2013-10-01 total9.MANEMPCHG 24.0
## 899 2013-11-01 total9.MANEMPCHG 23.0
## 900 2013-12-01 total9.MANEMPCHG 4.0
## 901 2014-01-01 total9.MANEMPCHG -2.0
## 902 2014-02-01 total9.MANEMPCHG 25.0
## 903 2014-03-01 total9.MANEMPCHG 14.0
## 904 2014-04-01 total9.MANEMPCHG 14.0
## 905 2014-05-01 total9.MANEMPCHG 12.0
## 906 2014-06-01 total9.MANEMPCHG 24.0
## 907 2014-07-01 total9.MANEMPCHG 19.0
## 908 2014-08-01 total9.MANEMPCHG 19.0
## 909 2014-09-01 total9.MANEMPCHG 18.0
## 910 2014-10-01 total9.MANEMPCHG 33.0
## 911 2014-11-01 total9.MANEMPCHG 25.0
## 912 2014-12-01 total9.MANEMPCHG 8.0
## 913 2015-01-01 total9.MANEMPCHG 0.0
## 914 2015-02-01 total9.MANEMPCHG 9.0
## 915 2015-03-01 total9.MANEMPCHG 11.0
## 916 2015-04-01 total9.MANEMPCHG 6.0
## 917 2015-05-01 total9.MANEMPCHG 15.0
## 918 2015-06-01 total9.MANEMPCHG 1.0
## 919 2015-07-01 total9.MANEMPCHG 15.0
## 920 2015-08-01 total9.MANEMPCHG -4.0
## 921 2015-09-01 total9.MANEMPCHG 9.0
## 922 2015-10-01 total9.MANEMPCHG 8.0
## 923 2015-11-01 total9.MANEMPCHG -5.0
## 924 2015-12-01 total9.MANEMPCHG 5.0
## 925 2016-01-01 total9.MANEMPCHG 17.0
## 926 2016-02-01 total9.MANEMPCHG -12.0
## 927 2016-03-01 total9.MANEMPCHG -22.0
## 928 2016-04-01 total9.MANEMPCHG 4.0
## 929 2016-05-01 total9.MANEMPCHG -17.0
## 930 2016-06-01 total9.MANEMPCHG 19.0
## 931 2016-07-01 total9.MANEMPCHG 18.0
## 932 2016-08-01 total9.MANEMPCHG -21.0
## 933 2016-09-01 total9.MANEMPCHG -1.0
## 934 2016-10-01 total9.MANEMPCHG 0.0
## 935 2016-11-01 total9.MANEMPCHG -5.0
## 936 2016-12-01 total9.MANEMPCHG 14.0
## 937 2017-01-01 total9.MANEMPCHG 13.0
## 938 2017-02-01 total9.MANEMPCHG 15.0
## 939 2017-03-01 total9.MANEMPCHG 11.0
## 940 2017-04-01 total9.MANEMPCHG 5.0
## 941 2017-05-01 total9.MANEMPCHG 6.0
## 942 2017-06-01 total9.MANEMPCHG 12.0
## 943 2017-07-01 total9.MANEMPCHG -1.0
## 944 2017-08-01 total9.MANEMPCHG 44.0
## 945 2017-09-01 total9.MANEMPCHG 9.0
## 946 2017-10-01 total9.MANEMPCHG 22.0
## 947 2017-11-01 total9.MANEMPCHG 22.0
## 948 2017-12-01 total9.MANEMPCHG 27.0
## 949 2018-01-01 total9.MANEMPCHG 17.0
## 950 2018-02-01 total9.MANEMPCHG 30.0
## 951 2018-03-01 total9.MANEMPCHG 23.0
## 952 2018-04-01 total9.MANEMPCHG 21.0
## 953 2018-05-01 total9.MANEMPCHG 26.0
## 954 2018-06-01 total9.MANEMPCHG 29.0
## 955 2018-07-01 total9.MANEMPCHG 19.0
## 956 2018-08-01 total9.MANEMPCHG 13.0
## 957 2018-09-01 total9.MANEMPCHG 21.0
## 958 2018-10-01 total9.MANEMPCHG 24.0
## 959 2018-11-01 total9.MANEMPCHG 20.0
## 960 2018-12-01 total9.MANEMPCHG 21.0
## 961 2019-01-01 total9.MANEMPCHG 20.0
## 962 2019-02-01 total9.MANEMPCHG 5.0
## 963 2019-03-01 total9.MANEMPCHG -3.0
## 964 2019-04-01 total9.MANEMPCHG 2.0
## 965 2019-05-01 total9.MANEMPCHG 0.0
## 966 2019-06-01 total9.MANEMPCHG 9.0
## 967 2019-07-01 total9.MANEMPCHG 7.0
## 968 2019-08-01 total9.MANEMPCHG 3.0
## 969 2019-09-01 total9.MANEMPCHG 3.0
## 970 2019-10-01 total9.MANEMPCHG -41.0
## 971 2019-11-01 total9.MANEMPCHG 58.0
## 972 2019-12-01 total9.MANEMPCHG -2.0
## 973 2020-01-01 total9.MANEMPCHG -22.0
## 974 2020-02-01 total9.MANEMPCHG 8.0
## 975 2020-03-01 total9.MANEMPCHG -46.0
## 976 2020-04-01 total9.MANEMPCHG -1317.0
## 977 2020-05-01 total9.MANEMPCHG 240.0
## 978 2020-06-01 total9.MANEMPCHG 333.0
## 979 2020-07-01 total9.MANEMPCHG 41.0
## 980 2020-08-01 total9.MANEMPCHG 30.0
## 981 2020-09-01 total9.MANEMPCHG 60.0
## 982 2020-10-01 total9.MANEMPCHG 38.0
## 984 1939-02-01 total9.USPBSCHG 7.0
## 985 1939-03-01 total9.USPBSCHG 8.0
## 986 1939-04-01 total9.USPBSCHG -1.0
## 987 1939-05-01 total9.USPBSCHG 11.0
## 988 1939-06-01 total9.USPBSCHG 12.0
## 989 1939-07-01 total9.USPBSCHG 5.0
## 990 1939-08-01 total9.USPBSCHG 5.0
## 991 1939-09-01 total9.USPBSCHG 20.0
## 992 1939-10-01 total9.USPBSCHG 11.0
## 993 1939-11-01 total9.USPBSCHG 6.0
## 994 1939-12-01 total9.USPBSCHG 6.0
## 995 1940-01-01 total9.USPBSCHG 6.0
## 996 1940-02-01 total9.USPBSCHG 8.0
## 997 1940-03-01 total9.USPBSCHG 4.0
## 998 1940-04-01 total9.USPBSCHG 4.0
## 999 1940-05-01 total9.USPBSCHG 6.0
## 1000 1940-06-01 total9.USPBSCHG 5.0
## 1001 1940-07-01 total9.USPBSCHG 4.0
## 1002 1940-08-01 total9.USPBSCHG 17.0
## 1003 1940-09-01 total9.USPBSCHG 17.0
## 1004 1940-10-01 total9.USPBSCHG 19.0
## 1005 1940-11-01 total9.USPBSCHG 14.0
## 1006 1940-12-01 total9.USPBSCHG 18.0
## 1007 1941-01-01 total9.USPBSCHG 16.0
## 1008 1941-02-01 total9.USPBSCHG 18.0
## 1009 1941-03-01 total9.USPBSCHG 18.0
## 1010 1941-04-01 total9.USPBSCHG 25.0
## 1011 1941-05-01 total9.USPBSCHG 27.0
## 1012 1941-06-01 total9.USPBSCHG 18.0
## 1013 1941-07-01 total9.USPBSCHG 24.0
## 1014 1941-08-01 total9.USPBSCHG 16.0
## 1015 1941-09-01 total9.USPBSCHG 9.0
## 1016 1941-10-01 total9.USPBSCHG 10.0
## 1017 1941-11-01 total9.USPBSCHG 8.0
## 1018 1941-12-01 total9.USPBSCHG 7.0
## 1019 1942-01-01 total9.USPBSCHG 11.0
## 1020 1942-02-01 total9.USPBSCHG 3.0
## 1021 1942-03-01 total9.USPBSCHG 12.0
## 1022 1942-04-01 total9.USPBSCHG 17.0
## 1023 1942-05-01 total9.USPBSCHG 9.0
## 1024 1942-06-01 total9.USPBSCHG 10.0
## 1025 1942-07-01 total9.USPBSCHG 16.0
## 1026 1942-08-01 total9.USPBSCHG 13.0
## 1027 1942-09-01 total9.USPBSCHG 12.0
## 1028 1942-10-01 total9.USPBSCHG 9.0
## 1029 1942-11-01 total9.USPBSCHG 7.0
## 1030 1942-12-01 total9.USPBSCHG 12.0
## 1031 1943-01-01 total9.USPBSCHG 16.0
## 1032 1943-02-01 total9.USPBSCHG 11.0
## 1033 1943-03-01 total9.USPBSCHG 6.0
## 1034 1943-04-01 total9.USPBSCHG 4.0
## 1035 1943-05-01 total9.USPBSCHG 2.0
## 1036 1943-06-01 total9.USPBSCHG 7.0
## 1037 1943-07-01 total9.USPBSCHG 3.0
## 1038 1943-08-01 total9.USPBSCHG 1.0
## 1039 1943-09-01 total9.USPBSCHG 5.0
## 1040 1943-10-01 total9.USPBSCHG 9.0
## 1041 1943-11-01 total9.USPBSCHG 12.0
## 1042 1943-12-01 total9.USPBSCHG -1.0
## 1043 1944-01-01 total9.USPBSCHG -5.0
## 1044 1944-02-01 total9.USPBSCHG 4.0
## 1045 1944-03-01 total9.USPBSCHG -7.0
## 1046 1944-04-01 total9.USPBSCHG -9.0
## 1047 1944-05-01 total9.USPBSCHG -4.0
## 1048 1944-06-01 total9.USPBSCHG -1.0
## 1049 1944-07-01 total9.USPBSCHG -6.0
## 1050 1944-08-01 total9.USPBSCHG -2.0
## 1051 1944-09-01 total9.USPBSCHG -4.0
## 1052 1944-10-01 total9.USPBSCHG -4.0
## 1053 1944-11-01 total9.USPBSCHG 5.0
## 1054 1944-12-01 total9.USPBSCHG 1.0
## 1055 1945-01-01 total9.USPBSCHG 2.0
## 1056 1945-02-01 total9.USPBSCHG 6.0
## 1057 1945-03-01 total9.USPBSCHG -5.0
## 1058 1945-04-01 total9.USPBSCHG -9.0
## 1059 1945-05-01 total9.USPBSCHG -7.0
## 1060 1945-06-01 total9.USPBSCHG 0.0
## 1061 1945-07-01 total9.USPBSCHG 0.0
## 1062 1945-08-01 total9.USPBSCHG -6.0
## 1063 1945-09-01 total9.USPBSCHG -59.0
## 1064 1945-10-01 total9.USPBSCHG 19.0
## 1065 1945-11-01 total9.USPBSCHG 32.0
## 1066 1945-12-01 total9.USPBSCHG 16.0
## 1067 1946-01-01 total9.USPBSCHG 46.0
## 1068 1946-02-01 total9.USPBSCHG -10.0
## 1069 1946-03-01 total9.USPBSCHG 46.0
## 1070 1946-04-01 total9.USPBSCHG 39.0
## 1071 1946-05-01 total9.USPBSCHG 15.0
## 1072 1946-06-01 total9.USPBSCHG 20.0
## 1073 1946-07-01 total9.USPBSCHG 21.0
## 1074 1946-08-01 total9.USPBSCHG 26.0
## 1075 1946-09-01 total9.USPBSCHG 30.0
## 1076 1946-10-01 total9.USPBSCHG 9.0
## 1077 1946-11-01 total9.USPBSCHG 22.0
## 1078 1946-12-01 total9.USPBSCHG 1.0
## 1079 1947-01-01 total9.USPBSCHG 26.0
## 1080 1947-02-01 total9.USPBSCHG 8.0
## 1081 1947-03-01 total9.USPBSCHG 4.0
## 1082 1947-04-01 total9.USPBSCHG -3.0
## 1083 1947-05-01 total9.USPBSCHG 9.0
## 1084 1947-06-01 total9.USPBSCHG 11.0
## 1085 1947-07-01 total9.USPBSCHG 5.0
## 1086 1947-08-01 total9.USPBSCHG 8.0
## 1087 1947-09-01 total9.USPBSCHG 12.0
## 1088 1947-10-01 total9.USPBSCHG 11.0
## 1089 1947-11-01 total9.USPBSCHG 7.0
## 1090 1947-12-01 total9.USPBSCHG 5.0
## 1091 1948-01-01 total9.USPBSCHG 3.0
## 1092 1948-02-01 total9.USPBSCHG 0.0
## 1093 1948-03-01 total9.USPBSCHG 9.0
## 1094 1948-04-01 total9.USPBSCHG -3.0
## 1095 1948-05-01 total9.USPBSCHG 13.0
## 1096 1948-06-01 total9.USPBSCHG 8.0
## 1097 1948-07-01 total9.USPBSCHG 8.0
## 1098 1948-08-01 total9.USPBSCHG 0.0
## 1099 1948-09-01 total9.USPBSCHG 3.0
## 1100 1948-10-01 total9.USPBSCHG -6.0
## 1101 1948-11-01 total9.USPBSCHG -2.0
## 1102 1948-12-01 total9.USPBSCHG -1.0
## 1103 1949-01-01 total9.USPBSCHG -22.0
## 1104 1949-02-01 total9.USPBSCHG -4.0
## 1105 1949-03-01 total9.USPBSCHG -12.0
## 1106 1949-04-01 total9.USPBSCHG 6.0
## 1107 1949-05-01 total9.USPBSCHG -5.0
## 1108 1949-06-01 total9.USPBSCHG -12.0
## 1109 1949-07-01 total9.USPBSCHG -5.0
## 1110 1949-08-01 total9.USPBSCHG -2.0
## 1111 1949-09-01 total9.USPBSCHG 6.0
## 1112 1949-10-01 total9.USPBSCHG -32.0
## 1113 1949-11-01 total9.USPBSCHG 15.0
## 1114 1949-12-01 total9.USPBSCHG 16.0
## 1115 1950-01-01 total9.USPBSCHG -2.0
## 1116 1950-02-01 total9.USPBSCHG -5.0
## 1117 1950-03-01 total9.USPBSCHG 20.0
## 1118 1950-04-01 total9.USPBSCHG 28.0
## 1119 1950-05-01 total9.USPBSCHG 12.0
## 1120 1950-06-01 total9.USPBSCHG 22.0
## 1121 1950-07-01 total9.USPBSCHG 16.0
## 1122 1950-08-01 total9.USPBSCHG 28.0
## 1123 1950-09-01 total9.USPBSCHG 8.0
## 1124 1950-10-01 total9.USPBSCHG 10.0
## 1125 1950-11-01 total9.USPBSCHG 7.0
## 1126 1950-12-01 total9.USPBSCHG 10.0
## 1127 1951-01-01 total9.USPBSCHG 20.0
## 1128 1951-02-01 total9.USPBSCHG 12.0
## 1129 1951-03-01 total9.USPBSCHG 16.0
## 1130 1951-04-01 total9.USPBSCHG 5.0
## 1131 1951-05-01 total9.USPBSCHG 3.0
## 1132 1951-06-01 total9.USPBSCHG 4.0
## 1133 1951-07-01 total9.USPBSCHG 5.0
## 1134 1951-08-01 total9.USPBSCHG 5.0
## 1135 1951-09-01 total9.USPBSCHG -5.0
## 1136 1951-10-01 total9.USPBSCHG 3.0
## 1137 1951-11-01 total9.USPBSCHG 10.0
## 1138 1951-12-01 total9.USPBSCHG 6.0
## 1139 1952-01-01 total9.USPBSCHG 12.0
## 1140 1952-02-01 total9.USPBSCHG 10.0
## 1141 1952-03-01 total9.USPBSCHG 2.0
## 1142 1952-04-01 total9.USPBSCHG 4.0
## 1143 1952-05-01 total9.USPBSCHG 5.0
## 1144 1952-06-01 total9.USPBSCHG -16.0
## 1145 1952-07-01 total9.USPBSCHG -6.0
## 1146 1952-08-01 total9.USPBSCHG 35.0
## 1147 1952-09-01 total9.USPBSCHG 13.0
## 1148 1952-10-01 total9.USPBSCHG 12.0
## 1149 1952-11-01 total9.USPBSCHG 12.0
## 1150 1952-12-01 total9.USPBSCHG 15.0
## 1151 1953-01-01 total9.USPBSCHG 0.0
## 1152 1953-02-01 total9.USPBSCHG 12.0
## 1153 1953-03-01 total9.USPBSCHG 9.0
## 1154 1953-04-01 total9.USPBSCHG 8.0
## 1155 1953-05-01 total9.USPBSCHG 7.0
## 1156 1953-06-01 total9.USPBSCHG 5.0
## 1157 1953-07-01 total9.USPBSCHG 5.0
## 1158 1953-08-01 total9.USPBSCHG 1.0
## 1159 1953-09-01 total9.USPBSCHG 0.0
## 1160 1953-10-01 total9.USPBSCHG -6.0
## 1161 1953-11-01 total9.USPBSCHG -10.0
## 1162 1953-12-01 total9.USPBSCHG -7.0
## 1163 1954-01-01 total9.USPBSCHG -11.0
## 1164 1954-02-01 total9.USPBSCHG -5.0
## 1165 1954-03-01 total9.USPBSCHG -9.0
## 1166 1954-04-01 total9.USPBSCHG 4.0
## 1167 1954-05-01 total9.USPBSCHG -1.0
## 1168 1954-06-01 total9.USPBSCHG 2.0
## 1169 1954-07-01 total9.USPBSCHG 5.0
## 1170 1954-08-01 total9.USPBSCHG 3.0
## 1171 1954-09-01 total9.USPBSCHG 10.0
## 1172 1954-10-01 total9.USPBSCHG -2.0
## 1173 1954-11-01 total9.USPBSCHG 9.0
## 1174 1954-12-01 total9.USPBSCHG 10.0
## 1175 1955-01-01 total9.USPBSCHG 12.0
## 1176 1955-02-01 total9.USPBSCHG 12.0
## 1177 1955-03-01 total9.USPBSCHG 15.0
## 1178 1955-04-01 total9.USPBSCHG 16.0
## 1179 1955-05-01 total9.USPBSCHG 17.0
## 1180 1955-06-01 total9.USPBSCHG 18.0
## 1181 1955-07-01 total9.USPBSCHG 19.0
## 1182 1955-08-01 total9.USPBSCHG 14.0
## 1183 1955-09-01 total9.USPBSCHG 14.0
## 1184 1955-10-01 total9.USPBSCHG 18.0
## 1185 1955-11-01 total9.USPBSCHG 16.0
## 1186 1955-12-01 total9.USPBSCHG 11.0
## 1187 1956-01-01 total9.USPBSCHG 12.0
## 1188 1956-02-01 total9.USPBSCHG 10.0
## 1189 1956-03-01 total9.USPBSCHG 9.0
## 1190 1956-04-01 total9.USPBSCHG 4.0
## 1191 1956-05-01 total9.USPBSCHG 0.0
## 1192 1956-06-01 total9.USPBSCHG 0.0
## 1193 1956-07-01 total9.USPBSCHG -32.0
## 1194 1956-08-01 total9.USPBSCHG 22.0
## 1195 1956-09-01 total9.USPBSCHG 9.0
## 1196 1956-10-01 total9.USPBSCHG 15.0
## 1197 1956-11-01 total9.USPBSCHG 7.0
## 1198 1956-12-01 total9.USPBSCHG 8.0
## 1199 1957-01-01 total9.USPBSCHG 12.0
## 1200 1957-02-01 total9.USPBSCHG 13.0
## 1201 1957-03-01 total9.USPBSCHG 5.0
## 1202 1957-04-01 total9.USPBSCHG 6.0
## 1203 1957-05-01 total9.USPBSCHG 7.0
## 1204 1957-06-01 total9.USPBSCHG 0.0
## 1205 1957-07-01 total9.USPBSCHG 3.0
## 1206 1957-08-01 total9.USPBSCHG 3.0
## 1207 1957-09-01 total9.USPBSCHG 0.0
## 1208 1957-10-01 total9.USPBSCHG -7.0
## 1209 1957-11-01 total9.USPBSCHG -10.0
## 1210 1957-12-01 total9.USPBSCHG -14.0
## 1211 1958-01-01 total9.USPBSCHG -18.0
## 1212 1958-02-01 total9.USPBSCHG -19.0
## 1213 1958-03-01 total9.USPBSCHG -13.0
## 1214 1958-04-01 total9.USPBSCHG -11.0
## 1215 1958-05-01 total9.USPBSCHG -3.0
## 1216 1958-06-01 total9.USPBSCHG 1.0
## 1217 1958-07-01 total9.USPBSCHG 6.0
## 1218 1958-08-01 total9.USPBSCHG 12.0
## 1219 1958-09-01 total9.USPBSCHG 14.0
## 1220 1958-10-01 total9.USPBSCHG 8.0
## 1221 1958-11-01 total9.USPBSCHG 16.0
## 1222 1958-12-01 total9.USPBSCHG 13.0
## 1223 1959-01-01 total9.USPBSCHG 32.0
## 1224 1959-02-01 total9.USPBSCHG 16.0
## 1225 1959-03-01 total9.USPBSCHG 17.0
## 1226 1959-04-01 total9.USPBSCHG 21.0
## 1227 1959-05-01 total9.USPBSCHG 17.0
## 1228 1959-06-01 total9.USPBSCHG 9.0
## 1229 1959-07-01 total9.USPBSCHG 3.0
## 1230 1959-08-01 total9.USPBSCHG -14.0
## 1231 1959-09-01 total9.USPBSCHG 13.0
## 1232 1959-10-01 total9.USPBSCHG 4.0
## 1233 1959-11-01 total9.USPBSCHG 16.0
## 1234 1959-12-01 total9.USPBSCHG 26.0
## 1235 1960-01-01 total9.USPBSCHG 17.0
## 1236 1960-02-01 total9.USPBSCHG 16.0
## 1237 1960-03-01 total9.USPBSCHG -6.0
## 1238 1960-04-01 total9.USPBSCHG 17.0
## 1239 1960-05-01 total9.USPBSCHG 1.0
## 1240 1960-06-01 total9.USPBSCHG 2.0
## 1241 1960-07-01 total9.USPBSCHG 3.0
## 1242 1960-08-01 total9.USPBSCHG 0.0
## 1243 1960-09-01 total9.USPBSCHG -1.0
## 1244 1960-10-01 total9.USPBSCHG 3.0
## 1245 1960-11-01 total9.USPBSCHG -3.0
## 1246 1960-12-01 total9.USPBSCHG -7.0
## 1247 1961-01-01 total9.USPBSCHG 4.0
## 1248 1961-02-01 total9.USPBSCHG -2.0
## 1249 1961-03-01 total9.USPBSCHG 8.0
## 1250 1961-04-01 total9.USPBSCHG 3.0
## 1251 1961-05-01 total9.USPBSCHG 9.0
## 1252 1961-06-01 total9.USPBSCHG 14.0
## 1253 1961-07-01 total9.USPBSCHG 14.0
## 1254 1961-08-01 total9.USPBSCHG 15.0
## 1255 1961-09-01 total9.USPBSCHG 15.0
## 1256 1961-10-01 total9.USPBSCHG 9.0
## 1257 1961-11-01 total9.USPBSCHG 15.0
## 1258 1961-12-01 total9.USPBSCHG 14.0
## 1259 1962-01-01 total9.USPBSCHG 10.0
## 1260 1962-02-01 total9.USPBSCHG 16.0
## 1261 1962-03-01 total9.USPBSCHG 10.0
## 1262 1962-04-01 total9.USPBSCHG 16.0
## 1263 1962-05-01 total9.USPBSCHG 13.0
## 1264 1962-06-01 total9.USPBSCHG 9.0
## 1265 1962-07-01 total9.USPBSCHG 6.0
## 1266 1962-08-01 total9.USPBSCHG 10.0
## 1267 1962-09-01 total9.USPBSCHG 13.0
## 1268 1962-10-01 total9.USPBSCHG 8.0
## 1269 1962-11-01 total9.USPBSCHG -2.0
## 1270 1962-12-01 total9.USPBSCHG 7.0
## 1271 1963-01-01 total9.USPBSCHG -1.0
## 1272 1963-02-01 total9.USPBSCHG 13.0
## 1273 1963-03-01 total9.USPBSCHG 12.0
## 1274 1963-04-01 total9.USPBSCHG 12.0
## 1275 1963-05-01 total9.USPBSCHG 8.0
## 1276 1963-06-01 total9.USPBSCHG 12.0
## 1277 1963-07-01 total9.USPBSCHG 9.0
## 1278 1963-08-01 total9.USPBSCHG 11.0
## 1279 1963-09-01 total9.USPBSCHG 16.0
## 1280 1963-10-01 total9.USPBSCHG 22.0
## 1281 1963-11-01 total9.USPBSCHG -2.0
## 1282 1963-12-01 total9.USPBSCHG 8.0
## 1283 1964-01-01 total9.USPBSCHG 20.0
## 1284 1964-02-01 total9.USPBSCHG 14.0
## 1285 1964-03-01 total9.USPBSCHG 4.0
## 1286 1964-04-01 total9.USPBSCHG 16.0
## 1287 1964-05-01 total9.USPBSCHG 15.0
## 1288 1964-06-01 total9.USPBSCHG 11.0
## 1289 1964-07-01 total9.USPBSCHG 18.0
## 1290 1964-08-01 total9.USPBSCHG 12.0
## 1291 1964-09-01 total9.USPBSCHG 23.0
## 1292 1964-10-01 total9.USPBSCHG 0.0
## 1293 1964-11-01 total9.USPBSCHG 14.0
## 1294 1964-12-01 total9.USPBSCHG 11.0
## 1295 1965-01-01 total9.USPBSCHG 11.0
## 1296 1965-02-01 total9.USPBSCHG 17.0
## 1297 1965-03-01 total9.USPBSCHG 14.0
## 1298 1965-04-01 total9.USPBSCHG 20.0
## 1299 1965-05-01 total9.USPBSCHG 15.0
## 1300 1965-06-01 total9.USPBSCHG 14.0
## 1301 1965-07-01 total9.USPBSCHG 21.0
## 1302 1965-08-01 total9.USPBSCHG 13.0
## 1303 1965-09-01 total9.USPBSCHG 18.0
## 1304 1965-10-01 total9.USPBSCHG 15.0
## 1305 1965-11-01 total9.USPBSCHG 14.0
## 1306 1965-12-01 total9.USPBSCHG 22.0
## 1307 1966-01-01 total9.USPBSCHG 17.0
## 1308 1966-02-01 total9.USPBSCHG 17.0
## 1309 1966-03-01 total9.USPBSCHG 20.0
## 1310 1966-04-01 total9.USPBSCHG 20.0
## 1311 1966-05-01 total9.USPBSCHG 18.0
## 1312 1966-06-01 total9.USPBSCHG 24.0
## 1313 1966-07-01 total9.USPBSCHG 15.0
## 1314 1966-08-01 total9.USPBSCHG 17.0
## 1315 1966-09-01 total9.USPBSCHG 16.0
## 1316 1966-10-01 total9.USPBSCHG 21.0
## 1317 1966-11-01 total9.USPBSCHG 17.0
## 1318 1966-12-01 total9.USPBSCHG 16.0
## 1319 1967-01-01 total9.USPBSCHG 21.0
## 1320 1967-02-01 total9.USPBSCHG 11.0
## 1321 1967-03-01 total9.USPBSCHG 15.0
## 1322 1967-04-01 total9.USPBSCHG 12.0
## 1323 1967-05-01 total9.USPBSCHG 16.0
## 1324 1967-06-01 total9.USPBSCHG 17.0
## 1325 1967-07-01 total9.USPBSCHG 19.0
## 1326 1967-08-01 total9.USPBSCHG 19.0
## 1327 1967-09-01 total9.USPBSCHG 13.0
## 1328 1967-10-01 total9.USPBSCHG 11.0
## 1329 1967-11-01 total9.USPBSCHG 36.0
## 1330 1967-12-01 total9.USPBSCHG 15.0
## 1331 1968-01-01 total9.USPBSCHG 6.0
## 1332 1968-02-01 total9.USPBSCHG 21.0
## 1333 1968-03-01 total9.USPBSCHG 7.0
## 1334 1968-04-01 total9.USPBSCHG 14.0
## 1335 1968-05-01 total9.USPBSCHG 8.0
## 1336 1968-06-01 total9.USPBSCHG 29.0
## 1337 1968-07-01 total9.USPBSCHG 20.0
## 1338 1968-08-01 total9.USPBSCHG 18.0
## 1339 1968-09-01 total9.USPBSCHG 3.0
## 1340 1968-10-01 total9.USPBSCHG 36.0
## 1341 1968-11-01 total9.USPBSCHG 31.0
## 1342 1968-12-01 total9.USPBSCHG 21.0
## 1343 1969-01-01 total9.USPBSCHG 20.0
## 1344 1969-02-01 total9.USPBSCHG 19.0
## 1345 1969-03-01 total9.USPBSCHG 26.0
## 1346 1969-04-01 total9.USPBSCHG 21.0
## 1347 1969-05-01 total9.USPBSCHG 15.0
## 1348 1969-06-01 total9.USPBSCHG 20.0
## 1349 1969-07-01 total9.USPBSCHG 18.0
## 1350 1969-08-01 total9.USPBSCHG 19.0
## 1351 1969-09-01 total9.USPBSCHG -4.0
## 1352 1969-10-01 total9.USPBSCHG 35.0
## 1353 1969-11-01 total9.USPBSCHG 3.0
## 1354 1969-12-01 total9.USPBSCHG 13.0
## 1355 1970-01-01 total9.USPBSCHG 13.0
## 1356 1970-02-01 total9.USPBSCHG 12.0
## 1357 1970-03-01 total9.USPBSCHG 4.0
## 1358 1970-04-01 total9.USPBSCHG 2.0
## 1359 1970-05-01 total9.USPBSCHG 0.0
## 1360 1970-06-01 total9.USPBSCHG -3.0
## 1361 1970-07-01 total9.USPBSCHG -2.0
## 1362 1970-08-01 total9.USPBSCHG -12.0
## 1363 1970-09-01 total9.USPBSCHG 17.0
## 1364 1970-10-01 total9.USPBSCHG 5.0
## 1365 1970-11-01 total9.USPBSCHG 1.0
## 1366 1970-12-01 total9.USPBSCHG 8.0
## 1367 1971-01-01 total9.USPBSCHG 10.0
## 1368 1971-02-01 total9.USPBSCHG -4.0
## 1369 1971-03-01 total9.USPBSCHG 6.0
## 1370 1971-04-01 total9.USPBSCHG 7.0
## 1371 1971-05-01 total9.USPBSCHG 12.0
## 1372 1971-06-01 total9.USPBSCHG 12.0
## 1373 1971-07-01 total9.USPBSCHG 5.0
## 1374 1971-08-01 total9.USPBSCHG -7.0
## 1375 1971-09-01 total9.USPBSCHG 20.0
## 1376 1971-10-01 total9.USPBSCHG 12.0
## 1377 1971-11-01 total9.USPBSCHG 17.0
## 1378 1971-12-01 total9.USPBSCHG 16.0
## 1379 1972-01-01 total9.USPBSCHG 17.0
## 1380 1972-02-01 total9.USPBSCHG 15.0
## 1381 1972-03-01 total9.USPBSCHG 21.0
## 1382 1972-04-01 total9.USPBSCHG 23.0
## 1383 1972-05-01 total9.USPBSCHG 26.0
## 1384 1972-06-01 total9.USPBSCHG 50.0
## 1385 1972-07-01 total9.USPBSCHG -10.0
## 1386 1972-08-01 total9.USPBSCHG 27.0
## 1387 1972-09-01 total9.USPBSCHG -4.0
## 1388 1972-10-01 total9.USPBSCHG 45.0
## 1389 1972-11-01 total9.USPBSCHG 27.0
## 1390 1972-12-01 total9.USPBSCHG 22.0
## 1391 1973-01-01 total9.USPBSCHG 29.0
## 1392 1973-02-01 total9.USPBSCHG 26.0
## 1393 1973-03-01 total9.USPBSCHG 21.0
## 1394 1973-04-01 total9.USPBSCHG 11.0
## 1395 1973-05-01 total9.USPBSCHG 10.0
## 1396 1973-06-01 total9.USPBSCHG 12.0
## 1397 1973-07-01 total9.USPBSCHG -9.0
## 1398 1973-08-01 total9.USPBSCHG 43.0
## 1399 1973-09-01 total9.USPBSCHG 26.0
## 1400 1973-10-01 total9.USPBSCHG 29.0
## 1401 1973-11-01 total9.USPBSCHG 31.0
## 1402 1973-12-01 total9.USPBSCHG 7.0
## 1403 1974-01-01 total9.USPBSCHG 16.0
## 1404 1974-02-01 total9.USPBSCHG 20.0
## 1405 1974-03-01 total9.USPBSCHG 12.0
## 1406 1974-04-01 total9.USPBSCHG 2.0
## 1407 1974-05-01 total9.USPBSCHG 36.0
## 1408 1974-06-01 total9.USPBSCHG 17.0
## 1409 1974-07-01 total9.USPBSCHG 16.0
## 1410 1974-08-01 total9.USPBSCHG 6.0
## 1411 1974-09-01 total9.USPBSCHG -1.0
## 1412 1974-10-01 total9.USPBSCHG 21.0
## 1413 1974-11-01 total9.USPBSCHG -10.0
## 1414 1974-12-01 total9.USPBSCHG -19.0
## 1415 1975-01-01 total9.USPBSCHG -14.0
## 1416 1975-02-01 total9.USPBSCHG -4.0
## 1417 1975-03-01 total9.USPBSCHG -3.0
## 1418 1975-04-01 total9.USPBSCHG -5.0
## 1419 1975-05-01 total9.USPBSCHG 28.0
## 1420 1975-06-01 total9.USPBSCHG -11.0
## 1421 1975-07-01 total9.USPBSCHG 44.0
## 1422 1975-08-01 total9.USPBSCHG 36.0
## 1423 1975-09-01 total9.USPBSCHG -3.0
## 1424 1975-10-01 total9.USPBSCHG 32.0
## 1425 1975-11-01 total9.USPBSCHG 10.0
## 1426 1975-12-01 total9.USPBSCHG 22.0
## 1427 1976-01-01 total9.USPBSCHG 39.0
## 1428 1976-02-01 total9.USPBSCHG 26.0
## 1429 1976-03-01 total9.USPBSCHG 29.0
## 1430 1976-04-01 total9.USPBSCHG 21.0
## 1431 1976-05-01 total9.USPBSCHG 19.0
## 1432 1976-06-01 total9.USPBSCHG 18.0
## 1433 1976-07-01 total9.USPBSCHG 23.0
## 1434 1976-08-01 total9.USPBSCHG 13.0
## 1435 1976-09-01 total9.USPBSCHG 15.0
## 1436 1976-10-01 total9.USPBSCHG 18.0
## 1437 1976-11-01 total9.USPBSCHG 22.0
## 1438 1976-12-01 total9.USPBSCHG 24.0
## 1439 1977-01-01 total9.USPBSCHG 28.0
## 1440 1977-02-01 total9.USPBSCHG 23.0
## 1441 1977-03-01 total9.USPBSCHG 30.0
## 1442 1977-04-01 total9.USPBSCHG 26.0
## 1443 1977-05-01 total9.USPBSCHG 30.0
## 1444 1977-06-01 total9.USPBSCHG 31.0
## 1445 1977-07-01 total9.USPBSCHG 34.0
## 1446 1977-08-01 total9.USPBSCHG 32.0
## 1447 1977-09-01 total9.USPBSCHG 44.0
## 1448 1977-10-01 total9.USPBSCHG 35.0
## 1449 1977-11-01 total9.USPBSCHG 29.0
## 1450 1977-12-01 total9.USPBSCHG 26.0
## 1451 1978-01-01 total9.USPBSCHG 7.0
## 1452 1978-02-01 total9.USPBSCHG 36.0
## 1453 1978-03-01 total9.USPBSCHG 43.0
## 1454 1978-04-01 total9.USPBSCHG 48.0
## 1455 1978-05-01 total9.USPBSCHG 36.0
## 1456 1978-06-01 total9.USPBSCHG 36.0
## 1457 1978-07-01 total9.USPBSCHG 29.0
## 1458 1978-08-01 total9.USPBSCHG 40.0
## 1459 1978-09-01 total9.USPBSCHG 21.0
## 1460 1978-10-01 total9.USPBSCHG 22.0
## 1461 1978-11-01 total9.USPBSCHG 42.0
## 1462 1978-12-01 total9.USPBSCHG 31.0
## 1463 1979-01-01 total9.USPBSCHG 13.0
## 1464 1979-02-01 total9.USPBSCHG 37.0
## 1465 1979-03-01 total9.USPBSCHG 37.0
## 1466 1979-04-01 total9.USPBSCHG 6.0
## 1467 1979-05-01 total9.USPBSCHG 42.0
## 1468 1979-06-01 total9.USPBSCHG 33.0
## 1469 1979-07-01 total9.USPBSCHG 14.0
## 1470 1979-08-01 total9.USPBSCHG 18.0
## 1471 1979-09-01 total9.USPBSCHG 17.0
## 1472 1979-10-01 total9.USPBSCHG 26.0
## 1473 1979-11-01 total9.USPBSCHG 15.0
## 1474 1979-12-01 total9.USPBSCHG 23.0
## 1475 1980-01-01 total9.USPBSCHG 29.0
## 1476 1980-02-01 total9.USPBSCHG 24.0
## 1477 1980-03-01 total9.USPBSCHG 24.0
## 1478 1980-04-01 total9.USPBSCHG -3.0
## 1479 1980-05-01 total9.USPBSCHG 1.0
## 1480 1980-06-01 total9.USPBSCHG 0.0
## 1481 1980-07-01 total9.USPBSCHG 14.0
## 1482 1980-08-01 total9.USPBSCHG 28.0
## 1483 1980-09-01 total9.USPBSCHG 29.0
## 1484 1980-10-01 total9.USPBSCHG 24.0
## 1485 1980-11-01 total9.USPBSCHG 31.0
## 1486 1980-12-01 total9.USPBSCHG 31.0
## 1487 1981-01-01 total9.USPBSCHG 23.0
## 1488 1981-02-01 total9.USPBSCHG 16.0
## 1489 1981-03-01 total9.USPBSCHG 14.0
## 1490 1981-04-01 total9.USPBSCHG 24.0
## 1491 1981-05-01 total9.USPBSCHG 17.0
## 1492 1981-06-01 total9.USPBSCHG 21.0
## 1493 1981-07-01 total9.USPBSCHG 18.0
## 1494 1981-08-01 total9.USPBSCHG 17.0
## 1495 1981-09-01 total9.USPBSCHG 16.0
## 1496 1981-10-01 total9.USPBSCHG 16.0
## 1497 1981-11-01 total9.USPBSCHG 3.0
## 1498 1981-12-01 total9.USPBSCHG 0.0
## 1499 1982-01-01 total9.USPBSCHG 4.0
## 1500 1982-02-01 total9.USPBSCHG 4.0
## 1501 1982-03-01 total9.USPBSCHG 0.0
## 1502 1982-04-01 total9.USPBSCHG -14.0
## 1503 1982-05-01 total9.USPBSCHG 10.0
## 1504 1982-06-01 total9.USPBSCHG -5.0
## 1505 1982-07-01 total9.USPBSCHG 1.0
## 1506 1982-08-01 total9.USPBSCHG -4.0
## 1507 1982-09-01 total9.USPBSCHG -5.0
## 1508 1982-10-01 total9.USPBSCHG -6.0
## 1509 1982-11-01 total9.USPBSCHG 9.0
## 1510 1982-12-01 total9.USPBSCHG 7.0
## 1511 1983-01-01 total9.USPBSCHG 13.0
## 1512 1983-02-01 total9.USPBSCHG 3.0
## 1513 1983-03-01 total9.USPBSCHG 41.0
## 1514 1983-04-01 total9.USPBSCHG 38.0
## 1515 1983-05-01 total9.USPBSCHG 29.0
## 1516 1983-06-01 total9.USPBSCHG 43.0
## 1517 1983-07-01 total9.USPBSCHG 44.0
## 1518 1983-08-01 total9.USPBSCHG 31.0
## 1519 1983-09-01 total9.USPBSCHG 48.0
## 1520 1983-10-01 total9.USPBSCHG 23.0
## 1521 1983-11-01 total9.USPBSCHG 29.0
## 1522 1983-12-01 total9.USPBSCHG 40.0
## 1523 1984-01-01 total9.USPBSCHG 34.0
## 1524 1984-02-01 total9.USPBSCHG 44.0
## 1525 1984-03-01 total9.USPBSCHG 34.0
## 1526 1984-04-01 total9.USPBSCHG 39.0
## 1527 1984-05-01 total9.USPBSCHG 37.0
## 1528 1984-06-01 total9.USPBSCHG 36.0
## 1529 1984-07-01 total9.USPBSCHG 24.0
## 1530 1984-08-01 total9.USPBSCHG 26.0
## 1531 1984-09-01 total9.USPBSCHG 48.0
## 1532 1984-10-01 total9.USPBSCHG 34.0
## 1533 1984-11-01 total9.USPBSCHG 34.0
## 1534 1984-12-01 total9.USPBSCHG 29.0
## 1535 1985-01-01 total9.USPBSCHG 44.0
## 1536 1985-02-01 total9.USPBSCHG 29.0
## 1537 1985-03-01 total9.USPBSCHG 41.0
## 1538 1985-04-01 total9.USPBSCHG 23.0
## 1539 1985-05-01 total9.USPBSCHG 39.0
## 1540 1985-06-01 total9.USPBSCHG 26.0
## 1541 1985-07-01 total9.USPBSCHG 17.0
## 1542 1985-08-01 total9.USPBSCHG 47.0
## 1543 1985-09-01 total9.USPBSCHG 39.0
## 1544 1985-10-01 total9.USPBSCHG 34.0
## 1545 1985-11-01 total9.USPBSCHG 38.0
## 1546 1985-12-01 total9.USPBSCHG 28.0
## 1547 1986-01-01 total9.USPBSCHG 16.0
## 1548 1986-02-01 total9.USPBSCHG 24.0
## 1549 1986-03-01 total9.USPBSCHG 20.0
## 1550 1986-04-01 total9.USPBSCHG 31.0
## 1551 1986-05-01 total9.USPBSCHG 24.0
## 1552 1986-06-01 total9.USPBSCHG 20.0
## 1553 1986-07-01 total9.USPBSCHG 29.0
## 1554 1986-08-01 total9.USPBSCHG 29.0
## 1555 1986-09-01 total9.USPBSCHG 29.0
## 1556 1986-10-01 total9.USPBSCHG 30.0
## 1557 1986-11-01 total9.USPBSCHG 31.0
## 1558 1986-12-01 total9.USPBSCHG 33.0
## 1559 1987-01-01 total9.USPBSCHG 40.0
## 1560 1987-02-01 total9.USPBSCHG 34.0
## 1561 1987-03-01 total9.USPBSCHG 34.0
## 1562 1987-04-01 total9.USPBSCHG 42.0
## 1563 1987-05-01 total9.USPBSCHG 43.0
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## 1565 1987-07-01 total9.USPBSCHG 44.0
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## 1567 1987-09-01 total9.USPBSCHG 24.0
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## 1571 1988-01-01 total9.USPBSCHG 46.0
## 1572 1988-02-01 total9.USPBSCHG 58.0
## 1573 1988-03-01 total9.USPBSCHG 31.0
## 1574 1988-04-01 total9.USPBSCHG 35.0
## 1575 1988-05-01 total9.USPBSCHG 40.0
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## 1580 1988-10-01 total9.USPBSCHG 35.0
## 1581 1988-11-01 total9.USPBSCHG 58.0
## 1582 1988-12-01 total9.USPBSCHG 57.0
## 1583 1989-01-01 total9.USPBSCHG 40.0
## 1584 1989-02-01 total9.USPBSCHG 56.0
## 1585 1989-03-01 total9.USPBSCHG 32.0
## 1586 1989-04-01 total9.USPBSCHG 27.0
## 1587 1989-05-01 total9.USPBSCHG 31.0
## 1588 1989-06-01 total9.USPBSCHG 17.0
## 1589 1989-07-01 total9.USPBSCHG 22.0
## 1590 1989-08-01 total9.USPBSCHG 18.0
## 1591 1989-09-01 total9.USPBSCHG 34.0
## 1592 1989-10-01 total9.USPBSCHG 11.0
## 1593 1989-11-01 total9.USPBSCHG 66.0
## 1594 1989-12-01 total9.USPBSCHG 40.0
## 1595 1990-01-01 total9.USPBSCHG 57.0
## 1596 1990-02-01 total9.USPBSCHG 65.0
## 1597 1990-03-01 total9.USPBSCHG 34.0
## 1598 1990-04-01 total9.USPBSCHG -1.0
## 1599 1990-05-01 total9.USPBSCHG -10.0
## 1600 1990-06-01 total9.USPBSCHG 13.0
## 1601 1990-07-01 total9.USPBSCHG 5.0
## 1602 1990-08-01 total9.USPBSCHG -18.0
## 1603 1990-09-01 total9.USPBSCHG -14.0
## 1604 1990-10-01 total9.USPBSCHG -45.0
## 1605 1990-11-01 total9.USPBSCHG -19.0
## 1606 1990-12-01 total9.USPBSCHG -32.0
## 1607 1991-01-01 total9.USPBSCHG 13.0
## 1608 1991-02-01 total9.USPBSCHG -46.0
## 1609 1991-03-01 total9.USPBSCHG -39.0
## 1610 1991-04-01 total9.USPBSCHG -13.0
## 1611 1991-05-01 total9.USPBSCHG -20.0
## 1612 1991-06-01 total9.USPBSCHG 18.0
## 1613 1991-07-01 total9.USPBSCHG -1.0
## 1614 1991-08-01 total9.USPBSCHG 24.0
## 1615 1991-09-01 total9.USPBSCHG 36.0
## 1616 1991-10-01 total9.USPBSCHG 6.0
## 1617 1991-11-01 total9.USPBSCHG -4.0
## 1618 1991-12-01 total9.USPBSCHG 18.0
## 1619 1992-01-01 total9.USPBSCHG 17.0
## 1620 1992-02-01 total9.USPBSCHG 17.0
## 1621 1992-03-01 total9.USPBSCHG 33.0
## 1622 1992-04-01 total9.USPBSCHG 44.0
## 1623 1992-05-01 total9.USPBSCHG 58.0
## 1624 1992-06-01 total9.USPBSCHG 33.0
## 1625 1992-07-01 total9.USPBSCHG 6.0
## 1626 1992-08-01 total9.USPBSCHG 42.0
## 1627 1992-09-01 total9.USPBSCHG 33.0
## 1628 1992-10-01 total9.USPBSCHG 44.0
## 1629 1992-11-01 total9.USPBSCHG 45.0
## 1630 1992-12-01 total9.USPBSCHG 67.0
## 1631 1993-01-01 total9.USPBSCHG 50.0
## 1632 1993-02-01 total9.USPBSCHG 47.0
## 1633 1993-03-01 total9.USPBSCHG 35.0
## 1634 1993-04-01 total9.USPBSCHG 48.0
## 1635 1993-05-01 total9.USPBSCHG 45.0
## 1636 1993-06-01 total9.USPBSCHG 37.0
## 1637 1993-07-01 total9.USPBSCHG 37.0
## 1638 1993-08-01 total9.USPBSCHG 39.0
## 1639 1993-09-01 total9.USPBSCHG 54.0
## 1640 1993-10-01 total9.USPBSCHG 78.0
## 1641 1993-11-01 total9.USPBSCHG 51.0
## 1642 1993-12-01 total9.USPBSCHG 37.0
## 1643 1994-01-01 total9.USPBSCHG 39.0
## 1644 1994-02-01 total9.USPBSCHG 46.0
## 1645 1994-03-01 total9.USPBSCHG 82.0
## 1646 1994-04-01 total9.USPBSCHG 83.0
## 1647 1994-05-01 total9.USPBSCHG 46.0
## 1648 1994-06-01 total9.USPBSCHG 71.0
## 1649 1994-07-01 total9.USPBSCHG 105.0
## 1650 1994-08-01 total9.USPBSCHG 45.0
## 1651 1994-09-01 total9.USPBSCHG 79.0
## 1652 1994-10-01 total9.USPBSCHG 54.0
## 1653 1994-11-01 total9.USPBSCHG 92.0
## 1654 1994-12-01 total9.USPBSCHG 43.0
## 1655 1995-01-01 total9.USPBSCHG 79.0
## 1656 1995-02-01 total9.USPBSCHG 59.0
## 1657 1995-03-01 total9.USPBSCHG 43.0
## 1658 1995-04-01 total9.USPBSCHG 14.0
## 1659 1995-05-01 total9.USPBSCHG 4.0
## 1660 1995-06-01 total9.USPBSCHG 46.0
## 1661 1995-07-01 total9.USPBSCHG 42.0
## 1662 1995-08-01 total9.USPBSCHG 74.0
## 1663 1995-09-01 total9.USPBSCHG 85.0
## 1664 1995-10-01 total9.USPBSCHG 32.0
## 1665 1995-11-01 total9.USPBSCHG 36.0
## 1666 1995-12-01 total9.USPBSCHG 50.0
## 1667 1996-01-01 total9.USPBSCHG -12.0
## 1668 1996-02-01 total9.USPBSCHG 132.0
## 1669 1996-03-01 total9.USPBSCHG 50.0
## 1670 1996-04-01 total9.USPBSCHG 37.0
## 1671 1996-05-01 total9.USPBSCHG 59.0
## 1672 1996-06-01 total9.USPBSCHG 74.0
## 1673 1996-07-01 total9.USPBSCHG 58.0
## 1674 1996-08-01 total9.USPBSCHG 70.0
## 1675 1996-09-01 total9.USPBSCHG 41.0
## 1676 1996-10-01 total9.USPBSCHG 23.0
## 1677 1996-11-01 total9.USPBSCHG 101.0
## 1678 1996-12-01 total9.USPBSCHG 63.0
## 1679 1997-01-01 total9.USPBSCHG 63.0
## 1680 1997-02-01 total9.USPBSCHG 114.0
## 1681 1997-03-01 total9.USPBSCHG 98.0
## 1682 1997-04-01 total9.USPBSCHG 110.0
## 1683 1997-05-01 total9.USPBSCHG 75.0
## 1684 1997-06-01 total9.USPBSCHG 70.0
## 1685 1997-07-01 total9.USPBSCHG 88.0
## 1686 1997-08-01 total9.USPBSCHG 10.0
## 1687 1997-09-01 total9.USPBSCHG 78.0
## 1688 1997-10-01 total9.USPBSCHG 69.0
## 1689 1997-11-01 total9.USPBSCHG 87.0
## 1690 1997-12-01 total9.USPBSCHG 89.0
## 1691 1998-01-01 total9.USPBSCHG 65.0
## 1692 1998-02-01 total9.USPBSCHG 58.0
## 1693 1998-03-01 total9.USPBSCHG 52.0
## 1694 1998-04-01 total9.USPBSCHG 47.0
## 1695 1998-05-01 total9.USPBSCHG 91.0
## 1696 1998-06-01 total9.USPBSCHG 82.0
## 1697 1998-07-01 total9.USPBSCHG 33.0
## 1698 1998-08-01 total9.USPBSCHG 59.0
## 1699 1998-09-01 total9.USPBSCHG 2.0
## 1700 1998-10-01 total9.USPBSCHG 101.0
## 1701 1998-11-01 total9.USPBSCHG 84.0
## 1702 1998-12-01 total9.USPBSCHG 90.0
## 1703 1999-01-01 total9.USPBSCHG 59.0
## 1704 1999-02-01 total9.USPBSCHG 79.0
## 1705 1999-03-01 total9.USPBSCHG 47.0
## 1706 1999-04-01 total9.USPBSCHG 76.0
## 1707 1999-05-01 total9.USPBSCHG 67.0
## 1708 1999-06-01 total9.USPBSCHG 88.0
## 1709 1999-07-01 total9.USPBSCHG 80.0
## 1710 1999-08-01 total9.USPBSCHG 39.0
## 1711 1999-09-01 total9.USPBSCHG 23.0
## 1712 1999-10-01 total9.USPBSCHG 153.0
## 1713 1999-11-01 total9.USPBSCHG 59.0
## 1714 1999-12-01 total9.USPBSCHG 72.0
## 1715 2000-01-01 total9.USPBSCHG 78.0
## 1716 2000-02-01 total9.USPBSCHG 36.0
## 1717 2000-03-01 total9.USPBSCHG 74.0
## 1718 2000-04-01 total9.USPBSCHG 83.0
## 1719 2000-05-01 total9.USPBSCHG -34.0
## 1720 2000-06-01 total9.USPBSCHG 69.0
## 1721 2000-07-01 total9.USPBSCHG 45.0
## 1722 2000-08-01 total9.USPBSCHG 31.0
## 1723 2000-09-01 total9.USPBSCHG 62.0
## 1724 2000-10-01 total9.USPBSCHG 13.0
## 1725 2000-11-01 total9.USPBSCHG 39.0
## 1726 2000-12-01 total9.USPBSCHG -17.0
## 1727 2001-01-01 total9.USPBSCHG 7.0
## 1728 2001-02-01 total9.USPBSCHG -25.0
## 1729 2001-03-01 total9.USPBSCHG -49.0
## 1730 2001-04-01 total9.USPBSCHG -127.0
## 1731 2001-05-01 total9.USPBSCHG -43.0
## 1732 2001-06-01 total9.USPBSCHG -66.0
## 1733 2001-07-01 total9.USPBSCHG -54.0
## 1734 2001-08-01 total9.USPBSCHG -63.0
## 1735 2001-09-01 total9.USPBSCHG -87.0
## 1736 2001-10-01 total9.USPBSCHG -101.0
## 1737 2001-11-01 total9.USPBSCHG -128.0
## 1738 2001-12-01 total9.USPBSCHG -26.0
## 1739 2002-01-01 total9.USPBSCHG -35.0
## 1740 2002-02-01 total9.USPBSCHG -30.0
## 1741 2002-03-01 total9.USPBSCHG 15.0
## 1742 2002-04-01 total9.USPBSCHG 1.0
## 1743 2002-05-01 total9.USPBSCHG 9.0
## 1744 2002-06-01 total9.USPBSCHG -9.0
## 1745 2002-07-01 total9.USPBSCHG -74.0
## 1746 2002-08-01 total9.USPBSCHG 28.0
## 1747 2002-09-01 total9.USPBSCHG -24.0
## 1748 2002-10-01 total9.USPBSCHG 19.0
## 1749 2002-11-01 total9.USPBSCHG -43.0
## 1750 2002-12-01 total9.USPBSCHG -64.0
## 1751 2003-01-01 total9.USPBSCHG 67.0
## 1752 2003-02-01 total9.USPBSCHG 27.0
## 1753 2003-03-01 total9.USPBSCHG -70.0
## 1754 2003-04-01 total9.USPBSCHG 3.0
## 1755 2003-05-01 total9.USPBSCHG 50.0
## 1756 2003-06-01 total9.USPBSCHG 15.0
## 1757 2003-07-01 total9.USPBSCHG 38.0
## 1758 2003-08-01 total9.USPBSCHG -6.0
## 1759 2003-09-01 total9.USPBSCHG 55.0
## 1760 2003-10-01 total9.USPBSCHG 23.0
## 1761 2003-11-01 total9.USPBSCHG 37.0
## 1762 2003-12-01 total9.USPBSCHG 28.0
## 1763 2004-01-01 total9.USPBSCHG 29.0
## 1764 2004-02-01 total9.USPBSCHG 13.0
## 1765 2004-03-01 total9.USPBSCHG 27.0
## 1766 2004-04-01 total9.USPBSCHG 110.0
## 1767 2004-05-01 total9.USPBSCHG 73.0
## 1768 2004-06-01 total9.USPBSCHG 32.0
## 1769 2004-07-01 total9.USPBSCHG 40.0
## 1770 2004-08-01 total9.USPBSCHG -2.0
## 1771 2004-09-01 total9.USPBSCHG 24.0
## 1772 2004-10-01 total9.USPBSCHG 119.0
## 1773 2004-11-01 total9.USPBSCHG -19.0
## 1774 2004-12-01 total9.USPBSCHG 16.0
## 1775 2005-01-01 total9.USPBSCHG 54.0
## 1776 2005-02-01 total9.USPBSCHG 83.0
## 1777 2005-03-01 total9.USPBSCHG 29.0
## 1778 2005-04-01 total9.USPBSCHG 60.0
## 1779 2005-05-01 total9.USPBSCHG 22.0
## 1780 2005-06-01 total9.USPBSCHG 88.0
## 1781 2005-07-01 total9.USPBSCHG 67.0
## 1782 2005-08-01 total9.USPBSCHG 59.0
## 1783 2005-09-01 total9.USPBSCHG 72.0
## 1784 2005-10-01 total9.USPBSCHG 20.0
## 1785 2005-11-01 total9.USPBSCHG 79.0
## 1786 2005-12-01 total9.USPBSCHG 34.0
## 1787 2006-01-01 total9.USPBSCHG 52.0
## 1788 2006-02-01 total9.USPBSCHG 60.0
## 1789 2006-03-01 total9.USPBSCHG 87.0
## 1790 2006-04-01 total9.USPBSCHG 20.0
## 1791 2006-05-01 total9.USPBSCHG 57.0
## 1792 2006-06-01 total9.USPBSCHG 70.0
## 1793 2006-07-01 total9.USPBSCHG 40.0
## 1794 2006-08-01 total9.USPBSCHG 46.0
## 1795 2006-09-01 total9.USPBSCHG -10.0
## 1796 2006-10-01 total9.USPBSCHG 4.0
## 1797 2006-11-01 total9.USPBSCHG 68.0
## 1798 2006-12-01 total9.USPBSCHG 33.0
## 1799 2007-01-01 total9.USPBSCHG 64.0
## 1800 2007-02-01 total9.USPBSCHG 31.0
## 1801 2007-03-01 total9.USPBSCHG 31.0
## 1802 2007-04-01 total9.USPBSCHG 17.0
## 1803 2007-05-01 total9.USPBSCHG 33.0
## 1804 2007-06-01 total9.USPBSCHG 12.0
## 1805 2007-07-01 total9.USPBSCHG 4.0
## 1806 2007-08-01 total9.USPBSCHG 10.0
## 1807 2007-09-01 total9.USPBSCHG -3.0
## 1808 2007-10-01 total9.USPBSCHG 36.0
## 1809 2007-11-01 total9.USPBSCHG 1.0
## 1810 2007-12-01 total9.USPBSCHG 45.0
## 1811 2008-01-01 total9.USPBSCHG -10.0
## 1812 2008-02-01 total9.USPBSCHG -48.0
## 1813 2008-03-01 total9.USPBSCHG -41.0
## 1814 2008-04-01 total9.USPBSCHG -9.0
## 1815 2008-05-01 total9.USPBSCHG -60.0
## 1816 2008-06-01 total9.USPBSCHG -40.0
## 1817 2008-07-01 total9.USPBSCHG -61.0
## 1818 2008-08-01 total9.USPBSCHG -64.0
## 1819 2008-09-01 total9.USPBSCHG -71.0
## 1820 2008-10-01 total9.USPBSCHG -110.0
## 1821 2008-11-01 total9.USPBSCHG -170.0
## 1822 2008-12-01 total9.USPBSCHG -133.0
## 1823 2009-01-01 total9.USPBSCHG -155.0
## 1824 2009-02-01 total9.USPBSCHG -196.0
## 1825 2009-03-01 total9.USPBSCHG -149.0
## 1826 2009-04-01 total9.USPBSCHG -135.0
## 1827 2009-05-01 total9.USPBSCHG -50.0
## 1828 2009-06-01 total9.USPBSCHG -105.0
## 1829 2009-07-01 total9.USPBSCHG -23.0
## 1830 2009-08-01 total9.USPBSCHG -9.0
## 1831 2009-09-01 total9.USPBSCHG 4.0
## 1832 2009-10-01 total9.USPBSCHG 19.0
## 1833 2009-11-01 total9.USPBSCHG 60.0
## 1834 2009-12-01 total9.USPBSCHG 3.0
## 1835 2010-01-01 total9.USPBSCHG 21.0
## 1836 2010-02-01 total9.USPBSCHG 19.0
## 1837 2010-03-01 total9.USPBSCHG -17.0
## 1838 2010-04-01 total9.USPBSCHG 92.0
## 1839 2010-05-01 total9.USPBSCHG 36.0
## 1840 2010-06-01 total9.USPBSCHG 62.0
## 1841 2010-07-01 total9.USPBSCHG 9.0
## 1842 2010-08-01 total9.USPBSCHG 60.0
## 1843 2010-09-01 total9.USPBSCHG 17.0
## 1844 2010-10-01 total9.USPBSCHG 67.0
## 1845 2010-11-01 total9.USPBSCHG 94.0
## 1846 2010-12-01 total9.USPBSCHG 69.0
## 1847 2011-01-01 total9.USPBSCHG 11.0
## 1848 2011-02-01 total9.USPBSCHG 79.0
## 1849 2011-03-01 total9.USPBSCHG 65.0
## 1850 2011-04-01 total9.USPBSCHG 62.0
## 1851 2011-05-01 total9.USPBSCHG 51.0
## 1852 2011-06-01 total9.USPBSCHG 15.0
## 1853 2011-07-01 total9.USPBSCHG 8.0
## 1854 2011-08-01 total9.USPBSCHG 75.0
## 1855 2011-09-01 total9.USPBSCHG 64.0
## 1856 2011-10-01 total9.USPBSCHG 46.0
## 1857 2011-11-01 total9.USPBSCHG 35.0
## 1858 2011-12-01 total9.USPBSCHG 67.0
## 1859 2012-01-01 total9.USPBSCHG 87.0
## 1860 2012-02-01 total9.USPBSCHG 71.0
## 1861 2012-03-01 total9.USPBSCHG 32.0
## 1862 2012-04-01 total9.USPBSCHG 49.0
## 1863 2012-05-01 total9.USPBSCHG 25.0
## 1864 2012-06-01 total9.USPBSCHG 55.0
## 1865 2012-07-01 total9.USPBSCHG 43.0
## 1866 2012-08-01 total9.USPBSCHG 32.0
## 1867 2012-09-01 total9.USPBSCHG 14.0
## 1868 2012-10-01 total9.USPBSCHG 73.0
## 1869 2012-11-01 total9.USPBSCHG 54.0
## 1870 2012-12-01 total9.USPBSCHG 37.0
## 1871 2013-01-01 total9.USPBSCHG 43.0
## 1872 2013-02-01 total9.USPBSCHG 94.0
## 1873 2013-03-01 total9.USPBSCHG 54.0
## 1874 2013-04-01 total9.USPBSCHG 62.0
## 1875 2013-05-01 total9.USPBSCHG 54.0
## 1876 2013-06-01 total9.USPBSCHG 45.0
## 1877 2013-07-01 total9.USPBSCHG 47.0
## 1878 2013-08-01 total9.USPBSCHG 26.0
## 1879 2013-09-01 total9.USPBSCHG 28.0
## 1880 2013-10-01 total9.USPBSCHG 49.0
## 1881 2013-11-01 total9.USPBSCHG 69.0
## 1882 2013-12-01 total9.USPBSCHG -11.0
## 1883 2014-01-01 total9.USPBSCHG 47.0
## 1884 2014-02-01 total9.USPBSCHG 62.0
## 1885 2014-03-01 total9.USPBSCHG 45.0
## 1886 2014-04-01 total9.USPBSCHG 58.0
## 1887 2014-05-01 total9.USPBSCHG 42.0
## 1888 2014-06-01 total9.USPBSCHG 61.0
## 1889 2014-07-01 total9.USPBSCHG 37.0
## 1890 2014-08-01 total9.USPBSCHG 59.0
## 1891 2014-09-01 total9.USPBSCHG 56.0
## 1892 2014-10-01 total9.USPBSCHG 28.0
## 1893 2014-11-01 total9.USPBSCHG 54.0
## 1894 2014-12-01 total9.USPBSCHG 79.0
## 1895 2015-01-01 total9.USPBSCHG 24.0
## 1896 2015-02-01 total9.USPBSCHG 45.0
## 1897 2015-03-01 total9.USPBSCHG 26.0
## 1898 2015-04-01 total9.USPBSCHG 44.0
## 1899 2015-05-01 total9.USPBSCHG 81.0
## 1900 2015-06-01 total9.USPBSCHG 51.0
## 1901 2015-07-01 total9.USPBSCHG 37.0
## 1902 2015-08-01 total9.USPBSCHG 29.0
## 1903 2015-09-01 total9.USPBSCHG 23.0
## 1904 2015-10-01 total9.USPBSCHG 73.0
## 1905 2015-11-01 total9.USPBSCHG 34.0
## 1906 2015-12-01 total9.USPBSCHG 70.0
## 1907 2016-01-01 total9.USPBSCHG -2.0
## 1908 2016-02-01 total9.USPBSCHG 15.0
## 1909 2016-03-01 total9.USPBSCHG 30.0
## 1910 2016-04-01 total9.USPBSCHG 32.0
## 1911 2016-05-01 total9.USPBSCHG 8.0
## 1912 2016-06-01 total9.USPBSCHG 43.0
## 1913 2016-07-01 total9.USPBSCHG 44.0
## 1914 2016-08-01 total9.USPBSCHG 6.0
## 1915 2016-09-01 total9.USPBSCHG 67.0
## 1916 2016-10-01 total9.USPBSCHG 18.0
## 1917 2016-11-01 total9.USPBSCHG 37.0
## 1918 2016-12-01 total9.USPBSCHG 35.0
## 1919 2017-01-01 total9.USPBSCHG 50.0
## 1920 2017-02-01 total9.USPBSCHG 9.0
## 1921 2017-03-01 total9.USPBSCHG 29.0
## 1922 2017-04-01 total9.USPBSCHG 30.0
## 1923 2017-05-01 total9.USPBSCHG 57.0
## 1924 2017-06-01 total9.USPBSCHG 35.0
## 1925 2017-07-01 total9.USPBSCHG 42.0
## 1926 2017-08-01 total9.USPBSCHG 28.0
## 1927 2017-09-01 total9.USPBSCHG 3.0
## 1928 2017-10-01 total9.USPBSCHG 48.0
## 1929 2017-11-01 total9.USPBSCHG 30.0
## 1930 2017-12-01 total9.USPBSCHG 34.0
## 1931 2018-01-01 total9.USPBSCHG 55.0
## 1932 2018-02-01 total9.USPBSCHG 43.0
## 1933 2018-03-01 total9.USPBSCHG 42.0
## 1934 2018-04-01 total9.USPBSCHG 45.0
## 1935 2018-05-01 total9.USPBSCHG 46.0
## 1936 2018-06-01 total9.USPBSCHG 34.0
## 1937 2018-07-01 total9.USPBSCHG 20.0
## 1938 2018-08-01 total9.USPBSCHG 41.0
## 1939 2018-09-01 total9.USPBSCHG 33.0
## 1940 2018-10-01 total9.USPBSCHG 37.0
## 1941 2018-11-01 total9.USPBSCHG 23.0
## 1942 2018-12-01 total9.USPBSCHG 26.0
## 1943 2019-01-01 total9.USPBSCHG -2.0
## 1944 2019-02-01 total9.USPBSCHG 38.0
## 1945 2019-03-01 total9.USPBSCHG 12.0
## 1946 2019-04-01 total9.USPBSCHG 50.0
## 1947 2019-05-01 total9.USPBSCHG 27.0
## 1948 2019-06-01 total9.USPBSCHG 41.0
## 1949 2019-07-01 total9.USPBSCHG 43.0
## 1950 2019-08-01 total9.USPBSCHG 40.0
## 1951 2019-09-01 total9.USPBSCHG 25.0
## 1952 2019-10-01 total9.USPBSCHG 42.0
## 1953 2019-11-01 total9.USPBSCHG 37.0
## 1954 2019-12-01 total9.USPBSCHG 22.0
## 1955 2020-01-01 total9.USPBSCHG 20.0
## 1956 2020-02-01 total9.USPBSCHG 27.0
## 1957 2020-03-01 total9.USPBSCHG -94.0
## 1958 2020-04-01 total9.USPBSCHG -2202.0
## 1959 2020-05-01 total9.USPBSCHG 160.0
## 1960 2020-06-01 total9.USPBSCHG 311.0
## 1961 2020-07-01 total9.USPBSCHG 162.0
## 1962 2020-08-01 total9.USPBSCHG 184.0
## 1963 2020-09-01 total9.USPBSCHG 122.0
## 1964 2020-10-01 total9.USPBSCHG 208.0
## 1966 1939-02-01 total9.USTRADECHG 14.0
## 1967 1939-03-01 total9.USTRADECHG 17.9
## 1968 1939-04-01 total9.USTRADECHG 15.1
## 1969 1939-05-01 total9.USTRADECHG -3.1
## 1970 1939-06-01 total9.USTRADECHG 1.2
## 1971 1939-07-01 total9.USTRADECHG 12.9
## 1972 1939-08-01 total9.USTRADECHG 0.1
## 1973 1939-09-01 total9.USTRADECHG 19.1
## 1974 1939-10-01 total9.USTRADECHG 1.1
## 1975 1939-11-01 total9.USTRADECHG 5.9
## 1976 1939-12-01 total9.USTRADECHG -13.9
## 1977 1940-01-01 total9.USTRADECHG 55.4
## 1978 1940-02-01 total9.USTRADECHG 17.3
## 1979 1940-03-01 total9.USTRADECHG 85.9
## 1980 1940-04-01 total9.USTRADECHG -57.6
## 1981 1940-05-01 total9.USTRADECHG 24.6
## 1982 1940-06-01 total9.USTRADECHG 21.2
## 1983 1940-07-01 total9.USTRADECHG -6.0
## 1984 1940-08-01 total9.USTRADECHG 12.6
## 1985 1940-09-01 total9.USTRADECHG 34.6
## 1986 1940-10-01 total9.USTRADECHG 4.0
## 1987 1940-11-01 total9.USTRADECHG 9.7
## 1988 1940-12-01 total9.USTRADECHG 31.3
## 1989 1941-01-01 total9.USTRADECHG -2.5
## 1990 1941-02-01 total9.USTRADECHG 27.9
## 1991 1941-03-01 total9.USTRADECHG 21.6
## 1992 1941-04-01 total9.USTRADECHG 112.5
## 1993 1941-05-01 total9.USTRADECHG -50.7
## 1994 1941-06-01 total9.USTRADECHG 40.2
## 1995 1941-07-01 total9.USTRADECHG 33.5
## 1996 1941-08-01 total9.USTRADECHG 30.5
## 1997 1941-09-01 total9.USTRADECHG 8.4
## 1998 1941-10-01 total9.USTRADECHG -17.4
## 1999 1941-11-01 total9.USTRADECHG 0.2
## 2000 1941-12-01 total9.USTRADECHG -8.6
## 2001 1942-01-01 total9.USTRADECHG -14.1
## 2002 1942-02-01 total9.USTRADECHG -13.1
## 2003 1942-03-01 total9.USTRADECHG -12.8
## 2004 1942-04-01 total9.USTRADECHG -24.7
## 2005 1942-05-01 total9.USTRADECHG -6.2
## 2006 1942-06-01 total9.USTRADECHG -32.7
## 2007 1942-07-01 total9.USTRADECHG -12.2
## 2008 1942-08-01 total9.USTRADECHG 3.7
## 2009 1942-09-01 total9.USTRADECHG -1.1
## 2010 1942-10-01 total9.USTRADECHG 15.3
## 2011 1942-11-01 total9.USTRADECHG -10.0
## 2012 1942-12-01 total9.USTRADECHG -19.0
## 2013 1943-01-01 total9.USTRADECHG -6.4
## 2014 1943-02-01 total9.USTRADECHG -7.2
## 2015 1943-03-01 total9.USTRADECHG -0.5
## 2016 1943-04-01 total9.USTRADECHG 40.2
## 2017 1943-05-01 total9.USTRADECHG -31.1
## 2018 1943-06-01 total9.USTRADECHG 20.5
## 2019 1943-07-01 total9.USTRADECHG -5.2
## 2020 1943-08-01 total9.USTRADECHG -8.5
## 2021 1943-09-01 total9.USTRADECHG -2.7
## 2022 1943-10-01 total9.USTRADECHG 13.8
## 2023 1943-11-01 total9.USTRADECHG 15.8
## 2024 1943-12-01 total9.USTRADECHG -59.7
## 2025 1944-01-01 total9.USTRADECHG 58.5
## 2026 1944-02-01 total9.USTRADECHG -0.1
## 2027 1944-03-01 total9.USTRADECHG 1.2
## 2028 1944-04-01 total9.USTRADECHG -10.3
## 2029 1944-05-01 total9.USTRADECHG 7.3
## 2030 1944-06-01 total9.USTRADECHG 3.1
## 2031 1944-07-01 total9.USTRADECHG 19.9
## 2032 1944-08-01 total9.USTRADECHG 4.9
## 2033 1944-09-01 total9.USTRADECHG -3.5
## 2034 1944-10-01 total9.USTRADECHG 11.0
## 2035 1944-11-01 total9.USTRADECHG 3.8
## 2036 1944-12-01 total9.USTRADECHG -48.5
## 2037 1945-01-01 total9.USTRADECHG 76.7
## 2038 1945-02-01 total9.USTRADECHG 9.5
## 2039 1945-03-01 total9.USTRADECHG 30.6
## 2040 1945-04-01 total9.USTRADECHG -90.8
## 2041 1945-05-01 total9.USTRADECHG 53.5
## 2042 1945-06-01 total9.USTRADECHG 6.2
## 2043 1945-07-01 total9.USTRADECHG 19.1
## 2044 1945-08-01 total9.USTRADECHG 13.0
## 2045 1945-09-01 total9.USTRADECHG 51.3
## 2046 1945-10-01 total9.USTRADECHG 31.0
## 2047 1945-11-01 total9.USTRADECHG 46.3
## 2048 1945-12-01 total9.USTRADECHG -20.2
## 2049 1946-01-01 total9.USTRADECHG 158.3
## 2050 1946-02-01 total9.USTRADECHG 65.5
## 2051 1946-03-01 total9.USTRADECHG 49.0
## 2052 1946-04-01 total9.USTRADECHG 71.1
## 2053 1946-05-01 total9.USTRADECHG 14.1
## 2054 1946-06-01 total9.USTRADECHG 30.4
## 2055 1946-07-01 total9.USTRADECHG 34.6
## 2056 1946-08-01 total9.USTRADECHG 57.5
## 2057 1946-09-01 total9.USTRADECHG 6.9
## 2058 1946-10-01 total9.USTRADECHG 13.7
## 2059 1946-11-01 total9.USTRADECHG 58.6
## 2060 1946-12-01 total9.USTRADECHG -16.4
## 2061 1947-01-01 total9.USTRADECHG 16.5
## 2062 1947-02-01 total9.USTRADECHG 13.9
## 2063 1947-03-01 total9.USTRADECHG 30.2
## 2064 1947-04-01 total9.USTRADECHG 8.6
## 2065 1947-05-01 total9.USTRADECHG 33.8
## 2066 1947-06-01 total9.USTRADECHG 22.4
## 2067 1947-07-01 total9.USTRADECHG 19.6
## 2068 1947-08-01 total9.USTRADECHG 5.8
## 2069 1947-09-01 total9.USTRADECHG 23.8
## 2070 1947-10-01 total9.USTRADECHG 29.5
## 2071 1947-11-01 total9.USTRADECHG 9.0
## 2072 1947-12-01 total9.USTRADECHG 3.1
## 2073 1948-01-01 total9.USTRADECHG 8.7
## 2074 1948-02-01 total9.USTRADECHG -1.1
## 2075 1948-03-01 total9.USTRADECHG 14.0
## 2076 1948-04-01 total9.USTRADECHG -33.6
## 2077 1948-05-01 total9.USTRADECHG 42.2
## 2078 1948-06-01 total9.USTRADECHG 18.0
## 2079 1948-07-01 total9.USTRADECHG 13.9
## 2080 1948-08-01 total9.USTRADECHG 1.3
## 2081 1948-09-01 total9.USTRADECHG -0.5
## 2082 1948-10-01 total9.USTRADECHG -0.2
## 2083 1948-11-01 total9.USTRADECHG 2.7
## 2084 1948-12-01 total9.USTRADECHG 5.4
## 2085 1949-01-01 total9.USTRADECHG -17.6
## 2086 1949-02-01 total9.USTRADECHG 1.2
## 2087 1949-03-01 total9.USTRADECHG -10.6
## 2088 1949-04-01 total9.USTRADECHG 61.2
## 2089 1949-05-01 total9.USTRADECHG -55.0
## 2090 1949-06-01 total9.USTRADECHG -15.0
## 2091 1949-07-01 total9.USTRADECHG -16.3
## 2092 1949-08-01 total9.USTRADECHG -4.4
## 2093 1949-09-01 total9.USTRADECHG 23.1
## 2094 1949-10-01 total9.USTRADECHG -20.8
## 2095 1949-11-01 total9.USTRADECHG -13.3
## 2096 1949-12-01 total9.USTRADECHG 24.7
## 2097 1950-01-01 total9.USTRADECHG -13.3
## 2098 1950-02-01 total9.USTRADECHG 1.1
## 2099 1950-03-01 total9.USTRADECHG 15.0
## 2100 1950-04-01 total9.USTRADECHG 19.2
## 2101 1950-05-01 total9.USTRADECHG 14.7
## 2102 1950-06-01 total9.USTRADECHG 25.4
## 2103 1950-07-01 total9.USTRADECHG 23.2
## 2104 1950-08-01 total9.USTRADECHG 44.6
## 2105 1950-09-01 total9.USTRADECHG 0.1
## 2106 1950-10-01 total9.USTRADECHG 0.7
## 2107 1950-11-01 total9.USTRADECHG 3.2
## 2108 1950-12-01 total9.USTRADECHG 8.2
## 2109 1951-01-01 total9.USTRADECHG 44.7
## 2110 1951-02-01 total9.USTRADECHG 25.8
## 2111 1951-03-01 total9.USTRADECHG 76.8
## 2112 1951-04-01 total9.USTRADECHG -122.8
## 2113 1951-05-01 total9.USTRADECHG 79.6
## 2114 1951-06-01 total9.USTRADECHG 11.0
## 2115 1951-07-01 total9.USTRADECHG 4.5
## 2116 1951-08-01 total9.USTRADECHG 4.4
## 2117 1951-09-01 total9.USTRADECHG -1.5
## 2118 1951-10-01 total9.USTRADECHG -0.1
## 2119 1951-11-01 total9.USTRADECHG 20.0
## 2120 1951-12-01 total9.USTRADECHG 4.9
## 2121 1952-01-01 total9.USTRADECHG 5.8
## 2122 1952-02-01 total9.USTRADECHG 7.7
## 2123 1952-03-01 total9.USTRADECHG -8.0
## 2124 1952-04-01 total9.USTRADECHG 38.1
## 2125 1952-05-01 total9.USTRADECHG 6.7
## 2126 1952-06-01 total9.USTRADECHG 14.1
## 2127 1952-07-01 total9.USTRADECHG 18.1
## 2128 1952-08-01 total9.USTRADECHG 14.4
## 2129 1952-09-01 total9.USTRADECHG 26.6
## 2130 1952-10-01 total9.USTRADECHG 24.0
## 2131 1952-11-01 total9.USTRADECHG 17.8
## 2132 1952-12-01 total9.USTRADECHG 15.4
## 2133 1953-01-01 total9.USTRADECHG 1.7
## 2134 1953-02-01 total9.USTRADECHG 17.2
## 2135 1953-03-01 total9.USTRADECHG 18.6
## 2136 1953-04-01 total9.USTRADECHG -59.3
## 2137 1953-05-01 total9.USTRADECHG 61.8
## 2138 1953-06-01 total9.USTRADECHG 6.0
## 2139 1953-07-01 total9.USTRADECHG -0.8
## 2140 1953-08-01 total9.USTRADECHG 4.1
## 2141 1953-09-01 total9.USTRADECHG -5.1
## 2142 1953-10-01 total9.USTRADECHG 16.3
## 2143 1953-11-01 total9.USTRADECHG -15.0
## 2144 1953-12-01 total9.USTRADECHG -15.3
## 2145 1954-01-01 total9.USTRADECHG 0.4
## 2146 1954-02-01 total9.USTRADECHG -3.8
## 2147 1954-03-01 total9.USTRADECHG -33.6
## 2148 1954-04-01 total9.USTRADECHG 48.9
## 2149 1954-05-01 total9.USTRADECHG -28.9
## 2150 1954-06-01 total9.USTRADECHG -8.6
## 2151 1954-07-01 total9.USTRADECHG 8.9
## 2152 1954-08-01 total9.USTRADECHG 0.1
## 2153 1954-09-01 total9.USTRADECHG -2.7
## 2154 1954-10-01 total9.USTRADECHG 0.9
## 2155 1954-11-01 total9.USTRADECHG 10.5
## 2156 1954-12-01 total9.USTRADECHG 25.0
## 2157 1955-01-01 total9.USTRADECHG 13.0
## 2158 1955-02-01 total9.USTRADECHG 9.5
## 2159 1955-03-01 total9.USTRADECHG 32.5
## 2160 1955-04-01 total9.USTRADECHG 17.1
## 2161 1955-05-01 total9.USTRADECHG 24.1
## 2162 1955-06-01 total9.USTRADECHG 27.1
## 2163 1955-07-01 total9.USTRADECHG 26.0
## 2164 1955-08-01 total9.USTRADECHG 16.7
## 2165 1955-09-01 total9.USTRADECHG 33.0
## 2166 1955-10-01 total9.USTRADECHG 2.1
## 2167 1955-11-01 total9.USTRADECHG 22.2
## 2168 1955-12-01 total9.USTRADECHG 38.7
## 2169 1956-01-01 total9.USTRADECHG 13.1
## 2170 1956-02-01 total9.USTRADECHG 14.4
## 2171 1956-03-01 total9.USTRADECHG 59.0
## 2172 1956-04-01 total9.USTRADECHG -96.1
## 2173 1956-05-01 total9.USTRADECHG 44.6
## 2174 1956-06-01 total9.USTRADECHG 2.0
## 2175 1956-07-01 total9.USTRADECHG -21.9
## 2176 1956-08-01 total9.USTRADECHG 1.1
## 2177 1956-09-01 total9.USTRADECHG -11.9
## 2178 1956-10-01 total9.USTRADECHG 23.3
## 2179 1956-11-01 total9.USTRADECHG 4.4
## 2180 1956-12-01 total9.USTRADECHG 0.7
## 2181 1957-01-01 total9.USTRADECHG -15.7
## 2182 1957-02-01 total9.USTRADECHG 16.7
## 2183 1957-03-01 total9.USTRADECHG 5.0
## 2184 1957-04-01 total9.USTRADECHG 9.3
## 2185 1957-05-01 total9.USTRADECHG -6.0
## 2186 1957-06-01 total9.USTRADECHG 0.4
## 2187 1957-07-01 total9.USTRADECHG 13.8
## 2188 1957-08-01 total9.USTRADECHG -1.2
## 2189 1957-09-01 total9.USTRADECHG 2.7
## 2190 1957-10-01 total9.USTRADECHG -20.2
## 2191 1957-11-01 total9.USTRADECHG -1.1
## 2192 1957-12-01 total9.USTRADECHG -25.7
## 2193 1958-01-01 total9.USTRADECHG 4.3
## 2194 1958-02-01 total9.USTRADECHG -33.8
## 2195 1958-03-01 total9.USTRADECHG -9.0
## 2196 1958-04-01 total9.USTRADECHG -57.8
## 2197 1958-05-01 total9.USTRADECHG 30.9
## 2198 1958-06-01 total9.USTRADECHG 1.5
## 2199 1958-07-01 total9.USTRADECHG 7.2
## 2200 1958-08-01 total9.USTRADECHG 12.6
## 2201 1958-09-01 total9.USTRADECHG 24.4
## 2202 1958-10-01 total9.USTRADECHG 11.0
## 2203 1958-11-01 total9.USTRADECHG 14.8
## 2204 1958-12-01 total9.USTRADECHG 23.7
## 2205 1959-01-01 total9.USTRADECHG 20.6
## 2206 1959-02-01 total9.USTRADECHG 31.0
## 2207 1959-03-01 total9.USTRADECHG 50.3
## 2208 1959-04-01 total9.USTRADECHG -36.2
## 2209 1959-05-01 total9.USTRADECHG 60.9
## 2210 1959-06-01 total9.USTRADECHG 11.5
## 2211 1959-07-01 total9.USTRADECHG 3.6
## 2212 1959-08-01 total9.USTRADECHG 17.6
## 2213 1959-09-01 total9.USTRADECHG -4.6
## 2214 1959-10-01 total9.USTRADECHG 9.9
## 2215 1959-11-01 total9.USTRADECHG 9.4
## 2216 1959-12-01 total9.USTRADECHG 24.2
## 2217 1960-01-01 total9.USTRADECHG 26.2
## 2218 1960-02-01 total9.USTRADECHG 23.9
## 2219 1960-03-01 total9.USTRADECHG -5.0
## 2220 1960-04-01 total9.USTRADECHG 98.2
## 2221 1960-05-01 total9.USTRADECHG -74.4
## 2222 1960-06-01 total9.USTRADECHG -2.0
## 2223 1960-07-01 total9.USTRADECHG 2.5
## 2224 1960-08-01 total9.USTRADECHG -5.0
## 2225 1960-09-01 total9.USTRADECHG -1.2
## 2226 1960-10-01 total9.USTRADECHG 5.7
## 2227 1960-11-01 total9.USTRADECHG -21.8
## 2228 1960-12-01 total9.USTRADECHG -10.9
## 2229 1961-01-01 total9.USTRADECHG 1.4
## 2230 1961-02-01 total9.USTRADECHG -30.1
## 2231 1961-03-01 total9.USTRADECHG 42.2
## 2232 1961-04-01 total9.USTRADECHG -62.6
## 2233 1961-05-01 total9.USTRADECHG 20.2
## 2234 1961-06-01 total9.USTRADECHG 16.2
## 2235 1961-07-01 total9.USTRADECHG 12.7
## 2236 1961-08-01 total9.USTRADECHG 1.0
## 2237 1961-09-01 total9.USTRADECHG -1.9
## 2238 1961-10-01 total9.USTRADECHG 9.2
## 2239 1961-11-01 total9.USTRADECHG 23.9
## 2240 1961-12-01 total9.USTRADECHG 7.4
## 2241 1962-01-01 total9.USTRADECHG 0.4
## 2242 1962-02-01 total9.USTRADECHG 23.8
## 2243 1962-03-01 total9.USTRADECHG 15.7
## 2244 1962-04-01 total9.USTRADECHG 39.7
## 2245 1962-05-01 total9.USTRADECHG -16.2
## 2246 1962-06-01 total9.USTRADECHG 4.3
## 2247 1962-07-01 total9.USTRADECHG 4.7
## 2248 1962-08-01 total9.USTRADECHG 8.3
## 2249 1962-09-01 total9.USTRADECHG 15.5
## 2250 1962-10-01 total9.USTRADECHG 1.6
## 2251 1962-11-01 total9.USTRADECHG 12.1
## 2252 1962-12-01 total9.USTRADECHG 2.1
## 2253 1963-01-01 total9.USTRADECHG 9.9
## 2254 1963-02-01 total9.USTRADECHG 8.0
## 2255 1963-03-01 total9.USTRADECHG 19.1
## 2256 1963-04-01 total9.USTRADECHG 32.4
## 2257 1963-05-01 total9.USTRADECHG -32.0
## 2258 1963-06-01 total9.USTRADECHG 9.9
## 2259 1963-07-01 total9.USTRADECHG 7.7
## 2260 1963-08-01 total9.USTRADECHG 19.1
## 2261 1963-09-01 total9.USTRADECHG 16.1
## 2262 1963-10-01 total9.USTRADECHG 18.1
## 2263 1963-11-01 total9.USTRADECHG 10.2
## 2264 1963-12-01 total9.USTRADECHG 16.9
## 2265 1964-01-01 total9.USTRADECHG 28.9
## 2266 1964-02-01 total9.USTRADECHG 26.3
## 2267 1964-03-01 total9.USTRADECHG 49.5
## 2268 1964-04-01 total9.USTRADECHG -82.7
## 2269 1964-05-01 total9.USTRADECHG 55.8
## 2270 1964-06-01 total9.USTRADECHG 31.8
## 2271 1964-07-01 total9.USTRADECHG 27.0
## 2272 1964-08-01 total9.USTRADECHG 24.4
## 2273 1964-09-01 total9.USTRADECHG 11.5
## 2274 1964-10-01 total9.USTRADECHG 22.0
## 2275 1964-11-01 total9.USTRADECHG 20.0
## 2276 1964-12-01 total9.USTRADECHG 29.6
## 2277 1965-01-01 total9.USTRADECHG 28.8
## 2278 1965-02-01 total9.USTRADECHG 30.2
## 2279 1965-03-01 total9.USTRADECHG 9.7
## 2280 1965-04-01 total9.USTRADECHG 53.8
## 2281 1965-05-01 total9.USTRADECHG 21.2
## 2282 1965-06-01 total9.USTRADECHG 20.4
## 2283 1965-07-01 total9.USTRADECHG 19.6
## 2284 1965-08-01 total9.USTRADECHG 13.1
## 2285 1965-09-01 total9.USTRADECHG 25.0
## 2286 1965-10-01 total9.USTRADECHG 21.8
## 2287 1965-11-01 total9.USTRADECHG 24.7
## 2288 1965-12-01 total9.USTRADECHG 44.4
## 2289 1966-01-01 total9.USTRADECHG 10.0
## 2290 1966-02-01 total9.USTRADECHG 9.3
## 2291 1966-03-01 total9.USTRADECHG 28.1
## 2292 1966-04-01 total9.USTRADECHG 17.2
## 2293 1966-05-01 total9.USTRADECHG 35.4
## 2294 1966-06-01 total9.USTRADECHG 31.3
## 2295 1966-07-01 total9.USTRADECHG 20.1
## 2296 1966-08-01 total9.USTRADECHG 17.4
## 2297 1966-09-01 total9.USTRADECHG 5.9
## 2298 1966-10-01 total9.USTRADECHG 14.7
## 2299 1966-11-01 total9.USTRADECHG 5.5
## 2300 1966-12-01 total9.USTRADECHG 28.6
## 2301 1967-01-01 total9.USTRADECHG -0.9
## 2302 1967-02-01 total9.USTRADECHG -2.0
## 2303 1967-03-01 total9.USTRADECHG 38.7
## 2304 1967-04-01 total9.USTRADECHG -50.4
## 2305 1967-05-01 total9.USTRADECHG 60.9
## 2306 1967-06-01 total9.USTRADECHG 20.2
## 2307 1967-07-01 total9.USTRADECHG 21.1
## 2308 1967-08-01 total9.USTRADECHG 10.0
## 2309 1967-09-01 total9.USTRADECHG 32.2
## 2310 1967-10-01 total9.USTRADECHG 5.5
## 2311 1967-11-01 total9.USTRADECHG 39.2
## 2312 1967-12-01 total9.USTRADECHG 45.4
## 2313 1968-01-01 total9.USTRADECHG -41.5
## 2314 1968-02-01 total9.USTRADECHG 48.5
## 2315 1968-03-01 total9.USTRADECHG 17.3
## 2316 1968-04-01 total9.USTRADECHG 45.8
## 2317 1968-05-01 total9.USTRADECHG 15.3
## 2318 1968-06-01 total9.USTRADECHG 21.2
## 2319 1968-07-01 total9.USTRADECHG 29.1
## 2320 1968-08-01 total9.USTRADECHG 38.5
## 2321 1968-09-01 total9.USTRADECHG 27.1
## 2322 1968-10-01 total9.USTRADECHG 31.6
## 2323 1968-11-01 total9.USTRADECHG 21.1
## 2324 1968-12-01 total9.USTRADECHG 28.4
## 2325 1969-01-01 total9.USTRADECHG 20.3
## 2326 1969-02-01 total9.USTRADECHG 21.2
## 2327 1969-03-01 total9.USTRADECHG 27.2
## 2328 1969-04-01 total9.USTRADECHG 21.7
## 2329 1969-05-01 total9.USTRADECHG 43.7
## 2330 1969-06-01 total9.USTRADECHG 35.5
## 2331 1969-07-01 total9.USTRADECHG 18.1
## 2332 1969-08-01 total9.USTRADECHG 23.3
## 2333 1969-09-01 total9.USTRADECHG 6.0
## 2334 1969-10-01 total9.USTRADECHG 37.2
## 2335 1969-11-01 total9.USTRADECHG 21.0
## 2336 1969-12-01 total9.USTRADECHG 17.7
## 2337 1970-01-01 total9.USTRADECHG 0.6
## 2338 1970-02-01 total9.USTRADECHG 16.1
## 2339 1970-03-01 total9.USTRADECHG 23.7
## 2340 1970-04-01 total9.USTRADECHG -18.1
## 2341 1970-05-01 total9.USTRADECHG 6.0
## 2342 1970-06-01 total9.USTRADECHG 0.5
## 2343 1970-07-01 total9.USTRADECHG 9.2
## 2344 1970-08-01 total9.USTRADECHG -2.4
## 2345 1970-09-01 total9.USTRADECHG 18.7
## 2346 1970-10-01 total9.USTRADECHG 16.8
## 2347 1970-11-01 total9.USTRADECHG -29.0
## 2348 1970-12-01 total9.USTRADECHG 47.3
## 2349 1971-01-01 total9.USTRADECHG 42.8
## 2350 1971-02-01 total9.USTRADECHG -2.7
## 2351 1971-03-01 total9.USTRADECHG 15.1
## 2352 1971-04-01 total9.USTRADECHG 31.3
## 2353 1971-05-01 total9.USTRADECHG 22.5
## 2354 1971-06-01 total9.USTRADECHG 16.5
## 2355 1971-07-01 total9.USTRADECHG 29.5
## 2356 1971-08-01 total9.USTRADECHG 27.6
## 2357 1971-09-01 total9.USTRADECHG 24.2
## 2358 1971-10-01 total9.USTRADECHG 7.2
## 2359 1971-11-01 total9.USTRADECHG 1.5
## 2360 1971-12-01 total9.USTRADECHG 57.7
## 2361 1972-01-01 total9.USTRADECHG 105.9
## 2362 1972-02-01 total9.USTRADECHG 30.8
## 2363 1972-03-01 total9.USTRADECHG 23.8
## 2364 1972-04-01 total9.USTRADECHG 25.9
## 2365 1972-05-01 total9.USTRADECHG 16.8
## 2366 1972-06-01 total9.USTRADECHG 29.8
## 2367 1972-07-01 total9.USTRADECHG 13.3
## 2368 1972-08-01 total9.USTRADECHG 33.9
## 2369 1972-09-01 total9.USTRADECHG 7.4
## 2370 1972-10-01 total9.USTRADECHG 50.2
## 2371 1972-11-01 total9.USTRADECHG 45.5
## 2372 1972-12-01 total9.USTRADECHG 54.4
## 2373 1973-01-01 total9.USTRADECHG 31.1
## 2374 1973-02-01 total9.USTRADECHG 25.5
## 2375 1973-03-01 total9.USTRADECHG 26.1
## 2376 1973-04-01 total9.USTRADECHG 16.7
## 2377 1973-05-01 total9.USTRADECHG 27.6
## 2378 1973-06-01 total9.USTRADECHG 19.6
## 2379 1973-07-01 total9.USTRADECHG -2.7
## 2380 1973-08-01 total9.USTRADECHG 13.8
## 2381 1973-09-01 total9.USTRADECHG 19.4
## 2382 1973-10-01 total9.USTRADECHG 42.1
## 2383 1973-11-01 total9.USTRADECHG 38.2
## 2384 1973-12-01 total9.USTRADECHG -7.2
## 2385 1974-01-01 total9.USTRADECHG -10.9
## 2386 1974-02-01 total9.USTRADECHG -2.5
## 2387 1974-03-01 total9.USTRADECHG 9.3
## 2388 1974-04-01 total9.USTRADECHG 28.2
## 2389 1974-05-01 total9.USTRADECHG 32.3
## 2390 1974-06-01 total9.USTRADECHG 9.6
## 2391 1974-07-01 total9.USTRADECHG 28.6
## 2392 1974-08-01 total9.USTRADECHG -3.7
## 2393 1974-09-01 total9.USTRADECHG 25.8
## 2394 1974-10-01 total9.USTRADECHG 34.0
## 2395 1974-11-01 total9.USTRADECHG -38.5
## 2396 1974-12-01 total9.USTRADECHG -61.6
## 2397 1975-01-01 total9.USTRADECHG -8.8
## 2398 1975-02-01 total9.USTRADECHG 9.6
## 2399 1975-03-01 total9.USTRADECHG -1.8
## 2400 1975-04-01 total9.USTRADECHG -33.8
## 2401 1975-05-01 total9.USTRADECHG 45.6
## 2402 1975-06-01 total9.USTRADECHG 44.4
## 2403 1975-07-01 total9.USTRADECHG 32.4
## 2404 1975-08-01 total9.USTRADECHG 40.4
## 2405 1975-09-01 total9.USTRADECHG 2.2
## 2406 1975-10-01 total9.USTRADECHG 29.9
## 2407 1975-11-01 total9.USTRADECHG 13.5
## 2408 1975-12-01 total9.USTRADECHG 43.2
## 2409 1976-01-01 total9.USTRADECHG 64.1
## 2410 1976-02-01 total9.USTRADECHG 63.2
## 2411 1976-03-01 total9.USTRADECHG 12.6
## 2412 1976-04-01 total9.USTRADECHG 52.8
## 2413 1976-05-01 total9.USTRADECHG 22.7
## 2414 1976-06-01 total9.USTRADECHG -4.0
## 2415 1976-07-01 total9.USTRADECHG 27.2
## 2416 1976-08-01 total9.USTRADECHG 33.9
## 2417 1976-09-01 total9.USTRADECHG 22.2
## 2418 1976-10-01 total9.USTRADECHG 10.1
## 2419 1976-11-01 total9.USTRADECHG 10.1
## 2420 1976-12-01 total9.USTRADECHG 19.9
## 2421 1977-01-01 total9.USTRADECHG 54.5
## 2422 1977-02-01 total9.USTRADECHG 29.7
## 2423 1977-03-01 total9.USTRADECHG 57.8
## 2424 1977-04-01 total9.USTRADECHG 36.0
## 2425 1977-05-01 total9.USTRADECHG 45.3
## 2426 1977-06-01 total9.USTRADECHG 44.9
## 2427 1977-07-01 total9.USTRADECHG 29.1
## 2428 1977-08-01 total9.USTRADECHG 40.1
## 2429 1977-09-01 total9.USTRADECHG 46.1
## 2430 1977-10-01 total9.USTRADECHG 40.4
## 2431 1977-11-01 total9.USTRADECHG 54.7
## 2432 1977-12-01 total9.USTRADECHG 53.9
## 2433 1978-01-01 total9.USTRADECHG 32.7
## 2434 1978-02-01 total9.USTRADECHG 29.3
## 2435 1978-03-01 total9.USTRADECHG 42.8
## 2436 1978-04-01 total9.USTRADECHG 53.2
## 2437 1978-05-01 total9.USTRADECHG 60.3
## 2438 1978-06-01 total9.USTRADECHG 59.5
## 2439 1978-07-01 total9.USTRADECHG 40.9
## 2440 1978-08-01 total9.USTRADECHG 24.3
## 2441 1978-09-01 total9.USTRADECHG 28.2
## 2442 1978-10-01 total9.USTRADECHG 41.1
## 2443 1978-11-01 total9.USTRADECHG 45.6
## 2444 1978-12-01 total9.USTRADECHG 25.0
## 2445 1979-01-01 total9.USTRADECHG 29.8
## 2446 1979-02-01 total9.USTRADECHG 22.4
## 2447 1979-03-01 total9.USTRADECHG 29.3
## 2448 1979-04-01 total9.USTRADECHG 7.2
## 2449 1979-05-01 total9.USTRADECHG -5.0
## 2450 1979-06-01 total9.USTRADECHG -8.7
## 2451 1979-07-01 total9.USTRADECHG -33.4
## 2452 1979-08-01 total9.USTRADECHG 5.0
## 2453 1979-09-01 total9.USTRADECHG 33.4
## 2454 1979-10-01 total9.USTRADECHG 54.9
## 2455 1979-11-01 total9.USTRADECHG 40.4
## 2456 1979-12-01 total9.USTRADECHG 1.9
## 2457 1980-01-01 total9.USTRADECHG 2.0
## 2458 1980-02-01 total9.USTRADECHG 24.0
## 2459 1980-03-01 total9.USTRADECHG 5.6
## 2460 1980-04-01 total9.USTRADECHG -63.1
## 2461 1980-05-01 total9.USTRADECHG -16.3
## 2462 1980-06-01 total9.USTRADECHG -14.3
## 2463 1980-07-01 total9.USTRADECHG -10.2
## 2464 1980-08-01 total9.USTRADECHG 19.0
## 2465 1980-09-01 total9.USTRADECHG 12.7
## 2466 1980-10-01 total9.USTRADECHG 7.2
## 2467 1980-11-01 total9.USTRADECHG 18.9
## 2468 1980-12-01 total9.USTRADECHG 19.7
## 2469 1981-01-01 total9.USTRADECHG 17.5
## 2470 1981-02-01 total9.USTRADECHG 30.4
## 2471 1981-03-01 total9.USTRADECHG 10.3
## 2472 1981-04-01 total9.USTRADECHG 37.0
## 2473 1981-05-01 total9.USTRADECHG 13.9
## 2474 1981-06-01 total9.USTRADECHG 11.3
## 2475 1981-07-01 total9.USTRADECHG 8.1
## 2476 1981-08-01 total9.USTRADECHG 7.1
## 2477 1981-09-01 total9.USTRADECHG -5.7
## 2478 1981-10-01 total9.USTRADECHG -13.3
## 2479 1981-11-01 total9.USTRADECHG -35.7
## 2480 1981-12-01 total9.USTRADECHG -25.8
## 2481 1982-01-01 total9.USTRADECHG -2.4
## 2482 1982-02-01 total9.USTRADECHG 21.3
## 2483 1982-03-01 total9.USTRADECHG 5.6
## 2484 1982-04-01 total9.USTRADECHG 6.9
## 2485 1982-05-01 total9.USTRADECHG 28.1
## 2486 1982-06-01 total9.USTRADECHG 5.9
## 2487 1982-07-01 total9.USTRADECHG 8.2
## 2488 1982-08-01 total9.USTRADECHG -0.8
## 2489 1982-09-01 total9.USTRADECHG -14.0
## 2490 1982-10-01 total9.USTRADECHG -12.0
## 2491 1982-11-01 total9.USTRADECHG -15.7
## 2492 1982-12-01 total9.USTRADECHG 8.1
## 2493 1983-01-01 total9.USTRADECHG 59.3
## 2494 1983-02-01 total9.USTRADECHG 9.1
## 2495 1983-03-01 total9.USTRADECHG 38.5
## 2496 1983-04-01 total9.USTRADECHG 30.7
## 2497 1983-05-01 total9.USTRADECHG 32.3
## 2498 1983-06-01 total9.USTRADECHG 49.0
## 2499 1983-07-01 total9.USTRADECHG 70.2
## 2500 1983-08-01 total9.USTRADECHG 32.7
## 2501 1983-09-01 total9.USTRADECHG 67.4
## 2502 1983-10-01 total9.USTRADECHG 42.6
## 2503 1983-11-01 total9.USTRADECHG 50.0
## 2504 1983-12-01 total9.USTRADECHG 49.9
## 2505 1984-01-01 total9.USTRADECHG 77.7
## 2506 1984-02-01 total9.USTRADECHG 44.0
## 2507 1984-03-01 total9.USTRADECHG 36.7
## 2508 1984-04-01 total9.USTRADECHG 44.0
## 2509 1984-05-01 total9.USTRADECHG 23.0
## 2510 1984-06-01 total9.USTRADECHG 58.3
## 2511 1984-07-01 total9.USTRADECHG 55.7
## 2512 1984-08-01 total9.USTRADECHG 28.9
## 2513 1984-09-01 total9.USTRADECHG 52.7
## 2514 1984-10-01 total9.USTRADECHG 66.7
## 2515 1984-11-01 total9.USTRADECHG 111.9
## 2516 1984-12-01 total9.USTRADECHG -3.5
## 2517 1985-01-01 total9.USTRADECHG 22.7
## 2518 1985-02-01 total9.USTRADECHG 26.4
## 2519 1985-03-01 total9.USTRADECHG 83.3
## 2520 1985-04-01 total9.USTRADECHG 37.3
## 2521 1985-05-01 total9.USTRADECHG 56.9
## 2522 1985-06-01 total9.USTRADECHG 32.7
## 2523 1985-07-01 total9.USTRADECHG 12.0
## 2524 1985-08-01 total9.USTRADECHG 38.1
## 2525 1985-09-01 total9.USTRADECHG 13.6
## 2526 1985-10-01 total9.USTRADECHG 14.5
## 2527 1985-11-01 total9.USTRADECHG 27.8
## 2528 1985-12-01 total9.USTRADECHG 25.6
## 2529 1986-01-01 total9.USTRADECHG 9.2
## 2530 1986-02-01 total9.USTRADECHG 7.2
## 2531 1986-03-01 total9.USTRADECHG 57.5
## 2532 1986-04-01 total9.USTRADECHG 30.3
## 2533 1986-05-01 total9.USTRADECHG 45.4
## 2534 1986-06-01 total9.USTRADECHG 15.8
## 2535 1986-07-01 total9.USTRADECHG 51.4
## 2536 1986-08-01 total9.USTRADECHG 47.5
## 2537 1986-09-01 total9.USTRADECHG 43.4
## 2538 1986-10-01 total9.USTRADECHG 14.2
## 2539 1986-11-01 total9.USTRADECHG 14.6
## 2540 1986-12-01 total9.USTRADECHG 9.3
## 2541 1987-01-01 total9.USTRADECHG -10.7
## 2542 1987-02-01 total9.USTRADECHG 31.5
## 2543 1987-03-01 total9.USTRADECHG 51.5
## 2544 1987-04-01 total9.USTRADECHG 48.5
## 2545 1987-05-01 total9.USTRADECHG 18.9
## 2546 1987-06-01 total9.USTRADECHG 38.3
## 2547 1987-07-01 total9.USTRADECHG 38.6
## 2548 1987-08-01 total9.USTRADECHG 10.1
## 2549 1987-09-01 total9.USTRADECHG 30.4
## 2550 1987-10-01 total9.USTRADECHG 66.2
## 2551 1987-11-01 total9.USTRADECHG 23.6
## 2552 1987-12-01 total9.USTRADECHG 8.1
## 2553 1988-01-01 total9.USTRADECHG -9.3
## 2554 1988-02-01 total9.USTRADECHG 94.8
## 2555 1988-03-01 total9.USTRADECHG 31.1
## 2556 1988-04-01 total9.USTRADECHG 31.7
## 2557 1988-05-01 total9.USTRADECHG 40.7
## 2558 1988-06-01 total9.USTRADECHG 49.4
## 2559 1988-07-01 total9.USTRADECHG 39.5
## 2560 1988-08-01 total9.USTRADECHG 30.2
## 2561 1988-09-01 total9.USTRADECHG 14.2
## 2562 1988-10-01 total9.USTRADECHG -5.8
## 2563 1988-11-01 total9.USTRADECHG 6.8
## 2564 1988-12-01 total9.USTRADECHG 13.9
## 2565 1989-01-01 total9.USTRADECHG 36.7
## 2566 1989-02-01 total9.USTRADECHG 41.5
## 2567 1989-03-01 total9.USTRADECHG 76.9
## 2568 1989-04-01 total9.USTRADECHG 13.3
## 2569 1989-05-01 total9.USTRADECHG 36.1
## 2570 1989-06-01 total9.USTRADECHG 26.0
## 2571 1989-07-01 total9.USTRADECHG 4.6
## 2572 1989-08-01 total9.USTRADECHG 26.9
## 2573 1989-09-01 total9.USTRADECHG -13.6
## 2574 1989-10-01 total9.USTRADECHG -33.2
## 2575 1989-11-01 total9.USTRADECHG -1.5
## 2576 1989-12-01 total9.USTRADECHG -71.1
## 2577 1990-01-01 total9.USTRADECHG 189.5
## 2578 1990-02-01 total9.USTRADECHG -32.5
## 2579 1990-03-01 total9.USTRADECHG 2.4
## 2580 1990-04-01 total9.USTRADECHG 9.9
## 2581 1990-05-01 total9.USTRADECHG -24.4
## 2582 1990-06-01 total9.USTRADECHG -16.6
## 2583 1990-07-01 total9.USTRADECHG -4.0
## 2584 1990-08-01 total9.USTRADECHG -33.8
## 2585 1990-09-01 total9.USTRADECHG -13.8
## 2586 1990-10-01 total9.USTRADECHG -11.0
## 2587 1990-11-01 total9.USTRADECHG -14.5
## 2588 1990-12-01 total9.USTRADECHG -28.3
## 2589 1991-01-01 total9.USTRADECHG -18.4
## 2590 1991-02-01 total9.USTRADECHG -76.5
## 2591 1991-03-01 total9.USTRADECHG -30.9
## 2592 1991-04-01 total9.USTRADECHG -59.6
## 2593 1991-05-01 total9.USTRADECHG -23.8
## 2594 1991-06-01 total9.USTRADECHG -3.5
## 2595 1991-07-01 total9.USTRADECHG -8.1
## 2596 1991-08-01 total9.USTRADECHG 0.7
## 2597 1991-09-01 total9.USTRADECHG -17.2
## 2598 1991-10-01 total9.USTRADECHG -19.2
## 2599 1991-11-01 total9.USTRADECHG -15.8
## 2600 1991-12-01 total9.USTRADECHG 3.6
## 2601 1992-01-01 total9.USTRADECHG -6.0
## 2602 1992-02-01 total9.USTRADECHG 5.3
## 2603 1992-03-01 total9.USTRADECHG 0.2
## 2604 1992-04-01 total9.USTRADECHG 18.9
## 2605 1992-05-01 total9.USTRADECHG -1.5
## 2606 1992-06-01 total9.USTRADECHG 6.7
## 2607 1992-07-01 total9.USTRADECHG -21.6
## 2608 1992-08-01 total9.USTRADECHG -9.8
## 2609 1992-09-01 total9.USTRADECHG 2.1
## 2610 1992-10-01 total9.USTRADECHG 17.5
## 2611 1992-11-01 total9.USTRADECHG -4.6
## 2612 1992-12-01 total9.USTRADECHG 10.3
## 2613 1993-01-01 total9.USTRADECHG 45.5
## 2614 1993-02-01 total9.USTRADECHG 53.6
## 2615 1993-03-01 total9.USTRADECHG -13.7
## 2616 1993-04-01 total9.USTRADECHG 20.9
## 2617 1993-05-01 total9.USTRADECHG 20.0
## 2618 1993-06-01 total9.USTRADECHG 33.0
## 2619 1993-07-01 total9.USTRADECHG 30.5
## 2620 1993-08-01 total9.USTRADECHG 25.5
## 2621 1993-09-01 total9.USTRADECHG 28.8
## 2622 1993-10-01 total9.USTRADECHG 34.8
## 2623 1993-11-01 total9.USTRADECHG 8.1
## 2624 1993-12-01 total9.USTRADECHG 41.2
## 2625 1994-01-01 total9.USTRADECHG 16.1
## 2626 1994-02-01 total9.USTRADECHG 74.0
## 2627 1994-03-01 total9.USTRADECHG 66.9
## 2628 1994-04-01 total9.USTRADECHG 42.5
## 2629 1994-05-01 total9.USTRADECHG 33.1
## 2630 1994-06-01 total9.USTRADECHG 48.5
## 2631 1994-07-01 total9.USTRADECHG 64.5
## 2632 1994-08-01 total9.USTRADECHG 47.8
## 2633 1994-09-01 total9.USTRADECHG 60.7
## 2634 1994-10-01 total9.USTRADECHG 43.1
## 2635 1994-11-01 total9.USTRADECHG 71.8
## 2636 1994-12-01 total9.USTRADECHG 23.2
## 2637 1995-01-01 total9.USTRADECHG 51.3
## 2638 1995-02-01 total9.USTRADECHG 36.5
## 2639 1995-03-01 total9.USTRADECHG -27.5
## 2640 1995-04-01 total9.USTRADECHG 52.6
## 2641 1995-05-01 total9.USTRADECHG -4.0
## 2642 1995-06-01 total9.USTRADECHG 28.0
## 2643 1995-07-01 total9.USTRADECHG 10.4
## 2644 1995-08-01 total9.USTRADECHG 16.9
## 2645 1995-09-01 total9.USTRADECHG 17.3
## 2646 1995-10-01 total9.USTRADECHG -0.8
## 2647 1995-11-01 total9.USTRADECHG 13.4
## 2648 1995-12-01 total9.USTRADECHG 12.8
## 2649 1996-01-01 total9.USTRADECHG 3.3
## 2650 1996-02-01 total9.USTRADECHG 32.8
## 2651 1996-03-01 total9.USTRADECHG 28.7
## 2652 1996-04-01 total9.USTRADECHG 0.0
## 2653 1996-05-01 total9.USTRADECHG 72.4
## 2654 1996-06-01 total9.USTRADECHG 29.8
## 2655 1996-07-01 total9.USTRADECHG 29.3
## 2656 1996-08-01 total9.USTRADECHG 18.7
## 2657 1996-09-01 total9.USTRADECHG 26.7
## 2658 1996-10-01 total9.USTRADECHG 51.6
## 2659 1996-11-01 total9.USTRADECHG 25.7
## 2660 1996-12-01 total9.USTRADECHG 37.7
## 2661 1997-01-01 total9.USTRADECHG -33.0
## 2662 1997-02-01 total9.USTRADECHG 0.9
## 2663 1997-03-01 total9.USTRADECHG 33.9
## 2664 1997-04-01 total9.USTRADECHG 14.1
## 2665 1997-05-01 total9.USTRADECHG 8.4
## 2666 1997-06-01 total9.USTRADECHG 16.9
## 2667 1997-07-01 total9.USTRADECHG 14.9
## 2668 1997-08-01 total9.USTRADECHG 28.3
## 2669 1997-09-01 total9.USTRADECHG 15.2
## 2670 1997-10-01 total9.USTRADECHG 40.9
## 2671 1997-11-01 total9.USTRADECHG 42.1
## 2672 1997-12-01 total9.USTRADECHG 30.5
## 2673 1998-01-01 total9.USTRADECHG -15.6
## 2674 1998-02-01 total9.USTRADECHG -9.4
## 2675 1998-03-01 total9.USTRADECHG -1.5
## 2676 1998-04-01 total9.USTRADECHG 20.5
## 2677 1998-05-01 total9.USTRADECHG 45.5
## 2678 1998-06-01 total9.USTRADECHG 20.7
## 2679 1998-07-01 total9.USTRADECHG 28.9
## 2680 1998-08-01 total9.USTRADECHG 12.9
## 2681 1998-09-01 total9.USTRADECHG 32.2
## 2682 1998-10-01 total9.USTRADECHG 9.0
## 2683 1998-11-01 total9.USTRADECHG 30.8
## 2684 1998-12-01 total9.USTRADECHG 39.0
## 2685 1999-01-01 total9.USTRADECHG 25.1
## 2686 1999-02-01 total9.USTRADECHG 65.5
## 2687 1999-03-01 total9.USTRADECHG 15.2
## 2688 1999-04-01 total9.USTRADECHG 51.4
## 2689 1999-05-01 total9.USTRADECHG 28.1
## 2690 1999-06-01 total9.USTRADECHG 26.4
## 2691 1999-07-01 total9.USTRADECHG 38.6
## 2692 1999-08-01 total9.USTRADECHG 16.2
## 2693 1999-09-01 total9.USTRADECHG 19.6
## 2694 1999-10-01 total9.USTRADECHG 41.2
## 2695 1999-11-01 total9.USTRADECHG 13.1
## 2696 1999-12-01 total9.USTRADECHG 72.3
## 2697 2000-01-01 total9.USTRADECHG 18.7
## 2698 2000-02-01 total9.USTRADECHG 13.8
## 2699 2000-03-01 total9.USTRADECHG 25.5
## 2700 2000-04-01 total9.USTRADECHG 84.6
## 2701 2000-05-01 total9.USTRADECHG -56.0
## 2702 2000-06-01 total9.USTRADECHG 9.3
## 2703 2000-07-01 total9.USTRADECHG 26.4
## 2704 2000-08-01 total9.USTRADECHG 13.6
## 2705 2000-09-01 total9.USTRADECHG 21.4
## 2706 2000-10-01 total9.USTRADECHG 7.2
## 2707 2000-11-01 total9.USTRADECHG 9.5
## 2708 2000-12-01 total9.USTRADECHG 40.2
## 2709 2001-01-01 total9.USTRADECHG -20.8
## 2710 2001-02-01 total9.USTRADECHG 25.5
## 2711 2001-03-01 total9.USTRADECHG -35.4
## 2712 2001-04-01 total9.USTRADECHG -84.6
## 2713 2001-05-01 total9.USTRADECHG -4.9
## 2714 2001-06-01 total9.USTRADECHG 3.7
## 2715 2001-07-01 total9.USTRADECHG -55.5
## 2716 2001-08-01 total9.USTRADECHG 4.8
## 2717 2001-09-01 total9.USTRADECHG -8.8
## 2718 2001-10-01 total9.USTRADECHG -29.1
## 2719 2001-11-01 total9.USTRADECHG -23.6
## 2720 2001-12-01 total9.USTRADECHG -49.5
## 2721 2002-01-01 total9.USTRADECHG -36.0
## 2722 2002-02-01 total9.USTRADECHG 9.3
## 2723 2002-03-01 total9.USTRADECHG -0.3
## 2724 2002-04-01 total9.USTRADECHG 5.7
## 2725 2002-05-01 total9.USTRADECHG -25.7
## 2726 2002-06-01 total9.USTRADECHG -9.2
## 2727 2002-07-01 total9.USTRADECHG 1.7
## 2728 2002-08-01 total9.USTRADECHG -49.7
## 2729 2002-09-01 total9.USTRADECHG -14.5
## 2730 2002-10-01 total9.USTRADECHG 6.2
## 2731 2002-11-01 total9.USTRADECHG -18.0
## 2732 2002-12-01 total9.USTRADECHG 15.4
## 2733 2003-01-01 total9.USTRADECHG -21.8
## 2734 2003-02-01 total9.USTRADECHG -33.7
## 2735 2003-03-01 total9.USTRADECHG -26.5
## 2736 2003-04-01 total9.USTRADECHG 13.8
## 2737 2003-05-01 total9.USTRADECHG -11.8
## 2738 2003-06-01 total9.USTRADECHG -10.7
## 2739 2003-07-01 total9.USTRADECHG -7.4
## 2740 2003-08-01 total9.USTRADECHG 18.0
## 2741 2003-09-01 total9.USTRADECHG 38.1
## 2742 2003-10-01 total9.USTRADECHG 27.7
## 2743 2003-11-01 total9.USTRADECHG -46.3
## 2744 2003-12-01 total9.USTRADECHG -2.6
## 2745 2004-01-01 total9.USTRADECHG 50.9
## 2746 2004-02-01 total9.USTRADECHG 1.5
## 2747 2004-03-01 total9.USTRADECHG 49.5
## 2748 2004-04-01 total9.USTRADECHG 21.6
## 2749 2004-05-01 total9.USTRADECHG 16.0
## 2750 2004-06-01 total9.USTRADECHG 25.2
## 2751 2004-07-01 total9.USTRADECHG -19.0
## 2752 2004-08-01 total9.USTRADECHG -1.3
## 2753 2004-09-01 total9.USTRADECHG 33.8
## 2754 2004-10-01 total9.USTRADECHG 27.9
## 2755 2004-11-01 total9.USTRADECHG 4.8
## 2756 2004-12-01 total9.USTRADECHG -7.0
## 2757 2005-01-01 total9.USTRADECHG 25.1
## 2758 2005-02-01 total9.USTRADECHG 40.5
## 2759 2005-03-01 total9.USTRADECHG 7.3
## 2760 2005-04-01 total9.USTRADECHG 48.2
## 2761 2005-05-01 total9.USTRADECHG 20.0
## 2762 2005-06-01 total9.USTRADECHG 33.0
## 2763 2005-07-01 total9.USTRADECHG 37.8
## 2764 2005-08-01 total9.USTRADECHG 18.2
## 2765 2005-09-01 total9.USTRADECHG -17.1
## 2766 2005-10-01 total9.USTRADECHG -6.6
## 2767 2005-11-01 total9.USTRADECHG 15.5
## 2768 2005-12-01 total9.USTRADECHG 3.3
## 2769 2006-01-01 total9.USTRADECHG 1.6
## 2770 2006-02-01 total9.USTRADECHG 9.4
## 2771 2006-03-01 total9.USTRADECHG 29.0
## 2772 2006-04-01 total9.USTRADECHG -44.3
## 2773 2006-05-01 total9.USTRADECHG -27.6
## 2774 2006-06-01 total9.USTRADECHG 10.1
## 2775 2006-07-01 total9.USTRADECHG -0.6
## 2776 2006-08-01 total9.USTRADECHG 9.3
## 2777 2006-09-01 total9.USTRADECHG 15.4
## 2778 2006-10-01 total9.USTRADECHG 19.4
## 2779 2006-11-01 total9.USTRADECHG 28.9
## 2780 2006-12-01 total9.USTRADECHG 4.7
## 2781 2007-01-01 total9.USTRADECHG 40.3
## 2782 2007-02-01 total9.USTRADECHG 31.7
## 2783 2007-03-01 total9.USTRADECHG 68.4
## 2784 2007-04-01 total9.USTRADECHG -34.5
## 2785 2007-05-01 total9.USTRADECHG 21.3
## 2786 2007-06-01 total9.USTRADECHG -20.6
## 2787 2007-07-01 total9.USTRADECHG 1.1
## 2788 2007-08-01 total9.USTRADECHG 2.1
## 2789 2007-09-01 total9.USTRADECHG 6.2
## 2790 2007-10-01 total9.USTRADECHG -4.9
## 2791 2007-11-01 total9.USTRADECHG 60.5
## 2792 2007-12-01 total9.USTRADECHG -1.5
## 2793 2008-01-01 total9.USTRADECHG -8.9
## 2794 2008-02-01 total9.USTRADECHG -41.0
## 2795 2008-03-01 total9.USTRADECHG 7.0
## 2796 2008-04-01 total9.USTRADECHG -100.9
## 2797 2008-05-01 total9.USTRADECHG -54.4
## 2798 2008-06-01 total9.USTRADECHG -36.4
## 2799 2008-07-01 total9.USTRADECHG -35.4
## 2800 2008-08-01 total9.USTRADECHG -58.4
## 2801 2008-09-01 total9.USTRADECHG -70.4
## 2802 2008-10-01 total9.USTRADECHG -77.8
## 2803 2008-11-01 total9.USTRADECHG -111.4
## 2804 2008-12-01 total9.USTRADECHG -112.5
## 2805 2009-01-01 total9.USTRADECHG -82.4
## 2806 2009-02-01 total9.USTRADECHG -75.1
## 2807 2009-03-01 total9.USTRADECHG -68.7
## 2808 2009-04-01 total9.USTRADECHG -87.6
## 2809 2009-05-01 total9.USTRADECHG -4.8
## 2810 2009-06-01 total9.USTRADECHG -17.3
## 2811 2009-07-01 total9.USTRADECHG -52.1
## 2812 2009-08-01 total9.USTRADECHG -8.4
## 2813 2009-09-01 total9.USTRADECHG -30.3
## 2814 2009-10-01 total9.USTRADECHG -68.6
## 2815 2009-11-01 total9.USTRADECHG -2.2
## 2816 2009-12-01 total9.USTRADECHG -44.6
## 2817 2010-01-01 total9.USTRADECHG 66.2
## 2818 2010-02-01 total9.USTRADECHG -3.9
## 2819 2010-03-01 total9.USTRADECHG 49.6
## 2820 2010-04-01 total9.USTRADECHG -19.5
## 2821 2010-05-01 total9.USTRADECHG 11.4
## 2822 2010-06-01 total9.USTRADECHG 3.5
## 2823 2010-07-01 total9.USTRADECHG 7.1
## 2824 2010-08-01 total9.USTRADECHG 5.1
## 2825 2010-09-01 total9.USTRADECHG 24.0
## 2826 2010-10-01 total9.USTRADECHG 32.4
## 2827 2010-11-01 total9.USTRADECHG -24.7
## 2828 2010-12-01 total9.USTRADECHG -11.9
## 2829 2011-01-01 total9.USTRADECHG 63.0
## 2830 2011-02-01 total9.USTRADECHG 21.1
## 2831 2011-03-01 total9.USTRADECHG 31.0
## 2832 2011-04-01 total9.USTRADECHG 57.0
## 2833 2011-05-01 total9.USTRADECHG -0.4
## 2834 2011-06-01 total9.USTRADECHG 35.9
## 2835 2011-07-01 total9.USTRADECHG 43.7
## 2836 2011-08-01 total9.USTRADECHG -6.0
## 2837 2011-09-01 total9.USTRADECHG 24.4
## 2838 2011-10-01 total9.USTRADECHG 5.7
## 2839 2011-11-01 total9.USTRADECHG 5.3
## 2840 2011-12-01 total9.USTRADECHG -7.8
## 2841 2012-01-01 total9.USTRADECHG 70.1
## 2842 2012-02-01 total9.USTRADECHG -21.8
## 2843 2012-03-01 total9.USTRADECHG 30.8
## 2844 2012-04-01 total9.USTRADECHG 11.6
## 2845 2012-05-01 total9.USTRADECHG -3.3
## 2846 2012-06-01 total9.USTRADECHG -16.9
## 2847 2012-07-01 total9.USTRADECHG -5.1
## 2848 2012-08-01 total9.USTRADECHG 5.0
## 2849 2012-09-01 total9.USTRADECHG 36.3
## 2850 2012-10-01 total9.USTRADECHG 15.3
## 2851 2012-11-01 total9.USTRADECHG 75.7
## 2852 2012-12-01 total9.USTRADECHG -30.9
## 2853 2013-01-01 total9.USTRADECHG 22.5
## 2854 2013-02-01 total9.USTRADECHG 15.1
## 2855 2013-03-01 total9.USTRADECHG -2.3
## 2856 2013-04-01 total9.USTRADECHG 19.1
## 2857 2013-05-01 total9.USTRADECHG 33.8
## 2858 2013-06-01 total9.USTRADECHG 46.5
## 2859 2013-07-01 total9.USTRADECHG 41.2
## 2860 2013-08-01 total9.USTRADECHG 39.8
## 2861 2013-09-01 total9.USTRADECHG 33.2
## 2862 2013-10-01 total9.USTRADECHG 33.6
## 2863 2013-11-01 total9.USTRADECHG 16.0
## 2864 2013-12-01 total9.USTRADECHG 75.4
## 2865 2014-01-01 total9.USTRADECHG -24.8
## 2866 2014-02-01 total9.USTRADECHG -19.2
## 2867 2014-03-01 total9.USTRADECHG 4.4
## 2868 2014-04-01 total9.USTRADECHG 54.9
## 2869 2014-05-01 total9.USTRADECHG 19.9
## 2870 2014-06-01 total9.USTRADECHG 28.9
## 2871 2014-07-01 total9.USTRADECHG 23.1
## 2872 2014-08-01 total9.USTRADECHG 11.3
## 2873 2014-09-01 total9.USTRADECHG 32.7
## 2874 2014-10-01 total9.USTRADECHG 50.8
## 2875 2014-11-01 total9.USTRADECHG 33.2
## 2876 2014-12-01 total9.USTRADECHG 7.6
## 2877 2015-01-01 total9.USTRADECHG 9.7
## 2878 2015-02-01 total9.USTRADECHG 14.9
## 2879 2015-03-01 total9.USTRADECHG 12.6
## 2880 2015-04-01 total9.USTRADECHG 19.2
## 2881 2015-05-01 total9.USTRADECHG 29.0
## 2882 2015-06-01 total9.USTRADECHG 22.8
## 2883 2015-07-01 total9.USTRADECHG 20.3
## 2884 2015-08-01 total9.USTRADECHG -1.3
## 2885 2015-09-01 total9.USTRADECHG 5.2
## 2886 2015-10-01 total9.USTRADECHG 32.5
## 2887 2015-11-01 total9.USTRADECHG 19.6
## 2888 2015-12-01 total9.USTRADECHG 4.0
## 2889 2016-01-01 total9.USTRADECHG 25.7
## 2890 2016-02-01 total9.USTRADECHG 47.2
## 2891 2016-03-01 total9.USTRADECHG 38.1
## 2892 2016-04-01 total9.USTRADECHG 3.6
## 2893 2016-05-01 total9.USTRADECHG -0.5
## 2894 2016-06-01 total9.USTRADECHG 30.5
## 2895 2016-07-01 total9.USTRADECHG 15.6
## 2896 2016-08-01 total9.USTRADECHG 17.4
## 2897 2016-09-01 total9.USTRADECHG 8.8
## 2898 2016-10-01 total9.USTRADECHG 2.4
## 2899 2016-11-01 total9.USTRADECHG -25.5
## 2900 2016-12-01 total9.USTRADECHG 30.1
## 2901 2017-01-01 total9.USTRADECHG 28.0
## 2902 2017-02-01 total9.USTRADECHG -40.0
## 2903 2017-03-01 total9.USTRADECHG -18.2
## 2904 2017-04-01 total9.USTRADECHG -8.1
## 2905 2017-05-01 total9.USTRADECHG -29.3
## 2906 2017-06-01 total9.USTRADECHG 6.6
## 2907 2017-07-01 total9.USTRADECHG -8.3
## 2908 2017-08-01 total9.USTRADECHG -0.2
## 2909 2017-09-01 total9.USTRADECHG -7.7
## 2910 2017-10-01 total9.USTRADECHG -4.3
## 2911 2017-11-01 total9.USTRADECHG 5.2
## 2912 2017-12-01 total9.USTRADECHG -13.9
## 2913 2018-01-01 total9.USTRADECHG -16.7
## 2914 2018-02-01 total9.USTRADECHG 35.5
## 2915 2018-03-01 total9.USTRADECHG 12.0
## 2916 2018-04-01 total9.USTRADECHG -0.9
## 2917 2018-05-01 total9.USTRADECHG 4.3
## 2918 2018-06-01 total9.USTRADECHG -38.9
## 2919 2018-07-01 total9.USTRADECHG -12.1
## 2920 2018-08-01 total9.USTRADECHG 2.7
## 2921 2018-09-01 total9.USTRADECHG -46.5
## 2922 2018-10-01 total9.USTRADECHG -39.1
## 2923 2018-11-01 total9.USTRADECHG 27.1
## 2924 2018-12-01 total9.USTRADECHG -25.2
## 2925 2019-01-01 total9.USTRADECHG -7.9
## 2926 2019-02-01 total9.USTRADECHG -29.3
## 2927 2019-03-01 total9.USTRADECHG -24.3
## 2928 2019-04-01 total9.USTRADECHG -11.8
## 2929 2019-05-01 total9.USTRADECHG -12.3
## 2930 2019-06-01 total9.USTRADECHG -5.4
## 2931 2019-07-01 total9.USTRADECHG 1.0
## 2932 2019-08-01 total9.USTRADECHG -0.6
## 2933 2019-09-01 total9.USTRADECHG 9.0
## 2934 2019-10-01 total9.USTRADECHG 21.9
## 2935 2019-11-01 total9.USTRADECHG -13.9
## 2936 2019-12-01 total9.USTRADECHG 41.4
## 2937 2020-01-01 total9.USTRADECHG -3.2
## 2938 2020-02-01 total9.USTRADECHG 3.0
## 2939 2020-03-01 total9.USTRADECHG -85.4
## 2940 2020-04-01 total9.USTRADECHG -2299.0
## 2941 2020-05-01 total9.USTRADECHG 385.9
## 2942 2020-06-01 total9.USTRADECHG 858.0
## 2943 2020-07-01 total9.USTRADECHG 253.9
## 2944 2020-08-01 total9.USTRADECHG 261.0
## 2945 2020-09-01 total9.USTRADECHG 23.4
## 2946 2020-10-01 total9.USTRADECHG 103.7visualizeall2 <- dummy_clean2 %>% group_by(Category)
plotall2 <- ggplot(data = visualizeall2, aes(x = DATE, y = Value)) + geom_line(aes(color = factor(Category), group = Category))
dummy_clean3 <- gather(total17, "Category", "Value", 2:3, na.rm = TRUE); dummy_clean3## DATE Category Value
## 2 1990-02-01 total10.USWHSCHG -0.4
## 3 1990-03-01 total10.USWHSCHG 0.6
## 4 1990-04-01 total10.USWHSCHG 0.8
## 5 1990-05-01 total10.USWHSCHG -1.2
## 6 1990-06-01 total10.USWHSCHG 1.2
## 7 1990-07-01 total10.USWHSCHG 0.0
## 8 1990-08-01 total10.USWHSCHG -1.1
## 9 1990-09-01 total10.USWHSCHG 1.6
## 10 1990-10-01 total10.USWHSCHG -1.8
## 11 1990-11-01 total10.USWHSCHG -0.7
## 12 1990-12-01 total10.USWHSCHG -0.6
## 13 1991-01-01 total10.USWHSCHG 0.3
## 14 1991-02-01 total10.USWHSCHG -1.6
## 15 1991-03-01 total10.USWHSCHG -0.3
## 16 1991-04-01 total10.USWHSCHG -1.9
## 17 1991-05-01 total10.USWHSCHG -1.8
## 18 1991-06-01 total10.USWHSCHG 2.0
## 19 1991-07-01 total10.USWHSCHG -0.2
## 20 1991-08-01 total10.USWHSCHG 1.1
## 21 1991-09-01 total10.USWHSCHG 0.5
## 22 1991-10-01 total10.USWHSCHG 1.0
## 23 1991-11-01 total10.USWHSCHG 0.3
## 24 1991-12-01 total10.USWHSCHG 1.4
## 25 1992-01-01 total10.USWHSCHG -2.1
## 26 1992-02-01 total10.USWHSCHG 0.3
## 27 1992-03-01 total10.USWHSCHG -0.3
## 28 1992-04-01 total10.USWHSCHG 0.7
## 29 1992-05-01 total10.USWHSCHG 0.6
## 30 1992-06-01 total10.USWHSCHG 0.6
## 31 1992-07-01 total10.USWHSCHG 0.0
## 32 1992-08-01 total10.USWHSCHG 0.5
## 33 1992-09-01 total10.USWHSCHG 1.2
## 34 1992-10-01 total10.USWHSCHG -1.3
## 35 1992-11-01 total10.USWHSCHG 0.6
## 36 1992-12-01 total10.USWHSCHG 1.3
## 37 1993-01-01 total10.USWHSCHG 1.0
## 38 1993-02-01 total10.USWHSCHG 1.1
## 39 1993-03-01 total10.USWHSCHG 0.4
## 40 1993-04-01 total10.USWHSCHG 1.1
## 41 1993-05-01 total10.USWHSCHG 0.9
## 42 1993-06-01 total10.USWHSCHG -0.1
## 43 1993-07-01 total10.USWHSCHG 1.2
## 44 1993-08-01 total10.USWHSCHG 0.3
## 45 1993-09-01 total10.USWHSCHG 0.8
## 46 1993-10-01 total10.USWHSCHG 2.3
## 47 1993-11-01 total10.USWHSCHG -0.1
## 48 1993-12-01 total10.USWHSCHG 0.8
## 49 1994-01-01 total10.USWHSCHG 1.9
## 50 1994-02-01 total10.USWHSCHG 2.7
## 51 1994-03-01 total10.USWHSCHG 2.6
## 52 1994-04-01 total10.USWHSCHG 1.6
## 53 1994-05-01 total10.USWHSCHG 1.1
## 54 1994-06-01 total10.USWHSCHG 1.7
## 55 1994-07-01 total10.USWHSCHG 2.4
## 56 1994-08-01 total10.USWHSCHG 1.8
## 57 1994-09-01 total10.USWHSCHG 3.1
## 58 1994-10-01 total10.USWHSCHG 1.8
## 59 1994-11-01 total10.USWHSCHG 1.9
## 60 1994-12-01 total10.USWHSCHG 1.6
## 61 1995-01-01 total10.USWHSCHG 0.2
## 62 1995-02-01 total10.USWHSCHG -0.2
## 63 1995-03-01 total10.USWHSCHG -0.2
## 64 1995-04-01 total10.USWHSCHG 0.9
## 65 1995-05-01 total10.USWHSCHG 0.6
## 66 1995-06-01 total10.USWHSCHG 1.0
## 67 1995-07-01 total10.USWHSCHG -0.1
## 68 1995-08-01 total10.USWHSCHG 1.3
## 69 1995-09-01 total10.USWHSCHG 0.0
## 70 1995-10-01 total10.USWHSCHG -0.4
## 71 1995-11-01 total10.USWHSCHG 1.6
## 72 1995-12-01 total10.USWHSCHG 0.5
## 73 1996-01-01 total10.USWHSCHG 1.4
## 74 1996-02-01 total10.USWHSCHG 0.9
## 75 1996-03-01 total10.USWHSCHG 0.3
## 76 1996-04-01 total10.USWHSCHG 0.4
## 77 1996-05-01 total10.USWHSCHG 1.1
## 78 1996-06-01 total10.USWHSCHG 1.2
## 79 1996-07-01 total10.USWHSCHG 0.3
## 80 1996-08-01 total10.USWHSCHG -0.9
## 81 1996-09-01 total10.USWHSCHG 0.6
## 82 1996-10-01 total10.USWHSCHG 1.3
## 83 1996-11-01 total10.USWHSCHG 2.5
## 84 1996-12-01 total10.USWHSCHG -1.0
## 85 1997-01-01 total10.USWHSCHG -0.8
## 86 1997-02-01 total10.USWHSCHG 2.0
## 87 1997-03-01 total10.USWHSCHG 1.8
## 88 1997-04-01 total10.USWHSCHG 0.9
## 89 1997-05-01 total10.USWHSCHG -0.3
## 90 1997-06-01 total10.USWHSCHG 1.7
## 91 1997-07-01 total10.USWHSCHG 1.8
## 92 1997-08-01 total10.USWHSCHG 1.3
## 93 1997-09-01 total10.USWHSCHG 1.0
## 94 1997-10-01 total10.USWHSCHG 1.5
## 95 1997-11-01 total10.USWHSCHG 1.1
## 96 1997-12-01 total10.USWHSCHG 0.7
## 97 1998-01-01 total10.USWHSCHG 0.4
## 98 1998-02-01 total10.USWHSCHG 0.2
## 99 1998-03-01 total10.USWHSCHG 1.6
## 100 1998-04-01 total10.USWHSCHG 0.3
## 101 1998-05-01 total10.USWHSCHG 2.0
## 102 1998-06-01 total10.USWHSCHG 0.9
## 103 1998-07-01 total10.USWHSCHG 1.0
## 104 1998-08-01 total10.USWHSCHG 2.2
## 105 1998-09-01 total10.USWHSCHG 1.9
## 106 1998-10-01 total10.USWHSCHG 1.1
## 107 1998-11-01 total10.USWHSCHG 1.5
## 108 1998-12-01 total10.USWHSCHG 1.5
## 109 1999-01-01 total10.USWHSCHG 1.4
## 110 1999-02-01 total10.USWHSCHG 3.0
## 111 1999-03-01 total10.USWHSCHG 0.6
## 112 1999-04-01 total10.USWHSCHG 2.5
## 113 1999-05-01 total10.USWHSCHG 2.0
## 114 1999-06-01 total10.USWHSCHG 1.3
## 115 1999-07-01 total10.USWHSCHG 0.8
## 116 1999-08-01 total10.USWHSCHG 1.7
## 117 1999-09-01 total10.USWHSCHG 2.9
## 118 1999-10-01 total10.USWHSCHG 2.6
## 119 1999-11-01 total10.USWHSCHG 2.5
## 120 1999-12-01 total10.USWHSCHG 3.4
## 121 2000-01-01 total10.USWHSCHG 0.3
## 122 2000-02-01 total10.USWHSCHG 1.1
## 123 2000-03-01 total10.USWHSCHG 1.4
## 124 2000-04-01 total10.USWHSCHG 1.5
## 125 2000-05-01 total10.USWHSCHG -0.1
## 126 2000-06-01 total10.USWHSCHG 5.2
## 127 2000-07-01 total10.USWHSCHG -0.6
## 128 2000-08-01 total10.USWHSCHG 1.3
## 129 2000-09-01 total10.USWHSCHG 0.8
## 130 2000-10-01 total10.USWHSCHG 0.5
## 131 2000-11-01 total10.USWHSCHG 2.9
## 132 2000-12-01 total10.USWHSCHG 2.5
## 133 2001-01-01 total10.USWHSCHG -2.2
## 134 2001-02-01 total10.USWHSCHG -1.1
## 135 2001-03-01 total10.USWHSCHG 0.5
## 136 2001-04-01 total10.USWHSCHG -0.2
## 137 2001-05-01 total10.USWHSCHG -0.8
## 138 2001-06-01 total10.USWHSCHG -2.3
## 139 2001-07-01 total10.USWHSCHG -2.0
## 140 2001-08-01 total10.USWHSCHG -0.2
## 141 2001-09-01 total10.USWHSCHG -6.4
## 142 2001-10-01 total10.USWHSCHG -3.5
## 143 2001-11-01 total10.USWHSCHG -3.8
## 144 2001-12-01 total10.USWHSCHG 1.7
## 145 2002-01-01 total10.USWHSCHG 4.4
## 146 2002-02-01 total10.USWHSCHG 6.8
## 147 2002-03-01 total10.USWHSCHG -4.3
## 148 2002-04-01 total10.USWHSCHG 0.2
## 149 2002-05-01 total10.USWHSCHG 2.6
## 150 2002-06-01 total10.USWHSCHG 2.3
## 151 2002-07-01 total10.USWHSCHG -0.8
## 152 2002-08-01 total10.USWHSCHG 7.0
## 153 2002-09-01 total10.USWHSCHG 1.4
## 154 2002-10-01 total10.USWHSCHG 1.7
## 155 2002-11-01 total10.USWHSCHG -0.4
## 156 2002-12-01 total10.USWHSCHG -0.3
## 157 2003-01-01 total10.USWHSCHG -1.7
## 158 2003-02-01 total10.USWHSCHG 7.2
## 159 2003-03-01 total10.USWHSCHG -5.9
## 160 2003-04-01 total10.USWHSCHG 1.9
## 161 2003-05-01 total10.USWHSCHG 1.0
## 162 2003-06-01 total10.USWHSCHG -0.7
## 163 2003-07-01 total10.USWHSCHG 0.9
## 164 2003-08-01 total10.USWHSCHG 2.2
## 165 2003-09-01 total10.USWHSCHG 3.6
## 166 2003-10-01 total10.USWHSCHG 3.1
## 167 2003-11-01 total10.USWHSCHG 1.6
## 168 2003-12-01 total10.USWHSCHG -5.9
## 169 2004-01-01 total10.USWHSCHG 12.6
## 170 2004-02-01 total10.USWHSCHG 3.4
## 171 2004-03-01 total10.USWHSCHG 5.2
## 172 2004-04-01 total10.USWHSCHG 2.9
## 173 2004-05-01 total10.USWHSCHG -3.9
## 174 2004-06-01 total10.USWHSCHG 4.2
## 175 2004-07-01 total10.USWHSCHG 3.4
## 176 2004-08-01 total10.USWHSCHG 0.8
## 177 2004-09-01 total10.USWHSCHG 4.0
## 178 2004-10-01 total10.USWHSCHG 9.8
## 179 2004-11-01 total10.USWHSCHG -1.7
## 180 2004-12-01 total10.USWHSCHG 0.3
## 181 2005-01-01 total10.USWHSCHG 3.3
## 182 2005-02-01 total10.USWHSCHG 4.1
## 183 2005-03-01 total10.USWHSCHG 1.9
## 184 2005-04-01 total10.USWHSCHG 2.7
## 185 2005-05-01 total10.USWHSCHG 3.2
## 186 2005-06-01 total10.USWHSCHG 11.1
## 187 2005-07-01 total10.USWHSCHG -0.9
## 188 2005-08-01 total10.USWHSCHG 4.7
## 189 2005-09-01 total10.USWHSCHG 3.6
## 190 2005-10-01 total10.USWHSCHG 2.0
## 191 2005-11-01 total10.USWHSCHG 3.8
## 192 2005-12-01 total10.USWHSCHG 4.4
## 193 2006-01-01 total10.USWHSCHG 5.1
## 194 2006-02-01 total10.USWHSCHG 5.6
## 195 2006-03-01 total10.USWHSCHG 1.5
## 196 2006-04-01 total10.USWHSCHG 3.1
## 197 2006-05-01 total10.USWHSCHG 3.8
## 198 2006-06-01 total10.USWHSCHG 4.6
## 199 2006-07-01 total10.USWHSCHG 3.1
## 200 2006-08-01 total10.USWHSCHG 1.7
## 201 2006-09-01 total10.USWHSCHG 0.8
## 202 2006-10-01 total10.USWHSCHG 2.8
## 203 2006-11-01 total10.USWHSCHG 3.3
## 204 2006-12-01 total10.USWHSCHG 6.0
## 205 2007-01-01 total10.USWHSCHG 0.2
## 206 2007-02-01 total10.USWHSCHG 0.7
## 207 2007-03-01 total10.USWHSCHG 0.0
## 208 2007-04-01 total10.USWHSCHG 3.2
## 209 2007-05-01 total10.USWHSCHG 3.0
## 210 2007-06-01 total10.USWHSCHG 0.8
## 211 2007-07-01 total10.USWHSCHG 0.9
## 212 2007-08-01 total10.USWHSCHG -0.9
## 213 2007-09-01 total10.USWHSCHG 6.9
## 214 2007-10-01 total10.USWHSCHG 4.8
## 215 2007-11-01 total10.USWHSCHG 0.3
## 216 2007-12-01 total10.USWHSCHG -0.4
## 217 2008-01-01 total10.USWHSCHG -1.0
## 218 2008-02-01 total10.USWHSCHG 1.3
## 219 2008-03-01 total10.USWHSCHG 1.7
## 220 2008-04-01 total10.USWHSCHG 1.9
## 221 2008-05-01 total10.USWHSCHG -1.0
## 222 2008-06-01 total10.USWHSCHG -1.9
## 223 2008-07-01 total10.USWHSCHG -1.7
## 224 2008-08-01 total10.USWHSCHG -2.8
## 225 2008-09-01 total10.USWHSCHG -2.8
## 226 2008-10-01 total10.USWHSCHG -2.2
## 227 2008-11-01 total10.USWHSCHG -4.8
## 228 2008-12-01 total10.USWHSCHG -4.5
## 229 2009-01-01 total10.USWHSCHG -0.1
## 230 2009-02-01 total10.USWHSCHG -7.3
## 231 2009-03-01 total10.USWHSCHG -1.6
## 232 2009-04-01 total10.USWHSCHG -5.5
## 233 2009-05-01 total10.USWHSCHG -4.2
## 234 2009-06-01 total10.USWHSCHG -1.5
## 235 2009-07-01 total10.USWHSCHG -2.6
## 236 2009-08-01 total10.USWHSCHG -2.4
## 237 2009-09-01 total10.USWHSCHG -3.4
## 238 2009-10-01 total10.USWHSCHG -4.2
## 239 2009-11-01 total10.USWHSCHG -1.2
## 240 2009-12-01 total10.USWHSCHG 0.4
## 241 2010-01-01 total10.USWHSCHG 0.5
## 242 2010-02-01 total10.USWHSCHG -0.3
## 243 2010-03-01 total10.USWHSCHG 4.8
## 244 2010-04-01 total10.USWHSCHG 1.6
## 245 2010-05-01 total10.USWHSCHG 2.2
## 246 2010-06-01 total10.USWHSCHG 3.4
## 247 2010-07-01 total10.USWHSCHG -3.9
## 248 2010-08-01 total10.USWHSCHG 1.2
## 249 2010-09-01 total10.USWHSCHG 2.1
## 250 2010-10-01 total10.USWHSCHG 2.2
## 251 2010-11-01 total10.USWHSCHG 2.7
## 252 2010-12-01 total10.USWHSCHG 0.8
## 253 2011-01-01 total10.USWHSCHG 1.0
## 254 2011-02-01 total10.USWHSCHG 1.4
## 255 2011-03-01 total10.USWHSCHG 0.4
## 256 2011-04-01 total10.USWHSCHG 2.7
## 257 2011-05-01 total10.USWHSCHG 1.7
## 258 2011-06-01 total10.USWHSCHG 3.6
## 259 2011-07-01 total10.USWHSCHG 3.2
## 260 2011-08-01 total10.USWHSCHG 2.8
## 261 2011-09-01 total10.USWHSCHG 1.3
## 262 2011-10-01 total10.USWHSCHG 0.8
## 263 2011-11-01 total10.USWHSCHG 1.5
## 264 2011-12-01 total10.USWHSCHG 2.5
## 265 2012-01-01 total10.USWHSCHG 2.5
## 266 2012-02-01 total10.USWHSCHG 4.3
## 267 2012-03-01 total10.USWHSCHG 1.6
## 268 2012-04-01 total10.USWHSCHG 5.5
## 269 2012-05-01 total10.USWHSCHG 5.1
## 270 2012-06-01 total10.USWHSCHG 3.2
## 271 2012-07-01 total10.USWHSCHG 3.5
## 272 2012-08-01 total10.USWHSCHG 2.0
## 273 2012-09-01 total10.USWHSCHG 2.8
## 274 2012-10-01 total10.USWHSCHG 4.0
## 275 2012-11-01 total10.USWHSCHG 3.8
## 276 2012-12-01 total10.USWHSCHG 7.7
## 277 2013-01-01 total10.USWHSCHG -7.8
## 278 2013-02-01 total10.USWHSCHG 0.1
## 279 2013-03-01 total10.USWHSCHG 1.3
## 280 2013-04-01 total10.USWHSCHG 0.9
## 281 2013-05-01 total10.USWHSCHG -1.2
## 282 2013-06-01 total10.USWHSCHG 3.7
## 283 2013-07-01 total10.USWHSCHG 2.3
## 284 2013-08-01 total10.USWHSCHG 3.4
## 285 2013-09-01 total10.USWHSCHG 4.5
## 286 2013-10-01 total10.USWHSCHG 2.2
## 287 2013-11-01 total10.USWHSCHG 3.7
## 288 2013-12-01 total10.USWHSCHG 3.9
## 289 2014-01-01 total10.USWHSCHG -2.9
## 290 2014-02-01 total10.USWHSCHG 2.8
## 291 2014-03-01 total10.USWHSCHG 5.1
## 292 2014-04-01 total10.USWHSCHG 3.9
## 293 2014-05-01 total10.USWHSCHG 7.0
## 294 2014-06-01 total10.USWHSCHG 5.9
## 295 2014-07-01 total10.USWHSCHG 6.6
## 296 2014-08-01 total10.USWHSCHG 4.5
## 297 2014-09-01 total10.USWHSCHG 2.2
## 298 2014-10-01 total10.USWHSCHG 2.0
## 299 2014-11-01 total10.USWHSCHG 7.0
## 300 2014-12-01 total10.USWHSCHG 1.6
## 301 2015-01-01 total10.USWHSCHG 8.8
## 302 2015-02-01 total10.USWHSCHG 11.3
## 303 2015-03-01 total10.USWHSCHG 6.1
## 304 2015-04-01 total10.USWHSCHG 5.8
## 305 2015-05-01 total10.USWHSCHG 7.8
## 306 2015-06-01 total10.USWHSCHG 11.7
## 307 2015-07-01 total10.USWHSCHG 11.7
## 308 2015-08-01 total10.USWHSCHG 6.3
## 309 2015-09-01 total10.USWHSCHG 7.4
## 310 2015-10-01 total10.USWHSCHG 10.1
## 311 2015-11-01 total10.USWHSCHG 7.0
## 312 2015-12-01 total10.USWHSCHG 10.5
## 313 2016-01-01 total10.USWHSCHG 8.4
## 314 2016-02-01 total10.USWHSCHG 6.5
## 315 2016-03-01 total10.USWHSCHG 7.9
## 316 2016-04-01 total10.USWHSCHG 9.7
## 317 2016-05-01 total10.USWHSCHG 7.4
## 318 2016-06-01 total10.USWHSCHG 6.2
## 319 2016-07-01 total10.USWHSCHG 8.1
## 320 2016-08-01 total10.USWHSCHG 6.3
## 321 2016-09-01 total10.USWHSCHG 7.8
## 322 2016-10-01 total10.USWHSCHG 6.2
## 323 2016-11-01 total10.USWHSCHG 8.0
## 324 2016-12-01 total10.USWHSCHG 9.7
## 325 2017-01-01 total10.USWHSCHG 6.3
## 326 2017-02-01 total10.USWHSCHG 2.9
## 327 2017-03-01 total10.USWHSCHG 5.0
## 328 2017-04-01 total10.USWHSCHG 10.4
## 329 2017-05-01 total10.USWHSCHG 8.7
## 330 2017-06-01 total10.USWHSCHG 12.3
## 331 2017-07-01 total10.USWHSCHG 6.8
## 332 2017-08-01 total10.USWHSCHG 11.8
## 333 2017-09-01 total10.USWHSCHG 8.4
## 334 2017-10-01 total10.USWHSCHG 14.8
## 335 2017-11-01 total10.USWHSCHG 16.9
## 336 2017-12-01 total10.USWHSCHG 8.0
## 337 2018-01-01 total10.USWHSCHG 9.0
## 338 2018-02-01 total10.USWHSCHG 11.5
## 339 2018-03-01 total10.USWHSCHG 12.8
## 340 2018-04-01 total10.USWHSCHG 4.1
## 341 2018-05-01 total10.USWHSCHG 9.2
## 342 2018-06-01 total10.USWHSCHG 2.9
## 343 2018-07-01 total10.USWHSCHG 1.1
## 344 2018-08-01 total10.USWHSCHG 8.5
## 345 2018-09-01 total10.USWHSCHG 10.3
## 346 2018-10-01 total10.USWHSCHG 12.3
## 347 2018-11-01 total10.USWHSCHG 3.1
## 348 2018-12-01 total10.USWHSCHG -4.7
## 349 2019-01-01 total10.USWHSCHG 11.3
## 350 2019-02-01 total10.USWHSCHG 3.7
## 351 2019-03-01 total10.USWHSCHG 1.0
## 352 2019-04-01 total10.USWHSCHG 2.5
## 353 2019-05-01 total10.USWHSCHG 0.9
## 354 2019-06-01 total10.USWHSCHG 1.5
## 355 2019-07-01 total10.USWHSCHG 2.6
## 356 2019-08-01 total10.USWHSCHG 0.3
## 357 2019-09-01 total10.USWHSCHG 2.7
## 358 2019-10-01 total10.USWHSCHG -1.6
## 359 2019-11-01 total10.USWHSCHG 1.0
## 360 2019-12-01 total10.USWHSCHG -0.6
## 361 2020-01-01 total10.USWHSCHG 8.4
## 362 2020-02-01 total10.USWHSCHG 7.4
## 363 2020-03-01 total10.USWHSCHG 8.8
## 364 2020-04-01 total10.USWHSCHG -95.2
## 365 2020-05-01 total10.USWHSCHG 12.6
## 366 2020-06-01 total10.USWHSCHG 59.4
## 367 2020-07-01 total10.USWHSCHG -6.2
## 368 2020-08-01 total10.USWHSCHG 37.0
## 369 2020-09-01 total10.USWHSCHG 15.8
## 370 2020-10-01 total10.USWHSCHG 28.1
## 372 1990-02-01 total10.USFANDBCHG -2.5
## 373 1990-03-01 total10.USFANDBCHG 3.4
## 374 1990-04-01 total10.USFANDBCHG -12.5
## 375 1990-05-01 total10.USFANDBCHG -25.6
## 376 1990-06-01 total10.USFANDBCHG 29.2
## 377 1990-07-01 total10.USFANDBCHG 22.3
## 378 1990-08-01 total10.USFANDBCHG 7.6
## 379 1990-09-01 total10.USFANDBCHG 7.0
## 380 1990-10-01 total10.USFANDBCHG -40.9
## 381 1990-11-01 total10.USFANDBCHG 10.4
## 382 1990-12-01 total10.USFANDBCHG 8.5
## 383 1991-01-01 total10.USFANDBCHG -36.7
## 384 1991-02-01 total10.USFANDBCHG -6.3
## 385 1991-03-01 total10.USFANDBCHG 2.2
## 386 1991-04-01 total10.USFANDBCHG -14.9
## 387 1991-05-01 total10.USFANDBCHG -12.4
## 388 1991-06-01 total10.USFANDBCHG 25.6
## 389 1991-07-01 total10.USFANDBCHG -16.1
## 390 1991-08-01 total10.USFANDBCHG 7.0
## 391 1991-09-01 total10.USFANDBCHG 19.6
## 392 1991-10-01 total10.USFANDBCHG -1.0
## 393 1991-11-01 total10.USFANDBCHG 12.7
## 394 1991-12-01 total10.USFANDBCHG 12.3
## 395 1992-01-01 total10.USFANDBCHG 30.5
## 396 1992-02-01 total10.USFANDBCHG 1.3
## 397 1992-03-01 total10.USFANDBCHG -4.7
## 398 1992-04-01 total10.USFANDBCHG 33.5
## 399 1992-05-01 total10.USFANDBCHG 15.8
## 400 1992-06-01 total10.USFANDBCHG 0.0
## 401 1992-07-01 total10.USFANDBCHG 27.5
## 402 1992-08-01 total10.USFANDBCHG 12.2
## 403 1992-09-01 total10.USFANDBCHG 17.3
## 404 1992-10-01 total10.USFANDBCHG 58.4
## 405 1992-11-01 total10.USFANDBCHG 5.7
## 406 1992-12-01 total10.USFANDBCHG -7.4
## 407 1993-01-01 total10.USFANDBCHG 13.6
## 408 1993-02-01 total10.USFANDBCHG 25.5
## 409 1993-03-01 total10.USFANDBCHG -49.1
## 410 1993-04-01 total10.USFANDBCHG 82.3
## 411 1993-05-01 total10.USFANDBCHG 29.7
## 412 1993-06-01 total10.USFANDBCHG 14.1
## 413 1993-07-01 total10.USFANDBCHG 13.5
## 414 1993-08-01 total10.USFANDBCHG 27.0
## 415 1993-09-01 total10.USFANDBCHG 14.2
## 416 1993-10-01 total10.USFANDBCHG 42.5
## 417 1993-11-01 total10.USFANDBCHG 3.3
## 418 1993-12-01 total10.USFANDBCHG 41.6
## 419 1994-01-01 total10.USFANDBCHG 23.6
## 420 1994-02-01 total10.USFANDBCHG 5.8
## 421 1994-03-01 total10.USFANDBCHG 21.2
## 422 1994-04-01 total10.USFANDBCHG 38.7
## 423 1994-05-01 total10.USFANDBCHG 5.6
## 424 1994-06-01 total10.USFANDBCHG 9.5
## 425 1994-07-01 total10.USFANDBCHG 23.5
## 426 1994-08-01 total10.USFANDBCHG 16.6
## 427 1994-09-01 total10.USFANDBCHG 17.1
## 428 1994-10-01 total10.USFANDBCHG 20.8
## 429 1994-11-01 total10.USFANDBCHG 29.6
## 430 1994-12-01 total10.USFANDBCHG 30.1
## 431 1995-01-01 total10.USFANDBCHG 65.2
## 432 1995-02-01 total10.USFANDBCHG 10.9
## 433 1995-03-01 total10.USFANDBCHG 20.1
## 434 1995-04-01 total10.USFANDBCHG 19.0
## 435 1995-05-01 total10.USFANDBCHG 7.4
## 436 1995-06-01 total10.USFANDBCHG 36.9
## 437 1995-07-01 total10.USFANDBCHG 25.1
## 438 1995-08-01 total10.USFANDBCHG 16.0
## 439 1995-09-01 total10.USFANDBCHG 22.1
## 440 1995-10-01 total10.USFANDBCHG -20.5
## 441 1995-11-01 total10.USFANDBCHG 28.2
## 442 1995-12-01 total10.USFANDBCHG 12.8
## 443 1996-01-01 total10.USFANDBCHG 4.2
## 444 1996-02-01 total10.USFANDBCHG 6.9
## 445 1996-03-01 total10.USFANDBCHG 29.9
## 446 1996-04-01 total10.USFANDBCHG 9.4
## 447 1996-05-01 total10.USFANDBCHG 19.2
## 448 1996-06-01 total10.USFANDBCHG 5.4
## 449 1996-07-01 total10.USFANDBCHG 21.6
## 450 1996-08-01 total10.USFANDBCHG 12.4
## 451 1996-09-01 total10.USFANDBCHG 3.9
## 452 1996-10-01 total10.USFANDBCHG 17.2
## 453 1996-11-01 total10.USFANDBCHG 20.6
## 454 1996-12-01 total10.USFANDBCHG 7.2
## 455 1997-01-01 total10.USFANDBCHG 11.6
## 456 1997-02-01 total10.USFANDBCHG 12.8
## 457 1997-03-01 total10.USFANDBCHG 10.9
## 458 1997-04-01 total10.USFANDBCHG 5.8
## 459 1997-05-01 total10.USFANDBCHG 14.8
## 460 1997-06-01 total10.USFANDBCHG 9.4
## 461 1997-07-01 total10.USFANDBCHG -17.1
## 462 1997-08-01 total10.USFANDBCHG 24.0
## 463 1997-09-01 total10.USFANDBCHG 22.1
## 464 1997-10-01 total10.USFANDBCHG -13.5
## 465 1997-11-01 total10.USFANDBCHG 17.6
## 466 1997-12-01 total10.USFANDBCHG 1.2
## 467 1998-01-01 total10.USFANDBCHG 13.0
## 468 1998-02-01 total10.USFANDBCHG 17.3
## 469 1998-03-01 total10.USFANDBCHG 7.5
## 470 1998-04-01 total10.USFANDBCHG 6.3
## 471 1998-05-01 total10.USFANDBCHG 38.2
## 472 1998-06-01 total10.USFANDBCHG 0.8
## 473 1998-07-01 total10.USFANDBCHG 6.3
## 474 1998-08-01 total10.USFANDBCHG 15.6
## 475 1998-09-01 total10.USFANDBCHG 17.2
## 476 1998-10-01 total10.USFANDBCHG -10.4
## 477 1998-11-01 total10.USFANDBCHG 24.9
## 478 1998-12-01 total10.USFANDBCHG 25.6
## 479 1999-01-01 total10.USFANDBCHG 8.0
## 480 1999-02-01 total10.USFANDBCHG 37.6
## 481 1999-03-01 total10.USFANDBCHG 5.7
## 482 1999-04-01 total10.USFANDBCHG 27.9
## 483 1999-05-01 total10.USFANDBCHG 19.6
## 484 1999-06-01 total10.USFANDBCHG 18.2
## 485 1999-07-01 total10.USFANDBCHG -1.9
## 486 1999-08-01 total10.USFANDBCHG 3.4
## 487 1999-09-01 total10.USFANDBCHG 2.9
## 488 1999-10-01 total10.USFANDBCHG 47.6
## 489 1999-11-01 total10.USFANDBCHG 26.2
## 490 1999-12-01 total10.USFANDBCHG 28.1
## 491 2000-01-01 total10.USFANDBCHG 1.5
## 492 2000-02-01 total10.USFANDBCHG 10.2
## 493 2000-03-01 total10.USFANDBCHG 38.8
## 494 2000-04-01 total10.USFANDBCHG 5.8
## 495 2000-05-01 total10.USFANDBCHG -7.9
## 496 2000-06-01 total10.USFANDBCHG 12.1
## 497 2000-07-01 total10.USFANDBCHG 13.8
## 498 2000-08-01 total10.USFANDBCHG 29.9
## 499 2000-09-01 total10.USFANDBCHG 23.1
## 500 2000-10-01 total10.USFANDBCHG -66.6
## 501 2000-11-01 total10.USFANDBCHG 68.6
## 502 2000-12-01 total10.USFANDBCHG 39.8
## 503 2001-01-01 total10.USFANDBCHG -0.2
## 504 2001-02-01 total10.USFANDBCHG 23.2
## 505 2001-03-01 total10.USFANDBCHG -1.6
## 506 2001-04-01 total10.USFANDBCHG 23.1
## 507 2001-05-01 total10.USFANDBCHG 26.3
## 508 2001-06-01 total10.USFANDBCHG 20.7
## 509 2001-07-01 total10.USFANDBCHG 28.1
## 510 2001-08-01 total10.USFANDBCHG -8.9
## 511 2001-09-01 total10.USFANDBCHG -6.2
## 512 2001-10-01 total10.USFANDBCHG -9.9
## 513 2001-11-01 total10.USFANDBCHG 5.6
## 514 2001-12-01 total10.USFANDBCHG -0.9
## 515 2002-01-01 total10.USFANDBCHG 38.9
## 516 2002-02-01 total10.USFANDBCHG -35.7
## 517 2002-03-01 total10.USFANDBCHG 1.5
## 518 2002-04-01 total10.USFANDBCHG -11.3
## 519 2002-05-01 total10.USFANDBCHG 13.5
## 520 2002-06-01 total10.USFANDBCHG -12.6
## 521 2002-07-01 total10.USFANDBCHG 43.5
## 522 2002-08-01 total10.USFANDBCHG 12.8
## 523 2002-09-01 total10.USFANDBCHG 5.9
## 524 2002-10-01 total10.USFANDBCHG 41.1
## 525 2002-11-01 total10.USFANDBCHG 12.5
## 526 2002-12-01 total10.USFANDBCHG -8.4
## 527 2003-01-01 total10.USFANDBCHG 46.5
## 528 2003-02-01 total10.USFANDBCHG -19.3
## 529 2003-03-01 total10.USFANDBCHG 2.9
## 530 2003-04-01 total10.USFANDBCHG 17.8
## 531 2003-05-01 total10.USFANDBCHG 3.3
## 532 2003-06-01 total10.USFANDBCHG 15.7
## 533 2003-07-01 total10.USFANDBCHG 5.9
## 534 2003-08-01 total10.USFANDBCHG 33.2
## 535 2003-09-01 total10.USFANDBCHG 46.9
## 536 2003-10-01 total10.USFANDBCHG 42.1
## 537 2003-11-01 total10.USFANDBCHG 11.9
## 538 2003-12-01 total10.USFANDBCHG 21.4
## 539 2004-01-01 total10.USFANDBCHG 25.0
## 540 2004-02-01 total10.USFANDBCHG 15.5
## 541 2004-03-01 total10.USFANDBCHG 41.5
## 542 2004-04-01 total10.USFANDBCHG 22.0
## 543 2004-05-01 total10.USFANDBCHG 24.0
## 544 2004-06-01 total10.USFANDBCHG 11.2
## 545 2004-07-01 total10.USFANDBCHG 5.7
## 546 2004-08-01 total10.USFANDBCHG -6.5
## 547 2004-09-01 total10.USFANDBCHG 46.7
## 548 2004-10-01 total10.USFANDBCHG 32.2
## 549 2004-11-01 total10.USFANDBCHG 18.0
## 550 2004-12-01 total10.USFANDBCHG 22.4
## 551 2005-01-01 total10.USFANDBCHG 28.5
## 552 2005-02-01 total10.USFANDBCHG 28.5
## 553 2005-03-01 total10.USFANDBCHG 24.6
## 554 2005-04-01 total10.USFANDBCHG 49.6
## 555 2005-05-01 total10.USFANDBCHG -12.7
## 556 2005-06-01 total10.USFANDBCHG 24.3
## 557 2005-07-01 total10.USFANDBCHG 22.4
## 558 2005-08-01 total10.USFANDBCHG 9.5
## 559 2005-09-01 total10.USFANDBCHG -16.1
## 560 2005-10-01 total10.USFANDBCHG -10.5
## 561 2005-11-01 total10.USFANDBCHG 34.5
## 562 2005-12-01 total10.USFANDBCHG 29.8
## 563 2006-01-01 total10.USFANDBCHG 42.9
## 564 2006-02-01 total10.USFANDBCHG 28.1
## 565 2006-03-01 total10.USFANDBCHG 50.8
## 566 2006-04-01 total10.USFANDBCHG 22.9
## 567 2006-05-01 total10.USFANDBCHG -17.5
## 568 2006-06-01 total10.USFANDBCHG 7.8
## 569 2006-07-01 total10.USFANDBCHG 38.2
## 570 2006-08-01 total10.USFANDBCHG 18.2
## 571 2006-09-01 total10.USFANDBCHG -2.5
## 572 2006-10-01 total10.USFANDBCHG 28.2
## 573 2006-11-01 total10.USFANDBCHG 52.1
## 574 2006-12-01 total10.USFANDBCHG 26.3
## 575 2007-01-01 total10.USFANDBCHG 39.2
## 576 2007-02-01 total10.USFANDBCHG 15.3
## 577 2007-03-01 total10.USFANDBCHG 3.0
## 578 2007-04-01 total10.USFANDBCHG 16.4
## 579 2007-05-01 total10.USFANDBCHG 20.3
## 580 2007-06-01 total10.USFANDBCHG 11.9
## 581 2007-07-01 total10.USFANDBCHG 9.2
## 582 2007-08-01 total10.USFANDBCHG 8.7
## 583 2007-09-01 total10.USFANDBCHG 18.3
## 584 2007-10-01 total10.USFANDBCHG 16.5
## 585 2007-11-01 total10.USFANDBCHG 21.3
## 586 2007-12-01 total10.USFANDBCHG 14.8
## 587 2008-01-01 total10.USFANDBCHG -11.0
## 588 2008-02-01 total10.USFANDBCHG -3.2
## 589 2008-03-01 total10.USFANDBCHG -10.9
## 590 2008-04-01 total10.USFANDBCHG -15.5
## 591 2008-05-01 total10.USFANDBCHG -4.6
## 592 2008-06-01 total10.USFANDBCHG -5.6
## 593 2008-07-01 total10.USFANDBCHG 6.1
## 594 2008-08-01 total10.USFANDBCHG -23.4
## 595 2008-09-01 total10.USFANDBCHG -32.2
## 596 2008-10-01 total10.USFANDBCHG -25.5
## 597 2008-11-01 total10.USFANDBCHG -33.0
## 598 2008-12-01 total10.USFANDBCHG -30.0
## 599 2009-01-01 total10.USFANDBCHG -21.9
## 600 2009-02-01 total10.USFANDBCHG -14.2
## 601 2009-03-01 total10.USFANDBCHG -28.7
## 602 2009-04-01 total10.USFANDBCHG -31.7
## 603 2009-05-01 total10.USFANDBCHG 38.2
## 604 2009-06-01 total10.USFANDBCHG 7.4
## 605 2009-07-01 total10.USFANDBCHG -2.3
## 606 2009-08-01 total10.USFANDBCHG -33.0
## 607 2009-09-01 total10.USFANDBCHG -30.4
## 608 2009-10-01 total10.USFANDBCHG -23.6
## 609 2009-11-01 total10.USFANDBCHG -10.5
## 610 2009-12-01 total10.USFANDBCHG -29.0
## 611 2010-01-01 total10.USFANDBCHG -5.9
## 612 2010-02-01 total10.USFANDBCHG -4.4
## 613 2010-03-01 total10.USFANDBCHG 17.5
## 614 2010-04-01 total10.USFANDBCHG 11.1
## 615 2010-05-01 total10.USFANDBCHG 18.1
## 616 2010-06-01 total10.USFANDBCHG 11.8
## 617 2010-07-01 total10.USFANDBCHG 5.9
## 618 2010-08-01 total10.USFANDBCHG 21.2
## 619 2010-09-01 total10.USFANDBCHG 51.0
## 620 2010-10-01 total10.USFANDBCHG 21.4
## 621 2010-11-01 total10.USFANDBCHG 3.3
## 622 2010-12-01 total10.USFANDBCHG 23.8
## 623 2011-01-01 total10.USFANDBCHG 2.8
## 624 2011-02-01 total10.USFANDBCHG 27.6
## 625 2011-03-01 total10.USFANDBCHG 41.1
## 626 2011-04-01 total10.USFANDBCHG 32.8
## 627 2011-05-01 total10.USFANDBCHG 15.9
## 628 2011-06-01 total10.USFANDBCHG 19.3
## 629 2011-07-01 total10.USFANDBCHG 8.1
## 630 2011-08-01 total10.USFANDBCHG 26.3
## 631 2011-09-01 total10.USFANDBCHG 37.4
## 632 2011-10-01 total10.USFANDBCHG 30.1
## 633 2011-11-01 total10.USFANDBCHG 46.8
## 634 2011-12-01 total10.USFANDBCHG 23.7
## 635 2012-01-01 total10.USFANDBCHG 42.8
## 636 2012-02-01 total10.USFANDBCHG 31.0
## 637 2012-03-01 total10.USFANDBCHG 50.5
## 638 2012-04-01 total10.USFANDBCHG 8.6
## 639 2012-05-01 total10.USFANDBCHG 2.7
## 640 2012-06-01 total10.USFANDBCHG -0.1
## 641 2012-07-01 total10.USFANDBCHG 26.0
## 642 2012-08-01 total10.USFANDBCHG 50.0
## 643 2012-09-01 total10.USFANDBCHG 59.9
## 644 2012-10-01 total10.USFANDBCHG 7.5
## 645 2012-11-01 total10.USFANDBCHG 15.4
## 646 2012-12-01 total10.USFANDBCHG 58.2
## 647 2013-01-01 total10.USFANDBCHG 40.8
## 648 2013-02-01 total10.USFANDBCHG 35.2
## 649 2013-03-01 total10.USFANDBCHG 18.0
## 650 2013-04-01 total10.USFANDBCHG 38.0
## 651 2013-05-01 total10.USFANDBCHG 40.9
## 652 2013-06-01 total10.USFANDBCHG 35.8
## 653 2013-07-01 total10.USFANDBCHG 48.1
## 654 2013-08-01 total10.USFANDBCHG 28.6
## 655 2013-09-01 total10.USFANDBCHG 14.0
## 656 2013-10-01 total10.USFANDBCHG 25.0
## 657 2013-11-01 total10.USFANDBCHG 30.5
## 658 2013-12-01 total10.USFANDBCHG 9.0
## 659 2014-01-01 total10.USFANDBCHG 24.4
## 660 2014-02-01 total10.USFANDBCHG 11.7
## 661 2014-03-01 total10.USFANDBCHG 56.8
## 662 2014-04-01 total10.USFANDBCHG 37.7
## 663 2014-05-01 total10.USFANDBCHG 33.1
## 664 2014-06-01 total10.USFANDBCHG 26.2
## 665 2014-07-01 total10.USFANDBCHG 11.9
## 666 2014-08-01 total10.USFANDBCHG 22.6
## 667 2014-09-01 total10.USFANDBCHG 29.7
## 668 2014-10-01 total10.USFANDBCHG 26.9
## 669 2014-11-01 total10.USFANDBCHG 31.2
## 670 2014-12-01 total10.USFANDBCHG 35.0
## 671 2015-01-01 total10.USFANDBCHG 19.3
## 672 2015-02-01 total10.USFANDBCHG 50.3
## 673 2015-03-01 total10.USFANDBCHG 5.7
## 674 2015-04-01 total10.USFANDBCHG 35.4
## 675 2015-05-01 total10.USFANDBCHG 34.3
## 676 2015-06-01 total10.USFANDBCHG 37.9
## 677 2015-07-01 total10.USFANDBCHG 46.8
## 678 2015-08-01 total10.USFANDBCHG 26.3
## 679 2015-09-01 total10.USFANDBCHG 45.8
## 680 2015-10-01 total10.USFANDBCHG 44.5
## 681 2015-11-01 total10.USFANDBCHG 36.3
## 682 2015-12-01 total10.USFANDBCHG 33.9
## 683 2016-01-01 total10.USFANDBCHG 35.8
## 684 2016-02-01 total10.USFANDBCHG 34.6
## 685 2016-03-01 total10.USFANDBCHG 25.0
## 686 2016-04-01 total10.USFANDBCHG 13.6
## 687 2016-05-01 total10.USFANDBCHG 25.1
## 688 2016-06-01 total10.USFANDBCHG 23.4
## 689 2016-07-01 total10.USFANDBCHG 15.0
## 690 2016-08-01 total10.USFANDBCHG 38.3
## 691 2016-09-01 total10.USFANDBCHG 39.6
## 692 2016-10-01 total10.USFANDBCHG 17.6
## 693 2016-11-01 total10.USFANDBCHG 16.5
## 694 2016-12-01 total10.USFANDBCHG 20.8
## 695 2017-01-01 total10.USFANDBCHG 25.7
## 696 2017-02-01 total10.USFANDBCHG 19.1
## 697 2017-03-01 total10.USFANDBCHG 27.3
## 698 2017-04-01 total10.USFANDBCHG 17.0
## 699 2017-05-01 total10.USFANDBCHG 28.1
## 700 2017-06-01 total10.USFANDBCHG 16.3
## 701 2017-07-01 total10.USFANDBCHG 63.1
## 702 2017-08-01 total10.USFANDBCHG 3.0
## 703 2017-09-01 total10.USFANDBCHG -52.8
## 704 2017-10-01 total10.USFANDBCHG 63.2
## 705 2017-11-01 total10.USFANDBCHG 12.2
## 706 2017-12-01 total10.USFANDBCHG 8.3
## 707 2018-01-01 total10.USFANDBCHG 10.4
## 708 2018-02-01 total10.USFANDBCHG 23.2
## 709 2018-03-01 total10.USFANDBCHG 1.1
## 710 2018-04-01 total10.USFANDBCHG -7.4
## 711 2018-05-01 total10.USFANDBCHG 27.5
## 712 2018-06-01 total10.USFANDBCHG 25.4
## 713 2018-07-01 total10.USFANDBCHG 29.5
## 714 2018-08-01 total10.USFANDBCHG -7.3
## 715 2018-09-01 total10.USFANDBCHG -20.7
## 716 2018-10-01 total10.USFANDBCHG 12.8
## 717 2018-11-01 total10.USFANDBCHG 17.1
## 718 2018-12-01 total10.USFANDBCHG 34.3
## 719 2019-01-01 total10.USFANDBCHG 52.1
## 720 2019-02-01 total10.USFANDBCHG -21.6
## 721 2019-03-01 total10.USFANDBCHG 15.6
## 722 2019-04-01 total10.USFANDBCHG 19.7
## 723 2019-05-01 total10.USFANDBCHG 5.8
## 724 2019-06-01 total10.USFANDBCHG 1.6
## 725 2019-07-01 total10.USFANDBCHG 9.4
## 726 2019-08-01 total10.USFANDBCHG 33.9
## 727 2019-09-01 total10.USFANDBCHG 43.8
## 728 2019-10-01 total10.USFANDBCHG 48.1
## 729 2019-11-01 total10.USFANDBCHG 22.6
## 730 2019-12-01 total10.USFANDBCHG 19.3
## 731 2020-01-01 total10.USFANDBCHG 29.0
## 732 2020-02-01 total10.USFANDBCHG 70.8
## 733 2020-03-01 total10.USFANDBCHG -633.2
## 734 2020-04-01 total10.USFANDBCHG -5442.8
## 735 2020-05-01 total10.USFANDBCHG 1461.2
## 736 2020-06-01 total10.USFANDBCHG 1467.9
## 737 2020-07-01 total10.USFANDBCHG 524.3
## 738 2020-08-01 total10.USFANDBCHG 99.6
## 739 2020-09-01 total10.USFANDBCHG 232.5
## 740 2020-10-01 total10.USFANDBCHG 192.2visualizeall3 <- dummy_clean3 %>% group_by(Category)
plotall3 <- ggplot(data = visualizeall3, aes(x = DATE, y = Value)) + geom_line(aes(color = factor(Category), group = Category))
require(gridExtra)
grid.arrange(plotall2, plotall3, ncol=1)
Part II Conclusion:
Using statistical analysis and graphs to visualize the input data series leads us to the conclusion that the input data for manufacturing, US professional and business services, retail trade and food service and drinking places employment is platykurtic (thin tailed) as depicted by histograms, the Q-Q plots, the skewness and kurtosis. Of the 4 data series, manufacturing employment has a slight left skew as depicted by the negative reading and the histogram (indicates the mean of the data values is less than the median) while professional and business services had a slight right skew.
On the other hand, warehouse employment is leptokurtic (fat-tailed), intuitively perhaps this explains the structural change in employment trends in this industry which took off in the last cycle, breaking trend with historical performance in the industry. It also has a strong right skew as depicted by the histogram and the excess skewness reading of 1.2.
At first glance although job losses in the Retail trade industry were horrendous with 2.4 million job losses, by the end of October 79% of these lost jobs were gained. In contrast, of the 1.4 million manufacturing jobs lost, only 55% of these jobs were gained and similarly of the 2.3 million professional and business service jobs lost, only 50% were gained. While some retail brick-and-mortar stores permanently shuttered, others opened with social distancing precautions in place potentially explaining the higher share of job gains in the Retail Trade industry. In contrast, the manufacturing sector has witnessed a secular decline in employment since the late 70’s and it can be argued that some of the manufacturing firms that shuttered during the lockdowns did not open doors again and any future recovery in manufacturing employment will be gradual. Likewise, while at first glance it may appear surprising that there were job losses in white-collar professional & business services, a closer look shows that the P&BS category includes 3 NAICS codes - Professional, Scientific, and Technical Services, Management of Companies and Enterprises and a third NAICS category of Administrative and Support and Waste Management and Remediation Services. It is this category that reported job losses as several administrative jobs were eliminated due to remote working and this has been reported by BLS.
On the bright side of things, we see that the Warehouse sector more than gained its share of job losses, the sector reported a whopping 169% employment gain since the lockdowns ended. As consumers shifted their consumption online, there was an increasing need for warehouse workers to ship goods for orders placed online. The hard data thus validates the anecdotal announcements by Amazon, Target, Walmart and other retailers of their hiring plans for warehouse workers.
Lastly, we take a look at the Food services & drinking places sector, with several restaurants shuttered during the lock downs, waitstaff were layed off but as the economy opened up, several of these lost jobs were then gained at a respectable 65% share.
Part III: Did less-educated workers suffer greater employment losses than more educated workers during the initial lockdowns?
Here specifically, I’ll consider whether education played a role in the disproportionate loss of jobs during the pandemic. To analyze this trend, I’ll compare job losses for employees with an education level equaling high school or less than high school with job losses for employees with a bachelor’s degree or perhaps some college education.
##Include one statistical analysis and at least one graphic that describes or validates the data
##Here I check if each of the input data series is a normal distribution by checking the histogram, the Q-Q plot and the Shapiro test which is a widely used test of normality
par(mfrow=c(2,2))
hist(dfbach$USBACH, 100, col="black")
qqnorm(dfbach$USBACH); qqline(dfbach$USBACH, col = 2)
shapiro.test(dfbach$USBACH)##
## Shapiro-Wilk normality test
##
## data: dfbach$USBACH
## W = 0.96541, p-value = 2.587e-07kurtosis(dfbach$USBACH)## [1] -0.9269381skewness(dfbach$USBACH)## [1] 0.2017112hist(dfcoll$USCOLL, 100, col="black")
qqnorm(dfcoll$USCOLL); qqline(dfcoll$USCOLL, col = 2)
shapiro.test(dfcoll$USCOLL)##
## Shapiro-Wilk normality test
##
## data: dfcoll$USCOLL
## W = 0.93021, p-value = 1.203e-11kurtosis(dfcoll$USCOLL)## [1] 0.09551355skewness(dfcoll$USCOLL)## [1] -0.8306899hist(dfhigh$USHIGH, 100, col="black")
qqnorm(dfhigh$USHIGH); qqline(dfhigh$USHIGH, col = 2)
shapiro.test(dfhigh$USHIGH)##
## Shapiro-Wilk normality test
##
## data: dfhigh$USHIGH
## W = 0.89464, p-value = 9.866e-15kurtosis(dfhigh$USHIGH)## [1] 5.285223skewness(dfhigh$USHIGH)## [1] -1.462707hist(dfnhigh$USNHIGH, 100, col="black")
qqnorm(dfnhigh$USNHIGH); qqline(dfnhigh$USNHIGH, col = 2)
shapiro.test(dfnhigh$USNHIGH)##
## Shapiro-Wilk normality test
##
## data: dfnhigh$USNHIGH
## W = 0.89441, p-value = 9.479e-15kurtosis(dfnhigh$USNHIGH)## [1] 1.650643skewness(dfnhigh$USNHIGH)## [1] -1.027137#Calculate the difference in employment for bachelor degree holders
dfbach$change <- with(dfbach, c(NA, diff(USBACH))); head(dfbach)## DATE USBACH change
## 1 1/1/1992 26776 NA
## 2 2/1/1992 26818 42
## 3 3/1/1992 26954 136
## 4 4/1/1992 27097 143
## 5 5/1/1992 27203 106
## 6 6/1/1992 27344 141#Calculate the difference in employment for employees with some college
dfcoll$change <- with(dfcoll, c(NA, diff(USCOLL))); head(dfcoll)## DATE USCOLL change
## 1 1/1/1992 24962 NA
## 2 2/1/1992 24940 -22
## 3 3/1/1992 25058 118
## 4 4/1/1992 25219 161
## 5 5/1/1992 25401 182
## 6 6/1/1992 25483 82#Calculate the difference in employment for employees with only high school diploma
dfhigh$change <- with(dfhigh, c(NA, diff(USHIGH))); head(dfhigh)## DATE USHIGH change
## 1 1/1/1992 35237 NA
## 2 2/1/1992 35446 209
## 3 3/1/1992 35531 85
## 4 4/1/1992 35547 16
## 5 5/1/1992 35372 -175
## 6 6/1/1992 35296 -76#Calculate the difference in employment for employees with no high school education
dfnhigh$change <- with(dfnhigh, c(NA, diff(USNHIGH))); head(dfnhigh) ## DATE USNHIGH change
## 1 1/1/1992 12266 NA
## 2 2/1/1992 12087 -179
## 3 3/1/1992 12002 -85
## 4 4/1/1992 11952 -50
## 5 5/1/1992 11850 -102
## 6 6/1/1992 11974 124#Create a new data frame with the three difference columns calculate above
total20 <- data.frame(dfbach, dfcoll, dfhigh, dfnhigh)
#All the difference columns are named change, so rename to more recognizable column names
total21 <- rename(total20, USBACHCHG = "change", USCOLLCHG = "change.1", USHIGHCHG = "change.2", USNHIGHCHG = "change.3")
#Use lubridate to change the class of the date variable from factor to DATE
total22 <- data.frame(mdy(total21$DATE), total21$USBACHCHG, total21$USCOLLCHG, total21$USHIGHCHG, total21$USNHIGHCHG)
#Rename the converted DATE column
total23 <- rename(total22, DATE = "mdy.total21.DATE.")
#Retain only workers with Bachelor's degree for plotting employment gains and losses
total24 <- total23[c(-3 : -5)]
#Calculate the sum of job losses during the pandemic and job gains since May
visualize26 <- total24 %>% filter(DATE >= "2020-03-01" & DATE <="2020-04-01") %>%
summarise(sum1 = sum(total21.USBACHCHG));visualize26 ## sum1
## 1 -3652visualize27 <- total24 %>% filter(DATE >= "2020-05-01") %>%
summarise(sum2 = sum(total21.USBACHCHG)); visualize27## sum2
## 1 1896#Calculate percentage of job gains in the recovery
visualize28 <- (visualize27 / visualize26) *100; visualize28## sum2
## 1 -51.91676#Plot line graph separately as it is difficult to see lines otherwise because of differing scales
plot9 <- ggplot(data = total24, aes(x = DATE, y = total21.USBACHCHG, label = total21.USBACHCHG)) +
geom_line(size = 1.05) + theme_minimal()+ scale_x_date(date_breaks = "12 years", date_labels = "%Y") + scale_y_continuous(sec.axis = dup_axis()) +
theme(legend.position="none",
plot.caption=element_text(hjust=0),
plot.subtitle=element_text(size=6, face="italic"),
plot.title=element_text(size=8,face="bold"),
axis.title.x = element_text(size = 6),
axis.title.y = element_text(size = 6)) +
labs(x = "", y="", title = "Total Job Gains/Losses for Workers' with Bachelor's Degrees, \n 52% of jobs lost during the lockdowns \n have been gained since May", subtitle = "in thousands (seasonally adjusted)",
caption = "Source: FRED")
#Retain only workers with college degree for plotting employment gains and losses
total25 <- total23[c(-2, -4, -5)]
#Calculate the sum of job losses during the pandemic and job gains since May
visualize29 <- total25 %>% filter(DATE >= "2020-03-01" & DATE <="2020-04-01") %>%
summarise(sum1 = sum(total21.USCOLLCHG));visualize29 ## sum1
## 1 -5724visualize30 <- total25 %>% filter(DATE >= "2020-05-01") %>%
summarise(sum2 = sum(total21.USCOLLCHG)); visualize30## sum2
## 1 2987#Calculate percentage of job gains in the recovery
visualize31 <- (visualize30 / visualize29) *100; visualize31## sum2
## 1 -52.18379#Plot line graph separately as it is difficult to see lines otherwise because of differing scales
plot10 <- ggplot(data = total25, aes(x = DATE, y = total21.USCOLLCHG, label = total21.USCOLLCHG)) +
geom_line(size = 1.05) + theme_minimal()+ scale_x_date(date_breaks = "12 years", date_labels = "%Y") + scale_y_continuous(sec.axis = dup_axis()) +
theme(legend.position="none",
plot.caption=element_text(hjust=0),
plot.subtitle=element_text(size=6, face="italic"),
plot.title=element_text(size=8,face="bold"),
axis.title.x = element_text(size = 6),
axis.title.y = element_text(size = 6)) +
labs(x = "", y="", title = "Total Job Gains/Losses for Workers' with some \n college education, 52% of jobs lost during the \n lockdowns have been gained since May", subtitle = "in thousands (seasonally adjusted)",
caption = "Source: FRED")
#Retain only workers with high school diploma for plotting employment gains and losses
total26 <- total23[c(-2, -3, -5)]
#Calculate the sum of job losses during the pandemic and job gains since May
visualize32 <- total26 %>% filter(DATE >= "2020-03-01" & DATE <="2020-04-01") %>%
summarise(sum1 = sum(total21.USHIGHCHG));visualize32 ## sum1
## 1 -7481visualize33 <- total26 %>% filter(DATE >= "2020-05-01") %>%
summarise(sum2 = sum(total21.USHIGHCHG)); visualize33## sum2
## 1 5163#Calculate percentage of job gains in the recovery
visualize34 <- (visualize33 / visualize32) *100; visualize34## sum2
## 1 -69.01484#Plot line graph separately as it is difficult to see lines otherwise because of differing scales
plot11 <- ggplot(data = total26, aes(x = DATE, y = total21.USHIGHCHG, label = total21.USHIGHCHG)) +
geom_line(size = 1.05) + theme_minimal()+ scale_x_date(date_breaks = "12 years", date_labels = "%Y") + scale_y_continuous(sec.axis = dup_axis()) +
theme(legend.position="none",
plot.caption=element_text(hjust=0),
plot.subtitle=element_text(size=6, face="italic"),
plot.title=element_text(size=8,face="bold"),
axis.title.x = element_text(size = 6),
axis.title.y = element_text(size = 6)) +
labs(x = "", y="", title = "Total Job Gains/Losses for Workers' with a high school \n diploma, 69% of jobs lost during the lockdowns \n have been gained since May", subtitle = "in thousands (seasonally adjusted)",
caption = "Source: FRED")
#Retain only workers with less than a high school education for plotting employment gains and losses
total27 <- total23[c(-2, -3, -4)]
#Calculate the sum of job losses during the pandemic and job gains since May
visualize35 <- total27 %>% filter(DATE >= "2020-03-01" & DATE <="2020-04-01") %>%
summarise(sum1 = sum(total21.USNHIGHCHG));visualize35 ## sum1
## 1 -2386visualize36 <- total27 %>% filter(DATE >= "2020-05-01") %>%
summarise(sum2 = sum(total21.USNHIGHCHG)); visualize36## sum2
## 1 1553#Calculate percentage of job gains in the recovery
visualize37 <- (visualize36 / visualize35) *100; visualize37## sum2
## 1 -65.08801#Plot line graph separately as it is difficult to see lines otherwise because of differing scales
plot12 <- ggplot(data = total27, aes(x = DATE, y = total21.USNHIGHCHG, label = total21.USNHIGHCHG)) +
geom_line(size = 1.05) + theme_minimal()+ scale_x_date(date_breaks = "12 years", date_labels = "%Y") + scale_y_continuous(sec.axis = dup_axis()) +
theme(legend.position="none",
plot.caption=element_text(hjust=0),
plot.subtitle=element_text(size=6, face="italic"),
plot.title=element_text(size=8,face="bold"),
axis.title.x = element_text(size = 6),
axis.title.y = element_text(size = 6)) +
labs(x = "", y="", title = "Total Job Gains/Losses for Workers' no high school \n diploma, 65% of jobs lost during the lockdowns \n have been gained since May", subtitle = "in thousands (seasonally adjusted)",
caption = "Source: FRED")
require(gridExtra)
grid.arrange(plot9, plot10, plot11, plot12, ncol=2)## Warning: Removed 1 row(s) containing missing values (geom_path).
## Warning: Removed 1 row(s) containing missing values (geom_path).
## Warning: Removed 1 row(s) containing missing values (geom_path).
## Warning: Removed 1 row(s) containing missing values (geom_path).
#Also plotting all 4 education cohorts on the same plot using the wide to long transformation and ggplot. It is difficult to see the individual trends.
#Alternative plot - Plotting all employment change series on one plot
dummy_clean4 <- gather(total23, "Category", "Value", 2:5, na.rm = TRUE); dummy_clean4## DATE Category Value
## 2 1992-02-01 total21.USBACHCHG 42
## 3 1992-03-01 total21.USBACHCHG 136
## 4 1992-04-01 total21.USBACHCHG 143
## 5 1992-05-01 total21.USBACHCHG 106
## 6 1992-06-01 total21.USBACHCHG 141
## 7 1992-07-01 total21.USBACHCHG 53
## 8 1992-08-01 total21.USBACHCHG 79
## 9 1992-09-01 total21.USBACHCHG -30
## 10 1992-10-01 total21.USBACHCHG 56
## 11 1992-11-01 total21.USBACHCHG 26
## 12 1992-12-01 total21.USBACHCHG 212
## 13 1993-01-01 total21.USBACHCHG 65
## 14 1993-02-01 total21.USBACHCHG 40
## 15 1993-03-01 total21.USBACHCHG 40
## 16 1993-04-01 total21.USBACHCHG -100
## 17 1993-05-01 total21.USBACHCHG 131
## 18 1993-06-01 total21.USBACHCHG 216
## 19 1993-07-01 total21.USBACHCHG -169
## 20 1993-08-01 total21.USBACHCHG 263
## 21 1993-09-01 total21.USBACHCHG 21
## 22 1993-10-01 total21.USBACHCHG 78
## 23 1993-11-01 total21.USBACHCHG 284
## 24 1993-12-01 total21.USBACHCHG 26
## 25 1994-01-01 total21.USBACHCHG 86
## 26 1994-02-01 total21.USBACHCHG -20
## 27 1994-03-01 total21.USBACHCHG 49
## 28 1994-04-01 total21.USBACHCHG 481
## 29 1994-05-01 total21.USBACHCHG 103
## 30 1994-06-01 total21.USBACHCHG -222
## 31 1994-07-01 total21.USBACHCHG 120
## 32 1994-08-01 total21.USBACHCHG 135
## 33 1994-09-01 total21.USBACHCHG 374
## 34 1994-10-01 total21.USBACHCHG -235
## 35 1994-11-01 total21.USBACHCHG 45
## 36 1994-12-01 total21.USBACHCHG 242
## 37 1995-01-01 total21.USBACHCHG 9
## 38 1995-02-01 total21.USBACHCHG 313
## 39 1995-03-01 total21.USBACHCHG 78
## 40 1995-04-01 total21.USBACHCHG 47
## 41 1995-05-01 total21.USBACHCHG 40
## 42 1995-06-01 total21.USBACHCHG -11
## 43 1995-07-01 total21.USBACHCHG 221
## 44 1995-08-01 total21.USBACHCHG -113
## 45 1995-09-01 total21.USBACHCHG 205
## 46 1995-10-01 total21.USBACHCHG 286
## 47 1995-11-01 total21.USBACHCHG 36
## 48 1995-12-01 total21.USBACHCHG -130
## 49 1996-01-01 total21.USBACHCHG 258
## 50 1996-02-01 total21.USBACHCHG 129
## 51 1996-03-01 total21.USBACHCHG 43
## 52 1996-04-01 total21.USBACHCHG -165
## 53 1996-05-01 total21.USBACHCHG 309
## 54 1996-06-01 total21.USBACHCHG 187
## 55 1996-07-01 total21.USBACHCHG -7
## 56 1996-08-01 total21.USBACHCHG 45
## 57 1996-09-01 total21.USBACHCHG -77
## 58 1996-10-01 total21.USBACHCHG 190
## 59 1996-11-01 total21.USBACHCHG 378
## 60 1996-12-01 total21.USBACHCHG -248
## 61 1997-01-01 total21.USBACHCHG 71
## 62 1997-02-01 total21.USBACHCHG 88
## 63 1997-03-01 total21.USBACHCHG 260
## 64 1997-04-01 total21.USBACHCHG 252
## 65 1997-05-01 total21.USBACHCHG -192
## 66 1997-06-01 total21.USBACHCHG 39
## 67 1997-07-01 total21.USBACHCHG 10
## 68 1997-08-01 total21.USBACHCHG 151
## 69 1997-09-01 total21.USBACHCHG 325
## 70 1997-10-01 total21.USBACHCHG 24
## 71 1997-11-01 total21.USBACHCHG 188
## 72 1997-12-01 total21.USBACHCHG 66
## 73 1998-01-01 total21.USBACHCHG -23
## 74 1998-02-01 total21.USBACHCHG 23
## 75 1998-03-01 total21.USBACHCHG 161
## 76 1998-04-01 total21.USBACHCHG 97
## 77 1998-05-01 total21.USBACHCHG -2
## 78 1998-06-01 total21.USBACHCHG 256
## 79 1998-07-01 total21.USBACHCHG 355
## 80 1998-08-01 total21.USBACHCHG 142
## 81 1998-09-01 total21.USBACHCHG 266
## 82 1998-10-01 total21.USBACHCHG -182
## 83 1998-11-01 total21.USBACHCHG -62
## 84 1998-12-01 total21.USBACHCHG 170
## 85 1999-01-01 total21.USBACHCHG 44
## 86 1999-02-01 total21.USBACHCHG -25
## 87 1999-03-01 total21.USBACHCHG 85
## 88 1999-04-01 total21.USBACHCHG 187
## 89 1999-05-01 total21.USBACHCHG 340
## 90 1999-06-01 total21.USBACHCHG 118
## 91 1999-07-01 total21.USBACHCHG 191
## 92 1999-08-01 total21.USBACHCHG 340
## 93 1999-09-01 total21.USBACHCHG -329
## 94 1999-10-01 total21.USBACHCHG 5
## 95 1999-11-01 total21.USBACHCHG -552
## 96 1999-12-01 total21.USBACHCHG 579
## 97 2000-01-01 total21.USBACHCHG 647
## 98 2000-02-01 total21.USBACHCHG -29
## 99 2000-03-01 total21.USBACHCHG -76
## 100 2000-04-01 total21.USBACHCHG 125
## 101 2000-05-01 total21.USBACHCHG -48
## 102 2000-06-01 total21.USBACHCHG 85
## 103 2000-07-01 total21.USBACHCHG -26
## 104 2000-08-01 total21.USBACHCHG 18
## 105 2000-09-01 total21.USBACHCHG 65
## 106 2000-10-01 total21.USBACHCHG -10
## 107 2000-11-01 total21.USBACHCHG 215
## 108 2000-12-01 total21.USBACHCHG 314
## 109 2001-01-01 total21.USBACHCHG -68
## 110 2001-02-01 total21.USBACHCHG -42
## 111 2001-03-01 total21.USBACHCHG -79
## 112 2001-04-01 total21.USBACHCHG -117
## 113 2001-05-01 total21.USBACHCHG 100
## 114 2001-06-01 total21.USBACHCHG -25
## 115 2001-07-01 total21.USBACHCHG 219
## 116 2001-08-01 total21.USBACHCHG -43
## 117 2001-09-01 total21.USBACHCHG 91
## 118 2001-10-01 total21.USBACHCHG 189
## 119 2001-11-01 total21.USBACHCHG 70
## 120 2001-12-01 total21.USBACHCHG -231
## 121 2002-01-01 total21.USBACHCHG 15
## 122 2002-02-01 total21.USBACHCHG 626
## 123 2002-03-01 total21.USBACHCHG 74
## 124 2002-04-01 total21.USBACHCHG 355
## 125 2002-05-01 total21.USBACHCHG 56
## 126 2002-06-01 total21.USBACHCHG -189
## 127 2002-07-01 total21.USBACHCHG -55
## 128 2002-08-01 total21.USBACHCHG 106
## 129 2002-09-01 total21.USBACHCHG -85
## 130 2002-10-01 total21.USBACHCHG -203
## 131 2002-11-01 total21.USBACHCHG -229
## 132 2002-12-01 total21.USBACHCHG 272
## 133 2003-01-01 total21.USBACHCHG 253
## 134 2003-02-01 total21.USBACHCHG 443
## 135 2003-03-01 total21.USBACHCHG 282
## 136 2003-04-01 total21.USBACHCHG -63
## 137 2003-05-01 total21.USBACHCHG 186
## 138 2003-06-01 total21.USBACHCHG 273
## 139 2003-07-01 total21.USBACHCHG -135
## 140 2003-08-01 total21.USBACHCHG 175
## 141 2003-09-01 total21.USBACHCHG -264
## 142 2003-10-01 total21.USBACHCHG 668
## 143 2003-11-01 total21.USBACHCHG -98
## 144 2003-12-01 total21.USBACHCHG -40
## 145 2004-01-01 total21.USBACHCHG 50
## 146 2004-02-01 total21.USBACHCHG -201
## 147 2004-03-01 total21.USBACHCHG 423
## 148 2004-04-01 total21.USBACHCHG -264
## 149 2004-05-01 total21.USBACHCHG -79
## 150 2004-06-01 total21.USBACHCHG 101
## 151 2004-07-01 total21.USBACHCHG -58
## 152 2004-08-01 total21.USBACHCHG 52
## 153 2004-09-01 total21.USBACHCHG 335
## 154 2004-10-01 total21.USBACHCHG 272
## 155 2004-11-01 total21.USBACHCHG 320
## 156 2004-12-01 total21.USBACHCHG -167
## 157 2005-01-01 total21.USBACHCHG -54
## 158 2005-02-01 total21.USBACHCHG -140
## 159 2005-03-01 total21.USBACHCHG -75
## 160 2005-04-01 total21.USBACHCHG 315
## 161 2005-05-01 total21.USBACHCHG 123
## 162 2005-06-01 total21.USBACHCHG 54
## 163 2005-07-01 total21.USBACHCHG 184
## 164 2005-08-01 total21.USBACHCHG 230
## 165 2005-09-01 total21.USBACHCHG 125
## 166 2005-10-01 total21.USBACHCHG 104
## 167 2005-11-01 total21.USBACHCHG -145
## 168 2005-12-01 total21.USBACHCHG 599
## 169 2006-01-01 total21.USBACHCHG -216
## 170 2006-02-01 total21.USBACHCHG -129
## 171 2006-03-01 total21.USBACHCHG 139
## 172 2006-04-01 total21.USBACHCHG 142
## 173 2006-05-01 total21.USBACHCHG 265
## 174 2006-06-01 total21.USBACHCHG 183
## 175 2006-07-01 total21.USBACHCHG 239
## 176 2006-08-01 total21.USBACHCHG -16
## 177 2006-09-01 total21.USBACHCHG 243
## 178 2006-10-01 total21.USBACHCHG 108
## 179 2006-11-01 total21.USBACHCHG 443
## 180 2006-12-01 total21.USBACHCHG 298
## 181 2007-01-01 total21.USBACHCHG -109
## 182 2007-02-01 total21.USBACHCHG 224
## 183 2007-03-01 total21.USBACHCHG -205
## 184 2007-04-01 total21.USBACHCHG -112
## 185 2007-05-01 total21.USBACHCHG 594
## 186 2007-06-01 total21.USBACHCHG 154
## 187 2007-07-01 total21.USBACHCHG 80
## 188 2007-08-01 total21.USBACHCHG 43
## 189 2007-09-01 total21.USBACHCHG -288
## 190 2007-10-01 total21.USBACHCHG -12
## 191 2007-11-01 total21.USBACHCHG 135
## 192 2007-12-01 total21.USBACHCHG 241
## 193 2008-01-01 total21.USBACHCHG 122
## 194 2008-02-01 total21.USBACHCHG 761
## 195 2008-03-01 total21.USBACHCHG -72
## 196 2008-04-01 total21.USBACHCHG -234
## 197 2008-05-01 total21.USBACHCHG -529
## 198 2008-06-01 total21.USBACHCHG 291
## 199 2008-07-01 total21.USBACHCHG -9
## 200 2008-08-01 total21.USBACHCHG 50
## 201 2008-09-01 total21.USBACHCHG -31
## 202 2008-10-01 total21.USBACHCHG -8
## 203 2008-11-01 total21.USBACHCHG -189
## 204 2008-12-01 total21.USBACHCHG -210
## 205 2009-01-01 total21.USBACHCHG -186
## 206 2009-02-01 total21.USBACHCHG -101
## 207 2009-03-01 total21.USBACHCHG -8
## 208 2009-04-01 total21.USBACHCHG 94
## 209 2009-05-01 total21.USBACHCHG 22
## 210 2009-06-01 total21.USBACHCHG 2
## 211 2009-07-01 total21.USBACHCHG 209
## 212 2009-08-01 total21.USBACHCHG 75
## 213 2009-09-01 total21.USBACHCHG 29
## 214 2009-10-01 total21.USBACHCHG 440
## 215 2009-11-01 total21.USBACHCHG -327
## 216 2009-12-01 total21.USBACHCHG -54
## 217 2010-01-01 total21.USBACHCHG -71
## 218 2010-02-01 total21.USBACHCHG -333
## 219 2010-03-01 total21.USBACHCHG 27
## 220 2010-04-01 total21.USBACHCHG 164
## 221 2010-05-01 total21.USBACHCHG 18
## 222 2010-06-01 total21.USBACHCHG 648
## 223 2010-07-01 total21.USBACHCHG -155
## 224 2010-08-01 total21.USBACHCHG -381
## 225 2010-09-01 total21.USBACHCHG 872
## 226 2010-10-01 total21.USBACHCHG -448
## 227 2010-11-01 total21.USBACHCHG -52
## 228 2010-12-01 total21.USBACHCHG 164
## 229 2011-01-01 total21.USBACHCHG 107
## 230 2011-02-01 total21.USBACHCHG 147
## 231 2011-03-01 total21.USBACHCHG 225
## 232 2011-04-01 total21.USBACHCHG 18
## 233 2011-05-01 total21.USBACHCHG 23
## 234 2011-06-01 total21.USBACHCHG 206
## 235 2011-07-01 total21.USBACHCHG -94
## 236 2011-08-01 total21.USBACHCHG 95
## 237 2011-09-01 total21.USBACHCHG 204
## 238 2011-10-01 total21.USBACHCHG -29
## 239 2011-11-01 total21.USBACHCHG -23
## 240 2011-12-01 total21.USBACHCHG 177
## 241 2012-01-01 total21.USBACHCHG 197
## 242 2012-02-01 total21.USBACHCHG 217
## 243 2012-03-01 total21.USBACHCHG 462
## 244 2012-04-01 total21.USBACHCHG -115
## 245 2012-05-01 total21.USBACHCHG 300
## 246 2012-06-01 total21.USBACHCHG -306
## 247 2012-07-01 total21.USBACHCHG -170
## 248 2012-08-01 total21.USBACHCHG 771
## 249 2012-09-01 total21.USBACHCHG 125
## 250 2012-10-01 total21.USBACHCHG 320
## 251 2012-11-01 total21.USBACHCHG -149
## 252 2012-12-01 total21.USBACHCHG 11
## 253 2013-01-01 total21.USBACHCHG 177
## 254 2013-02-01 total21.USBACHCHG 226
## 255 2013-03-01 total21.USBACHCHG 109
## 256 2013-04-01 total21.USBACHCHG 198
## 257 2013-05-01 total21.USBACHCHG -149
## 258 2013-06-01 total21.USBACHCHG 19
## 259 2013-07-01 total21.USBACHCHG -229
## 260 2013-08-01 total21.USBACHCHG 255
## 261 2013-09-01 total21.USBACHCHG -92
## 262 2013-10-01 total21.USBACHCHG 220
## 263 2013-11-01 total21.USBACHCHG 487
## 264 2013-12-01 total21.USBACHCHG -60
## 265 2014-01-01 total21.USBACHCHG 669
## 266 2014-02-01 total21.USBACHCHG -324
## 267 2014-03-01 total21.USBACHCHG -146
## 268 2014-04-01 total21.USBACHCHG 185
## 269 2014-05-01 total21.USBACHCHG 118
## 270 2014-06-01 total21.USBACHCHG 124
## 271 2014-07-01 total21.USBACHCHG -52
## 272 2014-08-01 total21.USBACHCHG -91
## 273 2014-09-01 total21.USBACHCHG 323
## 274 2014-10-01 total21.USBACHCHG 154
## 275 2014-11-01 total21.USBACHCHG 600
## 276 2014-12-01 total21.USBACHCHG 725
## 277 2015-01-01 total21.USBACHCHG -134
## 278 2015-02-01 total21.USBACHCHG -142
## 279 2015-03-01 total21.USBACHCHG -37
## 280 2015-04-01 total21.USBACHCHG -207
## 281 2015-05-01 total21.USBACHCHG 731
## 282 2015-06-01 total21.USBACHCHG -46
## 283 2015-07-01 total21.USBACHCHG 420
## 284 2015-08-01 total21.USBACHCHG 296
## 285 2015-09-01 total21.USBACHCHG 66
## 286 2015-10-01 total21.USBACHCHG 106
## 287 2015-11-01 total21.USBACHCHG 89
## 288 2015-12-01 total21.USBACHCHG 403
## 289 2016-01-01 total21.USBACHCHG -424
## 290 2016-02-01 total21.USBACHCHG 175
## 291 2016-03-01 total21.USBACHCHG 380
## 292 2016-04-01 total21.USBACHCHG 65
## 293 2016-05-01 total21.USBACHCHG 11
## 294 2016-06-01 total21.USBACHCHG 601
## 295 2016-07-01 total21.USBACHCHG -12
## 296 2016-08-01 total21.USBACHCHG -21
## 297 2016-09-01 total21.USBACHCHG 263
## 298 2016-10-01 total21.USBACHCHG -219
## 299 2016-11-01 total21.USBACHCHG -30
## 300 2016-12-01 total21.USBACHCHG 26
## 301 2017-01-01 total21.USBACHCHG 316
## 302 2017-02-01 total21.USBACHCHG 266
## 303 2017-03-01 total21.USBACHCHG -43
## 304 2017-04-01 total21.USBACHCHG 239
## 305 2017-05-01 total21.USBACHCHG 382
## 306 2017-06-01 total21.USBACHCHG 219
## 307 2017-07-01 total21.USBACHCHG 411
## 308 2017-08-01 total21.USBACHCHG -91
## 309 2017-09-01 total21.USBACHCHG 56
## 310 2017-10-01 total21.USBACHCHG 12
## 311 2017-11-01 total21.USBACHCHG -240
## 312 2017-12-01 total21.USBACHCHG 272
## 313 2018-01-01 total21.USBACHCHG 186
## 314 2018-02-01 total21.USBACHCHG 589
## 315 2018-03-01 total21.USBACHCHG 208
## 316 2018-04-01 total21.USBACHCHG 158
## 317 2018-05-01 total21.USBACHCHG 88
## 318 2018-06-01 total21.USBACHCHG -339
## 319 2018-07-01 total21.USBACHCHG 470
## 320 2018-08-01 total21.USBACHCHG 760
## 321 2018-09-01 total21.USBACHCHG -451
## 322 2018-10-01 total21.USBACHCHG 538
## 323 2018-11-01 total21.USBACHCHG 252
## 324 2018-12-01 total21.USBACHCHG 294
## 325 2019-01-01 total21.USBACHCHG -316
## 326 2019-02-01 total21.USBACHCHG 191
## 327 2019-03-01 total21.USBACHCHG 269
## 328 2019-04-01 total21.USBACHCHG -258
## 329 2019-05-01 total21.USBACHCHG -177
## 330 2019-06-01 total21.USBACHCHG 335
## 331 2019-07-01 total21.USBACHCHG 137
## 332 2019-08-01 total21.USBACHCHG 185
## 333 2019-09-01 total21.USBACHCHG 336
## 334 2019-10-01 total21.USBACHCHG 353
## 335 2019-11-01 total21.USBACHCHG 431
## 336 2019-12-01 total21.USBACHCHG 28
## 337 2020-01-01 total21.USBACHCHG 224
## 338 2020-02-01 total21.USBACHCHG -266
## 339 2020-03-01 total21.USBACHCHG 264
## 340 2020-04-01 total21.USBACHCHG -3916
## 341 2020-05-01 total21.USBACHCHG 908
## 342 2020-06-01 total21.USBACHCHG 1622
## 343 2020-07-01 total21.USBACHCHG 96
## 344 2020-08-01 total21.USBACHCHG 944
## 345 2020-09-01 total21.USBACHCHG -1556
## 346 2020-10-01 total21.USBACHCHG -118
## 348 1992-02-01 total21.USCOLLCHG -22
## 349 1992-03-01 total21.USCOLLCHG 118
## 350 1992-04-01 total21.USCOLLCHG 161
## 351 1992-05-01 total21.USCOLLCHG 182
## 352 1992-06-01 total21.USCOLLCHG 82
## 353 1992-07-01 total21.USCOLLCHG -8
## 354 1992-08-01 total21.USCOLLCHG 191
## 355 1992-09-01 total21.USCOLLCHG 166
## 356 1992-10-01 total21.USCOLLCHG 98
## 357 1992-11-01 total21.USCOLLCHG 167
## 358 1992-12-01 total21.USCOLLCHG 113
## 359 1993-01-01 total21.USCOLLCHG 30
## 360 1993-02-01 total21.USCOLLCHG 133
## 361 1993-03-01 total21.USCOLLCHG 152
## 362 1993-04-01 total21.USCOLLCHG 172
## 363 1993-05-01 total21.USCOLLCHG 262
## 364 1993-06-01 total21.USCOLLCHG 0
## 365 1993-07-01 total21.USCOLLCHG -30
## 366 1993-08-01 total21.USCOLLCHG 22
## 367 1993-09-01 total21.USCOLLCHG 245
## 368 1993-10-01 total21.USCOLLCHG -106
## 369 1993-11-01 total21.USCOLLCHG 215
## 370 1993-12-01 total21.USCOLLCHG 248
## 371 1994-01-01 total21.USCOLLCHG 403
## 372 1994-02-01 total21.USCOLLCHG 611
## 373 1994-03-01 total21.USCOLLCHG 71
## 374 1994-04-01 total21.USCOLLCHG -169
## 375 1994-05-01 total21.USCOLLCHG -31
## 376 1994-06-01 total21.USCOLLCHG -67
## 377 1994-07-01 total21.USCOLLCHG 273
## 378 1994-08-01 total21.USCOLLCHG 57
## 379 1994-09-01 total21.USCOLLCHG 43
## 380 1994-10-01 total21.USCOLLCHG 360
## 381 1994-11-01 total21.USCOLLCHG 212
## 382 1994-12-01 total21.USCOLLCHG 5
## 383 1995-01-01 total21.USCOLLCHG 106
## 384 1995-02-01 total21.USCOLLCHG 289
## 385 1995-03-01 total21.USCOLLCHG -211
## 386 1995-04-01 total21.USCOLLCHG 61
## 387 1995-05-01 total21.USCOLLCHG -125
## 388 1995-06-01 total21.USCOLLCHG -84
## 389 1995-07-01 total21.USCOLLCHG 594
## 390 1995-08-01 total21.USCOLLCHG -4
## 391 1995-09-01 total21.USCOLLCHG -45
## 392 1995-10-01 total21.USCOLLCHG 8
## 393 1995-11-01 total21.USCOLLCHG -227
## 394 1995-12-01 total21.USCOLLCHG 8
## 395 1996-01-01 total21.USCOLLCHG -154
## 396 1996-02-01 total21.USCOLLCHG 74
## 397 1996-03-01 total21.USCOLLCHG 133
## 398 1996-04-01 total21.USCOLLCHG -7
## 399 1996-05-01 total21.USCOLLCHG 161
## 400 1996-06-01 total21.USCOLLCHG 219
## 401 1996-07-01 total21.USCOLLCHG 238
## 402 1996-08-01 total21.USCOLLCHG -3
## 403 1996-09-01 total21.USCOLLCHG -117
## 404 1996-10-01 total21.USCOLLCHG 43
## 405 1996-11-01 total21.USCOLLCHG -324
## 406 1996-12-01 total21.USCOLLCHG 103
## 407 1997-01-01 total21.USCOLLCHG 43
## 408 1997-02-01 total21.USCOLLCHG -101
## 409 1997-03-01 total21.USCOLLCHG 78
## 410 1997-04-01 total21.USCOLLCHG -43
## 411 1997-05-01 total21.USCOLLCHG 303
## 412 1997-06-01 total21.USCOLLCHG 4
## 413 1997-07-01 total21.USCOLLCHG -74
## 414 1997-08-01 total21.USCOLLCHG 378
## 415 1997-09-01 total21.USCOLLCHG -109
## 416 1997-10-01 total21.USCOLLCHG 19
## 417 1997-11-01 total21.USCOLLCHG 5
## 418 1997-12-01 total21.USCOLLCHG -170
## 419 1998-01-01 total21.USCOLLCHG -46
## 420 1998-02-01 total21.USCOLLCHG 32
## 421 1998-03-01 total21.USCOLLCHG -37
## 422 1998-04-01 total21.USCOLLCHG 163
## 423 1998-05-01 total21.USCOLLCHG -103
## 424 1998-06-01 total21.USCOLLCHG -59
## 425 1998-07-01 total21.USCOLLCHG 1
## 426 1998-08-01 total21.USCOLLCHG -106
## 427 1998-09-01 total21.USCOLLCHG 196
## 428 1998-10-01 total21.USCOLLCHG 112
## 429 1998-11-01 total21.USCOLLCHG 397
## 430 1998-12-01 total21.USCOLLCHG 55
## 431 1999-01-01 total21.USCOLLCHG 337
## 432 1999-02-01 total21.USCOLLCHG -63
## 433 1999-03-01 total21.USCOLLCHG -466
## 434 1999-04-01 total21.USCOLLCHG 329
## 435 1999-05-01 total21.USCOLLCHG -140
## 436 1999-06-01 total21.USCOLLCHG 112
## 437 1999-07-01 total21.USCOLLCHG 81
## 438 1999-08-01 total21.USCOLLCHG -342
## 439 1999-09-01 total21.USCOLLCHG 428
## 440 1999-10-01 total21.USCOLLCHG 115
## 441 1999-11-01 total21.USCOLLCHG 183
## 442 1999-12-01 total21.USCOLLCHG 77
## 443 2000-01-01 total21.USCOLLCHG 231
## 444 2000-02-01 total21.USCOLLCHG 112
## 445 2000-03-01 total21.USCOLLCHG 218
## 446 2000-04-01 total21.USCOLLCHG 82
## 447 2000-05-01 total21.USCOLLCHG 248
## 448 2000-06-01 total21.USCOLLCHG -80
## 449 2000-07-01 total21.USCOLLCHG -95
## 450 2000-08-01 total21.USCOLLCHG 68
## 451 2000-09-01 total21.USCOLLCHG -104
## 452 2000-10-01 total21.USCOLLCHG 96
## 453 2000-11-01 total21.USCOLLCHG -79
## 454 2000-12-01 total21.USCOLLCHG 107
## 455 2001-01-01 total21.USCOLLCHG -89
## 456 2001-02-01 total21.USCOLLCHG 190
## 457 2001-03-01 total21.USCOLLCHG 128
## 458 2001-04-01 total21.USCOLLCHG -83
## 459 2001-05-01 total21.USCOLLCHG 82
## 460 2001-06-01 total21.USCOLLCHG -6
## 461 2001-07-01 total21.USCOLLCHG -27
## 462 2001-08-01 total21.USCOLLCHG 58
## 463 2001-09-01 total21.USCOLLCHG 171
## 464 2001-10-01 total21.USCOLLCHG -514
## 465 2001-11-01 total21.USCOLLCHG 109
## 466 2001-12-01 total21.USCOLLCHG -26
## 467 2002-01-01 total21.USCOLLCHG -157
## 468 2002-02-01 total21.USCOLLCHG -321
## 469 2002-03-01 total21.USCOLLCHG -39
## 470 2002-04-01 total21.USCOLLCHG -194
## 471 2002-05-01 total21.USCOLLCHG 3
## 472 2002-06-01 total21.USCOLLCHG 80
## 473 2002-07-01 total21.USCOLLCHG 167
## 474 2002-08-01 total21.USCOLLCHG 171
## 475 2002-09-01 total21.USCOLLCHG 149
## 476 2002-10-01 total21.USCOLLCHG 136
## 477 2002-11-01 total21.USCOLLCHG 48
## 478 2002-12-01 total21.USCOLLCHG -132
## 479 2003-01-01 total21.USCOLLCHG 301
## 480 2003-02-01 total21.USCOLLCHG -33
## 481 2003-03-01 total21.USCOLLCHG -219
## 482 2003-04-01 total21.USCOLLCHG 82
## 483 2003-05-01 total21.USCOLLCHG -59
## 484 2003-06-01 total21.USCOLLCHG 119
## 485 2003-07-01 total21.USCOLLCHG -89
## 486 2003-08-01 total21.USCOLLCHG -156
## 487 2003-09-01 total21.USCOLLCHG 55
## 488 2003-10-01 total21.USCOLLCHG -150
## 489 2003-11-01 total21.USCOLLCHG -57
## 490 2003-12-01 total21.USCOLLCHG 332
## 491 2004-01-01 total21.USCOLLCHG -20
## 492 2004-02-01 total21.USCOLLCHG 168
## 493 2004-03-01 total21.USCOLLCHG 171
## 494 2004-04-01 total21.USCOLLCHG 319
## 495 2004-05-01 total21.USCOLLCHG 87
## 496 2004-06-01 total21.USCOLLCHG -13
## 497 2004-07-01 total21.USCOLLCHG -40
## 498 2004-08-01 total21.USCOLLCHG -76
## 499 2004-09-01 total21.USCOLLCHG -70
## 500 2004-10-01 total21.USCOLLCHG 41
## 501 2004-11-01 total21.USCOLLCHG -18
## 502 2004-12-01 total21.USCOLLCHG -9
## 503 2005-01-01 total21.USCOLLCHG 102
## 504 2005-02-01 total21.USCOLLCHG 187
## 505 2005-03-01 total21.USCOLLCHG 140
## 506 2005-04-01 total21.USCOLLCHG 18
## 507 2005-05-01 total21.USCOLLCHG 5
## 508 2005-06-01 total21.USCOLLCHG 19
## 509 2005-07-01 total21.USCOLLCHG 128
## 510 2005-08-01 total21.USCOLLCHG 239
## 511 2005-09-01 total21.USCOLLCHG -5
## 512 2005-10-01 total21.USCOLLCHG -59
## 513 2005-11-01 total21.USCOLLCHG 140
## 514 2005-12-01 total21.USCOLLCHG 147
## 515 2006-01-01 total21.USCOLLCHG 241
## 516 2006-02-01 total21.USCOLLCHG 278
## 517 2006-03-01 total21.USCOLLCHG -398
## 518 2006-04-01 total21.USCOLLCHG -229
## 519 2006-05-01 total21.USCOLLCHG -238
## 520 2006-06-01 total21.USCOLLCHG -41
## 521 2006-07-01 total21.USCOLLCHG 326
## 522 2006-08-01 total21.USCOLLCHG 105
## 523 2006-09-01 total21.USCOLLCHG 11
## 524 2006-10-01 total21.USCOLLCHG 175
## 525 2006-11-01 total21.USCOLLCHG -249
## 526 2006-12-01 total21.USCOLLCHG 360
## 527 2007-01-01 total21.USCOLLCHG -503
## 528 2007-02-01 total21.USCOLLCHG -446
## 529 2007-03-01 total21.USCOLLCHG 720
## 530 2007-04-01 total21.USCOLLCHG 213
## 531 2007-05-01 total21.USCOLLCHG 386
## 532 2007-06-01 total21.USCOLLCHG 115
## 533 2007-07-01 total21.USCOLLCHG 38
## 534 2007-08-01 total21.USCOLLCHG -200
## 535 2007-09-01 total21.USCOLLCHG 73
## 536 2007-10-01 total21.USCOLLCHG 236
## 537 2007-11-01 total21.USCOLLCHG -43
## 538 2007-12-01 total21.USCOLLCHG -19
## 539 2008-01-01 total21.USCOLLCHG 101
## 540 2008-02-01 total21.USCOLLCHG -289
## 541 2008-03-01 total21.USCOLLCHG 335
## 542 2008-04-01 total21.USCOLLCHG 70
## 543 2008-05-01 total21.USCOLLCHG -24
## 544 2008-06-01 total21.USCOLLCHG 145
## 545 2008-07-01 total21.USCOLLCHG -477
## 546 2008-08-01 total21.USCOLLCHG 225
## 547 2008-09-01 total21.USCOLLCHG 53
## 548 2008-10-01 total21.USCOLLCHG -290
## 549 2008-11-01 total21.USCOLLCHG 145
## 550 2008-12-01 total21.USCOLLCHG -160
## 551 2009-01-01 total21.USCOLLCHG -584
## 552 2009-02-01 total21.USCOLLCHG 190
## 553 2009-03-01 total21.USCOLLCHG -225
## 554 2009-04-01 total21.USCOLLCHG -38
## 555 2009-05-01 total21.USCOLLCHG -240
## 556 2009-06-01 total21.USCOLLCHG -79
## 557 2009-07-01 total21.USCOLLCHG -106
## 558 2009-08-01 total21.USCOLLCHG -132
## 559 2009-09-01 total21.USCOLLCHG -45
## 560 2009-10-01 total21.USCOLLCHG 58
## 561 2009-11-01 total21.USCOLLCHG 68
## 562 2009-12-01 total21.USCOLLCHG -53
## 563 2010-01-01 total21.USCOLLCHG -36
## 564 2010-02-01 total21.USCOLLCHG 35
## 565 2010-03-01 total21.USCOLLCHG -41
## 566 2010-04-01 total21.USCOLLCHG 50
## 567 2010-05-01 total21.USCOLLCHG 176
## 568 2010-06-01 total21.USCOLLCHG -124
## 569 2010-07-01 total21.USCOLLCHG 74
## 570 2010-08-01 total21.USCOLLCHG 15
## 571 2010-09-01 total21.USCOLLCHG -246
## 572 2010-10-01 total21.USCOLLCHG 592
## 573 2010-11-01 total21.USCOLLCHG -244
## 574 2010-12-01 total21.USCOLLCHG -50
## 575 2011-01-01 total21.USCOLLCHG 47
## 576 2011-02-01 total21.USCOLLCHG -44
## 577 2011-03-01 total21.USCOLLCHG 24
## 578 2011-04-01 total21.USCOLLCHG 66
## 579 2011-05-01 total21.USCOLLCHG -48
## 580 2011-06-01 total21.USCOLLCHG -193
## 581 2011-07-01 total21.USCOLLCHG -2
## 582 2011-08-01 total21.USCOLLCHG 218
## 583 2011-09-01 total21.USCOLLCHG -114
## 584 2011-10-01 total21.USCOLLCHG 72
## 585 2011-11-01 total21.USCOLLCHG 205
## 586 2011-12-01 total21.USCOLLCHG 229
## 587 2012-01-01 total21.USCOLLCHG 454
## 588 2012-02-01 total21.USCOLLCHG -156
## 589 2012-03-01 total21.USCOLLCHG 35
## 590 2012-04-01 total21.USCOLLCHG -230
## 591 2012-05-01 total21.USCOLLCHG -216
## 592 2012-06-01 total21.USCOLLCHG 509
## 593 2012-07-01 total21.USCOLLCHG -72
## 594 2012-08-01 total21.USCOLLCHG 178
## 595 2012-09-01 total21.USCOLLCHG 194
## 596 2012-10-01 total21.USCOLLCHG 44
## 597 2012-11-01 total21.USCOLLCHG -220
## 598 2012-12-01 total21.USCOLLCHG 85
## 599 2013-01-01 total21.USCOLLCHG -142
## 600 2013-02-01 total21.USCOLLCHG 115
## 601 2013-03-01 total21.USCOLLCHG 40
## 602 2013-04-01 total21.USCOLLCHG -114
## 603 2013-05-01 total21.USCOLLCHG 149
## 604 2013-06-01 total21.USCOLLCHG -289
## 605 2013-07-01 total21.USCOLLCHG 272
## 606 2013-08-01 total21.USCOLLCHG 500
## 607 2013-09-01 total21.USCOLLCHG -168
## 608 2013-10-01 total21.USCOLLCHG -432
## 609 2013-11-01 total21.USCOLLCHG 85
## 610 2013-12-01 total21.USCOLLCHG -191
## 611 2014-01-01 total21.USCOLLCHG -31
## 612 2014-02-01 total21.USCOLLCHG 208
## 613 2014-03-01 total21.USCOLLCHG 14
## 614 2014-04-01 total21.USCOLLCHG 156
## 615 2014-05-01 total21.USCOLLCHG 18
## 616 2014-06-01 total21.USCOLLCHG 344
## 617 2014-07-01 total21.USCOLLCHG 336
## 618 2014-08-01 total21.USCOLLCHG 233
## 619 2014-09-01 total21.USCOLLCHG -365
## 620 2014-10-01 total21.USCOLLCHG -91
## 621 2014-11-01 total21.USCOLLCHG -179
## 622 2014-12-01 total21.USCOLLCHG -264
## 623 2015-01-01 total21.USCOLLCHG 218
## 624 2015-02-01 total21.USCOLLCHG 140
## 625 2015-03-01 total21.USCOLLCHG 213
## 626 2015-04-01 total21.USCOLLCHG 266
## 627 2015-05-01 total21.USCOLLCHG -58
## 628 2015-06-01 total21.USCOLLCHG 310
## 629 2015-07-01 total21.USCOLLCHG -129
## 630 2015-08-01 total21.USCOLLCHG -322
## 631 2015-09-01 total21.USCOLLCHG -50
## 632 2015-10-01 total21.USCOLLCHG -130
## 633 2015-11-01 total21.USCOLLCHG 94
## 634 2015-12-01 total21.USCOLLCHG 534
## 635 2016-01-01 total21.USCOLLCHG 211
## 636 2016-02-01 total21.USCOLLCHG 46
## 637 2016-03-01 total21.USCOLLCHG -31
## 638 2016-04-01 total21.USCOLLCHG -205
## 639 2016-05-01 total21.USCOLLCHG 238
## 640 2016-06-01 total21.USCOLLCHG -85
## 641 2016-07-01 total21.USCOLLCHG -17
## 642 2016-08-01 total21.USCOLLCHG -353
## 643 2016-09-01 total21.USCOLLCHG 189
## 644 2016-10-01 total21.USCOLLCHG 279
## 645 2016-11-01 total21.USCOLLCHG 42
## 646 2016-12-01 total21.USCOLLCHG 289
## 647 2017-01-01 total21.USCOLLCHG -203
## 648 2017-02-01 total21.USCOLLCHG -345
## 649 2017-03-01 total21.USCOLLCHG 309
## 650 2017-04-01 total21.USCOLLCHG -192
## 651 2017-05-01 total21.USCOLLCHG -554
## 652 2017-06-01 total21.USCOLLCHG 321
## 653 2017-07-01 total21.USCOLLCHG -65
## 654 2017-08-01 total21.USCOLLCHG -156
## 655 2017-09-01 total21.USCOLLCHG 306
## 656 2017-10-01 total21.USCOLLCHG 97
## 657 2017-11-01 total21.USCOLLCHG 253
## 658 2017-12-01 total21.USCOLLCHG 14
## 659 2018-01-01 total21.USCOLLCHG -36
## 660 2018-02-01 total21.USCOLLCHG -259
## 661 2018-03-01 total21.USCOLLCHG 12
## 662 2018-04-01 total21.USCOLLCHG 325
## 663 2018-05-01 total21.USCOLLCHG -21
## 664 2018-06-01 total21.USCOLLCHG -2
## 665 2018-07-01 total21.USCOLLCHG -256
## 666 2018-08-01 total21.USCOLLCHG -463
## 667 2018-09-01 total21.USCOLLCHG 320
## 668 2018-10-01 total21.USCOLLCHG 171
## 669 2018-11-01 total21.USCOLLCHG -37
## 670 2018-12-01 total21.USCOLLCHG -402
## 671 2019-01-01 total21.USCOLLCHG 116
## 672 2019-02-01 total21.USCOLLCHG -2
## 673 2019-03-01 total21.USCOLLCHG -25
## 674 2019-04-01 total21.USCOLLCHG 174
## 675 2019-05-01 total21.USCOLLCHG 401
## 676 2019-06-01 total21.USCOLLCHG -497
## 677 2019-07-01 total21.USCOLLCHG -68
## 678 2019-08-01 total21.USCOLLCHG 523
## 679 2019-09-01 total21.USCOLLCHG -188
## 680 2019-10-01 total21.USCOLLCHG 145
## 681 2019-11-01 total21.USCOLLCHG -122
## 682 2019-12-01 total21.USCOLLCHG 98
## 683 2020-01-01 total21.USCOLLCHG -248
## 684 2020-02-01 total21.USCOLLCHG -34
## 685 2020-03-01 total21.USCOLLCHG -196
## 686 2020-04-01 total21.USCOLLCHG -5528
## 687 2020-05-01 total21.USCOLLCHG 1074
## 688 2020-06-01 total21.USCOLLCHG 1103
## 689 2020-07-01 total21.USCOLLCHG 154
## 690 2020-08-01 total21.USCOLLCHG 688
## 691 2020-09-01 total21.USCOLLCHG -444
## 692 2020-10-01 total21.USCOLLCHG 412
## 694 1992-02-01 total21.USHIGHCHG 209
## 695 1992-03-01 total21.USHIGHCHG 85
## 696 1992-04-01 total21.USHIGHCHG 16
## 697 1992-05-01 total21.USHIGHCHG -175
## 698 1992-06-01 total21.USHIGHCHG -76
## 699 1992-07-01 total21.USHIGHCHG 123
## 700 1992-08-01 total21.USHIGHCHG -185
## 701 1992-09-01 total21.USHIGHCHG -16
## 702 1992-10-01 total21.USHIGHCHG 1
## 703 1992-11-01 total21.USHIGHCHG -125
## 704 1992-12-01 total21.USHIGHCHG -44
## 705 1993-01-01 total21.USHIGHCHG -3
## 706 1993-02-01 total21.USHIGHCHG 85
## 707 1993-03-01 total21.USHIGHCHG -42
## 708 1993-04-01 total21.USHIGHCHG 86
## 709 1993-05-01 total21.USHIGHCHG 167
## 710 1993-06-01 total21.USHIGHCHG 89
## 711 1993-07-01 total21.USHIGHCHG 110
## 712 1993-08-01 total21.USHIGHCHG 64
## 713 1993-09-01 total21.USHIGHCHG -277
## 714 1993-10-01 total21.USHIGHCHG 304
## 715 1993-11-01 total21.USHIGHCHG -43
## 716 1993-12-01 total21.USHIGHCHG 224
## 717 1994-01-01 total21.USHIGHCHG -106
## 718 1994-02-01 total21.USHIGHCHG -836
## 719 1994-03-01 total21.USHIGHCHG -4
## 720 1994-04-01 total21.USHIGHCHG -55
## 721 1994-05-01 total21.USHIGHCHG 389
## 722 1994-06-01 total21.USHIGHCHG -20
## 723 1994-07-01 total21.USHIGHCHG -76
## 724 1994-08-01 total21.USHIGHCHG 44
## 725 1994-09-01 total21.USHIGHCHG 47
## 726 1994-10-01 total21.USHIGHCHG -41
## 727 1994-11-01 total21.USHIGHCHG 137
## 728 1994-12-01 total21.USHIGHCHG -114
## 729 1995-01-01 total21.USHIGHCHG -45
## 730 1995-02-01 total21.USHIGHCHG -175
## 731 1995-03-01 total21.USHIGHCHG 145
## 732 1995-04-01 total21.USHIGHCHG -85
## 733 1995-05-01 total21.USHIGHCHG -41
## 734 1995-06-01 total21.USHIGHCHG 107
## 735 1995-07-01 total21.USHIGHCHG -183
## 736 1995-08-01 total21.USHIGHCHG 64
## 737 1995-09-01 total21.USHIGHCHG 72
## 738 1995-10-01 total21.USHIGHCHG -145
## 739 1995-11-01 total21.USHIGHCHG 86
## 740 1995-12-01 total21.USHIGHCHG 69
## 741 1996-01-01 total21.USHIGHCHG -151
## 742 1996-02-01 total21.USHIGHCHG 202
## 743 1996-03-01 total21.USHIGHCHG -114
## 744 1996-04-01 total21.USHIGHCHG 239
## 745 1996-05-01 total21.USHIGHCHG -86
## 746 1996-06-01 total21.USHIGHCHG -39
## 747 1996-07-01 total21.USHIGHCHG 222
## 748 1996-08-01 total21.USHIGHCHG 39
## 749 1996-09-01 total21.USHIGHCHG 267
## 750 1996-10-01 total21.USHIGHCHG 6
## 751 1996-11-01 total21.USHIGHCHG -18
## 752 1996-12-01 total21.USHIGHCHG 127
## 753 1997-01-01 total21.USHIGHCHG 260
## 754 1997-02-01 total21.USHIGHCHG -27
## 755 1997-03-01 total21.USHIGHCHG -51
## 756 1997-04-01 total21.USHIGHCHG 126
## 757 1997-05-01 total21.USHIGHCHG -14
## 758 1997-06-01 total21.USHIGHCHG 257
## 759 1997-07-01 total21.USHIGHCHG 298
## 760 1997-08-01 total21.USHIGHCHG -263
## 761 1997-09-01 total21.USHIGHCHG -117
## 762 1997-10-01 total21.USHIGHCHG 20
## 763 1997-11-01 total21.USHIGHCHG -32
## 764 1997-12-01 total21.USHIGHCHG 88
## 765 1998-01-01 total21.USHIGHCHG -180
## 766 1998-02-01 total21.USHIGHCHG 75
## 767 1998-03-01 total21.USHIGHCHG -80
## 768 1998-04-01 total21.USHIGHCHG -240
## 769 1998-05-01 total21.USHIGHCHG 185
## 770 1998-06-01 total21.USHIGHCHG -257
## 771 1998-07-01 total21.USHIGHCHG 118
## 772 1998-08-01 total21.USHIGHCHG 75
## 773 1998-09-01 total21.USHIGHCHG -30
## 774 1998-10-01 total21.USHIGHCHG 166
## 775 1998-11-01 total21.USHIGHCHG -160
## 776 1998-12-01 total21.USHIGHCHG -98
## 777 1999-01-01 total21.USHIGHCHG 178
## 778 1999-02-01 total21.USHIGHCHG -112
## 779 1999-03-01 total21.USHIGHCHG 212
## 780 1999-04-01 total21.USHIGHCHG -6
## 781 1999-05-01 total21.USHIGHCHG -83
## 782 1999-06-01 total21.USHIGHCHG 12
## 783 1999-07-01 total21.USHIGHCHG -238
## 784 1999-08-01 total21.USHIGHCHG -92
## 785 1999-09-01 total21.USHIGHCHG 281
## 786 1999-10-01 total21.USHIGHCHG -88
## 787 1999-11-01 total21.USHIGHCHG 509
## 788 1999-12-01 total21.USHIGHCHG -428
## 789 2000-01-01 total21.USHIGHCHG 710
## 790 2000-02-01 total21.USHIGHCHG -10
## 791 2000-03-01 total21.USHIGHCHG -10
## 792 2000-04-01 total21.USHIGHCHG 239
## 793 2000-05-01 total21.USHIGHCHG -427
## 794 2000-06-01 total21.USHIGHCHG -113
## 795 2000-07-01 total21.USHIGHCHG -93
## 796 2000-08-01 total21.USHIGHCHG -437
## 797 2000-09-01 total21.USHIGHCHG 253
## 798 2000-10-01 total21.USHIGHCHG 123
## 799 2000-11-01 total21.USHIGHCHG 207
## 800 2000-12-01 total21.USHIGHCHG 11
## 801 2001-01-01 total21.USHIGHCHG 60
## 802 2001-02-01 total21.USHIGHCHG -31
## 803 2001-03-01 total21.USHIGHCHG -31
## 804 2001-04-01 total21.USHIGHCHG -67
## 805 2001-05-01 total21.USHIGHCHG -102
## 806 2001-06-01 total21.USHIGHCHG -126
## 807 2001-07-01 total21.USHIGHCHG -167
## 808 2001-08-01 total21.USHIGHCHG -81
## 809 2001-09-01 total21.USHIGHCHG -109
## 810 2001-10-01 total21.USHIGHCHG -113
## 811 2001-11-01 total21.USHIGHCHG -198
## 812 2001-12-01 total21.USHIGHCHG 146
## 813 2002-01-01 total21.USHIGHCHG -158
## 814 2002-02-01 total21.USHIGHCHG 339
## 815 2002-03-01 total21.USHIGHCHG -305
## 816 2002-04-01 total21.USHIGHCHG -68
## 817 2002-05-01 total21.USHIGHCHG 90
## 818 2002-06-01 total21.USHIGHCHG 11
## 819 2002-07-01 total21.USHIGHCHG 341
## 820 2002-08-01 total21.USHIGHCHG 17
## 821 2002-09-01 total21.USHIGHCHG 277
## 822 2002-10-01 total21.USHIGHCHG -68
## 823 2002-11-01 total21.USHIGHCHG -171
## 824 2002-12-01 total21.USHIGHCHG -89
## 825 2003-01-01 total21.USHIGHCHG 51
## 826 2003-02-01 total21.USHIGHCHG -185
## 827 2003-03-01 total21.USHIGHCHG -22
## 828 2003-04-01 total21.USHIGHCHG 88
## 829 2003-05-01 total21.USHIGHCHG -55
## 830 2003-06-01 total21.USHIGHCHG 34
## 831 2003-07-01 total21.USHIGHCHG 68
## 832 2003-08-01 total21.USHIGHCHG -61
## 833 2003-09-01 total21.USHIGHCHG 140
## 834 2003-10-01 total21.USHIGHCHG -69
## 835 2003-11-01 total21.USHIGHCHG 454
## 836 2003-12-01 total21.USHIGHCHG -313
## 837 2004-01-01 total21.USHIGHCHG -41
## 838 2004-02-01 total21.USHIGHCHG 44
## 839 2004-03-01 total21.USHIGHCHG -299
## 840 2004-04-01 total21.USHIGHCHG 0
## 841 2004-05-01 total21.USHIGHCHG 205
## 842 2004-06-01 total21.USHIGHCHG 196
## 843 2004-07-01 total21.USHIGHCHG 366
## 844 2004-08-01 total21.USHIGHCHG -322
## 845 2004-09-01 total21.USHIGHCHG -259
## 846 2004-10-01 total21.USHIGHCHG -47
## 847 2004-11-01 total21.USHIGHCHG -36
## 848 2004-12-01 total21.USHIGHCHG 185
## 849 2005-01-01 total21.USHIGHCHG 109
## 850 2005-02-01 total21.USHIGHCHG 244
## 851 2005-03-01 total21.USHIGHCHG 48
## 852 2005-04-01 total21.USHIGHCHG 293
## 853 2005-05-01 total21.USHIGHCHG -150
## 854 2005-06-01 total21.USHIGHCHG -174
## 855 2005-07-01 total21.USHIGHCHG -44
## 856 2005-08-01 total21.USHIGHCHG 67
## 857 2005-09-01 total21.USHIGHCHG -5
## 858 2005-10-01 total21.USHIGHCHG 187
## 859 2005-11-01 total21.USHIGHCHG -104
## 860 2005-12-01 total21.USHIGHCHG -131
## 861 2006-01-01 total21.USHIGHCHG -25
## 862 2006-02-01 total21.USHIGHCHG -17
## 863 2006-03-01 total21.USHIGHCHG 449
## 864 2006-04-01 total21.USHIGHCHG -23
## 865 2006-05-01 total21.USHIGHCHG -9
## 866 2006-06-01 total21.USHIGHCHG 453
## 867 2006-07-01 total21.USHIGHCHG -376
## 868 2006-08-01 total21.USHIGHCHG -112
## 869 2006-09-01 total21.USHIGHCHG 157
## 870 2006-10-01 total21.USHIGHCHG 3
## 871 2006-11-01 total21.USHIGHCHG 24
## 872 2006-12-01 total21.USHIGHCHG -205
## 873 2007-01-01 total21.USHIGHCHG 410
## 874 2007-02-01 total21.USHIGHCHG 97
## 875 2007-03-01 total21.USHIGHCHG -83
## 876 2007-04-01 total21.USHIGHCHG -160
## 877 2007-05-01 total21.USHIGHCHG -588
## 878 2007-06-01 total21.USHIGHCHG 394
## 879 2007-07-01 total21.USHIGHCHG -72
## 880 2007-08-01 total21.USHIGHCHG 172
## 881 2007-09-01 total21.USHIGHCHG 316
## 882 2007-10-01 total21.USHIGHCHG -377
## 883 2007-11-01 total21.USHIGHCHG 179
## 884 2007-12-01 total21.USHIGHCHG -105
## 885 2008-01-01 total21.USHIGHCHG -330
## 886 2008-02-01 total21.USHIGHCHG -210
## 887 2008-03-01 total21.USHIGHCHG -121
## 888 2008-04-01 total21.USHIGHCHG -202
## 889 2008-05-01 total21.USHIGHCHG 244
## 890 2008-06-01 total21.USHIGHCHG -131
## 891 2008-07-01 total21.USHIGHCHG 552
## 892 2008-08-01 total21.USHIGHCHG -554
## 893 2008-09-01 total21.USHIGHCHG -105
## 894 2008-10-01 total21.USHIGHCHG 162
## 895 2008-11-01 total21.USHIGHCHG -413
## 896 2008-12-01 total21.USHIGHCHG -134
## 897 2009-01-01 total21.USHIGHCHG -17
## 898 2009-02-01 total21.USHIGHCHG -490
## 899 2009-03-01 total21.USHIGHCHG -179
## 900 2009-04-01 total21.USHIGHCHG -111
## 901 2009-05-01 total21.USHIGHCHG -137
## 902 2009-06-01 total21.USHIGHCHG 36
## 903 2009-07-01 total21.USHIGHCHG -134
## 904 2009-08-01 total21.USHIGHCHG -160
## 905 2009-09-01 total21.USHIGHCHG -411
## 906 2009-10-01 total21.USHIGHCHG -174
## 907 2009-11-01 total21.USHIGHCHG 229
## 908 2009-12-01 total21.USHIGHCHG -473
## 909 2010-01-01 total21.USHIGHCHG 558
## 910 2010-02-01 total21.USHIGHCHG 529
## 911 2010-03-01 total21.USHIGHCHG 158
## 912 2010-04-01 total21.USHIGHCHG -138
## 913 2010-05-01 total21.USHIGHCHG -475
## 914 2010-06-01 total21.USHIGHCHG -267
## 915 2010-07-01 total21.USHIGHCHG 131
## 916 2010-08-01 total21.USHIGHCHG 423
## 917 2010-09-01 total21.USHIGHCHG -148
## 918 2010-10-01 total21.USHIGHCHG -208
## 919 2010-11-01 total21.USHIGHCHG -106
## 920 2010-12-01 total21.USHIGHCHG 203
## 921 2011-01-01 total21.USHIGHCHG -228
## 922 2011-02-01 total21.USHIGHCHG -9
## 923 2011-03-01 total21.USHIGHCHG -55
## 924 2011-04-01 total21.USHIGHCHG -134
## 925 2011-05-01 total21.USHIGHCHG 151
## 926 2011-06-01 total21.USHIGHCHG -174
## 927 2011-07-01 total21.USHIGHCHG 96
## 928 2011-08-01 total21.USHIGHCHG -230
## 929 2011-09-01 total21.USHIGHCHG 97
## 930 2011-10-01 total21.USHIGHCHG 64
## 931 2011-11-01 total21.USHIGHCHG -10
## 932 2011-12-01 total21.USHIGHCHG -142
## 933 2012-01-01 total21.USHIGHCHG 146
## 934 2012-02-01 total21.USHIGHCHG 81
## 935 2012-03-01 total21.USHIGHCHG -127
## 936 2012-04-01 total21.USHIGHCHG 130
## 937 2012-05-01 total21.USHIGHCHG 26
## 938 2012-06-01 total21.USHIGHCHG -89
## 939 2012-07-01 total21.USHIGHCHG -102
## 940 2012-08-01 total21.USHIGHCHG -292
## 941 2012-09-01 total21.USHIGHCHG -46
## 942 2012-10-01 total21.USHIGHCHG 240
## 943 2012-11-01 total21.USHIGHCHG 155
## 944 2012-12-01 total21.USHIGHCHG -38
## 945 2013-01-01 total21.USHIGHCHG -20
## 946 2013-02-01 total21.USHIGHCHG -363
## 947 2013-03-01 total21.USHIGHCHG -27
## 948 2013-04-01 total21.USHIGHCHG 201
## 949 2013-05-01 total21.USHIGHCHG 171
## 950 2013-06-01 total21.USHIGHCHG -14
## 951 2013-07-01 total21.USHIGHCHG 392
## 952 2013-08-01 total21.USHIGHCHG -385
## 953 2013-09-01 total21.USHIGHCHG 25
## 954 2013-10-01 total21.USHIGHCHG -194
## 955 2013-11-01 total21.USHIGHCHG -146
## 956 2013-12-01 total21.USHIGHCHG 477
## 957 2014-01-01 total21.USHIGHCHG -110
## 958 2014-02-01 total21.USHIGHCHG 105
## 959 2014-03-01 total21.USHIGHCHG 85
## 960 2014-04-01 total21.USHIGHCHG -144
## 961 2014-05-01 total21.USHIGHCHG 49
## 962 2014-06-01 total21.USHIGHCHG 345
## 963 2014-07-01 total21.USHIGHCHG -43
## 964 2014-08-01 total21.USHIGHCHG -115
## 965 2014-09-01 total21.USHIGHCHG 52
## 966 2014-10-01 total21.USHIGHCHG -42
## 967 2014-11-01 total21.USHIGHCHG -604
## 968 2014-12-01 total21.USHIGHCHG 22
## 969 2015-01-01 total21.USHIGHCHG 76
## 970 2015-02-01 total21.USHIGHCHG -143
## 971 2015-03-01 total21.USHIGHCHG 315
## 972 2015-04-01 total21.USHIGHCHG -107
## 973 2015-05-01 total21.USHIGHCHG -282
## 974 2015-06-01 total21.USHIGHCHG -60
## 975 2015-07-01 total21.USHIGHCHG -4
## 976 2015-08-01 total21.USHIGHCHG 291
## 977 2015-09-01 total21.USHIGHCHG -110
## 978 2015-10-01 total21.USHIGHCHG 211
## 979 2015-11-01 total21.USHIGHCHG -230
## 980 2015-12-01 total21.USHIGHCHG -525
## 981 2016-01-01 total21.USHIGHCHG 740
## 982 2016-02-01 total21.USHIGHCHG 126
## 983 2016-03-01 total21.USHIGHCHG -91
## 984 2016-04-01 total21.USHIGHCHG -5
## 985 2016-05-01 total21.USHIGHCHG 174
## 986 2016-06-01 total21.USHIGHCHG -267
## 987 2016-07-01 total21.USHIGHCHG 240
## 988 2016-08-01 total21.USHIGHCHG 220
## 989 2016-09-01 total21.USHIGHCHG -212
## 990 2016-10-01 total21.USHIGHCHG 224
## 991 2016-11-01 total21.USHIGHCHG 46
## 992 2016-12-01 total21.USHIGHCHG -199
## 993 2017-01-01 total21.USHIGHCHG -216
## 994 2017-02-01 total21.USHIGHCHG 434
## 995 2017-03-01 total21.USHIGHCHG 282
## 996 2017-04-01 total21.USHIGHCHG 104
## 997 2017-05-01 total21.USHIGHCHG -90
## 998 2017-06-01 total21.USHIGHCHG -84
## 999 2017-07-01 total21.USHIGHCHG -376
## 1000 2017-08-01 total21.USHIGHCHG 110
## 1001 2017-09-01 total21.USHIGHCHG 221
## 1002 2017-10-01 total21.USHIGHCHG -167
## 1003 2017-11-01 total21.USHIGHCHG 386
## 1004 2017-12-01 total21.USHIGHCHG -42
## 1005 2018-01-01 total21.USHIGHCHG -283
## 1006 2018-02-01 total21.USHIGHCHG 309
## 1007 2018-03-01 total21.USHIGHCHG -102
## 1008 2018-04-01 total21.USHIGHCHG -379
## 1009 2018-05-01 total21.USHIGHCHG 475
## 1010 2018-06-01 total21.USHIGHCHG 207
## 1011 2018-07-01 total21.USHIGHCHG 287
## 1012 2018-08-01 total21.USHIGHCHG -276
## 1013 2018-09-01 total21.USHIGHCHG 136
## 1014 2018-10-01 total21.USHIGHCHG -170
## 1015 2018-11-01 total21.USHIGHCHG -8
## 1016 2018-12-01 total21.USHIGHCHG 184
## 1017 2019-01-01 total21.USHIGHCHG 183
## 1018 2019-02-01 total21.USHIGHCHG -150
## 1019 2019-03-01 total21.USHIGHCHG -180
## 1020 2019-04-01 total21.USHIGHCHG -9
## 1021 2019-05-01 total21.USHIGHCHG -106
## 1022 2019-06-01 total21.USHIGHCHG 209
## 1023 2019-07-01 total21.USHIGHCHG 257
## 1024 2019-08-01 total21.USHIGHCHG -7
## 1025 2019-09-01 total21.USHIGHCHG -21
## 1026 2019-10-01 total21.USHIGHCHG -62
## 1027 2019-11-01 total21.USHIGHCHG -78
## 1028 2019-12-01 total21.USHIGHCHG -86
## 1029 2020-01-01 total21.USHIGHCHG 97
## 1030 2020-02-01 total21.USHIGHCHG 125
## 1031 2020-03-01 total21.USHIGHCHG -1299
## 1032 2020-04-01 total21.USHIGHCHG -6182
## 1033 2020-05-01 total21.USHIGHCHG 1100
## 1034 2020-06-01 total21.USHIGHCHG 914
## 1035 2020-07-01 total21.USHIGHCHG 747
## 1036 2020-08-01 total21.USHIGHCHG 502
## 1037 2020-09-01 total21.USHIGHCHG 1035
## 1038 2020-10-01 total21.USHIGHCHG 865
## 1040 1992-02-01 total21.USNHIGHCHG -179
## 1041 1992-03-01 total21.USNHIGHCHG -85
## 1042 1992-04-01 total21.USNHIGHCHG -50
## 1043 1992-05-01 total21.USNHIGHCHG -102
## 1044 1992-06-01 total21.USNHIGHCHG 124
## 1045 1992-07-01 total21.USNHIGHCHG 168
## 1046 1992-08-01 total21.USNHIGHCHG -403
## 1047 1992-09-01 total21.USNHIGHCHG -80
## 1048 1992-10-01 total21.USNHIGHCHG -109
## 1049 1992-11-01 total21.USNHIGHCHG -56
## 1050 1992-12-01 total21.USNHIGHCHG -71
## 1051 1993-01-01 total21.USNHIGHCHG -61
## 1052 1993-02-01 total21.USNHIGHCHG 80
## 1053 1993-03-01 total21.USNHIGHCHG -78
## 1054 1993-04-01 total21.USNHIGHCHG -143
## 1055 1993-05-01 total21.USNHIGHCHG -43
## 1056 1993-06-01 total21.USNHIGHCHG -23
## 1057 1993-07-01 total21.USNHIGHCHG 275
## 1058 1993-08-01 total21.USNHIGHCHG -205
## 1059 1993-09-01 total21.USNHIGHCHG -161
## 1060 1993-10-01 total21.USNHIGHCHG 65
## 1061 1993-11-01 total21.USNHIGHCHG -154
## 1062 1993-12-01 total21.USNHIGHCHG -82
## 1063 1994-01-01 total21.USNHIGHCHG -39
## 1064 1994-02-01 total21.USNHIGHCHG 182
## 1065 1994-03-01 total21.USNHIGHCHG -101
## 1066 1994-04-01 total21.USNHIGHCHG 42
## 1067 1994-05-01 total21.USNHIGHCHG 60
## 1068 1994-06-01 total21.USNHIGHCHG -37
## 1069 1994-07-01 total21.USNHIGHCHG 19
## 1070 1994-08-01 total21.USNHIGHCHG -11
## 1071 1994-09-01 total21.USNHIGHCHG 125
## 1072 1994-10-01 total21.USNHIGHCHG 59
## 1073 1994-11-01 total21.USNHIGHCHG 38
## 1074 1994-12-01 total21.USNHIGHCHG 14
## 1075 1995-01-01 total21.USNHIGHCHG -168
## 1076 1995-02-01 total21.USNHIGHCHG -85
## 1077 1995-03-01 total21.USNHIGHCHG -23
## 1078 1995-04-01 total21.USNHIGHCHG 86
## 1079 1995-05-01 total21.USNHIGHCHG -86
## 1080 1995-06-01 total21.USNHIGHCHG -121
## 1081 1995-07-01 total21.USNHIGHCHG -96
## 1082 1995-08-01 total21.USNHIGHCHG -97
## 1083 1995-09-01 total21.USNHIGHCHG 311
## 1084 1995-10-01 total21.USNHIGHCHG 51
## 1085 1995-11-01 total21.USNHIGHCHG 12
## 1086 1995-12-01 total21.USNHIGHCHG 2
## 1087 1996-01-01 total21.USNHIGHCHG 157
## 1088 1996-02-01 total21.USNHIGHCHG 41
## 1089 1996-03-01 total21.USNHIGHCHG 66
## 1090 1996-04-01 total21.USNHIGHCHG -13
## 1091 1996-05-01 total21.USNHIGHCHG -29
## 1092 1996-06-01 total21.USNHIGHCHG 40
## 1093 1996-07-01 total21.USNHIGHCHG 12
## 1094 1996-08-01 total21.USNHIGHCHG 48
## 1095 1996-09-01 total21.USNHIGHCHG -4
## 1096 1996-10-01 total21.USNHIGHCHG -4
## 1097 1996-11-01 total21.USNHIGHCHG 55
## 1098 1996-12-01 total21.USNHIGHCHG 99
## 1099 1997-01-01 total21.USNHIGHCHG 1
## 1100 1997-02-01 total21.USNHIGHCHG -54
## 1101 1997-03-01 total21.USNHIGHCHG 244
## 1102 1997-04-01 total21.USNHIGHCHG -168
## 1103 1997-05-01 total21.USNHIGHCHG 65
## 1104 1997-06-01 total21.USNHIGHCHG -65
## 1105 1997-07-01 total21.USNHIGHCHG 96
## 1106 1997-08-01 total21.USNHIGHCHG -82
## 1107 1997-09-01 total21.USNHIGHCHG -50
## 1108 1997-10-01 total21.USNHIGHCHG -15
## 1109 1997-11-01 total21.USNHIGHCHG 90
## 1110 1997-12-01 total21.USNHIGHCHG 39
## 1111 1998-01-01 total21.USNHIGHCHG 115
## 1112 1998-02-01 total21.USNHIGHCHG 13
## 1113 1998-03-01 total21.USNHIGHCHG -91
## 1114 1998-04-01 total21.USNHIGHCHG 137
## 1115 1998-05-01 total21.USNHIGHCHG 85
## 1116 1998-06-01 total21.USNHIGHCHG 21
## 1117 1998-07-01 total21.USNHIGHCHG -233
## 1118 1998-08-01 total21.USNHIGHCHG -138
## 1119 1998-09-01 total21.USNHIGHCHG 137
## 1120 1998-10-01 total21.USNHIGHCHG -201
## 1121 1998-11-01 total21.USNHIGHCHG 97
## 1122 1998-12-01 total21.USNHIGHCHG 167
## 1123 1999-01-01 total21.USNHIGHCHG -242
## 1124 1999-02-01 total21.USNHIGHCHG -124
## 1125 1999-03-01 total21.USNHIGHCHG 42
## 1126 1999-04-01 total21.USNHIGHCHG -389
## 1127 1999-05-01 total21.USNHIGHCHG 64
## 1128 1999-06-01 total21.USNHIGHCHG 181
## 1129 1999-07-01 total21.USNHIGHCHG -50
## 1130 1999-08-01 total21.USNHIGHCHG 217
## 1131 1999-09-01 total21.USNHIGHCHG -113
## 1132 1999-10-01 total21.USNHIGHCHG 81
## 1133 1999-11-01 total21.USNHIGHCHG 79
## 1134 1999-12-01 total21.USNHIGHCHG -118
## 1135 2000-01-01 total21.USNHIGHCHG 221
## 1136 2000-02-01 total21.USNHIGHCHG 154
## 1137 2000-03-01 total21.USNHIGHCHG -292
## 1138 2000-04-01 total21.USNHIGHCHG 41
## 1139 2000-05-01 total21.USNHIGHCHG -119
## 1140 2000-06-01 total21.USNHIGHCHG 306
## 1141 2000-07-01 total21.USNHIGHCHG 239
## 1142 2000-08-01 total21.USNHIGHCHG 178
## 1143 2000-09-01 total21.USNHIGHCHG -6
## 1144 2000-10-01 total21.USNHIGHCHG -167
## 1145 2000-11-01 total21.USNHIGHCHG -181
## 1146 2000-12-01 total21.USNHIGHCHG -153
## 1147 2001-01-01 total21.USNHIGHCHG 44
## 1148 2001-02-01 total21.USNHIGHCHG 11
## 1149 2001-03-01 total21.USNHIGHCHG 47
## 1150 2001-04-01 total21.USNHIGHCHG 155
## 1151 2001-05-01 total21.USNHIGHCHG -62
## 1152 2001-06-01 total21.USNHIGHCHG -18
## 1153 2001-07-01 total21.USNHIGHCHG 126
## 1154 2001-08-01 total21.USNHIGHCHG -258
## 1155 2001-09-01 total21.USNHIGHCHG -94
## 1156 2001-10-01 total21.USNHIGHCHG 160
## 1157 2001-11-01 total21.USNHIGHCHG -133
## 1158 2001-12-01 total21.USNHIGHCHG 111
## 1159 2002-01-01 total21.USNHIGHCHG -47
## 1160 2002-02-01 total21.USNHIGHCHG 53
## 1161 2002-03-01 total21.USNHIGHCHG -16
## 1162 2002-04-01 total21.USNHIGHCHG 108
## 1163 2002-05-01 total21.USNHIGHCHG -42
## 1164 2002-06-01 total21.USNHIGHCHG 101
## 1165 2002-07-01 total21.USNHIGHCHG -409
## 1166 2002-08-01 total21.USNHIGHCHG -50
## 1167 2002-09-01 total21.USNHIGHCHG 59
## 1168 2002-10-01 total21.USNHIGHCHG -14
## 1169 2002-11-01 total21.USNHIGHCHG -53
## 1170 2002-12-01 total21.USNHIGHCHG 49
## 1171 2003-01-01 total21.USNHIGHCHG 89
## 1172 2003-02-01 total21.USNHIGHCHG 26
## 1173 2003-03-01 total21.USNHIGHCHG 273
## 1174 2003-04-01 total21.USNHIGHCHG -54
## 1175 2003-05-01 total21.USNHIGHCHG -168
## 1176 2003-06-01 total21.USNHIGHCHG -223
## 1177 2003-07-01 total21.USNHIGHCHG 103
## 1178 2003-08-01 total21.USNHIGHCHG -4
## 1179 2003-09-01 total21.USNHIGHCHG 32
## 1180 2003-10-01 total21.USNHIGHCHG 118
## 1181 2003-11-01 total21.USNHIGHCHG 26
## 1182 2003-12-01 total21.USNHIGHCHG 14
## 1183 2004-01-01 total21.USNHIGHCHG -397
## 1184 2004-02-01 total21.USNHIGHCHG 193
## 1185 2004-03-01 total21.USNHIGHCHG -93
## 1186 2004-04-01 total21.USNHIGHCHG -279
## 1187 2004-05-01 total21.USNHIGHCHG 113
## 1188 2004-06-01 total21.USNHIGHCHG 61
## 1189 2004-07-01 total21.USNHIGHCHG 171
## 1190 2004-08-01 total21.USNHIGHCHG 118
## 1191 2004-09-01 total21.USNHIGHCHG 125
## 1192 2004-10-01 total21.USNHIGHCHG -106
## 1193 2004-11-01 total21.USNHIGHCHG 193
## 1194 2004-12-01 total21.USNHIGHCHG 98
## 1195 2005-01-01 total21.USNHIGHCHG -238
## 1196 2005-02-01 total21.USNHIGHCHG -4
## 1197 2005-03-01 total21.USNHIGHCHG -12
## 1198 2005-04-01 total21.USNHIGHCHG -86
## 1199 2005-05-01 total21.USNHIGHCHG 304
## 1200 2005-06-01 total21.USNHIGHCHG 187
## 1201 2005-07-01 total21.USNHIGHCHG 232
## 1202 2005-08-01 total21.USNHIGHCHG -329
## 1203 2005-09-01 total21.USNHIGHCHG -140
## 1204 2005-10-01 total21.USNHIGHCHG -103
## 1205 2005-11-01 total21.USNHIGHCHG 39
## 1206 2005-12-01 total21.USNHIGHCHG -124
## 1207 2006-01-01 total21.USNHIGHCHG 192
## 1208 2006-02-01 total21.USNHIGHCHG 74
## 1209 2006-03-01 total21.USNHIGHCHG 13
## 1210 2006-04-01 total21.USNHIGHCHG 94
## 1211 2006-05-01 total21.USNHIGHCHG 93
## 1212 2006-06-01 total21.USNHIGHCHG -94
## 1213 2006-07-01 total21.USNHIGHCHG -19
## 1214 2006-08-01 total21.USNHIGHCHG 40
## 1215 2006-09-01 total21.USNHIGHCHG -45
## 1216 2006-10-01 total21.USNHIGHCHG 127
## 1217 2006-11-01 total21.USNHIGHCHG -156
## 1218 2006-12-01 total21.USNHIGHCHG 54
## 1219 2007-01-01 total21.USNHIGHCHG 49
## 1220 2007-02-01 total21.USNHIGHCHG 272
## 1221 2007-03-01 total21.USNHIGHCHG -73
## 1222 2007-04-01 total21.USNHIGHCHG -412
## 1223 2007-05-01 total21.USNHIGHCHG -179
## 1224 2007-06-01 total21.USNHIGHCHG -399
## 1225 2007-07-01 total21.USNHIGHCHG 41
## 1226 2007-08-01 total21.USNHIGHCHG 5
## 1227 2007-09-01 total21.USNHIGHCHG 12
## 1228 2007-10-01 total21.USNHIGHCHG -31
## 1229 2007-11-01 total21.USNHIGHCHG 56
## 1230 2007-12-01 total21.USNHIGHCHG 65
## 1231 2008-01-01 total21.USNHIGHCHG 74
## 1232 2008-02-01 total21.USNHIGHCHG -59
## 1233 2008-03-01 total21.USNHIGHCHG -160
## 1234 2008-04-01 total21.USNHIGHCHG 17
## 1235 2008-05-01 total21.USNHIGHCHG -41
## 1236 2008-06-01 total21.USNHIGHCHG -93
## 1237 2008-07-01 total21.USNHIGHCHG -45
## 1238 2008-08-01 total21.USNHIGHCHG -51
## 1239 2008-09-01 total21.USNHIGHCHG -60
## 1240 2008-10-01 total21.USNHIGHCHG 173
## 1241 2008-11-01 total21.USNHIGHCHG -223
## 1242 2008-12-01 total21.USNHIGHCHG -102
## 1243 2009-01-01 total21.USNHIGHCHG -102
## 1244 2009-02-01 total21.USNHIGHCHG -90
## 1245 2009-03-01 total21.USNHIGHCHG -73
## 1246 2009-04-01 total21.USNHIGHCHG -233
## 1247 2009-05-01 total21.USNHIGHCHG 90
## 1248 2009-06-01 total21.USNHIGHCHG 50
## 1249 2009-07-01 total21.USNHIGHCHG 9
## 1250 2009-08-01 total21.USNHIGHCHG -25
## 1251 2009-09-01 total21.USNHIGHCHG 17
## 1252 2009-10-01 total21.USNHIGHCHG -146
## 1253 2009-11-01 total21.USNHIGHCHG -61
## 1254 2009-12-01 total21.USNHIGHCHG -40
## 1255 2010-01-01 total21.USNHIGHCHG 4
## 1256 2010-02-01 total21.USNHIGHCHG -333
## 1257 2010-03-01 total21.USNHIGHCHG 280
## 1258 2010-04-01 total21.USNHIGHCHG 200
## 1259 2010-05-01 total21.USNHIGHCHG 43
## 1260 2010-06-01 total21.USNHIGHCHG 38
## 1261 2010-07-01 total21.USNHIGHCHG -80
## 1262 2010-08-01 total21.USNHIGHCHG -153
## 1263 2010-09-01 total21.USNHIGHCHG -184
## 1264 2010-10-01 total21.USNHIGHCHG 9
## 1265 2010-11-01 total21.USNHIGHCHG -34
## 1266 2010-12-01 total21.USNHIGHCHG 23
## 1267 2011-01-01 total21.USNHIGHCHG -134
## 1268 2011-02-01 total21.USNHIGHCHG -87
## 1269 2011-03-01 total21.USNHIGHCHG 220
## 1270 2011-04-01 total21.USNHIGHCHG -111
## 1271 2011-05-01 total21.USNHIGHCHG -85
## 1272 2011-06-01 total21.USNHIGHCHG 42
## 1273 2011-07-01 total21.USNHIGHCHG 198
## 1274 2011-08-01 total21.USNHIGHCHG 101
## 1275 2011-09-01 total21.USNHIGHCHG 29
## 1276 2011-10-01 total21.USNHIGHCHG 61
## 1277 2011-11-01 total21.USNHIGHCHG -11
## 1278 2011-12-01 total21.USNHIGHCHG -81
## 1279 2012-01-01 total21.USNHIGHCHG -144
## 1280 2012-02-01 total21.USNHIGHCHG -63
## 1281 2012-03-01 total21.USNHIGHCHG 0
## 1282 2012-04-01 total21.USNHIGHCHG -10
## 1283 2012-05-01 total21.USNHIGHCHG 25
## 1284 2012-06-01 total21.USNHIGHCHG 78
## 1285 2012-07-01 total21.USNHIGHCHG 125
## 1286 2012-08-01 total21.USNHIGHCHG -164
## 1287 2012-09-01 total21.USNHIGHCHG 53
## 1288 2012-10-01 total21.USNHIGHCHG -30
## 1289 2012-11-01 total21.USNHIGHCHG -241
## 1290 2012-12-01 total21.USNHIGHCHG 123
## 1291 2013-01-01 total21.USNHIGHCHG -116
## 1292 2013-02-01 total21.USNHIGHCHG 152
## 1293 2013-03-01 total21.USNHIGHCHG 22
## 1294 2013-04-01 total21.USNHIGHCHG -310
## 1295 2013-05-01 total21.USNHIGHCHG 337
## 1296 2013-06-01 total21.USNHIGHCHG 114
## 1297 2013-07-01 total21.USNHIGHCHG -247
## 1298 2013-08-01 total21.USNHIGHCHG -2
## 1299 2013-09-01 total21.USNHIGHCHG 28
## 1300 2013-10-01 total21.USNHIGHCHG -197
## 1301 2013-11-01 total21.USNHIGHCHG 79
## 1302 2013-12-01 total21.USNHIGHCHG 3
## 1303 2014-01-01 total21.USNHIGHCHG 64
## 1304 2014-02-01 total21.USNHIGHCHG 239
## 1305 2014-03-01 total21.USNHIGHCHG 96
## 1306 2014-04-01 total21.USNHIGHCHG -332
## 1307 2014-05-01 total21.USNHIGHCHG 30
## 1308 2014-06-01 total21.USNHIGHCHG -247
## 1309 2014-07-01 total21.USNHIGHCHG -231
## 1310 2014-08-01 total21.USNHIGHCHG 435
## 1311 2014-09-01 total21.USNHIGHCHG 84
## 1312 2014-10-01 total21.USNHIGHCHG 166
## 1313 2014-11-01 total21.USNHIGHCHG 105
## 1314 2014-12-01 total21.USNHIGHCHG -37
## 1315 2015-01-01 total21.USNHIGHCHG 222
## 1316 2015-02-01 total21.USNHIGHCHG -44
## 1317 2015-03-01 total21.USNHIGHCHG -83
## 1318 2015-04-01 total21.USNHIGHCHG 184
## 1319 2015-05-01 total21.USNHIGHCHG -171
## 1320 2015-06-01 total21.USNHIGHCHG -2
## 1321 2015-07-01 total21.USNHIGHCHG -301
## 1322 2015-08-01 total21.USNHIGHCHG -83
## 1323 2015-09-01 total21.USNHIGHCHG -57
## 1324 2015-10-01 total21.USNHIGHCHG 161
## 1325 2015-11-01 total21.USNHIGHCHG 253
## 1326 2015-12-01 total21.USNHIGHCHG -24
## 1327 2016-01-01 total21.USNHIGHCHG -41
## 1328 2016-02-01 total21.USNHIGHCHG -125
## 1329 2016-03-01 total21.USNHIGHCHG 83
## 1330 2016-04-01 total21.USNHIGHCHG -38
## 1331 2016-05-01 total21.USNHIGHCHG -311
## 1332 2016-06-01 total21.USNHIGHCHG 61
## 1333 2016-07-01 total21.USNHIGHCHG 128
## 1334 2016-08-01 total21.USNHIGHCHG 13
## 1335 2016-09-01 total21.USNHIGHCHG -83
## 1336 2016-10-01 total21.USNHIGHCHG 42
## 1337 2016-11-01 total21.USNHIGHCHG -116
## 1338 2016-12-01 total21.USNHIGHCHG -71
## 1339 2017-01-01 total21.USNHIGHCHG -6
## 1340 2017-02-01 total21.USNHIGHCHG -177
## 1341 2017-03-01 total21.USNHIGHCHG 20
## 1342 2017-04-01 total21.USNHIGHCHG -82
## 1343 2017-05-01 total21.USNHIGHCHG 268
## 1344 2017-06-01 total21.USNHIGHCHG -49
## 1345 2017-07-01 total21.USNHIGHCHG 163
## 1346 2017-08-01 total21.USNHIGHCHG 46
## 1347 2017-09-01 total21.USNHIGHCHG -8
## 1348 2017-10-01 total21.USNHIGHCHG -127
## 1349 2017-11-01 total21.USNHIGHCHG -34
## 1350 2017-12-01 total21.USNHIGHCHG -190
## 1351 2018-01-01 total21.USNHIGHCHG 202
## 1352 2018-02-01 total21.USNHIGHCHG -37
## 1353 2018-03-01 total21.USNHIGHCHG 3
## 1354 2018-04-01 total21.USNHIGHCHG 41
## 1355 2018-05-01 total21.USNHIGHCHG 2
## 1356 2018-06-01 total21.USNHIGHCHG 206
## 1357 2018-07-01 total21.USNHIGHCHG -243
## 1358 2018-08-01 total21.USNHIGHCHG 17
## 1359 2018-09-01 total21.USNHIGHCHG -79
## 1360 2018-10-01 total21.USNHIGHCHG 56
## 1361 2018-11-01 total21.USNHIGHCHG -29
## 1362 2018-12-01 total21.USNHIGHCHG 7
## 1363 2019-01-01 total21.USNHIGHCHG -186
## 1364 2019-02-01 total21.USNHIGHCHG 253
## 1365 2019-03-01 total21.USNHIGHCHG -189
## 1366 2019-04-01 total21.USNHIGHCHG -79
## 1367 2019-05-01 total21.USNHIGHCHG -70
## 1368 2019-06-01 total21.USNHIGHCHG 99
## 1369 2019-07-01 total21.USNHIGHCHG -24
## 1370 2019-08-01 total21.USNHIGHCHG 20
## 1371 2019-09-01 total21.USNHIGHCHG -38
## 1372 2019-10-01 total21.USNHIGHCHG -200
## 1373 2019-11-01 total21.USNHIGHCHG 5
## 1374 2019-12-01 total21.USNHIGHCHG 134
## 1375 2020-01-01 total21.USNHIGHCHG -289
## 1376 2020-02-01 total21.USNHIGHCHG 70
## 1377 2020-03-01 total21.USNHIGHCHG -534
## 1378 2020-04-01 total21.USNHIGHCHG -1852
## 1379 2020-05-01 total21.USNHIGHCHG -197
## 1380 2020-06-01 total21.USNHIGHCHG 381
## 1381 2020-07-01 total21.USNHIGHCHG 23
## 1382 2020-08-01 total21.USNHIGHCHG 446
## 1383 2020-09-01 total21.USNHIGHCHG 471
## 1384 2020-10-01 total21.USNHIGHCHG 429visualizeall4 <- dummy_clean4 %>% group_by(Category)
plotall4 <- ggplot(data = visualizeall4, aes(x = DATE, y = Value)) + geom_line(aes(color = factor(Category), group = Category))
require(gridExtra)
grid.arrange(plotall4, ncol=1)
## Part III Conclusion:
Using statistical analysis and graphs to visualize the input data series leads us to the conclusion that the input data for bachelors’ degree employment is platykurtic (thin tailed) as depicted by histograms, the Q-Q plots, the skewness and kurtosis. The remaining three data series are leptokurtic (fat-tailed), especially the workers with high school and no high-school education, both of which had particularly large values of excess kurtosis. In terms of skew, the some college education, high school and no high school employment series are all left-skewed and the skewness increases with lower levels of education. So, workers with high school education had a higher skew than workers with some college degree, but the left skew somewhat declined for the workers with the lowest level of education (those who hadn’t completed any high school). We see below that this cohort of workers also lost fewer jobs than the ones who had completed some high school and this data series needs further investigation.
Unsurprisingly, in level terms, those with a lesser education fared poorly by bearing the brunt of the job losses. Only 3.6 million workers with bachelor’s degrees lost their jobs, compared to 5.7 million workers who had some college degree and relatively less severe than the 7.5 million workers with high school diplomas who lost their jobs. The surprising number was the 2.4 million workers who had less than a high school diploma who lost their jobs.
Taking a closer look at the graph above, we can see that hiring for workers with Bachelor’s degrees resumed since May but this cohort again reported job losses in September and October which brought down the gain to just over 50%. In comparison, those with some college degree saw a greater loss in terms of the level but also reported fewer losses in September. As we go down the education spectrum, we see a greater volatility in terms of both job gains and losses, for example of those 7.5 million workers with a high school diploma that lost their jobs during the lockdowns, 5.1 million are already employed but potentially at the risk of losing jobs again should another lockdown occur. Perhaps, these are restaurant waitstaff and other low-wage workers who can be fired and hired easily!
The real suprise as I mentioned is those workers who had less than a high-school diploma, only 2.4 million of these workers lost their jobs and reported the highest percentage employment gain among the four cohorts. This needs further investigation.
Part IV: Which demographic groups experienced a disproportionate share of job losses during the initial lockdowns?
Here specifically, I’ll consider which of the three racial groups - African-Americans, Hispanics or Whites experienced the worst job losses, I’ll also compare the employment-to-population ratio for men and women and specifically take a look at married women as there is anecdotal evidence to indicate they have disproportionately shouldered childcare duties and some have altogether left the workforce as a result of the pandemic.
##Include one statistical analysis and at least one graphic that describes or validates the data
##Here I check if each of the input data series is a normal distribution by checking the histogram, the Q-Q plot and the Shapiro test which is a widely used test of normality
par(mfrow=c(3,2))
hist(dfblack$USBLACK, 100, col="black")
qqnorm(dfblack$USBLACK); qqline(dfblack$USBLACK, col = 2)
shapiro.test(dfblack$USBLACK)##
## Shapiro-Wilk normality test
##
## data: dfblack$USBLACK
## W = 0.95086, p-value = 4.745e-13kurtosis(dfblack$USBLACK)## [1] -1.066601skewness(dfblack$USBLACK)## [1] -0.0198549hist(dfhis$USHIS, 100, col="black")
qqnorm(dfhis$USHIS); qqline(dfhis$USHIS, col = 2)
shapiro.test(dfhis$USHIS)##
## Shapiro-Wilk normality test
##
## data: dfhis$USHIS
## W = 0.93057, p-value = 1.255e-15kurtosis(dfhis$USHIS)## [1] -1.220604skewness(dfhis$USHIS)## [1] 0.2847727hist(dfwhite$USWHITE, 100, col="black")
qqnorm(dfwhite$USWHITE); qqline(dfwhite$USWHITE, col = 2)
shapiro.test(dfwhite$USWHITE)##
## Shapiro-Wilk normality test
##
## data: dfwhite$USWHITE
## W = 0.89659, p-value < 2.2e-16kurtosis(dfwhite$USWHITE)## [1] -1.394883skewness(dfwhite$USWHITE)## [1] -0.3079738par(mfrow=c(2,2))
hist(dfempw$USEMPW, 100, col="black")
qqnorm(dfempw$USEMPW); qqline(dfempw$USEMPW, col = 2)
shapiro.test(dfempw$USEMPW)##
## Shapiro-Wilk normality test
##
## data: dfempw$USEMPW
## W = 0.90573, p-value < 2.2e-16kurtosis(dfempw$USEMPW)## [1] -1.505416skewness(dfempw$USEMPW)## [1] -0.06459875hist(dfempm$USEMPM, 100, col="black")
qqnorm(dfempm$USEMPM); qqline(dfempm$USEMPM, col = 2)
shapiro.test(dfempm$USEMPM)##
## Shapiro-Wilk normality test
##
## data: dfempm$USEMPM
## W = 0.92146, p-value < 2.2e-16kurtosis(dfempm$USEMPM)## [1] -1.396906skewness(dfempm$USEMPM)## [1] 0.09606374hist(dfmempw$USMEMPW, 100, col="black")
qqnorm(dfmempw$USMEMPW); qqline(dfmempw$USMEMPW, col = 2)
shapiro.test(dfmempw$USMEMPW)##
## Shapiro-Wilk normality test
##
## data: dfmempw$USMEMPW
## W = 0.88305, p-value < 2.2e-16kurtosis(dfmempw$USMEMPW)## [1] -1.345333skewness(dfmempw$USMEMPW)## [1] -0.3941233hist(dfmempm$USMEMPM, 100, col="black")
qqnorm(dfmempm$USMEMPM); qqline(dfmempm$USMEMPM, col = 2)
shapiro.test(dfmempm$USMEMPM)##
## Shapiro-Wilk normality test
##
## data: dfmempm$USMEMPM
## W = 0.95405, p-value = 5.368e-15kurtosis(dfmempm$USMEMPM)## [1] -1.054225skewness(dfmempm$USMEMPM)## [1] -0.1203077#Calculate the difference in employment for African-American workers
dfblack$change <- with(dfblack, c(NA, diff(USBLACK))); head(dfblack)## DATE USBLACK change
## 1 1/1/1972 7594 NA
## 2 2/1/1972 7644 50
## 3 3/1/1972 7727 83
## 4 4/1/1972 7771 44
## 5 5/1/1972 7813 42
## 6 6/1/1972 7899 86#Calculate the difference in employment for Hispanic workers
dfhis$change <- with(dfhis, c(NA, diff(USHIS))); head(dfhis)## DATE USHIS change
## 1 3/1/1973 3467 NA
## 2 4/1/1973 3398 -69
## 3 5/1/1973 3367 -31
## 4 6/1/1973 3335 -32
## 5 7/1/1973 3346 11
## 6 8/1/1973 3355 9#Calculate the difference in employment for White workers
dfwhite$change <- with(dfwhite, c(NA, diff(USWHITE))); head(dfwhite)## DATE USWHITE change
## 1 1/1/1954 53963 NA
## 2 2/1/1954 54566 603
## 3 3/1/1954 54380 -186
## 4 4/1/1954 53929 -451
## 5 5/1/1954 53739 -190
## 6 6/1/1954 53619 -120#Calculate the difference in employment for female workers
dfempw$change <- with(dfempw, c(NA, diff(USEMPW))); head(dfempw)## DATE USEMPW change
## 1 1/1/1948 16325 NA
## 2 2/1/1948 16361 36
## 3 3/1/1948 16240 -121
## 4 4/1/1948 16706 466
## 5 5/1/1948 16344 -362
## 6 6/1/1948 16934 590#Calculate the difference in employment for male workers
dfempm$change <- with(dfempm, c(NA, diff(USEMPM))); head(dfempm)## DATE USEMPM change
## 1 1/1/1948 41736 NA
## 2 2/1/1948 41835 99
## 3 3/1/1948 41431 -404
## 4 4/1/1948 41585 154
## 5 5/1/1948 41510 -75
## 6 6/1/1948 41809 299#Calculate the difference in employment for married female workers
dfmempw$change <- with(dfmempw, c(NA, diff(USMEMPW))); head(dfmempw)## DATE USMEMPW change
## 1 1/1/1955 10004 NA
## 2 2/1/1955 9985 -19
## 3 3/1/1955 9833 -152
## 4 4/1/1955 10140 307
## 5 5/1/1955 10132 -8
## 6 6/1/1955 10212 80#Calculate the difference in employment for married male workers
dfmempm$change <- with(dfmempm, c(NA, diff(USMEMPM))); head(dfmempm)## DATE USMEMPM change
## 1 1/1/1955 33176 NA
## 2 2/1/1955 33239 63
## 3 3/1/1955 33240 1
## 4 4/1/1955 33232 -8
## 5 5/1/1955 33581 349
## 6 6/1/1955 33551 -30#All of the different time series above have different lengths, so I bring them to the same length as the shortest time series (Hispanic workers which begins 3/1/1973) before combining.
drop1 <- dfwhite[c(-1 : -230),, drop = F]
drop2 <- dfblack[c(-1 : -14),, drop = F]
drop3 <- dfempw[c(-1 : -302),, drop = F]
drop4 <- dfempm[c(-1 : -302),, drop = F]
drop5 <- dfmempm[c(-1 : -218),, drop = F]
drop6 <- dfmempw[c(-1 : -218),, drop = F]
#Combine columns into one dataframe
total28 <- data.frame(drop1, drop2, drop3, drop4, drop5, drop6, dfhis)
#All the difference columns are named change, so rename to more recognizable column names
total29 <- rename(total28, USWHITECHG = "change", USBLACKCHG = "change.1", USEMPWCHG = "change.2", USEMPMCHG = "change.3", USMEMPMCHG = "change.4", USMEMPWCHG = "change.5", USHISCHG = "change.6")
#Use lubridate to change the class of the date variable from factor to DATE
total30 <- data.frame(mdy(total29$DATE), total29$USWHITECHG, total29$USBLACKCHG, total29$USHISCHG, total29$USEMPWCHG, total29$USEMPMCHG, total29$USMEMPWCHG, total29$USMEMPMCHG)
#Rename the converted DATE column
total31 <- rename(total30, DATE = "mdy.total29.DATE.")
#Retain only White workers with Bachelor's degree for plotting employment gains and losses
total32 <- total31[c(-3 : -8)]
#Calculate the sum of job losses during the pandemic and job gains since May
visualize39 <- total32 %>% filter(DATE >= "2020-03-01" & DATE <="2020-04-01") %>%
summarise(sum1 = sum(total29.USWHITECHG));visualize39 ## sum1
## 1 -19124visualize40 <- total32 %>% filter(DATE >= "2020-05-01") %>%
summarise(sum2 = sum(total29.USWHITECHG)); visualize40## sum2
## 1 13116#Calculate percentage of job gains in the recovery
visualize41 <- (visualize40 / visualize39) *100; visualize41## sum2
## 1 -68.58398#Plot line graph separately as it is difficult to see lines otherwise because of differing scales
plot14 <- ggplot(data = total32, aes(x = DATE, y = total29.USWHITECHG, label = total29.USWHITECHG)) +
geom_line(size = 1.05) + theme_minimal()+ scale_x_date(date_breaks = "12 years", date_labels = "%Y") + scale_y_continuous(sec.axis = dup_axis()) +
theme(legend.position="none",
plot.caption=element_text(hjust=0),
plot.subtitle=element_text(size=6, face="italic"),
plot.title=element_text(size=8,face="bold"),
axis.title.x = element_text(size = 6),
axis.title.y = element_text(size = 6)) +
labs(x = "", y="", title = "Total Job Gains/Losses for Caucasian workers, \n 69% of jobs lost during the lockdowns \n have been gained since May", subtitle = "in thousands (seasonally adjusted)",
caption = "Source: FRED")
#Retain only African-American workers for plotting employment gains and losses
total33 <- total31[c(-2, -4, -5, -6, -7, -8)]
#Calculate the sum of job losses during the pandemic and job gains since May
visualize42 <- total33 %>% filter(DATE >= "2020-03-01" & DATE <="2020-04-01") %>%
summarise(sum1 = sum(total29.USBLACKCHG));visualize42 ## sum1
## 1 -3490visualize43 <- total33 %>% filter(DATE >= "2020-05-01") %>%
summarise(sum2 = sum(total29.USBLACKCHG)); visualize43## sum2
## 1 1730#Calculate percentage of job gains in the recovery
visualize44 <- (visualize43 / visualize42) *100; visualize44## sum2
## 1 -49.5702#Plot line graph separately as it is difficult to see lines otherwise because of differing scales
plot15 <- ggplot(data = total33, aes(x = DATE, y = total29.USBLACKCHG, label = total29.USBLACKCHG)) +
geom_line(size = 1.05) + theme_minimal()+ scale_x_date(date_breaks = "12 years", date_labels = "%Y") + scale_y_continuous(sec.axis = dup_axis()) +
theme(legend.position="none",
plot.caption=element_text(hjust=0),
plot.subtitle=element_text(size=6, face="italic"),
plot.title=element_text(size=8,face="bold"),
axis.title.x = element_text(size = 6),
axis.title.y = element_text(size = 6)) +
labs(x = "", y="", title = "Total Job Gains/Losses for African-American workers, \n 50% of jobs lost during the lockdowns \n have been gained since May", subtitle = "in thousands (seasonally adjusted)",
caption = "Source: FRED")
#Retain only Hispanic workers for plotting employment gains and losses
total34 <- total31[c(-2: -3, -5, -6 ,-7, -8)]
#Calculate the sum of job losses during the pandemic and job gains since May
visualize45 <- total34 %>% filter(DATE >= "2020-03-01" & DATE <="2020-04-01") %>%
summarise(sum1 = sum(total29.USHISCHG));visualize45 ## sum1
## 1 -5952visualize46 <- total34 %>% filter(DATE >= "2020-05-01") %>%
summarise(sum2 = sum(total29.USHISCHG)); visualize46## sum2
## 1 4040#Calculate percentage of job gains in the recovery
visualize47 <- (visualize46 / visualize45) *100; visualize47## sum2
## 1 -67.87634#Plot line graph separately as it is difficult to see lines otherwise because of differing scales
plot16 <- ggplot(data = total34, aes(x = DATE, y = total29.USHISCHG, label = total29.USHISCHG)) +
geom_line(size = 1.05) + theme_minimal()+ scale_x_date(date_breaks = "12 years", date_labels = "%Y") + scale_y_continuous(sec.axis = dup_axis()) +
theme(legend.position="none",
plot.caption=element_text(hjust=0),
plot.subtitle=element_text(size=6, face="italic"),
plot.title=element_text(size=8,face="bold"),
axis.title.x = element_text(size = 6),
axis.title.y = element_text(size = 6)) +
labs(x = "", y="", title = "Total Job Gains/Losses for Hispanic workers, \n 68% of jobs lost during the lockdowns \n have been gained since May", subtitle = "in thousands (seasonally adjusted)",
caption = "Source: FRED")
require(gridExtra)
grid.arrange(plot14, plot15, plot16, ncol=2)## Warning: Removed 1 row(s) containing missing values (geom_path).
#Also plotting all 3 racial cohorts on the same plot using the wide to long transformation and ggplot. It is difficult to see the individual trends.
total35 <- total31[c(-5 : -8)]
dummy_clean5 <- gather(total35, "Category", "Value", 2:4, na.rm = TRUE); dummy_clean5## DATE Category Value
## 1 1973-03-01 total29.USWHITECHG 308
## 2 1973-04-01 total29.USWHITECHG 120
## 3 1973-05-01 total29.USWHITECHG 113
## 4 1973-06-01 total29.USWHITECHG 588
## 5 1973-07-01 total29.USWHITECHG -54
## 6 1973-08-01 total29.USWHITECHG -126
## 7 1973-09-01 total29.USWHITECHG 333
## 8 1973-10-01 total29.USWHITECHG 392
## 9 1973-11-01 total29.USWHITECHG 282
## 10 1973-12-01 total29.USWHITECHG -78
## 11 1974-01-01 total29.USWHITECHG 104
## 12 1974-02-01 total29.USWHITECHG 256
## 13 1974-03-01 total29.USWHITECHG 126
## 14 1974-04-01 total29.USWHITECHG -138
## 15 1974-05-01 total29.USWHITECHG 181
## 16 1974-06-01 total29.USWHITECHG 108
## 17 1974-07-01 total29.USWHITECHG 183
## 18 1974-08-01 total29.USWHITECHG -152
## 19 1974-09-01 total29.USWHITECHG 41
## 20 1974-10-01 total29.USWHITECHG 16
## 21 1974-11-01 total29.USWHITECHG -291
## 22 1974-12-01 total29.USWHITECHG -366
## 23 1975-01-01 total29.USWHITECHG -531
## 24 1975-02-01 total29.USWHITECHG -292
## 25 1975-03-01 total29.USWHITECHG -13
## 26 1975-04-01 total29.USWHITECHG -9
## 27 1975-05-01 total29.USWHITECHG 150
## 28 1975-06-01 total29.USWHITECHG -13
## 29 1975-07-01 total29.USWHITECHG 407
## 30 1975-08-01 total29.USWHITECHG 281
## 31 1975-09-01 total29.USWHITECHG 36
## 32 1975-10-01 total29.USWHITECHG 102
## 33 1975-11-01 total29.USWHITECHG -20
## 34 1975-12-01 total29.USWHITECHG 241
## 35 1976-01-01 total29.USWHITECHG 561
## 36 1976-02-01 total29.USWHITECHG 325
## 37 1976-03-01 total29.USWHITECHG 157
## 38 1976-04-01 total29.USWHITECHG 364
## 39 1976-05-01 total29.USWHITECHG 300
## 40 1976-06-01 total29.USWHITECHG 6
## 41 1976-07-01 total29.USWHITECHG 362
## 42 1976-08-01 total29.USWHITECHG 98
## 43 1976-09-01 total29.USWHITECHG -48
## 44 1976-10-01 total29.USWHITECHG 173
## 45 1976-11-01 total29.USWHITECHG 141
## 46 1976-12-01 total29.USWHITECHG 231
## 47 1977-01-01 total29.USWHITECHG 28
## 48 1977-02-01 total29.USWHITECHG 436
## 49 1977-03-01 total29.USWHITECHG 410
## 50 1977-04-01 total29.USWHITECHG 407
## 51 1977-05-01 total29.USWHITECHG 422
## 52 1977-06-01 total29.USWHITECHG 221
## 53 1977-07-01 total29.USWHITECHG 106
## 54 1977-08-01 total29.USWHITECHG 302
## 55 1977-09-01 total29.USWHITECHG 210
## 56 1977-10-01 total29.USWHITECHG 424
## 57 1977-11-01 total29.USWHITECHG 490
## 58 1977-12-01 total29.USWHITECHG 141
## 59 1978-01-01 total29.USWHITECHG 203
## 60 1978-02-01 total29.USWHITECHG 84
## 61 1978-03-01 total29.USWHITECHG 129
## 62 1978-04-01 total29.USWHITECHG 627
## 63 1978-05-01 total29.USWHITECHG 270
## 64 1978-06-01 total29.USWHITECHG 593
## 65 1978-07-01 total29.USWHITECHG -242
## 66 1978-08-01 total29.USWHITECHG 225
## 67 1978-09-01 total29.USWHITECHG 117
## 68 1978-10-01 total29.USWHITECHG 492
## 69 1978-11-01 total29.USWHITECHG 274
## 70 1978-12-01 total29.USWHITECHG 122
## 71 1979-01-01 total29.USWHITECHG 369
## 72 1979-02-01 total29.USWHITECHG 358
## 73 1979-03-01 total29.USWHITECHG -51
## 74 1979-04-01 total29.USWHITECHG -229
## 75 1979-05-01 total29.USWHITECHG 151
## 76 1979-06-01 total29.USWHITECHG 251
## 77 1979-07-01 total29.USWHITECHG 256
## 78 1979-08-01 total29.USWHITECHG -233
## 79 1979-09-01 total29.USWHITECHG 478
## 80 1979-10-01 total29.USWHITECHG 101
## 81 1979-11-01 total29.USWHITECHG 140
## 82 1979-12-01 total29.USWHITECHG 423
## 83 1980-01-01 total29.USWHITECHG -22
## 84 1980-02-01 total29.USWHITECHG 151
## 85 1980-03-01 total29.USWHITECHG -300
## 86 1980-04-01 total29.USWHITECHG -379
## 87 1980-05-01 total29.USWHITECHG -269
## 88 1980-06-01 total29.USWHITECHG -250
## 89 1980-07-01 total29.USWHITECHG 8
## 90 1980-08-01 total29.USWHITECHG -61
## 91 1980-09-01 total29.USWHITECHG 343
## 92 1980-10-01 total29.USWHITECHG 277
## 93 1980-11-01 total29.USWHITECHG 96
## 94 1980-12-01 total29.USWHITECHG 131
## 95 1981-01-01 total29.USWHITECHG 155
## 96 1981-02-01 total29.USWHITECHG 388
## 97 1981-03-01 total29.USWHITECHG 215
## 98 1981-04-01 total29.USWHITECHG 408
## 99 1981-05-01 total29.USWHITECHG 111
## 100 1981-06-01 total29.USWHITECHG -605
## 101 1981-07-01 total29.USWHITECHG 336
## 102 1981-08-01 total29.USWHITECHG 64
## 103 1981-09-01 total29.USWHITECHG -605
## 104 1981-10-01 total29.USWHITECHG 371
## 105 1981-11-01 total29.USWHITECHG -327
## 106 1981-12-01 total29.USWHITECHG -421
## 107 1982-01-01 total29.USWHITECHG -66
## 108 1982-02-01 total29.USWHITECHG 108
## 109 1982-03-01 total29.USWHITECHG -42
## 110 1982-04-01 total29.USWHITECHG -33
## 111 1982-05-01 total29.USWHITECHG 440
## 112 1982-06-01 total29.USWHITECHG -445
## 113 1982-07-01 total29.USWHITECHG -133
## 114 1982-08-01 total29.USWHITECHG 10
## 115 1982-09-01 total29.USWHITECHG -72
## 116 1982-10-01 total29.USWHITECHG -236
## 117 1982-11-01 total29.USWHITECHG -215
## 118 1982-12-01 total29.USWHITECHG -62
## 119 1983-01-01 total29.USWHITECHG 88
## 120 1983-02-01 total29.USWHITECHG -195
## 121 1983-03-01 total29.USWHITECHG 153
## 122 1983-04-01 total29.USWHITECHG 357
## 123 1983-05-01 total29.USWHITECHG 155
## 124 1983-06-01 total29.USWHITECHG 958
## 125 1983-07-01 total29.USWHITECHG 434
## 126 1983-08-01 total29.USWHITECHG 324
## 127 1983-09-01 total29.USWHITECHG 213
## 128 1983-10-01 total29.USWHITECHG 176
## 129 1983-11-01 total29.USWHITECHG 534
## 130 1983-12-01 total29.USWHITECHG 310
## 131 1984-01-01 total29.USWHITECHG 133
## 132 1984-02-01 total29.USWHITECHG 384
## 133 1984-03-01 total29.USWHITECHG 259
## 134 1984-04-01 total29.USWHITECHG 159
## 135 1984-05-01 total29.USWHITECHG 598
## 136 1984-06-01 total29.USWHITECHG 314
## 137 1984-07-01 total29.USWHITECHG -172
## 138 1984-08-01 total29.USWHITECHG -533
## 139 1984-09-01 total29.USWHITECHG 290
## 140 1984-10-01 total29.USWHITECHG 135
## 141 1984-11-01 total29.USWHITECHG 172
## 142 1984-12-01 total29.USWHITECHG 265
## 143 1985-01-01 total29.USWHITECHG 147
## 144 1985-02-01 total29.USWHITECHG 359
## 145 1985-03-01 total29.USWHITECHG 274
## 146 1985-04-01 total29.USWHITECHG -137
## 147 1985-05-01 total29.USWHITECHG 79
## 148 1985-06-01 total29.USWHITECHG -446
## 149 1985-07-01 total29.USWHITECHG 287
## 150 1985-08-01 total29.USWHITECHG 145
## 151 1985-09-01 total29.USWHITECHG 617
## 152 1985-10-01 total29.USWHITECHG 232
## 153 1985-11-01 total29.USWHITECHG 160
## 154 1985-12-01 total29.USWHITECHG 20
## 155 1986-01-01 total29.USWHITECHG 544
## 156 1986-02-01 total29.USWHITECHG -449
## 157 1986-03-01 total29.USWHITECHG 287
## 158 1986-04-01 total29.USWHITECHG 120
## 159 1986-05-01 total29.USWHITECHG 68
## 160 1986-06-01 total29.USWHITECHG 515
## 161 1986-07-01 total29.USWHITECHG 165
## 162 1986-08-01 total29.USWHITECHG 296
## 163 1986-09-01 total29.USWHITECHG -20
## 164 1986-10-01 total29.USWHITECHG 122
## 165 1986-11-01 total29.USWHITECHG 140
## 166 1986-12-01 total29.USWHITECHG 235
## 167 1987-01-01 total29.USWHITECHG 106
## 168 1987-02-01 total29.USWHITECHG 146
## 169 1987-03-01 total29.USWHITECHG 150
## 170 1987-04-01 total29.USWHITECHG 296
## 171 1987-05-01 total29.USWHITECHG 651
## 172 1987-06-01 total29.USWHITECHG -353
## 173 1987-07-01 total29.USWHITECHG 298
## 174 1987-08-01 total29.USWHITECHG 346
## 175 1987-09-01 total29.USWHITECHG -110
## 176 1987-10-01 total29.USWHITECHG 254
## 177 1987-11-01 total29.USWHITECHG 119
## 178 1987-12-01 total29.USWHITECHG 294
## 179 1988-01-01 total29.USWHITECHG 143
## 180 1988-02-01 total29.USWHITECHG 341
## 181 1988-03-01 total29.USWHITECHG -103
## 182 1988-04-01 total29.USWHITECHG 479
## 183 1988-05-01 total29.USWHITECHG -206
## 184 1988-06-01 total29.USWHITECHG 394
## 185 1988-07-01 total29.USWHITECHG -103
## 186 1988-08-01 total29.USWHITECHG 274
## 187 1988-09-01 total29.USWHITECHG 39
## 188 1988-10-01 total29.USWHITECHG 179
## 189 1988-11-01 total29.USWHITECHG 402
## 190 1988-12-01 total29.USWHITECHG -54
## 191 1989-01-01 total29.USWHITECHG 596
## 192 1989-02-01 total29.USWHITECHG 19
## 193 1989-03-01 total29.USWHITECHG 227
## 194 1989-04-01 total29.USWHITECHG 67
## 195 1989-05-01 total29.USWHITECHG -97
## 196 1989-06-01 total29.USWHITECHG 197
## 197 1989-07-01 total29.USWHITECHG -65
## 198 1989-08-01 total29.USWHITECHG 272
## 199 1989-09-01 total29.USWHITECHG -331
## 200 1989-10-01 total29.USWHITECHG 328
## 201 1989-11-01 total29.USWHITECHG 208
## 202 1989-12-01 total29.USWHITECHG -66
## 203 1990-01-01 total29.USWHITECHG 578
## 204 1990-02-01 total29.USWHITECHG -52
## 205 1990-03-01 total29.USWHITECHG 45
## 206 1990-04-01 total29.USWHITECHG -278
## 207 1990-05-01 total29.USWHITECHG 182
## 208 1990-06-01 total29.USWHITECHG 9
## 209 1990-07-01 total29.USWHITECHG -29
## 210 1990-08-01 total29.USWHITECHG -28
## 211 1990-09-01 total29.USWHITECHG -213
## 212 1990-10-01 total29.USWHITECHG -93
## 213 1990-11-01 total29.USWHITECHG -271
## 214 1990-12-01 total29.USWHITECHG -50
## 215 1991-01-01 total29.USWHITECHG -300
## 216 1991-02-01 total29.USWHITECHG -62
## 217 1991-03-01 total29.USWHITECHG -295
## 218 1991-04-01 total29.USWHITECHG 528
## 219 1991-05-01 total29.USWHITECHG -581
## 220 1991-06-01 total29.USWHITECHG 103
## 221 1991-07-01 total29.USWHITECHG -184
## 222 1991-08-01 total29.USWHITECHG 8
## 223 1991-09-01 total29.USWHITECHG 242
## 224 1991-10-01 total29.USWHITECHG 117
## 225 1991-11-01 total29.USWHITECHG -111
## 226 1991-12-01 total29.USWHITECHG -356
## 227 1992-01-01 total29.USWHITECHG 524
## 228 1992-02-01 total29.USWHITECHG -120
## 229 1992-03-01 total29.USWHITECHG 216
## 230 1992-04-01 total29.USWHITECHG 295
## 231 1992-05-01 total29.USWHITECHG -143
## 232 1992-06-01 total29.USWHITECHG -95
## 233 1992-07-01 total29.USWHITECHG 253
## 234 1992-08-01 total29.USWHITECHG -41
## 235 1992-09-01 total29.USWHITECHG -66
## 236 1992-10-01 total29.USWHITECHG 85
## 237 1992-11-01 total29.USWHITECHG 177
## 238 1992-12-01 total29.USWHITECHG 131
## 239 1993-01-01 total29.USWHITECHG 133
## 240 1993-02-01 total29.USWHITECHG 90
## 241 1993-03-01 total29.USWHITECHG 197
## 242 1993-04-01 total29.USWHITECHG -19
## 243 1993-05-01 total29.USWHITECHG 388
## 244 1993-06-01 total29.USWHITECHG 264
## 245 1993-07-01 total29.USWHITECHG 29
## 246 1993-08-01 total29.USWHITECHG 327
## 247 1993-09-01 total29.USWHITECHG -210
## 248 1993-10-01 total29.USWHITECHG 218
## 249 1993-11-01 total29.USWHITECHG 270
## 250 1993-12-01 total29.USWHITECHG 176
## 251 1994-01-01 total29.USWHITECHG 385
## 252 1994-02-01 total29.USWHITECHG 221
## 253 1994-03-01 total29.USWHITECHG -299
## 254 1994-04-01 total29.USWHITECHG 311
## 255 1994-05-01 total29.USWHITECHG 543
## 256 1994-06-01 total29.USWHITECHG -354
## 257 1994-07-01 total29.USWHITECHG 184
## 258 1994-08-01 total29.USWHITECHG 575
## 259 1994-09-01 total29.USWHITECHG 171
## 260 1994-10-01 total29.USWHITECHG 331
## 261 1994-11-01 total29.USWHITECHG 322
## 262 1994-12-01 total29.USWHITECHG 137
## 263 1995-01-01 total29.USWHITECHG -76
## 264 1995-02-01 total29.USWHITECHG 77
## 265 1995-03-01 total29.USWHITECHG -21
## 266 1995-04-01 total29.USWHITECHG -4
## 267 1995-05-01 total29.USWHITECHG -440
## 268 1995-06-01 total29.USWHITECHG 269
## 269 1995-07-01 total29.USWHITECHG 380
## 270 1995-08-01 total29.USWHITECHG -32
## 271 1995-09-01 total29.USWHITECHG 196
## 272 1995-10-01 total29.USWHITECHG 81
## 273 1995-11-01 total29.USWHITECHG -395
## 274 1995-12-01 total29.USWHITECHG 15
## 275 1996-01-01 total29.USWHITECHG -1
## 276 1996-02-01 total29.USWHITECHG 602
## 277 1996-03-01 total29.USWHITECHG 109
## 278 1996-04-01 total29.USWHITECHG -3
## 279 1996-05-01 total29.USWHITECHG 215
## 280 1996-06-01 total29.USWHITECHG 320
## 281 1996-07-01 total29.USWHITECHG 196
## 282 1996-08-01 total29.USWHITECHG 92
## 283 1996-09-01 total29.USWHITECHG 407
## 284 1996-10-01 total29.USWHITECHG 341
## 285 1996-11-01 total29.USWHITECHG -167
## 286 1996-12-01 total29.USWHITECHG 80
## 287 1997-01-01 total29.USWHITECHG 233
## 288 1997-02-01 total29.USWHITECHG 62
## 289 1997-03-01 total29.USWHITECHG 382
## 290 1997-04-01 total29.USWHITECHG 258
## 291 1997-05-01 total29.USWHITECHG 221
## 292 1997-06-01 total29.USWHITECHG 35
## 293 1997-07-01 total29.USWHITECHG 137
## 294 1997-08-01 total29.USWHITECHG 0
## 295 1997-09-01 total29.USWHITECHG -13
## 296 1997-10-01 total29.USWHITECHG 313
## 297 1997-11-01 total29.USWHITECHG 347
## 298 1997-12-01 total29.USWHITECHG -31
## 299 1998-01-01 total29.USWHITECHG -215
## 300 1998-02-01 total29.USWHITECHG 133
## 301 1998-03-01 total29.USWHITECHG -72
## 302 1998-04-01 total29.USWHITECHG 242
## 303 1998-05-01 total29.USWHITECHG 226
## 304 1998-06-01 total29.USWHITECHG -328
## 305 1998-07-01 total29.USWHITECHG 144
## 306 1998-08-01 total29.USWHITECHG 140
## 307 1998-09-01 total29.USWHITECHG 432
## 308 1998-10-01 total29.USWHITECHG -67
## 309 1998-11-01 total29.USWHITECHG 257
## 310 1998-12-01 total29.USWHITECHG 99
## 311 1999-01-01 total29.USWHITECHG 143
## 312 1999-02-01 total29.USWHITECHG 160
## 313 1999-03-01 total29.USWHITECHG 75
## 314 1999-04-01 total29.USWHITECHG -254
## 315 1999-05-01 total29.USWHITECHG 255
## 316 1999-06-01 total29.USWHITECHG 102
## 317 1999-07-01 total29.USWHITECHG 84
## 318 1999-08-01 total29.USWHITECHG 92
## 319 1999-09-01 total29.USWHITECHG 5
## 320 1999-10-01 total29.USWHITECHG 273
## 321 1999-11-01 total29.USWHITECHG 264
## 322 1999-12-01 total29.USWHITECHG 250
## 323 2000-01-01 total29.USWHITECHG 915
## 324 2000-02-01 total29.USWHITECHG -37
## 325 2000-03-01 total29.USWHITECHG 142
## 326 2000-04-01 total29.USWHITECHG 756
## 327 2000-05-01 total29.USWHITECHG -559
## 328 2000-06-01 total29.USWHITECHG 288
## 329 2000-07-01 total29.USWHITECHG -369
## 330 2000-08-01 total29.USWHITECHG 164
## 331 2000-09-01 total29.USWHITECHG 91
## 332 2000-10-01 total29.USWHITECHG 100
## 333 2000-11-01 total29.USWHITECHG 8
## 334 2000-12-01 total29.USWHITECHG 426
## 335 2001-01-01 total29.USWHITECHG 196
## 336 2001-02-01 total29.USWHITECHG -117
## 337 2001-03-01 total29.USWHITECHG 170
## 338 2001-04-01 total29.USWHITECHG -584
## 339 2001-05-01 total29.USWHITECHG -258
## 340 2001-06-01 total29.USWHITECHG -111
## 341 2001-07-01 total29.USWHITECHG 91
## 342 2001-08-01 total29.USWHITECHG -529
## 343 2001-09-01 total29.USWHITECHG 407
## 344 2001-10-01 total29.USWHITECHG -256
## 345 2001-11-01 total29.USWHITECHG -120
## 346 2001-12-01 total29.USWHITECHG -118
## 347 2002-01-01 total29.USWHITECHG -357
## 348 2002-02-01 total29.USWHITECHG 711
## 349 2002-03-01 total29.USWHITECHG -191
## 350 2002-04-01 total29.USWHITECHG -134
## 351 2002-05-01 total29.USWHITECHG 253
## 352 2002-06-01 total29.USWHITECHG -94
## 353 2002-07-01 total29.USWHITECHG 67
## 354 2002-08-01 total29.USWHITECHG 190
## 355 2002-09-01 total29.USWHITECHG 161
## 356 2002-10-01 total29.USWHITECHG -153
## 357 2002-11-01 total29.USWHITECHG -229
## 358 2002-12-01 total29.USWHITECHG -156
## 359 2003-01-01 total29.USWHITECHG 139
## 360 2003-02-01 total29.USWHITECHG 222
## 361 2003-03-01 total29.USWHITECHG -6
## 362 2003-04-01 total29.USWHITECHG 62
## 363 2003-05-01 total29.USWHITECHG -313
## 364 2003-06-01 total29.USWHITECHG 268
## 365 2003-07-01 total29.USWHITECHG -162
## 366 2003-08-01 total29.USWHITECHG 2
## 367 2003-09-01 total29.USWHITECHG -82
## 368 2003-10-01 total29.USWHITECHG 523
## 369 2003-11-01 total29.USWHITECHG 173
## 370 2003-12-01 total29.USWHITECHG -50
## 371 2004-01-01 total29.USWHITECHG 9
## 372 2004-02-01 total29.USWHITECHG 107
## 373 2004-03-01 total29.USWHITECHG -181
## 374 2004-04-01 total29.USWHITECHG 228
## 375 2004-05-01 total29.USWHITECHG 237
## 376 2004-06-01 total29.USWHITECHG 139
## 377 2004-07-01 total29.USWHITECHG 437
## 378 2004-08-01 total29.USWHITECHG -82
## 379 2004-09-01 total29.USWHITECHG -244
## 380 2004-10-01 total29.USWHITECHG 347
## 381 2004-11-01 total29.USWHITECHG 295
## 382 2004-12-01 total29.USWHITECHG -30
## 383 2005-01-01 total29.USWHITECHG 176
## 384 2005-02-01 total29.USWHITECHG 131
## 385 2005-03-01 total29.USWHITECHG 61
## 386 2005-04-01 total29.USWHITECHG 395
## 387 2005-05-01 total29.USWHITECHG 275
## 388 2005-06-01 total29.USWHITECHG -183
## 389 2005-07-01 total29.USWHITECHG 397
## 390 2005-08-01 total29.USWHITECHG 358
## 391 2005-09-01 total29.USWHITECHG -242
## 392 2005-10-01 total29.USWHITECHG 62
## 393 2005-11-01 total29.USWHITECHG 155
## 394 2005-12-01 total29.USWHITECHG 219
## 395 2006-01-01 total29.USWHITECHG 455
## 396 2006-02-01 total29.USWHITECHG -25
## 397 2006-03-01 total29.USWHITECHG 191
## 398 2006-04-01 total29.USWHITECHG 105
## 399 2006-05-01 total29.USWHITECHG 112
## 400 2006-06-01 total29.USWHITECHG 169
## 401 2006-07-01 total29.USWHITECHG 97
## 402 2006-08-01 total29.USWHITECHG 247
## 403 2006-09-01 total29.USWHITECHG -77
## 404 2006-10-01 total29.USWHITECHG 509
## 405 2006-11-01 total29.USWHITECHG 24
## 406 2006-12-01 total29.USWHITECHG 370
## 407 2007-01-01 total29.USWHITECHG 5
## 408 2007-02-01 total29.USWHITECHG -39
## 409 2007-03-01 total29.USWHITECHG 385
## 410 2007-04-01 total29.USWHITECHG -755
## 411 2007-05-01 total29.USWHITECHG 251
## 412 2007-06-01 total29.USWHITECHG 92
## 413 2007-07-01 total29.USWHITECHG -226
## 414 2007-08-01 total29.USWHITECHG -296
## 415 2007-09-01 total29.USWHITECHG 454
## 416 2007-10-01 total29.USWHITECHG 87
## 417 2007-11-01 total29.USWHITECHG 303
## 418 2007-12-01 total29.USWHITECHG -128
## 419 2008-01-01 total29.USWHITECHG 33
## 420 2008-02-01 total29.USWHITECHG -335
## 421 2008-03-01 total29.USWHITECHG -16
## 422 2008-04-01 total29.USWHITECHG -119
## 423 2008-05-01 total29.USWHITECHG 15
## 424 2008-06-01 total29.USWHITECHG -127
## 425 2008-07-01 total29.USWHITECHG -107
## 426 2008-08-01 total29.USWHITECHG -402
## 427 2008-09-01 total29.USWHITECHG -102
## 428 2008-10-01 total29.USWHITECHG -84
## 429 2008-11-01 total29.USWHITECHG -602
## 430 2008-12-01 total29.USWHITECHG -714
## 431 2009-01-01 total29.USWHITECHG -580
## 432 2009-02-01 total29.USWHITECHG -384
## 433 2009-03-01 total29.USWHITECHG -838
## 434 2009-04-01 total29.USWHITECHG 86
## 435 2009-05-01 total29.USWHITECHG -351
## 436 2009-06-01 total29.USWHITECHG -250
## 437 2009-07-01 total29.USWHITECHG -166
## 438 2009-08-01 total29.USWHITECHG -271
## 439 2009-09-01 total29.USWHITECHG -663
## 440 2009-10-01 total29.USWHITECHG -190
## 441 2009-11-01 total29.USWHITECHG -11
## 442 2009-12-01 total29.USWHITECHG -361
## 443 2010-01-01 total29.USWHITECHG 587
## 444 2010-02-01 total29.USWHITECHG -114
## 445 2010-03-01 total29.USWHITECHG 171
## 446 2010-04-01 total29.USWHITECHG 278
## 447 2010-05-01 total29.USWHITECHG -128
## 448 2010-06-01 total29.USWHITECHG -36
## 449 2010-07-01 total29.USWHITECHG 142
## 450 2010-08-01 total29.USWHITECHG 129
## 451 2010-09-01 total29.USWHITECHG -75
## 452 2010-10-01 total29.USWHITECHG -441
## 453 2010-11-01 total29.USWHITECHG -240
## 454 2010-12-01 total29.USWHITECHG 385
## 455 2011-01-01 total29.USWHITECHG 166
## 456 2011-02-01 total29.USWHITECHG -34
## 457 2011-03-01 total29.USWHITECHG 373
## 458 2011-04-01 total29.USWHITECHG 18
## 459 2011-05-01 total29.USWHITECHG 60
## 460 2011-06-01 total29.USWHITECHG -291
## 461 2011-07-01 total29.USWHITECHG 148
## 462 2011-08-01 total29.USWHITECHG 276
## 463 2011-09-01 total29.USWHITECHG 27
## 464 2011-10-01 total29.USWHITECHG -40
## 465 2011-11-01 total29.USWHITECHG 305
## 466 2011-12-01 total29.USWHITECHG 94
## 467 2012-01-01 total29.USWHITECHG -860
## 468 2012-02-01 total29.USWHITECHG 213
## 469 2012-03-01 total29.USWHITECHG 18
## 470 2012-04-01 total29.USWHITECHG -252
## 471 2012-05-01 total29.USWHITECHG 301
## 472 2012-06-01 total29.USWHITECHG 18
## 473 2012-07-01 total29.USWHITECHG -185
## 474 2012-08-01 total29.USWHITECHG 58
## 475 2012-09-01 total29.USWHITECHG 695
## 476 2012-10-01 total29.USWHITECHG 122
## 477 2012-11-01 total29.USWHITECHG -153
## 478 2012-12-01 total29.USWHITECHG 159
## 479 2013-01-01 total29.USWHITECHG -272
## 480 2013-02-01 total29.USWHITECHG -95
## 481 2013-03-01 total29.USWHITECHG -59
## 482 2013-04-01 total29.USWHITECHG 311
## 483 2013-05-01 total29.USWHITECHG 139
## 484 2013-06-01 total29.USWHITECHG 98
## 485 2013-07-01 total29.USWHITECHG 96
## 486 2013-08-01 total29.USWHITECHG 45
## 487 2013-09-01 total29.USWHITECHG 23
## 488 2013-10-01 total29.USWHITECHG -600
## 489 2013-11-01 total29.USWHITECHG 755
## 490 2013-12-01 total29.USWHITECHG 116
## 491 2014-01-01 total29.USWHITECHG 336
## 492 2014-02-01 total29.USWHITECHG -110
## 493 2014-03-01 total29.USWHITECHG 207
## 494 2014-04-01 total29.USWHITECHG 176
## 495 2014-05-01 total29.USWHITECHG 10
## 496 2014-06-01 total29.USWHITECHG 207
## 497 2014-07-01 total29.USWHITECHG 34
## 498 2014-08-01 total29.USWHITECHG 131
## 499 2014-09-01 total29.USWHITECHG 98
## 500 2014-10-01 total29.USWHITECHG 498
## 501 2014-11-01 total29.USWHITECHG -24
## 502 2014-12-01 total29.USWHITECHG -36
## 503 2015-01-01 total29.USWHITECHG 487
## 504 2015-02-01 total29.USWHITECHG -255
## 505 2015-03-01 total29.USWHITECHG -96
## 506 2015-04-01 total29.USWHITECHG 50
## 507 2015-05-01 total29.USWHITECHG 359
## 508 2015-06-01 total29.USWHITECHG -18
## 509 2015-07-01 total29.USWHITECHG -110
## 510 2015-08-01 total29.USWHITECHG 206
## 511 2015-09-01 total29.USWHITECHG -178
## 512 2015-10-01 total29.USWHITECHG 224
## 513 2015-11-01 total29.USWHITECHG 123
## 514 2015-12-01 total29.USWHITECHG 325
## 515 2016-01-01 total29.USWHITECHG 508
## 516 2016-02-01 total29.USWHITECHG 154
## 517 2016-03-01 total29.USWHITECHG 228
## 518 2016-04-01 total29.USWHITECHG -151
## 519 2016-05-01 total29.USWHITECHG -47
## 520 2016-06-01 total29.USWHITECHG -70
## 521 2016-07-01 total29.USWHITECHG 186
## 522 2016-08-01 total29.USWHITECHG 64
## 523 2016-09-01 total29.USWHITECHG -25
## 524 2016-10-01 total29.USWHITECHG -58
## 525 2016-11-01 total29.USWHITECHG 64
## 526 2016-12-01 total29.USWHITECHG -10
## 527 2017-01-01 total29.USWHITECHG -58
## 528 2017-02-01 total29.USWHITECHG 201
## 529 2017-03-01 total29.USWHITECHG 526
## 530 2017-04-01 total29.USWHITECHG 95
## 531 2017-05-01 total29.USWHITECHG -177
## 532 2017-06-01 total29.USWHITECHG 202
## 533 2017-07-01 total29.USWHITECHG 92
## 534 2017-08-01 total29.USWHITECHG 124
## 535 2017-09-01 total29.USWHITECHG 394
## 536 2017-10-01 total29.USWHITECHG -442
## 537 2017-11-01 total29.USWHITECHG 93
## 538 2017-12-01 total29.USWHITECHG 57
## 539 2018-01-01 total29.USWHITECHG 406
## 540 2018-02-01 total29.USWHITECHG 260
## 541 2018-03-01 total29.USWHITECHG -35
## 542 2018-04-01 total29.USWHITECHG 158
## 543 2018-05-01 total29.USWHITECHG 157
## 544 2018-06-01 total29.USWHITECHG -11
## 545 2018-07-01 total29.USWHITECHG 138
## 546 2018-08-01 total29.USWHITECHG -446
## 547 2018-09-01 total29.USWHITECHG 281
## 548 2018-10-01 total29.USWHITECHG 409
## 549 2018-11-01 total29.USWHITECHG 115
## 550 2018-12-01 total29.USWHITECHG 268
## 551 2019-01-01 total29.USWHITECHG -397
## 552 2019-02-01 total29.USWHITECHG 307
## 553 2019-03-01 total29.USWHITECHG -8
## 554 2019-04-01 total29.USWHITECHG -147
## 555 2019-05-01 total29.USWHITECHG 6
## 556 2019-06-01 total29.USWHITECHG 229
## 557 2019-07-01 total29.USWHITECHG 14
## 558 2019-08-01 total29.USWHITECHG 353
## 559 2019-09-01 total29.USWHITECHG 389
## 560 2019-10-01 total29.USWHITECHG 73
## 561 2019-11-01 total29.USWHITECHG 49
## 562 2019-12-01 total29.USWHITECHG 98
## 563 2020-01-01 total29.USWHITECHG 157
## 564 2020-02-01 total29.USWHITECHG -143
## 565 2020-03-01 total29.USWHITECHG -2147
## 566 2020-04-01 total29.USWHITECHG -16977
## 567 2020-05-01 total29.USWHITECHG 3434
## 568 2020-06-01 total29.USWHITECHG 4039
## 569 2020-07-01 total29.USWHITECHG 688
## 570 2020-08-01 total29.USWHITECHG 3128
## 571 2020-09-01 total29.USWHITECHG 142
## 572 2020-10-01 total29.USWHITECHG 1685
## 573 1973-03-01 total29.USBLACKCHG 26
## 574 1973-04-01 total29.USBLACKCHG -36
## 575 1973-05-01 total29.USBLACKCHG -40
## 576 1973-06-01 total29.USBLACKCHG 25
## 577 1973-07-01 total29.USBLACKCHG 144
## 578 1973-08-01 total29.USBLACKCHG 16
## 579 1973-09-01 total29.USBLACKCHG -26
## 580 1973-10-01 total29.USBLACKCHG 120
## 581 1973-11-01 total29.USBLACKCHG -21
## 582 1973-12-01 total29.USBLACKCHG 36
## 583 1974-01-01 total29.USBLACKCHG 36
## 584 1974-02-01 total29.USBLACKCHG -67
## 585 1974-03-01 total29.USBLACKCHG -67
## 586 1974-04-01 total29.USBLACKCHG 19
## 587 1974-05-01 total29.USBLACKCHG 48
## 588 1974-06-01 total29.USBLACKCHG -54
## 589 1974-07-01 total29.USBLACKCHG -9
## 590 1974-08-01 total29.USBLACKCHG 13
## 591 1974-09-01 total29.USBLACKCHG 29
## 592 1974-10-01 total29.USBLACKCHG -29
## 593 1974-11-01 total29.USBLACKCHG -165
## 594 1974-12-01 total29.USBLACKCHG -90
## 595 1975-01-01 total29.USBLACKCHG -59
## 596 1975-02-01 total29.USBLACKCHG -59
## 597 1975-03-01 total29.USBLACKCHG -16
## 598 1975-04-01 total29.USBLACKCHG -65
## 599 1975-05-01 total29.USBLACKCHG 77
## 600 1975-06-01 total29.USBLACKCHG 37
## 601 1975-07-01 total29.USBLACKCHG 45
## 602 1975-08-01 total29.USBLACKCHG -26
## 603 1975-09-01 total29.USBLACKCHG 33
## 604 1975-10-01 total29.USBLACKCHG -3
## 605 1975-11-01 total29.USBLACKCHG 36
## 606 1975-12-01 total29.USBLACKCHG 20
## 607 1976-01-01 total29.USBLACKCHG 95
## 608 1976-02-01 total29.USBLACKCHG 18
## 609 1976-03-01 total29.USBLACKCHG 110
## 610 1976-04-01 total29.USBLACKCHG 60
## 611 1976-05-01 total29.USBLACKCHG -17
## 612 1976-06-01 total29.USBLACKCHG -88
## 613 1976-07-01 total29.USBLACKCHG 34
## 614 1976-08-01 total29.USBLACKCHG 65
## 615 1976-09-01 total29.USBLACKCHG -21
## 616 1976-10-01 total29.USBLACKCHG -12
## 617 1976-11-01 total29.USBLACKCHG 131
## 618 1976-12-01 total29.USBLACKCHG -18
## 619 1977-01-01 total29.USBLACKCHG 15
## 620 1977-02-01 total29.USBLACKCHG 48
## 621 1977-03-01 total29.USBLACKCHG 29
## 622 1977-04-01 total29.USBLACKCHG 96
## 623 1977-05-01 total29.USBLACKCHG -25
## 624 1977-06-01 total29.USBLACKCHG 71
## 625 1977-07-01 total29.USBLACKCHG -86
## 626 1977-08-01 total29.USBLACKCHG 40
## 627 1977-09-01 total29.USBLACKCHG 20
## 628 1977-10-01 total29.USBLACKCHG 11
## 629 1977-11-01 total29.USBLACKCHG 76
## 630 1977-12-01 total29.USBLACKCHG 244
## 631 1978-01-01 total29.USBLACKCHG -36
## 632 1978-02-01 total29.USBLACKCHG 106
## 633 1978-03-01 total29.USBLACKCHG 37
## 634 1978-04-01 total29.USBLACKCHG 30
## 635 1978-05-01 total29.USBLACKCHG 41
## 636 1978-06-01 total29.USBLACKCHG 66
## 637 1978-07-01 total29.USBLACKCHG -34
## 638 1978-08-01 total29.USBLACKCHG 47
## 639 1978-09-01 total29.USBLACKCHG 109
## 640 1978-10-01 total29.USBLACKCHG 23
## 641 1978-11-01 total29.USBLACKCHG -50
## 642 1978-12-01 total29.USBLACKCHG 26
## 643 1979-01-01 total29.USBLACKCHG -32
## 644 1979-02-01 total29.USBLACKCHG 12
## 645 1979-03-01 total29.USBLACKCHG 102
## 646 1979-04-01 total29.USBLACKCHG -71
## 647 1979-05-01 total29.USBLACKCHG 14
## 648 1979-06-01 total29.USBLACKCHG 90
## 649 1979-07-01 total29.USBLACKCHG 58
## 650 1979-08-01 total29.USBLACKCHG -53
## 651 1979-09-01 total29.USBLACKCHG 92
## 652 1979-10-01 total29.USBLACKCHG 23
## 653 1979-11-01 total29.USBLACKCHG -28
## 654 1979-12-01 total29.USBLACKCHG -7
## 655 1980-01-01 total29.USBLACKCHG -52
## 656 1980-02-01 total29.USBLACKCHG -9
## 657 1980-03-01 total29.USBLACKCHG -59
## 658 1980-04-01 total29.USBLACKCHG -33
## 659 1980-05-01 total29.USBLACKCHG -14
## 660 1980-06-01 total29.USBLACKCHG -51
## 661 1980-07-01 total29.USBLACKCHG 61
## 662 1980-08-01 total29.USBLACKCHG 23
## 663 1980-09-01 total29.USBLACKCHG -29
## 664 1980-10-01 total29.USBLACKCHG 30
## 665 1980-11-01 total29.USBLACKCHG 20
## 666 1980-12-01 total29.USBLACKCHG -9
## 667 1981-01-01 total29.USBLACKCHG 95
## 668 1981-02-01 total29.USBLACKCHG -81
## 669 1981-03-01 total29.USBLACKCHG 56
## 670 1981-04-01 total29.USBLACKCHG 135
## 671 1981-05-01 total29.USBLACKCHG -79
## 672 1981-06-01 total29.USBLACKCHG -162
## 673 1981-07-01 total29.USBLACKCHG 28
## 674 1981-08-01 total29.USBLACKCHG -93
## 675 1981-09-01 total29.USBLACKCHG 98
## 676 1981-10-01 total29.USBLACKCHG 25
## 677 1981-11-01 total29.USBLACKCHG -1
## 678 1981-12-01 total29.USBLACKCHG -55
## 679 1982-01-01 total29.USBLACKCHG 14
## 680 1982-02-01 total29.USBLACKCHG -50
## 681 1982-03-01 total29.USBLACKCHG -51
## 682 1982-04-01 total29.USBLACKCHG -52
## 683 1982-05-01 total29.USBLACKCHG 32
## 684 1982-06-01 total29.USBLACKCHG -40
## 685 1982-07-01 total29.USBLACKCHG 43
## 686 1982-08-01 total29.USBLACKCHG 37
## 687 1982-09-01 total29.USBLACKCHG -53
## 688 1982-10-01 total29.USBLACKCHG -29
## 689 1982-11-01 total29.USBLACKCHG 32
## 690 1982-12-01 total29.USBLACKCHG -26
## 691 1983-01-01 total29.USBLACKCHG 10
## 692 1983-02-01 total29.USBLACKCHG 113
## 693 1983-03-01 total29.USBLACKCHG -30
## 694 1983-04-01 total29.USBLACKCHG -18
## 695 1983-05-01 total29.USBLACKCHG 24
## 696 1983-06-01 total29.USBLACKCHG 62
## 697 1983-07-01 total29.USBLACKCHG 144
## 698 1983-08-01 total29.USBLACKCHG -42
## 699 1983-09-01 total29.USBLACKCHG 113
## 700 1983-10-01 total29.USBLACKCHG -52
## 701 1983-11-01 total29.USBLACKCHG 122
## 702 1983-12-01 total29.USBLACKCHG 8
## 703 1984-01-01 total29.USBLACKCHG 92
## 704 1984-02-01 total29.USBLACKCHG 264
## 705 1984-03-01 total29.USBLACKCHG -74
## 706 1984-04-01 total29.USBLACKCHG 7
## 707 1984-05-01 total29.USBLACKCHG 175
## 708 1984-06-01 total29.USBLACKCHG 76
## 709 1984-07-01 total29.USBLACKCHG -71
## 710 1984-08-01 total29.USBLACKCHG 167
## 711 1984-09-01 total29.USBLACKCHG 50
## 712 1984-10-01 total29.USBLACKCHG 40
## 713 1984-11-01 total29.USBLACKCHG 105
## 714 1984-12-01 total29.USBLACKCHG -16
## 715 1985-01-01 total29.USBLACKCHG 19
## 716 1985-02-01 total29.USBLACKCHG -95
## 717 1985-03-01 total29.USBLACKCHG 85
## 718 1985-04-01 total29.USBLACKCHG 54
## 719 1985-05-01 total29.USBLACKCHG -19
## 720 1985-06-01 total29.USBLACKCHG 92
## 721 1985-07-01 total29.USBLACKCHG -69
## 722 1985-08-01 total29.USBLACKCHG 86
## 723 1985-09-01 total29.USBLACKCHG -47
## 724 1985-10-01 total29.USBLACKCHG 28
## 725 1985-11-01 total29.USBLACKCHG -40
## 726 1985-12-01 total29.USBLACKCHG 147
## 727 1986-01-01 total29.USBLACKCHG 45
## 728 1986-02-01 total29.USBLACKCHG -3
## 729 1986-03-01 total29.USBLACKCHG 98
## 730 1986-04-01 total29.USBLACKCHG 48
## 731 1986-05-01 total29.USBLACKCHG 51
## 732 1986-06-01 total29.USBLACKCHG -50
## 733 1986-07-01 total29.USBLACKCHG -39
## 734 1986-08-01 total29.USBLACKCHG -145
## 735 1986-09-01 total29.USBLACKCHG 123
## 736 1986-10-01 total29.USBLACKCHG 89
## 737 1986-11-01 total29.USBLACKCHG 17
## 738 1986-12-01 total29.USBLACKCHG 52
## 739 1987-01-01 total29.USBLACKCHG 26
## 740 1987-02-01 total29.USBLACKCHG 118
## 741 1987-03-01 total29.USBLACKCHG -4
## 742 1987-04-01 total29.USBLACKCHG 57
## 743 1987-05-01 total29.USBLACKCHG 24
## 744 1987-06-01 total29.USBLACKCHG 96
## 745 1987-07-01 total29.USBLACKCHG 116
## 746 1987-08-01 total29.USBLACKCHG 143
## 747 1987-09-01 total29.USBLACKCHG -116
## 748 1987-10-01 total29.USBLACKCHG 141
## 749 1987-11-01 total29.USBLACKCHG 19
## 750 1987-12-01 total29.USBLACKCHG 11
## 751 1988-01-01 total29.USBLACKCHG 4
## 752 1988-02-01 total29.USBLACKCHG -69
## 753 1988-03-01 total29.USBLACKCHG -81
## 754 1988-04-01 total29.USBLACKCHG 90
## 755 1988-05-01 total29.USBLACKCHG -25
## 756 1988-06-01 total29.USBLACKCHG 26
## 757 1988-07-01 total29.USBLACKCHG 230
## 758 1988-08-01 total29.USBLACKCHG 11
## 759 1988-09-01 total29.USBLACKCHG -5
## 760 1988-10-01 total29.USBLACKCHG 67
## 761 1988-11-01 total29.USBLACKCHG 21
## 762 1988-12-01 total29.USBLACKCHG 56
## 763 1989-01-01 total29.USBLACKCHG -26
## 764 1989-02-01 total29.USBLACKCHG 14
## 765 1989-03-01 total29.USBLACKCHG 27
## 766 1989-04-01 total29.USBLACKCHG -94
## 767 1989-05-01 total29.USBLACKCHG 128
## 768 1989-06-01 total29.USBLACKCHG -1
## 769 1989-07-01 total29.USBLACKCHG 126
## 770 1989-08-01 total29.USBLACKCHG -78
## 771 1989-09-01 total29.USBLACKCHG -59
## 772 1989-10-01 total29.USBLACKCHG -10
## 773 1989-11-01 total29.USBLACKCHG 47
## 774 1989-12-01 total29.USBLACKCHG -11
## 775 1990-01-01 total29.USBLACKCHG 269
## 776 1990-02-01 total29.USBLACKCHG 40
## 777 1990-03-01 total29.USBLACKCHG 15
## 778 1990-04-01 total29.USBLACKCHG -27
## 779 1990-05-01 total29.USBLACKCHG 81
## 780 1990-06-01 total29.USBLACKCHG -115
## 781 1990-07-01 total29.USBLACKCHG -124
## 782 1990-08-01 total29.USBLACKCHG -18
## 783 1990-09-01 total29.USBLACKCHG -45
## 784 1990-10-01 total29.USBLACKCHG 48
## 785 1990-11-01 total29.USBLACKCHG 16
## 786 1990-12-01 total29.USBLACKCHG -48
## 787 1991-01-01 total29.USBLACKCHG 39
## 788 1991-02-01 total29.USBLACKCHG -30
## 789 1991-03-01 total29.USBLACKCHG 96
## 790 1991-04-01 total29.USBLACKCHG -51
## 791 1991-05-01 total29.USBLACKCHG -145
## 792 1991-06-01 total29.USBLACKCHG 75
## 793 1991-07-01 total29.USBLACKCHG 79
## 794 1991-08-01 total29.USBLACKCHG -107
## 795 1991-09-01 total29.USBLACKCHG 228
## 796 1991-10-01 total29.USBLACKCHG -242
## 797 1991-11-01 total29.USBLACKCHG 8
## 798 1991-12-01 total29.USBLACKCHG 61
## 799 1992-01-01 total29.USBLACKCHG 14
## 800 1992-02-01 total29.USBLACKCHG -73
## 801 1992-03-01 total29.USBLACKCHG 28
## 802 1992-04-01 total29.USBLACKCHG -3
## 803 1992-05-01 total29.USBLACKCHG 29
## 804 1992-06-01 total29.USBLACKCHG 123
## 805 1992-07-01 total29.USBLACKCHG 40
## 806 1992-08-01 total29.USBLACKCHG 120
## 807 1992-09-01 total29.USBLACKCHG -58
## 808 1992-10-01 total29.USBLACKCHG -92
## 809 1992-11-01 total29.USBLACKCHG 0
## 810 1992-12-01 total29.USBLACKCHG -40
## 811 1993-01-01 total29.USBLACKCHG -46
## 812 1993-02-01 total29.USBLACKCHG 266
## 813 1993-03-01 total29.USBLACKCHG -174
## 814 1993-04-01 total29.USBLACKCHG -49
## 815 1993-05-01 total29.USBLACKCHG 226
## 816 1993-06-01 total29.USBLACKCHG -69
## 817 1993-07-01 total29.USBLACKCHG 122
## 818 1993-08-01 total29.USBLACKCHG 102
## 819 1993-09-01 total29.USBLACKCHG -67
## 820 1993-10-01 total29.USBLACKCHG 48
## 821 1993-11-01 total29.USBLACKCHG 16
## 822 1993-12-01 total29.USBLACKCHG 59
## 823 1994-01-01 total29.USBLACKCHG -85
## 824 1994-02-01 total29.USBLACKCHG 94
## 825 1994-03-01 total29.USBLACKCHG 105
## 826 1994-04-01 total29.USBLACKCHG 59
## 827 1994-05-01 total29.USBLACKCHG 21
## 828 1994-06-01 total29.USBLACKCHG 106
## 829 1994-07-01 total29.USBLACKCHG -36
## 830 1994-08-01 total29.USBLACKCHG -11
## 831 1994-09-01 total29.USBLACKCHG 111
## 832 1994-10-01 total29.USBLACKCHG 57
## 833 1994-11-01 total29.USBLACKCHG 12
## 834 1994-12-01 total29.USBLACKCHG 69
## 835 1995-01-01 total29.USBLACKCHG 47
## 836 1995-02-01 total29.USBLACKCHG 217
## 837 1995-03-01 total29.USBLACKCHG -1
## 838 1995-04-01 total29.USBLACKCHG -43
## 839 1995-05-01 total29.USBLACKCHG -17
## 840 1995-06-01 total29.USBLACKCHG -99
## 841 1995-07-01 total29.USBLACKCHG -114
## 842 1995-08-01 total29.USBLACKCHG 18
## 843 1995-09-01 total29.USBLACKCHG 55
## 844 1995-10-01 total29.USBLACKCHG 230
## 845 1995-11-01 total29.USBLACKCHG 208
## 846 1995-12-01 total29.USBLACKCHG -181
## 847 1996-01-01 total29.USBLACKCHG -17
## 848 1996-02-01 total29.USBLACKCHG -36
## 849 1996-03-01 total29.USBLACKCHG 39
## 850 1996-04-01 total29.USBLACKCHG 14
## 851 1996-05-01 total29.USBLACKCHG 158
## 852 1996-06-01 total29.USBLACKCHG -85
## 853 1996-07-01 total29.USBLACKCHG 122
## 854 1996-08-01 total29.USBLACKCHG 87
## 855 1996-09-01 total29.USBLACKCHG -145
## 856 1996-10-01 total29.USBLACKCHG 129
## 857 1996-11-01 total29.USBLACKCHG 18
## 858 1996-12-01 total29.USBLACKCHG 1
## 859 1997-01-01 total29.USBLACKCHG 13
## 860 1997-02-01 total29.USBLACKCHG 10
## 861 1997-03-01 total29.USBLACKCHG 62
## 862 1997-04-01 total29.USBLACKCHG 37
## 863 1997-05-01 total29.USBLACKCHG -2
## 864 1997-06-01 total29.USBLACKCHG -24
## 865 1997-07-01 total29.USBLACKCHG 255
## 866 1997-08-01 total29.USBLACKCHG 286
## 867 1997-09-01 total29.USBLACKCHG -92
## 868 1997-10-01 total29.USBLACKCHG -135
## 869 1997-11-01 total29.USBLACKCHG 36
## 870 1997-12-01 total29.USBLACKCHG 8
## 871 1998-01-01 total29.USBLACKCHG 122
## 872 1998-02-01 total29.USBLACKCHG 56
## 873 1998-03-01 total29.USBLACKCHG 136
## 874 1998-04-01 total29.USBLACKCHG -22
## 875 1998-05-01 total29.USBLACKCHG -106
## 876 1998-06-01 total29.USBLACKCHG 291
## 877 1998-07-01 total29.USBLACKCHG -101
## 878 1998-08-01 total29.USBLACKCHG 64
## 879 1998-09-01 total29.USBLACKCHG -2
## 880 1998-10-01 total29.USBLACKCHG 231
## 881 1998-11-01 total29.USBLACKCHG -18
## 882 1998-12-01 total29.USBLACKCHG 77
## 883 1999-01-01 total29.USBLACKCHG 185
## 884 1999-02-01 total29.USBLACKCHG -193
## 885 1999-03-01 total29.USBLACKCHG 35
## 886 1999-04-01 total29.USBLACKCHG 78
## 887 1999-05-01 total29.USBLACKCHG 88
## 888 1999-06-01 total29.USBLACKCHG 0
## 889 1999-07-01 total29.USBLACKCHG -77
## 890 1999-08-01 total29.USBLACKCHG 113
## 891 1999-09-01 total29.USBLACKCHG 34
## 892 1999-10-01 total29.USBLACKCHG 0
## 893 1999-11-01 total29.USBLACKCHG 33
## 894 1999-12-01 total29.USBLACKCHG -2
## 895 2000-01-01 total29.USBLACKCHG -5
## 896 2000-02-01 total29.USBLACKCHG 39
## 897 2000-03-01 total29.USBLACKCHG -24
## 898 2000-04-01 total29.USBLACKCHG -65
## 899 2000-05-01 total29.USBLACKCHG -130
## 900 2000-06-01 total29.USBLACKCHG -30
## 901 2000-07-01 total29.USBLACKCHG -33
## 902 2000-08-01 total29.USBLACKCHG 6
## 903 2000-09-01 total29.USBLACKCHG 11
## 904 2000-10-01 total29.USBLACKCHG 121
## 905 2000-11-01 total29.USBLACKCHG 112
## 906 2000-12-01 total29.USBLACKCHG -59
## 907 2001-01-01 total29.USBLACKCHG -9
## 908 2001-02-01 total29.USBLACKCHG 12
## 909 2001-03-01 total29.USBLACKCHG -4
## 910 2001-04-01 total29.USBLACKCHG -38
## 911 2001-05-01 total29.USBLACKCHG 10
## 912 2001-06-01 total29.USBLACKCHG -28
## 913 2001-07-01 total29.USBLACKCHG 64
## 914 2001-08-01 total29.USBLACKCHG -190
## 915 2001-09-01 total29.USBLACKCHG 69
## 916 2001-10-01 total29.USBLACKCHG -159
## 917 2001-11-01 total29.USBLACKCHG -88
## 918 2001-12-01 total29.USBLACKCHG 112
## 919 2002-01-01 total29.USBLACKCHG 18
## 920 2002-02-01 total29.USBLACKCHG 6
## 921 2002-03-01 total29.USBLACKCHG -99
## 922 2002-04-01 total29.USBLACKCHG 74
## 923 2002-05-01 total29.USBLACKCHG 83
## 924 2002-06-01 total29.USBLACKCHG -163
## 925 2002-07-01 total29.USBLACKCHG 9
## 926 2002-08-01 total29.USBLACKCHG 85
## 927 2002-09-01 total29.USBLACKCHG 192
## 928 2002-10-01 total29.USBLACKCHG -65
## 929 2002-11-01 total29.USBLACKCHG -259
## 930 2002-12-01 total29.USBLACKCHG 77
## 931 2003-01-01 total29.USBLACKCHG -90
## 932 2003-02-01 total29.USBLACKCHG -38
## 933 2003-03-01 total29.USBLACKCHG -8
## 934 2003-04-01 total29.USBLACKCHG 62
## 935 2003-05-01 total29.USBLACKCHG 68
## 936 2003-06-01 total29.USBLACKCHG -115
## 937 2003-07-01 total29.USBLACKCHG 22
## 938 2003-08-01 total29.USBLACKCHG 21
## 939 2003-09-01 total29.USBLACKCHG 39
## 940 2003-10-01 total29.USBLACKCHG -128
## 941 2003-11-01 total29.USBLACKCHG 203
## 942 2003-12-01 total29.USBLACKCHG -130
## 943 2004-01-01 total29.USBLACKCHG 165
## 944 2004-02-01 total29.USBLACKCHG -31
## 945 2004-03-01 total29.USBLACKCHG 56
## 946 2004-04-01 total29.USBLACKCHG -42
## 947 2004-05-01 total29.USBLACKCHG -96
## 948 2004-06-01 total29.USBLACKCHG 16
## 949 2004-07-01 total29.USBLACKCHG 91
## 950 2004-08-01 total29.USBLACKCHG 65
## 951 2004-09-01 total29.USBLACKCHG 19
## 952 2004-10-01 total29.USBLACKCHG 48
## 953 2004-11-01 total29.USBLACKCHG -24
## 954 2004-12-01 total29.USBLACKCHG -25
## 955 2005-01-01 total29.USBLACKCHG -4
## 956 2005-02-01 total29.USBLACKCHG -62
## 957 2005-03-01 total29.USBLACKCHG 132
## 958 2005-04-01 total29.USBLACKCHG 138
## 959 2005-05-01 total29.USBLACKCHG 153
## 960 2005-06-01 total29.USBLACKCHG 56
## 961 2005-07-01 total29.USBLACKCHG 161
## 962 2005-08-01 total29.USBLACKCHG -56
## 963 2005-09-01 total29.USBLACKCHG -4
## 964 2005-10-01 total29.USBLACKCHG 151
## 965 2005-11-01 total29.USBLACKCHG -280
## 966 2005-12-01 total29.USBLACKCHG 87
## 967 2006-01-01 total29.USBLACKCHG 28
## 968 2006-02-01 total29.USBLACKCHG 171
## 969 2006-03-01 total29.USBLACKCHG 78
## 970 2006-04-01 total29.USBLACKCHG -59
## 971 2006-05-01 total29.USBLACKCHG 131
## 972 2006-06-01 total29.USBLACKCHG -118
## 973 2006-07-01 total29.USBLACKCHG -17
## 974 2006-08-01 total29.USBLACKCHG 187
## 975 2006-09-01 total29.USBLACKCHG -155
## 976 2006-10-01 total29.USBLACKCHG 255
## 977 2006-11-01 total29.USBLACKCHG 49
## 978 2006-12-01 total29.USBLACKCHG 126
## 979 2007-01-01 total29.USBLACKCHG 93
## 980 2007-02-01 total29.USBLACKCHG -102
## 981 2007-03-01 total29.USBLACKCHG -125
## 982 2007-04-01 total29.USBLACKCHG 16
## 983 2007-05-01 total29.USBLACKCHG -47
## 984 2007-06-01 total29.USBLACKCHG 9
## 985 2007-07-01 total29.USBLACKCHG 192
## 986 2007-08-01 total29.USBLACKCHG 18
## 987 2007-09-01 total29.USBLACKCHG -64
## 988 2007-10-01 total29.USBLACKCHG -118
## 989 2007-11-01 total29.USBLACKCHG -9
## 990 2007-12-01 total29.USBLACKCHG 17
## 991 2008-01-01 total29.USBLACKCHG 95
## 992 2008-02-01 total29.USBLACKCHG 43
## 993 2008-03-01 total29.USBLACKCHG -30
## 994 2008-04-01 total29.USBLACKCHG 87
## 995 2008-05-01 total29.USBLACKCHG -181
## 996 2008-06-01 total29.USBLACKCHG 23
## 997 2008-07-01 total29.USBLACKCHG -44
## 998 2008-08-01 total29.USBLACKCHG 53
## 999 2008-09-01 total29.USBLACKCHG -252
## 1000 2008-10-01 total29.USBLACKCHG -30
## 1001 2008-11-01 total29.USBLACKCHG -120
## 1002 2008-12-01 total29.USBLACKCHG 16
## 1003 2009-01-01 total29.USBLACKCHG -178
## 1004 2009-02-01 total29.USBLACKCHG -232
## 1005 2009-03-01 total29.USBLACKCHG -118
## 1006 2009-04-01 total29.USBLACKCHG -49
## 1007 2009-05-01 total29.USBLACKCHG -35
## 1008 2009-06-01 total29.USBLACKCHG 7
## 1009 2009-07-01 total29.USBLACKCHG 67
## 1010 2009-08-01 total29.USBLACKCHG -168
## 1011 2009-09-01 total29.USBLACKCHG -133
## 1012 2009-10-01 total29.USBLACKCHG -71
## 1013 2009-11-01 total29.USBLACKCHG 119
## 1014 2009-12-01 total29.USBLACKCHG -95
## 1015 2010-01-01 total29.USBLACKCHG 64
## 1016 2010-02-01 total29.USBLACKCHG 34
## 1017 2010-03-01 total29.USBLACKCHG 1
## 1018 2010-04-01 total29.USBLACKCHG 99
## 1019 2010-05-01 total29.USBLACKCHG 216
## 1020 2010-06-01 total29.USBLACKCHG -138
## 1021 2010-07-01 total29.USBLACKCHG -42
## 1022 2010-08-01 total29.USBLACKCHG 21
## 1023 2010-09-01 total29.USBLACKCHG -79
## 1024 2010-10-01 total29.USBLACKCHG 139
## 1025 2010-11-01 total29.USBLACKCHG 44
## 1026 2010-12-01 total29.USBLACKCHG 18
## 1027 2011-01-01 total29.USBLACKCHG -140
## 1028 2011-02-01 total29.USBLACKCHG 24
## 1029 2011-03-01 total29.USBLACKCHG -53
## 1030 2011-04-01 total29.USBLACKCHG -83
## 1031 2011-05-01 total29.USBLACKCHG -42
## 1032 2011-06-01 total29.USBLACKCHG 26
## 1033 2011-07-01 total29.USBLACKCHG -24
## 1034 2011-08-01 total29.USBLACKCHG 160
## 1035 2011-09-01 total29.USBLACKCHG 240
## 1036 2011-10-01 total29.USBLACKCHG 90
## 1037 2011-11-01 total29.USBLACKCHG -187
## 1038 2011-12-01 total29.USBLACKCHG 161
## 1039 2012-01-01 total29.USBLACKCHG 386
## 1040 2012-02-01 total29.USBLACKCHG 60
## 1041 2012-03-01 total29.USBLACKCHG 72
## 1042 2012-04-01 total29.USBLACKCHG 17
## 1043 2012-05-01 total29.USBLACKCHG -32
## 1044 2012-06-01 total29.USBLACKCHG 42
## 1045 2012-07-01 total29.USBLACKCHG -73
## 1046 2012-08-01 total29.USBLACKCHG 43
## 1047 2012-09-01 total29.USBLACKCHG 31
## 1048 2012-10-01 total29.USBLACKCHG 166
## 1049 2012-11-01 total29.USBLACKCHG -49
## 1050 2012-12-01 total29.USBLACKCHG -112
## 1051 2013-01-01 total29.USBLACKCHG 212
## 1052 2013-02-01 total29.USBLACKCHG -2
## 1053 2013-03-01 total29.USBLACKCHG 28
## 1054 2013-04-01 total29.USBLACKCHG 31
## 1055 2013-05-01 total29.USBLACKCHG 72
## 1056 2013-06-01 total29.USBLACKCHG -167
## 1057 2013-07-01 total29.USBLACKCHG 211
## 1058 2013-08-01 total29.USBLACKCHG -145
## 1059 2013-09-01 total29.USBLACKCHG 111
## 1060 2013-10-01 total29.USBLACKCHG -111
## 1061 2013-11-01 total29.USBLACKCHG 74
## 1062 2013-12-01 total29.USBLACKCHG 48
## 1063 2014-01-01 total29.USBLACKCHG 97
## 1064 2014-02-01 total29.USBLACKCHG 147
## 1065 2014-03-01 total29.USBLACKCHG 70
## 1066 2014-04-01 total29.USBLACKCHG 43
## 1067 2014-05-01 total29.USBLACKCHG 8
## 1068 2014-06-01 total29.USBLACKCHG 174
## 1069 2014-07-01 total29.USBLACKCHG 40
## 1070 2014-08-01 total29.USBLACKCHG -116
## 1071 2014-09-01 total29.USBLACKCHG 257
## 1072 2014-10-01 total29.USBLACKCHG 19
## 1073 2014-11-01 total29.USBLACKCHG -27
## 1074 2014-12-01 total29.USBLACKCHG 102
## 1075 2015-01-01 total29.USBLACKCHG -7
## 1076 2015-02-01 total29.USBLACKCHG 80
## 1077 2015-03-01 total29.USBLACKCHG 77
## 1078 2015-04-01 total29.USBLACKCHG 375
## 1079 2015-05-01 total29.USBLACKCHG -109
## 1080 2015-06-01 total29.USBLACKCHG 52
## 1081 2015-07-01 total29.USBLACKCHG 39
## 1082 2015-08-01 total29.USBLACKCHG 19
## 1083 2015-09-01 total29.USBLACKCHG -46
## 1084 2015-10-01 total29.USBLACKCHG 104
## 1085 2015-11-01 total29.USBLACKCHG -27
## 1086 2015-12-01 total29.USBLACKCHG 217
## 1087 2016-01-01 total29.USBLACKCHG -63
## 1088 2016-02-01 total29.USBLACKCHG 73
## 1089 2016-03-01 total29.USBLACKCHG -47
## 1090 2016-04-01 total29.USBLACKCHG -68
## 1091 2016-05-01 total29.USBLACKCHG 113
## 1092 2016-06-01 total29.USBLACKCHG 29
## 1093 2016-07-01 total29.USBLACKCHG 43
## 1094 2016-08-01 total29.USBLACKCHG 296
## 1095 2016-09-01 total29.USBLACKCHG -58
## 1096 2016-10-01 total29.USBLACKCHG -13
## 1097 2016-11-01 total29.USBLACKCHG 160
## 1098 2016-12-01 total29.USBLACKCHG 34
## 1099 2017-01-01 total29.USBLACKCHG 104
## 1100 2017-02-01 total29.USBLACKCHG -32
## 1101 2017-03-01 total29.USBLACKCHG 25
## 1102 2017-04-01 total29.USBLACKCHG 116
## 1103 2017-05-01 total29.USBLACKCHG 20
## 1104 2017-06-01 total29.USBLACKCHG 15
## 1105 2017-07-01 total29.USBLACKCHG 48
## 1106 2017-08-01 total29.USBLACKCHG -60
## 1107 2017-09-01 total29.USBLACKCHG 236
## 1108 2017-10-01 total29.USBLACKCHG -155
## 1109 2017-11-01 total29.USBLACKCHG 72
## 1110 2017-12-01 total29.USBLACKCHG 96
## 1111 2018-01-01 total29.USBLACKCHG -134
## 1112 2018-02-01 total29.USBLACKCHG 450
## 1113 2018-03-01 total29.USBLACKCHG -29
## 1114 2018-04-01 total29.USBLACKCHG -173
## 1115 2018-05-01 total29.USBLACKCHG 185
## 1116 2018-06-01 total29.USBLACKCHG -22
## 1117 2018-07-01 total29.USBLACKCHG 61
## 1118 2018-08-01 total29.USBLACKCHG -35
## 1119 2018-09-01 total29.USBLACKCHG 126
## 1120 2018-10-01 total29.USBLACKCHG 52
## 1121 2018-11-01 total29.USBLACKCHG -65
## 1122 2018-12-01 total29.USBLACKCHG -141
## 1123 2019-01-01 total29.USBLACKCHG 129
## 1124 2019-02-01 total29.USBLACKCHG -71
## 1125 2019-03-01 total29.USBLACKCHG -47
## 1126 2019-04-01 total29.USBLACKCHG 142
## 1127 2019-05-01 total29.USBLACKCHG 67
## 1128 2019-06-01 total29.USBLACKCHG -86
## 1129 2019-07-01 total29.USBLACKCHG 286
## 1130 2019-08-01 total29.USBLACKCHG -17
## 1131 2019-09-01 total29.USBLACKCHG 65
## 1132 2019-10-01 total29.USBLACKCHG 21
## 1133 2019-11-01 total29.USBLACKCHG -44
## 1134 2019-12-01 total29.USBLACKCHG 185
## 1135 2020-01-01 total29.USBLACKCHG -163
## 1136 2020-02-01 total29.USBLACKCHG 181
## 1137 2020-03-01 total29.USBLACKCHG -522
## 1138 2020-04-01 total29.USBLACKCHG -2968
## 1139 2020-05-01 total29.USBLACKCHG 283
## 1140 2020-06-01 total29.USBLACKCHG 404
## 1141 2020-07-01 total29.USBLACKCHG 234
## 1142 2020-08-01 total29.USBLACKCHG 367
## 1143 2020-09-01 total29.USBLACKCHG 9
## 1144 2020-10-01 total29.USBLACKCHG 433
## 1146 1973-04-01 total29.USHISCHG -69
## 1147 1973-05-01 total29.USHISCHG -31
## 1148 1973-06-01 total29.USHISCHG -32
## 1149 1973-07-01 total29.USHISCHG 11
## 1150 1973-08-01 total29.USHISCHG 9
## 1151 1973-09-01 total29.USHISCHG -21
## 1152 1973-10-01 total29.USHISCHG -25
## 1153 1973-11-01 total29.USHISCHG 52
## 1154 1973-12-01 total29.USHISCHG 32
## 1155 1974-01-01 total29.USHISCHG 5
## 1156 1974-02-01 total29.USHISCHG 44
## 1157 1974-03-01 total29.USHISCHG 255
## 1158 1974-04-01 total29.USHISCHG -39
## 1159 1974-05-01 total29.USHISCHG 100
## 1160 1974-06-01 total29.USHISCHG -18
## 1161 1974-07-01 total29.USHISCHG -15
## 1162 1974-08-01 total29.USHISCHG 18
## 1163 1974-09-01 total29.USHISCHG 3
## 1164 1974-10-01 total29.USHISCHG 2
## 1165 1974-11-01 total29.USHISCHG 15
## 1166 1974-12-01 total29.USHISCHG 97
## 1167 1975-01-01 total29.USHISCHG -126
## 1168 1975-02-01 total29.USHISCHG -60
## 1169 1975-03-01 total29.USHISCHG -62
## 1170 1975-04-01 total29.USHISCHG 29
## 1171 1975-05-01 total29.USHISCHG -19
## 1172 1975-06-01 total29.USHISCHG -50
## 1173 1975-07-01 total29.USHISCHG 72
## 1174 1975-08-01 total29.USHISCHG 21
## 1175 1975-09-01 total29.USHISCHG 28
## 1176 1975-10-01 total29.USHISCHG 19
## 1177 1975-11-01 total29.USHISCHG -11
## 1178 1975-12-01 total29.USHISCHG -2
## 1179 1976-01-01 total29.USHISCHG 31
## 1180 1976-02-01 total29.USHISCHG -1
## 1181 1976-03-01 total29.USHISCHG -143
## 1182 1976-04-01 total29.USHISCHG 102
## 1183 1976-05-01 total29.USHISCHG -6
## 1184 1976-06-01 total29.USHISCHG 67
## 1185 1976-07-01 total29.USHISCHG 12
## 1186 1976-08-01 total29.USHISCHG 18
## 1187 1976-09-01 total29.USHISCHG 96
## 1188 1976-10-01 total29.USHISCHG 46
## 1189 1976-11-01 total29.USHISCHG 10
## 1190 1976-12-01 total29.USHISCHG 124
## 1191 1977-01-01 total29.USHISCHG -133
## 1192 1977-02-01 total29.USHISCHG 10
## 1193 1977-03-01 total29.USHISCHG -112
## 1194 1977-04-01 total29.USHISCHG 113
## 1195 1977-05-01 total29.USHISCHG 77
## 1196 1977-06-01 total29.USHISCHG 103
## 1197 1977-07-01 total29.USHISCHG 77
## 1198 1977-08-01 total29.USHISCHG 47
## 1199 1977-09-01 total29.USHISCHG -7
## 1200 1977-10-01 total29.USHISCHG -8
## 1201 1977-11-01 total29.USHISCHG 23
## 1202 1977-12-01 total29.USHISCHG 28
## 1203 1978-01-01 total29.USHISCHG 66
## 1204 1978-02-01 total29.USHISCHG 8
## 1205 1978-03-01 total29.USHISCHG 98
## 1206 1978-04-01 total29.USHISCHG 51
## 1207 1978-05-01 total29.USHISCHG 30
## 1208 1978-06-01 total29.USHISCHG 41
## 1209 1978-07-01 total29.USHISCHG -9
## 1210 1978-08-01 total29.USHISCHG 29
## 1211 1978-09-01 total29.USHISCHG -22
## 1212 1978-10-01 total29.USHISCHG 93
## 1213 1978-11-01 total29.USHISCHG -57
## 1214 1978-12-01 total29.USHISCHG 35
## 1215 1979-01-01 total29.USHISCHG 44
## 1216 1979-02-01 total29.USHISCHG 94
## 1217 1979-03-01 total29.USHISCHG -5
## 1218 1979-04-01 total29.USHISCHG 58
## 1219 1979-05-01 total29.USHISCHG -44
## 1220 1979-06-01 total29.USHISCHG -18
## 1221 1979-07-01 total29.USHISCHG 19
## 1222 1979-08-01 total29.USHISCHG -13
## 1223 1979-09-01 total29.USHISCHG 36
## 1224 1979-10-01 total29.USHISCHG -4
## 1225 1979-11-01 total29.USHISCHG -42
## 1226 1979-12-01 total29.USHISCHG 169
## 1227 1980-01-01 total29.USHISCHG 631
## 1228 1980-02-01 total29.USHISCHG -70
## 1229 1980-03-01 total29.USHISCHG 4
## 1230 1980-04-01 total29.USHISCHG -59
## 1231 1980-05-01 total29.USHISCHG 18
## 1232 1980-06-01 total29.USHISCHG 44
## 1233 1980-07-01 total29.USHISCHG 22
## 1234 1980-08-01 total29.USHISCHG 10
## 1235 1980-09-01 total29.USHISCHG -61
## 1236 1980-10-01 total29.USHISCHG 111
## 1237 1980-11-01 total29.USHISCHG 52
## 1238 1980-12-01 total29.USHISCHG 30
## 1239 1981-01-01 total29.USHISCHG 22
## 1240 1981-02-01 total29.USHISCHG 51
## 1241 1981-03-01 total29.USHISCHG -24
## 1242 1981-04-01 total29.USHISCHG 125
## 1243 1981-05-01 total29.USHISCHG 12
## 1244 1981-06-01 total29.USHISCHG -10
## 1245 1981-07-01 total29.USHISCHG 13
## 1246 1981-08-01 total29.USHISCHG -5
## 1247 1981-09-01 total29.USHISCHG 8
## 1248 1981-10-01 total29.USHISCHG 1
## 1249 1981-11-01 total29.USHISCHG 13
## 1250 1981-12-01 total29.USHISCHG -42
## 1251 1982-01-01 total29.USHISCHG -3
## 1252 1982-02-01 total29.USHISCHG 58
## 1253 1982-03-01 total29.USHISCHG 18
## 1254 1982-04-01 total29.USHISCHG -54
## 1255 1982-05-01 total29.USHISCHG 3
## 1256 1982-06-01 total29.USHISCHG -85
## 1257 1982-07-01 total29.USHISCHG -32
## 1258 1982-08-01 total29.USHISCHG 17
## 1259 1982-09-01 total29.USHISCHG 21
## 1260 1982-10-01 total29.USHISCHG 32
## 1261 1982-11-01 total29.USHISCHG -43
## 1262 1982-12-01 total29.USHISCHG 31
## 1263 1983-01-01 total29.USHISCHG 22
## 1264 1983-02-01 total29.USHISCHG 15
## 1265 1983-03-01 total29.USHISCHG -31
## 1266 1983-04-01 total29.USHISCHG 140
## 1267 1983-05-01 total29.USHISCHG 47
## 1268 1983-06-01 total29.USHISCHG 72
## 1269 1983-07-01 total29.USHISCHG 92
## 1270 1983-08-01 total29.USHISCHG 55
## 1271 1983-09-01 total29.USHISCHG 8
## 1272 1983-10-01 total29.USHISCHG 20
## 1273 1983-11-01 total29.USHISCHG 49
## 1274 1983-12-01 total29.USHISCHG 87
## 1275 1984-01-01 total29.USHISCHG 78
## 1276 1984-02-01 total29.USHISCHG 18
## 1277 1984-03-01 total29.USHISCHG 39
## 1278 1984-04-01 total29.USHISCHG -37
## 1279 1984-05-01 total29.USHISCHG 150
## 1280 1984-06-01 total29.USHISCHG 79
## 1281 1984-07-01 total29.USHISCHG 6
## 1282 1984-08-01 total29.USHISCHG 7
## 1283 1984-09-01 total29.USHISCHG 51
## 1284 1984-10-01 total29.USHISCHG -9
## 1285 1984-11-01 total29.USHISCHG 62
## 1286 1984-12-01 total29.USHISCHG 93
## 1287 1985-01-01 total29.USHISCHG -201
## 1288 1985-02-01 total29.USHISCHG 119
## 1289 1985-03-01 total29.USHISCHG 4
## 1290 1985-04-01 total29.USHISCHG -23
## 1291 1985-05-01 total29.USHISCHG 5
## 1292 1985-06-01 total29.USHISCHG 30
## 1293 1985-07-01 total29.USHISCHG 31
## 1294 1985-08-01 total29.USHISCHG 144
## 1295 1985-09-01 total29.USHISCHG 45
## 1296 1985-10-01 total29.USHISCHG -64
## 1297 1985-11-01 total29.USHISCHG -45
## 1298 1985-12-01 total29.USHISCHG 26
## 1299 1986-01-01 total29.USHISCHG 13
## 1300 1986-02-01 total29.USHISCHG -41
## 1301 1986-03-01 total29.USHISCHG 143
## 1302 1986-04-01 total29.USHISCHG 51
## 1303 1986-05-01 total29.USHISCHG -32
## 1304 1986-06-01 total29.USHISCHG 122
## 1305 1986-07-01 total29.USHISCHG 55
## 1306 1986-08-01 total29.USHISCHG -30
## 1307 1986-09-01 total29.USHISCHG 49
## 1308 1986-10-01 total29.USHISCHG 63
## 1309 1986-11-01 total29.USHISCHG 87
## 1310 1986-12-01 total29.USHISCHG 7
## 1311 1987-01-01 total29.USHISCHG 60
## 1312 1987-02-01 total29.USHISCHG 78
## 1313 1987-03-01 total29.USHISCHG 29
## 1314 1987-04-01 total29.USHISCHG 94
## 1315 1987-05-01 total29.USHISCHG 78
## 1316 1987-06-01 total29.USHISCHG -67
## 1317 1987-07-01 total29.USHISCHG 20
## 1318 1987-08-01 total29.USHISCHG 114
## 1319 1987-09-01 total29.USHISCHG 9
## 1320 1987-10-01 total29.USHISCHG 74
## 1321 1987-11-01 total29.USHISCHG 28
## 1322 1987-12-01 total29.USHISCHG 86
## 1323 1988-01-01 total29.USHISCHG 156
## 1324 1988-02-01 total29.USHISCHG 33
## 1325 1988-03-01 total29.USHISCHG -186
## 1326 1988-04-01 total29.USHISCHG -11
## 1327 1988-05-01 total29.USHISCHG -10
## 1328 1988-06-01 total29.USHISCHG 166
## 1329 1988-07-01 total29.USHISCHG 45
## 1330 1988-08-01 total29.USHISCHG -53
## 1331 1988-09-01 total29.USHISCHG 197
## 1332 1988-10-01 total29.USHISCHG -11
## 1333 1988-11-01 total29.USHISCHG 58
## 1334 1988-12-01 total29.USHISCHG 23
## 1335 1989-01-01 total29.USHISCHG -12
## 1336 1989-02-01 total29.USHISCHG 157
## 1337 1989-03-01 total29.USHISCHG -39
## 1338 1989-04-01 total29.USHISCHG -57
## 1339 1989-05-01 total29.USHISCHG 59
## 1340 1989-06-01 total29.USHISCHG -71
## 1341 1989-07-01 total29.USHISCHG 51
## 1342 1989-08-01 total29.USHISCHG -40
## 1343 1989-09-01 total29.USHISCHG 52
## 1344 1989-10-01 total29.USHISCHG 29
## 1345 1989-11-01 total29.USHISCHG 125
## 1346 1989-12-01 total29.USHISCHG -14
## 1347 1990-01-01 total29.USHISCHG 1121
## 1348 1990-02-01 total29.USHISCHG -6
## 1349 1990-03-01 total29.USHISCHG 13
## 1350 1990-04-01 total29.USHISCHG -53
## 1351 1990-05-01 total29.USHISCHG 121
## 1352 1990-06-01 total29.USHISCHG 14
## 1353 1990-07-01 total29.USHISCHG -23
## 1354 1990-08-01 total29.USHISCHG 65
## 1355 1990-09-01 total29.USHISCHG -103
## 1356 1990-10-01 total29.USHISCHG -33
## 1357 1990-11-01 total29.USHISCHG -35
## 1358 1990-12-01 total29.USHISCHG -108
## 1359 1991-01-01 total29.USHISCHG 152
## 1360 1991-02-01 total29.USHISCHG -57
## 1361 1991-03-01 total29.USHISCHG -107
## 1362 1991-04-01 total29.USHISCHG 128
## 1363 1991-05-01 total29.USHISCHG -47
## 1364 1991-06-01 total29.USHISCHG 48
## 1365 1991-07-01 total29.USHISCHG 138
## 1366 1991-08-01 total29.USHISCHG -120
## 1367 1991-09-01 total29.USHISCHG -26
## 1368 1991-10-01 total29.USHISCHG 111
## 1369 1991-11-01 total29.USHISCHG 22
## 1370 1991-12-01 total29.USHISCHG -24
## 1371 1992-01-01 total29.USHISCHG 21
## 1372 1992-02-01 total29.USHISCHG 15
## 1373 1992-03-01 total29.USHISCHG 54
## 1374 1992-04-01 total29.USHISCHG 18
## 1375 1992-05-01 total29.USHISCHG -15
## 1376 1992-06-01 total29.USHISCHG 5
## 1377 1992-07-01 total29.USHISCHG 39
## 1378 1992-08-01 total29.USHISCHG 16
## 1379 1992-09-01 total29.USHISCHG 9
## 1380 1992-10-01 total29.USHISCHG 5
## 1381 1992-11-01 total29.USHISCHG -16
## 1382 1992-12-01 total29.USHISCHG 106
## 1383 1993-01-01 total29.USHISCHG 48
## 1384 1993-02-01 total29.USHISCHG -12
## 1385 1993-03-01 total29.USHISCHG 27
## 1386 1993-04-01 total29.USHISCHG -2
## 1387 1993-05-01 total29.USHISCHG 98
## 1388 1993-06-01 total29.USHISCHG 29
## 1389 1993-07-01 total29.USHISCHG 3
## 1390 1993-08-01 total29.USHISCHG 90
## 1391 1993-09-01 total29.USHISCHG 9
## 1392 1993-10-01 total29.USHISCHG -4
## 1393 1993-11-01 total29.USHISCHG 86
## 1394 1993-12-01 total29.USHISCHG 40
## 1395 1994-01-01 total29.USHISCHG -77
## 1396 1994-02-01 total29.USHISCHG 126
## 1397 1994-03-01 total29.USHISCHG 72
## 1398 1994-04-01 total29.USHISCHG -64
## 1399 1994-05-01 total29.USHISCHG 222
## 1400 1994-06-01 total29.USHISCHG -154
## 1401 1994-07-01 total29.USHISCHG 64
## 1402 1994-08-01 total29.USHISCHG 16
## 1403 1994-09-01 total29.USHISCHG 6
## 1404 1994-10-01 total29.USHISCHG 230
## 1405 1994-11-01 total29.USHISCHG 140
## 1406 1994-12-01 total29.USHISCHG -177
## 1407 1995-01-01 total29.USHISCHG -162
## 1408 1995-02-01 total29.USHISCHG 150
## 1409 1995-03-01 total29.USHISCHG 34
## 1410 1995-04-01 total29.USHISCHG 105
## 1411 1995-05-01 total29.USHISCHG -79
## 1412 1995-06-01 total29.USHISCHG 136
## 1413 1995-07-01 total29.USHISCHG 88
## 1414 1995-08-01 total29.USHISCHG -89
## 1415 1995-09-01 total29.USHISCHG 171
## 1416 1995-10-01 total29.USHISCHG -36
## 1417 1995-11-01 total29.USHISCHG -74
## 1418 1995-12-01 total29.USHISCHG 13
## 1419 1996-01-01 total29.USHISCHG 67
## 1420 1996-02-01 total29.USHISCHG 66
## 1421 1996-03-01 total29.USHISCHG -48
## 1422 1996-04-01 total29.USHISCHG 5
## 1423 1996-05-01 total29.USHISCHG 49
## 1424 1996-06-01 total29.USHISCHG 124
## 1425 1996-07-01 total29.USHISCHG 96
## 1426 1996-08-01 total29.USHISCHG 165
## 1427 1996-09-01 total29.USHISCHG 100
## 1428 1996-10-01 total29.USHISCHG 158
## 1429 1996-11-01 total29.USHISCHG 140
## 1430 1996-12-01 total29.USHISCHG 41
## 1431 1997-01-01 total29.USHISCHG 356
## 1432 1997-02-01 total29.USHISCHG -74
## 1433 1997-03-01 total29.USHISCHG 2
## 1434 1997-04-01 total29.USHISCHG -69
## 1435 1997-05-01 total29.USHISCHG 245
## 1436 1997-06-01 total29.USHISCHG 80
## 1437 1997-07-01 total29.USHISCHG 75
## 1438 1997-08-01 total29.USHISCHG 119
## 1439 1997-09-01 total29.USHISCHG -88
## 1440 1997-10-01 total29.USHISCHG 33
## 1441 1997-11-01 total29.USHISCHG 152
## 1442 1997-12-01 total29.USHISCHG -47
## 1443 1998-01-01 total29.USHISCHG 21
## 1444 1998-02-01 total29.USHISCHG 101
## 1445 1998-03-01 total29.USHISCHG 131
## 1446 1998-04-01 total29.USHISCHG 67
## 1447 1998-05-01 total29.USHISCHG 111
## 1448 1998-06-01 total29.USHISCHG -108
## 1449 1998-07-01 total29.USHISCHG -33
## 1450 1998-08-01 total29.USHISCHG 2
## 1451 1998-09-01 total29.USHISCHG 159
## 1452 1998-10-01 total29.USHISCHG -12
## 1453 1998-11-01 total29.USHISCHG -19
## 1454 1998-12-01 total29.USHISCHG -10
## 1455 1999-01-01 total29.USHISCHG 98
## 1456 1999-02-01 total29.USHISCHG 40
## 1457 1999-03-01 total29.USHISCHG 148
## 1458 1999-04-01 total29.USHISCHG -183
## 1459 1999-05-01 total29.USHISCHG 83
## 1460 1999-06-01 total29.USHISCHG 88
## 1461 1999-07-01 total29.USHISCHG 41
## 1462 1999-08-01 total29.USHISCHG 120
## 1463 1999-09-01 total29.USHISCHG -56
## 1464 1999-10-01 total29.USHISCHG 80
## 1465 1999-11-01 total29.USHISCHG 160
## 1466 1999-12-01 total29.USHISCHG 96
## 1467 2000-01-01 total29.USHISCHG 1526
## 1468 2000-02-01 total29.USHISCHG -77
## 1469 2000-03-01 total29.USHISCHG -34
## 1470 2000-04-01 total29.USHISCHG 142
## 1471 2000-05-01 total29.USHISCHG -14
## 1472 2000-06-01 total29.USHISCHG 109
## 1473 2000-07-01 total29.USHISCHG -191
## 1474 2000-08-01 total29.USHISCHG 115
## 1475 2000-09-01 total29.USHISCHG 195
## 1476 2000-10-01 total29.USHISCHG 82
## 1477 2000-11-01 total29.USHISCHG -24
## 1478 2000-12-01 total29.USHISCHG 136
## 1479 2001-01-01 total29.USHISCHG 50
## 1480 2001-02-01 total29.USHISCHG 32
## 1481 2001-03-01 total29.USHISCHG 103
## 1482 2001-04-01 total29.USHISCHG -66
## 1483 2001-05-01 total29.USHISCHG -69
## 1484 2001-06-01 total29.USHISCHG -163
## 1485 2001-07-01 total29.USHISCHG 238
## 1486 2001-08-01 total29.USHISCHG 29
## 1487 2001-09-01 total29.USHISCHG 15
## 1488 2001-10-01 total29.USHISCHG 93
## 1489 2001-11-01 total29.USHISCHG -92
## 1490 2001-12-01 total29.USHISCHG 33
## 1491 2002-01-01 total29.USHISCHG 52
## 1492 2002-02-01 total29.USHISCHG 207
## 1493 2002-03-01 total29.USHISCHG -131
## 1494 2002-04-01 total29.USHISCHG 52
## 1495 2002-05-01 total29.USHISCHG 95
## 1496 2002-06-01 total29.USHISCHG 14
## 1497 2002-07-01 total29.USHISCHG 144
## 1498 2002-08-01 total29.USHISCHG -22
## 1499 2002-09-01 total29.USHISCHG 95
## 1500 2002-10-01 total29.USHISCHG -124
## 1501 2002-11-01 total29.USHISCHG 88
## 1502 2002-12-01 total29.USHISCHG -45
## 1503 2003-01-01 total29.USHISCHG 563
## 1504 2003-02-01 total29.USHISCHG 114
## 1505 2003-03-01 total29.USHISCHG -95
## 1506 2003-04-01 total29.USHISCHG 96
## 1507 2003-05-01 total29.USHISCHG -200
## 1508 2003-06-01 total29.USHISCHG 75
## 1509 2003-07-01 total29.USHISCHG -80
## 1510 2003-08-01 total29.USHISCHG 144
## 1511 2003-09-01 total29.USHISCHG 156
## 1512 2003-10-01 total29.USHISCHG 17
## 1513 2003-11-01 total29.USHISCHG 80
## 1514 2003-12-01 total29.USHISCHG 193
## 1515 2004-01-01 total29.USHISCHG -239
## 1516 2004-02-01 total29.USHISCHG -60
## 1517 2004-03-01 total29.USHISCHG 229
## 1518 2004-04-01 total29.USHISCHG 41
## 1519 2004-05-01 total29.USHISCHG 190
## 1520 2004-06-01 total29.USHISCHG 85
## 1521 2004-07-01 total29.USHISCHG 66
## 1522 2004-08-01 total29.USHISCHG 42
## 1523 2004-09-01 total29.USHISCHG -15
## 1524 2004-10-01 total29.USHISCHG 83
## 1525 2004-11-01 total29.USHISCHG -22
## 1526 2004-12-01 total29.USHISCHG 51
## 1527 2005-01-01 total29.USHISCHG -21
## 1528 2005-02-01 total29.USHISCHG 130
## 1529 2005-03-01 total29.USHISCHG 169
## 1530 2005-04-01 total29.USHISCHG -70
## 1531 2005-05-01 total29.USHISCHG 158
## 1532 2005-06-01 total29.USHISCHG 66
## 1533 2005-07-01 total29.USHISCHG 43
## 1534 2005-08-01 total29.USHISCHG 84
## 1535 2005-09-01 total29.USHISCHG -127
## 1536 2005-10-01 total29.USHISCHG 213
## 1537 2005-11-01 total29.USHISCHG 96
## 1538 2005-12-01 total29.USHISCHG 108
## 1539 2006-01-01 total29.USHISCHG 257
## 1540 2006-02-01 total29.USHISCHG 86
## 1541 2006-03-01 total29.USHISCHG 45
## 1542 2006-04-01 total29.USHISCHG 15
## 1543 2006-05-01 total29.USHISCHG 105
## 1544 2006-06-01 total29.USHISCHG 131
## 1545 2006-07-01 total29.USHISCHG -128
## 1546 2006-08-01 total29.USHISCHG -51
## 1547 2006-09-01 total29.USHISCHG -32
## 1548 2006-10-01 total29.USHISCHG 366
## 1549 2006-11-01 total29.USHISCHG 50
## 1550 2006-12-01 total29.USHISCHG 223
## 1551 2007-01-01 total29.USHISCHG 108
## 1552 2007-02-01 total29.USHISCHG -4
## 1553 2007-03-01 total29.USHISCHG 119
## 1554 2007-04-01 total29.USHISCHG -87
## 1555 2007-05-01 total29.USHISCHG -51
## 1556 2007-06-01 total29.USHISCHG 49
## 1557 2007-07-01 total29.USHISCHG 68
## 1558 2007-08-01 total29.USHISCHG 252
## 1559 2007-09-01 total29.USHISCHG -90
## 1560 2007-10-01 total29.USHISCHG 42
## 1561 2007-11-01 total29.USHISCHG 63
## 1562 2007-12-01 total29.USHISCHG -85
## 1563 2008-01-01 total29.USHISCHG -154
## 1564 2008-02-01 total29.USHISCHG 75
## 1565 2008-03-01 total29.USHISCHG -110
## 1566 2008-04-01 total29.USHISCHG 68
## 1567 2008-05-01 total29.USHISCHG 192
## 1568 2008-06-01 total29.USHISCHG -183
## 1569 2008-07-01 total29.USHISCHG -15
## 1570 2008-08-01 total29.USHISCHG 40
## 1571 2008-09-01 total29.USHISCHG -14
## 1572 2008-10-01 total29.USHISCHG -206
## 1573 2008-11-01 total29.USHISCHG -50
## 1574 2008-12-01 total29.USHISCHG -48
## 1575 2009-01-01 total29.USHISCHG -311
## 1576 2009-02-01 total29.USHISCHG -122
## 1577 2009-03-01 total29.USHISCHG -27
## 1578 2009-04-01 total29.USHISCHG 182
## 1579 2009-05-01 total29.USHISCHG -273
## 1580 2009-06-01 total29.USHISCHG 32
## 1581 2009-07-01 total29.USHISCHG 146
## 1582 2009-08-01 total29.USHISCHG -274
## 1583 2009-09-01 total29.USHISCHG 159
## 1584 2009-10-01 total29.USHISCHG -52
## 1585 2009-11-01 total29.USHISCHG 183
## 1586 2009-12-01 total29.USHISCHG -180
## 1587 2010-01-01 total29.USHISCHG 141
## 1588 2010-02-01 total29.USHISCHG 128
## 1589 2010-03-01 total29.USHISCHG -29
## 1590 2010-04-01 total29.USHISCHG -5
## 1591 2010-05-01 total29.USHISCHG 110
## 1592 2010-06-01 total29.USHISCHG -91
## 1593 2010-07-01 total29.USHISCHG 174
## 1594 2010-08-01 total29.USHISCHG 73
## 1595 2010-09-01 total29.USHISCHG 55
## 1596 2010-10-01 total29.USHISCHG -197
## 1597 2010-11-01 total29.USHISCHG 2
## 1598 2010-12-01 total29.USHISCHG 8
## 1599 2011-01-01 total29.USHISCHG 86
## 1600 2011-02-01 total29.USHISCHG -168
## 1601 2011-03-01 total29.USHISCHG 189
## 1602 2011-04-01 total29.USHISCHG 2
## 1603 2011-05-01 total29.USHISCHG -49
## 1604 2011-06-01 total29.USHISCHG 142
## 1605 2011-07-01 total29.USHISCHG 84
## 1606 2011-08-01 total29.USHISCHG 239
## 1607 2011-09-01 total29.USHISCHG 49
## 1608 2011-10-01 total29.USHISCHG 127
## 1609 2011-11-01 total29.USHISCHG -61
## 1610 2011-12-01 total29.USHISCHG 148
## 1611 2012-01-01 total29.USHISCHG 771
## 1612 2012-02-01 total29.USHISCHG 156
## 1613 2012-03-01 total29.USHISCHG -21
## 1614 2012-04-01 total29.USHISCHG 136
## 1615 2012-05-01 total29.USHISCHG 92
## 1616 2012-06-01 total29.USHISCHG 1
## 1617 2012-07-01 total29.USHISCHG 115
## 1618 2012-08-01 total29.USHISCHG -61
## 1619 2012-09-01 total29.USHISCHG 203
## 1620 2012-10-01 total29.USHISCHG 1
## 1621 2012-11-01 total29.USHISCHG -120
## 1622 2012-12-01 total29.USHISCHG 159
## 1623 2013-01-01 total29.USHISCHG 35
## 1624 2013-02-01 total29.USHISCHG 36
## 1625 2013-03-01 total29.USHISCHG -138
## 1626 2013-04-01 total29.USHISCHG 235
## 1627 2013-05-01 total29.USHISCHG 299
## 1628 2013-06-01 total29.USHISCHG -41
## 1629 2013-07-01 total29.USHISCHG 111
## 1630 2013-08-01 total29.USHISCHG -49
## 1631 2013-09-01 total29.USHISCHG -20
## 1632 2013-10-01 total29.USHISCHG -65
## 1633 2013-11-01 total29.USHISCHG 252
## 1634 2013-12-01 total29.USHISCHG -24
## 1635 2014-01-01 total29.USHISCHG 163
## 1636 2014-02-01 total29.USHISCHG 94
## 1637 2014-03-01 total29.USHISCHG 170
## 1638 2014-04-01 total29.USHISCHG 28
## 1639 2014-05-01 total29.USHISCHG 1
## 1640 2014-06-01 total29.USHISCHG 218
## 1641 2014-07-01 total29.USHISCHG -57
## 1642 2014-08-01 total29.USHISCHG 162
## 1643 2014-09-01 total29.USHISCHG 198
## 1644 2014-10-01 total29.USHISCHG 198
## 1645 2014-11-01 total29.USHISCHG 54
## 1646 2014-12-01 total29.USHISCHG 21
## 1647 2015-01-01 total29.USHISCHG 291
## 1648 2015-02-01 total29.USHISCHG -127
## 1649 2015-03-01 total29.USHISCHG 67
## 1650 2015-04-01 total29.USHISCHG 103
## 1651 2015-05-01 total29.USHISCHG 42
## 1652 2015-06-01 total29.USHISCHG -6
## 1653 2015-07-01 total29.USHISCHG -46
## 1654 2015-08-01 total29.USHISCHG -5
## 1655 2015-09-01 total29.USHISCHG 46
## 1656 2015-10-01 total29.USHISCHG 138
## 1657 2015-11-01 total29.USHISCHG -6
## 1658 2015-12-01 total29.USHISCHG 85
## 1659 2016-01-01 total29.USHISCHG 302
## 1660 2016-02-01 total29.USHISCHG 282
## 1661 2016-03-01 total29.USHISCHG 59
## 1662 2016-04-01 total29.USHISCHG -287
## 1663 2016-05-01 total29.USHISCHG 79
## 1664 2016-06-01 total29.USHISCHG 93
## 1665 2016-07-01 total29.USHISCHG 185
## 1666 2016-08-01 total29.USHISCHG 170
## 1667 2016-09-01 total29.USHISCHG -192
## 1668 2016-10-01 total29.USHISCHG 62
## 1669 2016-11-01 total29.USHISCHG 42
## 1670 2016-12-01 total29.USHISCHG 62
## 1671 2017-01-01 total29.USHISCHG -16
## 1672 2017-02-01 total29.USHISCHG 297
## 1673 2017-03-01 total29.USHISCHG 251
## 1674 2017-04-01 total29.USHISCHG -175
## 1675 2017-05-01 total29.USHISCHG 9
## 1676 2017-06-01 total29.USHISCHG 123
## 1677 2017-07-01 total29.USHISCHG 115
## 1678 2017-08-01 total29.USHISCHG -134
## 1679 2017-09-01 total29.USHISCHG 262
## 1680 2017-10-01 total29.USHISCHG -242
## 1681 2017-11-01 total29.USHISCHG 100
## 1682 2017-12-01 total29.USHISCHG 31
## 1683 2018-01-01 total29.USHISCHG 348
## 1684 2018-02-01 total29.USHISCHG 252
## 1685 2018-03-01 total29.USHISCHG -143
## 1686 2018-04-01 total29.USHISCHG 351
## 1687 2018-05-01 total29.USHISCHG -49
## 1688 2018-06-01 total29.USHISCHG 253
## 1689 2018-07-01 total29.USHISCHG 150
## 1690 2018-08-01 total29.USHISCHG -345
## 1691 2018-09-01 total29.USHISCHG 148
## 1692 2018-10-01 total29.USHISCHG 131
## 1693 2018-11-01 total29.USHISCHG 282
## 1694 2018-12-01 total29.USHISCHG 176
## 1695 2019-01-01 total29.USHISCHG -94
## 1696 2019-02-01 total29.USHISCHG -59
## 1697 2019-03-01 total29.USHISCHG 63
## 1698 2019-04-01 total29.USHISCHG -198
## 1699 2019-05-01 total29.USHISCHG 143
## 1700 2019-06-01 total29.USHISCHG 114
## 1701 2019-07-01 total29.USHISCHG -11
## 1702 2019-08-01 total29.USHISCHG 266
## 1703 2019-09-01 total29.USHISCHG 280
## 1704 2019-10-01 total29.USHISCHG 123
## 1705 2019-11-01 total29.USHISCHG 60
## 1706 2019-12-01 total29.USHISCHG -53
## 1707 2020-01-01 total29.USHISCHG 111
## 1708 2020-02-01 total29.USHISCHG 134
## 1709 2020-03-01 total29.USHISCHG -859
## 1710 2020-04-01 total29.USHISCHG -5093
## 1711 2020-05-01 total29.USHISCHG 662
## 1712 2020-06-01 total29.USHISCHG 1470
## 1713 2020-07-01 total29.USHISCHG 174
## 1714 2020-08-01 total29.USHISCHG 1001
## 1715 2020-09-01 total29.USHISCHG -52
## 1716 2020-10-01 total29.USHISCHG 785visualizeall5 <- dummy_clean5 %>% group_by(Category)
plotall5 <- ggplot(data = visualizeall5, aes(x = DATE, y = Value)) + geom_line(aes(color = factor(Category), group = Category))
require(gridExtra)
grid.arrange(plotall5, ncol=1)
#Retain only Female workers for plotting employment gains and losses
total36 <- total31[c(-2: -3, -4, -6 ,-7, -8)]
#Calculate the sum of job losses during the pandemic and job gains since May
visualize49 <- total36 %>% filter(DATE >= "2020-03-01" & DATE <="2020-04-01") %>%
summarise(sum1 = sum(total29.USEMPWCHG));visualize49 ## sum1
## 1 -13401visualize50 <- total36 %>% filter(DATE >= "2020-05-01") %>%
summarise(sum2 = sum(total29.USEMPWCHG)); visualize50## sum2
## 1 8733#Calculate percentage of job gains in the recovery
visualize51 <- (visualize50 / visualize49) *100; visualize51## sum2
## 1 -65.16678#Plot line graph separately as it is difficult to see lines otherwise because of differing scales
plot18 <- ggplot(data = total36, aes(x = DATE, y = total29.USEMPWCHG, label = total29.USEMPWCHG)) +
geom_line(size = 1.05) + theme_minimal()+ scale_x_date(date_breaks = "12 years", date_labels = "%Y") + scale_y_continuous(sec.axis = dup_axis()) +
theme(legend.position="none",
plot.caption=element_text(hjust=0),
plot.subtitle=element_text(size=6, face="italic"),
plot.title=element_text(size=8,face="bold"),
axis.title.x = element_text(size = 6),
axis.title.y = element_text(size = 6)) +
labs(x = "", y="", title = "Total Job Gains/Losses for Women, \n 65% of jobs lost during the lockdowns \n have been gained since May", subtitle = "in thousands (seasonally adjusted)",
caption = "Source: FRED")
#Retain only Female workers for plotting employment gains and losses
total37 <- total31[c(-2: -3, -4, -5 ,-7, -8)]
#Calculate the sum of job losses during the pandemic and job gains since May
visualize52 <- total37 %>% filter(DATE >= "2020-03-01" & DATE <="2020-04-01") %>%
summarise(sum1 = sum(total29.USEMPMCHG));visualize52 ## sum1
## 1 -11955visualize53 <- total37 %>% filter(DATE >= "2020-05-01") %>%
summarise(sum2 = sum(total29.USEMPMCHG)); visualize53## sum2
## 1 7671#Calculate percentage of job gains in the recovery
visualize54 <- (visualize53 / visualize52) *100; visualize54## sum2
## 1 -64.16562#Plot line graph separately as it is difficult to see lines otherwise because of differing scales
plot19 <- ggplot(data = total37, aes(x = DATE, y = total29.USEMPMCHG, label = total29.USEMPMCHG)) +
geom_line(size = 1.05) + theme_minimal()+ scale_x_date(date_breaks = "12 years", date_labels = "%Y") + scale_y_continuous(sec.axis = dup_axis()) +
theme(legend.position="none",
plot.caption=element_text(hjust=0),
plot.subtitle=element_text(size=6, face="italic"),
plot.title=element_text(size=8,face="bold"),
axis.title.x = element_text(size = 6),
axis.title.y = element_text(size = 6)) +
labs(x = "", y="", title = "Total Job Gains/Losses for Men, \n 64% of jobs lost during the lockdowns \n have been gained since May", subtitle = "in thousands (seasonally adjusted)",
caption = "Source: FRED")
#Retain only Female married workers for plotting employment gains and losses
total38 <- total31[c(-2: -3, -4, -5 ,-6, -8)]
#Calculate the sum of job losses during the pandemic and job gains since May
visualize55 <- total38 %>% filter(DATE >= "2020-03-01" & DATE <="2020-04-01") %>%
summarise(sum1 = sum(total29.USMEMPWCHG));visualize55 ## sum1
## 1 -4737visualize56 <- total38 %>% filter(DATE >= "2020-05-01") %>%
summarise(sum2 = sum(total29.USMEMPWCHG)); visualize56## sum2
## 1 2853#Calculate percentage of job gains in the recovery
visualize57 <- (visualize56 / visualize55) *100; visualize57## sum2
## 1 -60.22799#Plot line graph separately as it is difficult to see lines otherwise because of differing scales
plot20 <- ggplot(data = total38, aes(x = DATE, y = total29.USMEMPWCHG, label = total29.USMEMPWCHG)) +
geom_line(size = 1.05) + theme_minimal()+ scale_x_date(date_breaks = "12 years", date_labels = "%Y") + scale_y_continuous(sec.axis = dup_axis()) +
theme(legend.position="none",
plot.caption=element_text(hjust=0),
plot.subtitle=element_text(size=6, face="italic"),
plot.title=element_text(size=8,face="bold"),
axis.title.x = element_text(size = 6),
axis.title.y = element_text(size = 6)) +
labs(x = "", y="", title = "Total Job Gains/Losses for Married women, \n 60% of jobs lost during the lockdowns \n have been gained since May", subtitle = "in thousands (seasonally adjusted)",
caption = "Source: FRED")
#Retain only Male married workers for plotting employment gains and losses
total39 <- total31[c(-2: -3, -4, -5 ,-6, -7)]
#Calculate the sum of job losses during the pandemic and job gains since May
visualize58 <- total39 %>% filter(DATE >= "2020-03-01" & DATE <="2020-04-01") %>%
summarise(sum1 = sum(total29.USMEMPMCHG));visualize58 ## sum1
## 1 -4384visualize59 <- total39 %>% filter(DATE >= "2020-05-01") %>%
summarise(sum2 = sum(total29.USMEMPMCHG)); visualize59## sum2
## 1 2106#Calculate percentage of job gains in the recovery
visualize60 <- (visualize59 / visualize58) *100; visualize60## sum2
## 1 -48.03832#Plot line graph separately as it is difficult to see lines otherwise because of differing scales
plot21 <- ggplot(data = total39, aes(x = DATE, y = total29.USMEMPMCHG, label = total29.USMEMPMCHG)) +
geom_line(size = 1.05) + theme_minimal()+ scale_x_date(date_breaks = "12 years", date_labels = "%Y") + scale_y_continuous(sec.axis = dup_axis()) +
theme(legend.position="none",
plot.caption=element_text(hjust=0),
plot.subtitle=element_text(size=6, face="italic"),
plot.title=element_text(size=8,face="bold"),
axis.title.x = element_text(size = 6),
axis.title.y = element_text(size = 6)) +
labs(x = "", y="", title = "Total Job Gains/Losses for Married men, \n 48% of jobs lost during the lockdowns \n have been gained since May", subtitle = "in thousands (seasonally adjusted)",
caption = "Source: FRED")
require(gridExtra)
grid.arrange(plot18, plot19, plot20, plot21, ncol=2)
#Plot employment-to-population ratio for men and women
total30 <- data.frame(mdy(total29$DATE), total29$USWHITECHG, total29$USBLACKCHG, total29$USHISCHG, total29$USEMPWCHG, total29$USEMPMCHG, total29$USMEMPWCHG, total29$USMEMPMCHG)
combemp2pop <- data.frame(mdy(dfemp2popm$DATE), dfemp2popm$USEMP2POPM, dfemp2popfem$USEMP2POPFEM)
comb_clean1 <- gather(combemp2pop, "Category", "Value", 2:3, na.rm = TRUE); comb_clean1## mdy.dfemp2popm.DATE. Category Value
## 1 1948-01-01 dfemp2popm.USEMP2POPM 83.8
## 2 1948-02-01 dfemp2popm.USEMP2POPM 83.9
## 3 1948-03-01 dfemp2popm.USEMP2POPM 83.0
## 4 1948-04-01 dfemp2popm.USEMP2POPM 83.3
## 5 1948-05-01 dfemp2popm.USEMP2POPM 83.1
## 6 1948-06-01 dfemp2popm.USEMP2POPM 83.7
## 7 1948-07-01 dfemp2popm.USEMP2POPM 83.8
## 8 1948-08-01 dfemp2popm.USEMP2POPM 83.5
## 9 1948-09-01 dfemp2popm.USEMP2POPM 83.2
## 10 1948-10-01 dfemp2popm.USEMP2POPM 83.5
## 11 1948-11-01 dfemp2popm.USEMP2POPM 83.3
## 12 1948-12-01 dfemp2popm.USEMP2POPM 83.5
## 13 1949-01-01 dfemp2popm.USEMP2POPM 82.8
## 14 1949-02-01 dfemp2popm.USEMP2POPM 82.6
## 15 1949-03-01 dfemp2popm.USEMP2POPM 82.1
## 16 1949-04-01 dfemp2popm.USEMP2POPM 82.0
## 17 1949-05-01 dfemp2popm.USEMP2POPM 81.3
## 18 1949-06-01 dfemp2popm.USEMP2POPM 80.9
## 19 1949-07-01 dfemp2popm.USEMP2POPM 80.4
## 20 1949-08-01 dfemp2popm.USEMP2POPM 80.7
## 21 1949-09-01 dfemp2popm.USEMP2POPM 81.0
## 22 1949-10-01 dfemp2popm.USEMP2POPM 80.0
## 23 1949-11-01 dfemp2popm.USEMP2POPM 81.2
## 24 1949-12-01 dfemp2popm.USEMP2POPM 81.0
## 25 1950-01-01 dfemp2popm.USEMP2POPM 80.7
## 26 1950-02-01 dfemp2popm.USEMP2POPM 80.7
## 27 1950-03-01 dfemp2popm.USEMP2POPM 80.7
## 28 1950-04-01 dfemp2popm.USEMP2POPM 81.1
## 29 1950-05-01 dfemp2popm.USEMP2POPM 81.6
## 30 1950-06-01 dfemp2popm.USEMP2POPM 81.8
## 31 1950-07-01 dfemp2popm.USEMP2POPM 82.0
## 32 1950-08-01 dfemp2popm.USEMP2POPM 82.8
## 33 1950-09-01 dfemp2popm.USEMP2POPM 82.9
## 34 1950-10-01 dfemp2popm.USEMP2POPM 83.0
## 35 1950-11-01 dfemp2popm.USEMP2POPM 83.1
## 36 1950-12-01 dfemp2popm.USEMP2POPM 83.0
## 37 1951-01-01 dfemp2popm.USEMP2POPM 83.1
## 38 1951-02-01 dfemp2popm.USEMP2POPM 83.7
## 39 1951-03-01 dfemp2popm.USEMP2POPM 84.5
## 40 1951-04-01 dfemp2popm.USEMP2POPM 84.1
## 41 1951-05-01 dfemp2popm.USEMP2POPM 84.5
## 42 1951-06-01 dfemp2popm.USEMP2POPM 84.0
## 43 1951-07-01 dfemp2popm.USEMP2POPM 83.9
## 44 1951-08-01 dfemp2popm.USEMP2POPM 84.1
## 45 1951-09-01 dfemp2popm.USEMP2POPM 84.0
## 46 1951-10-01 dfemp2popm.USEMP2POPM 84.1
## 47 1951-11-01 dfemp2popm.USEMP2POPM 83.8
## 48 1951-12-01 dfemp2popm.USEMP2POPM 84.5
## 49 1952-01-01 dfemp2popm.USEMP2POPM 84.4
## 50 1952-02-01 dfemp2popm.USEMP2POPM 84.5
## 51 1952-03-01 dfemp2popm.USEMP2POPM 84.2
## 52 1952-04-01 dfemp2popm.USEMP2POPM 84.0
## 53 1952-05-01 dfemp2popm.USEMP2POPM 84.2
## 54 1952-06-01 dfemp2popm.USEMP2POPM 84.0
## 55 1952-07-01 dfemp2popm.USEMP2POPM 83.7
## 56 1952-08-01 dfemp2popm.USEMP2POPM 83.2
## 57 1952-09-01 dfemp2popm.USEMP2POPM 83.3
## 58 1952-10-01 dfemp2popm.USEMP2POPM 83.4
## 59 1952-11-01 dfemp2popm.USEMP2POPM 83.5
## 60 1952-12-01 dfemp2popm.USEMP2POPM 84.3
## 61 1953-01-01 dfemp2popm.USEMP2POPM 84.1
## 62 1953-02-01 dfemp2popm.USEMP2POPM 84.7
## 63 1953-03-01 dfemp2popm.USEMP2POPM 84.7
## 64 1953-04-01 dfemp2popm.USEMP2POPM 84.0
## 65 1953-05-01 dfemp2popm.USEMP2POPM 83.7
## 66 1953-06-01 dfemp2popm.USEMP2POPM 83.8
## 67 1953-07-01 dfemp2popm.USEMP2POPM 83.8
## 68 1953-08-01 dfemp2popm.USEMP2POPM 83.6
## 69 1953-09-01 dfemp2popm.USEMP2POPM 83.1
## 70 1953-10-01 dfemp2popm.USEMP2POPM 82.9
## 71 1953-11-01 dfemp2popm.USEMP2POPM 83.0
## 72 1953-12-01 dfemp2popm.USEMP2POPM 82.2
## 73 1954-01-01 dfemp2popm.USEMP2POPM 82.0
## 74 1954-02-01 dfemp2popm.USEMP2POPM 82.0
## 75 1954-03-01 dfemp2popm.USEMP2POPM 81.0
## 76 1954-04-01 dfemp2popm.USEMP2POPM 81.1
## 77 1954-05-01 dfemp2popm.USEMP2POPM 80.8
## 78 1954-06-01 dfemp2popm.USEMP2POPM 80.7
## 79 1954-07-01 dfemp2popm.USEMP2POPM 80.6
## 80 1954-08-01 dfemp2popm.USEMP2POPM 80.8
## 81 1954-09-01 dfemp2popm.USEMP2POPM 80.9
## 82 1954-10-01 dfemp2popm.USEMP2POPM 80.6
## 83 1954-11-01 dfemp2popm.USEMP2POPM 80.7
## 84 1954-12-01 dfemp2popm.USEMP2POPM 80.6
## 85 1955-01-01 dfemp2popm.USEMP2POPM 81.0
## 86 1955-02-01 dfemp2popm.USEMP2POPM 81.0
## 87 1955-03-01 dfemp2popm.USEMP2POPM 81.2
## 88 1955-04-01 dfemp2popm.USEMP2POPM 81.2
## 89 1955-05-01 dfemp2popm.USEMP2POPM 81.6
## 90 1955-06-01 dfemp2popm.USEMP2POPM 81.5
## 91 1955-07-01 dfemp2popm.USEMP2POPM 82.1
## 92 1955-08-01 dfemp2popm.USEMP2POPM 82.0
## 93 1955-09-01 dfemp2popm.USEMP2POPM 82.4
## 94 1955-10-01 dfemp2popm.USEMP2POPM 82.3
## 95 1955-11-01 dfemp2popm.USEMP2POPM 82.5
## 96 1955-12-01 dfemp2popm.USEMP2POPM 82.7
## 97 1956-01-01 dfemp2popm.USEMP2POPM 82.9
## 98 1956-02-01 dfemp2popm.USEMP2POPM 82.6
## 99 1956-03-01 dfemp2popm.USEMP2POPM 82.5
## 100 1956-04-01 dfemp2popm.USEMP2POPM 82.5
## 101 1956-05-01 dfemp2popm.USEMP2POPM 82.4
## 102 1956-06-01 dfemp2popm.USEMP2POPM 82.3
## 103 1956-07-01 dfemp2popm.USEMP2POPM 82.2
## 104 1956-08-01 dfemp2popm.USEMP2POPM 82.3
## 105 1956-09-01 dfemp2popm.USEMP2POPM 82.1
## 106 1956-10-01 dfemp2popm.USEMP2POPM 82.0
## 107 1956-11-01 dfemp2popm.USEMP2POPM 81.7
## 108 1956-12-01 dfemp2popm.USEMP2POPM 81.7
## 109 1957-01-01 dfemp2popm.USEMP2POPM 81.5
## 110 1957-02-01 dfemp2popm.USEMP2POPM 81.9
## 111 1957-03-01 dfemp2popm.USEMP2POPM 82.2
## 112 1957-04-01 dfemp2popm.USEMP2POPM 81.8
## 113 1957-05-01 dfemp2popm.USEMP2POPM 81.7
## 114 1957-06-01 dfemp2popm.USEMP2POPM 81.8
## 115 1957-07-01 dfemp2popm.USEMP2POPM 81.8
## 116 1957-08-01 dfemp2popm.USEMP2POPM 81.2
## 117 1957-09-01 dfemp2popm.USEMP2POPM 81.0
## 118 1957-10-01 dfemp2popm.USEMP2POPM 80.7
## 119 1957-11-01 dfemp2popm.USEMP2POPM 80.1
## 120 1957-12-01 dfemp2popm.USEMP2POPM 80.1
## 121 1958-01-01 dfemp2popm.USEMP2POPM 79.3
## 122 1958-02-01 dfemp2popm.USEMP2POPM 78.7
## 123 1958-03-01 dfemp2popm.USEMP2POPM 78.3
## 124 1958-04-01 dfemp2popm.USEMP2POPM 78.1
## 125 1958-05-01 dfemp2popm.USEMP2POPM 78.3
## 126 1958-06-01 dfemp2popm.USEMP2POPM 78.1
## 127 1958-07-01 dfemp2popm.USEMP2POPM 78.2
## 128 1958-08-01 dfemp2popm.USEMP2POPM 78.3
## 129 1958-09-01 dfemp2popm.USEMP2POPM 78.6
## 130 1958-10-01 dfemp2popm.USEMP2POPM 78.9
## 131 1958-11-01 dfemp2popm.USEMP2POPM 78.7
## 132 1958-12-01 dfemp2popm.USEMP2POPM 78.6
## 133 1959-01-01 dfemp2popm.USEMP2POPM 78.8
## 134 1959-02-01 dfemp2popm.USEMP2POPM 78.7
## 135 1959-03-01 dfemp2popm.USEMP2POPM 79.3
## 136 1959-04-01 dfemp2popm.USEMP2POPM 79.8
## 137 1959-05-01 dfemp2popm.USEMP2POPM 79.6
## 138 1959-06-01 dfemp2popm.USEMP2POPM 79.5
## 139 1959-07-01 dfemp2popm.USEMP2POPM 79.8
## 140 1959-08-01 dfemp2popm.USEMP2POPM 79.4
## 141 1959-09-01 dfemp2popm.USEMP2POPM 79.3
## 142 1959-10-01 dfemp2popm.USEMP2POPM 79.2
## 143 1959-11-01 dfemp2popm.USEMP2POPM 78.6
## 144 1959-12-01 dfemp2popm.USEMP2POPM 79.7
## 145 1960-01-01 dfemp2popm.USEMP2POPM 79.4
## 146 1960-02-01 dfemp2popm.USEMP2POPM 79.6
## 147 1960-03-01 dfemp2popm.USEMP2POPM 78.5
## 148 1960-04-01 dfemp2popm.USEMP2POPM 79.4
## 149 1960-05-01 dfemp2popm.USEMP2POPM 79.2
## 150 1960-06-01 dfemp2popm.USEMP2POPM 78.9
## 151 1960-07-01 dfemp2popm.USEMP2POPM 78.7
## 152 1960-08-01 dfemp2popm.USEMP2POPM 78.7
## 153 1960-09-01 dfemp2popm.USEMP2POPM 78.9
## 154 1960-10-01 dfemp2popm.USEMP2POPM 78.5
## 155 1960-11-01 dfemp2popm.USEMP2POPM 78.7
## 156 1960-12-01 dfemp2popm.USEMP2POPM 78.1
## 157 1961-01-01 dfemp2popm.USEMP2POPM 78.0
## 158 1961-02-01 dfemp2popm.USEMP2POPM 77.4
## 159 1961-03-01 dfemp2popm.USEMP2POPM 77.6
## 160 1961-04-01 dfemp2popm.USEMP2POPM 77.2
## 161 1961-05-01 dfemp2popm.USEMP2POPM 77.3
## 162 1961-06-01 dfemp2popm.USEMP2POPM 77.7
## 163 1961-07-01 dfemp2popm.USEMP2POPM 77.3
## 164 1961-08-01 dfemp2popm.USEMP2POPM 77.6
## 165 1961-09-01 dfemp2popm.USEMP2POPM 77.4
## 166 1961-10-01 dfemp2popm.USEMP2POPM 77.5
## 167 1961-11-01 dfemp2popm.USEMP2POPM 77.9
## 168 1961-12-01 dfemp2popm.USEMP2POPM 77.8
## 169 1962-01-01 dfemp2popm.USEMP2POPM 77.8
## 170 1962-02-01 dfemp2popm.USEMP2POPM 78.2
## 171 1962-03-01 dfemp2popm.USEMP2POPM 78.2
## 172 1962-04-01 dfemp2popm.USEMP2POPM 77.7
## 173 1962-05-01 dfemp2popm.USEMP2POPM 78.1
## 174 1962-06-01 dfemp2popm.USEMP2POPM 77.8
## 175 1962-07-01 dfemp2popm.USEMP2POPM 77.5
## 176 1962-08-01 dfemp2popm.USEMP2POPM 77.7
## 177 1962-09-01 dfemp2popm.USEMP2POPM 77.7
## 178 1962-10-01 dfemp2popm.USEMP2POPM 77.7
## 179 1962-11-01 dfemp2popm.USEMP2POPM 77.2
## 180 1962-12-01 dfemp2popm.USEMP2POPM 77.2
## 181 1963-01-01 dfemp2popm.USEMP2POPM 77.0
## 182 1963-02-01 dfemp2popm.USEMP2POPM 76.7
## 183 1963-03-01 dfemp2popm.USEMP2POPM 77.0
## 184 1963-04-01 dfemp2popm.USEMP2POPM 77.1
## 185 1963-05-01 dfemp2popm.USEMP2POPM 77.0
## 186 1963-06-01 dfemp2popm.USEMP2POPM 77.1
## 187 1963-07-01 dfemp2popm.USEMP2POPM 77.3
## 188 1963-08-01 dfemp2popm.USEMP2POPM 77.3
## 189 1963-09-01 dfemp2popm.USEMP2POPM 77.4
## 190 1963-10-01 dfemp2popm.USEMP2POPM 77.2
## 191 1963-11-01 dfemp2popm.USEMP2POPM 77.1
## 192 1963-12-01 dfemp2popm.USEMP2POPM 76.9
## 193 1964-01-01 dfemp2popm.USEMP2POPM 76.9
## 194 1964-02-01 dfemp2popm.USEMP2POPM 77.1
## 195 1964-03-01 dfemp2popm.USEMP2POPM 77.1
## 196 1964-04-01 dfemp2popm.USEMP2POPM 77.4
## 197 1964-05-01 dfemp2popm.USEMP2POPM 77.7
## 198 1964-06-01 dfemp2popm.USEMP2POPM 77.1
## 199 1964-07-01 dfemp2popm.USEMP2POPM 77.5
## 200 1964-08-01 dfemp2popm.USEMP2POPM 77.3
## 201 1964-09-01 dfemp2popm.USEMP2POPM 77.4
## 202 1964-10-01 dfemp2popm.USEMP2POPM 77.3
## 203 1964-11-01 dfemp2popm.USEMP2POPM 77.3
## 204 1964-12-01 dfemp2popm.USEMP2POPM 77.1
## 205 1965-01-01 dfemp2popm.USEMP2POPM 77.2
## 206 1965-02-01 dfemp2popm.USEMP2POPM 77.3
## 207 1965-03-01 dfemp2popm.USEMP2POPM 77.4
## 208 1965-04-01 dfemp2popm.USEMP2POPM 77.5
## 209 1965-05-01 dfemp2popm.USEMP2POPM 77.8
## 210 1965-06-01 dfemp2popm.USEMP2POPM 77.3
## 211 1965-07-01 dfemp2popm.USEMP2POPM 77.7
## 212 1965-08-01 dfemp2popm.USEMP2POPM 77.5
## 213 1965-09-01 dfemp2popm.USEMP2POPM 77.3
## 214 1965-10-01 dfemp2popm.USEMP2POPM 77.6
## 215 1965-11-01 dfemp2popm.USEMP2POPM 77.6
## 216 1965-12-01 dfemp2popm.USEMP2POPM 77.7
## 217 1966-01-01 dfemp2popm.USEMP2POPM 77.8
## 218 1966-02-01 dfemp2popm.USEMP2POPM 77.7
## 219 1966-03-01 dfemp2popm.USEMP2POPM 77.7
## 220 1966-04-01 dfemp2popm.USEMP2POPM 78.0
## 221 1966-05-01 dfemp2popm.USEMP2POPM 77.8
## 222 1966-06-01 dfemp2popm.USEMP2POPM 78.0
## 223 1966-07-01 dfemp2popm.USEMP2POPM 77.9
## 224 1966-08-01 dfemp2popm.USEMP2POPM 77.9
## 225 1966-09-01 dfemp2popm.USEMP2POPM 77.7
## 226 1966-10-01 dfemp2popm.USEMP2POPM 77.9
## 227 1966-11-01 dfemp2popm.USEMP2POPM 78.0
## 228 1966-12-01 dfemp2popm.USEMP2POPM 77.9
## 229 1967-01-01 dfemp2popm.USEMP2POPM 78.1
## 230 1967-02-01 dfemp2popm.USEMP2POPM 77.9
## 231 1967-03-01 dfemp2popm.USEMP2POPM 77.7
## 232 1967-04-01 dfemp2popm.USEMP2POPM 77.8
## 233 1967-05-01 dfemp2popm.USEMP2POPM 77.8
## 234 1967-06-01 dfemp2popm.USEMP2POPM 78.1
## 235 1967-07-01 dfemp2popm.USEMP2POPM 78.2
## 236 1967-08-01 dfemp2popm.USEMP2POPM 78.1
## 237 1967-09-01 dfemp2popm.USEMP2POPM 78.0
## 238 1967-10-01 dfemp2popm.USEMP2POPM 78.0
## 239 1967-11-01 dfemp2popm.USEMP2POPM 77.9
## 240 1967-12-01 dfemp2popm.USEMP2POPM 77.9
## 241 1968-01-01 dfemp2popm.USEMP2POPM 77.4
## 242 1968-02-01 dfemp2popm.USEMP2POPM 77.7
## 243 1968-03-01 dfemp2popm.USEMP2POPM 77.6
## 244 1968-04-01 dfemp2popm.USEMP2POPM 77.8
## 245 1968-05-01 dfemp2popm.USEMP2POPM 77.9
## 246 1968-06-01 dfemp2popm.USEMP2POPM 78.0
## 247 1968-07-01 dfemp2popm.USEMP2POPM 78.0
## 248 1968-08-01 dfemp2popm.USEMP2POPM 78.0
## 249 1968-09-01 dfemp2popm.USEMP2POPM 77.7
## 250 1968-10-01 dfemp2popm.USEMP2POPM 77.7
## 251 1968-11-01 dfemp2popm.USEMP2POPM 77.6
## 252 1968-12-01 dfemp2popm.USEMP2POPM 77.9
## 253 1969-01-01 dfemp2popm.USEMP2POPM 77.7
## 254 1969-02-01 dfemp2popm.USEMP2POPM 77.9
## 255 1969-03-01 dfemp2popm.USEMP2POPM 77.8
## 256 1969-04-01 dfemp2popm.USEMP2POPM 77.7
## 257 1969-05-01 dfemp2popm.USEMP2POPM 77.5
## 258 1969-06-01 dfemp2popm.USEMP2POPM 77.6
## 259 1969-07-01 dfemp2popm.USEMP2POPM 77.4
## 260 1969-08-01 dfemp2popm.USEMP2POPM 77.7
## 261 1969-09-01 dfemp2popm.USEMP2POPM 77.6
## 262 1969-10-01 dfemp2popm.USEMP2POPM 77.5
## 263 1969-11-01 dfemp2popm.USEMP2POPM 77.5
## 264 1969-12-01 dfemp2popm.USEMP2POPM 77.3
## 265 1970-01-01 dfemp2popm.USEMP2POPM 77.3
## 266 1970-02-01 dfemp2popm.USEMP2POPM 77.1
## 267 1970-03-01 dfemp2popm.USEMP2POPM 77.1
## 268 1970-04-01 dfemp2popm.USEMP2POPM 76.7
## 269 1970-05-01 dfemp2popm.USEMP2POPM 76.6
## 270 1970-06-01 dfemp2popm.USEMP2POPM 76.0
## 271 1970-07-01 dfemp2popm.USEMP2POPM 76.0
## 272 1970-08-01 dfemp2popm.USEMP2POPM 75.7
## 273 1970-09-01 dfemp2popm.USEMP2POPM 75.7
## 274 1970-10-01 dfemp2popm.USEMP2POPM 75.4
## 275 1970-11-01 dfemp2popm.USEMP2POPM 75.4
## 276 1970-12-01 dfemp2popm.USEMP2POPM 75.2
## 277 1971-01-01 dfemp2popm.USEMP2POPM 75.1
## 278 1971-02-01 dfemp2popm.USEMP2POPM 74.9
## 279 1971-03-01 dfemp2popm.USEMP2POPM 74.7
## 280 1971-04-01 dfemp2popm.USEMP2POPM 75.1
## 281 1971-05-01 dfemp2popm.USEMP2POPM 75.1
## 282 1971-06-01 dfemp2popm.USEMP2POPM 74.6
## 283 1971-07-01 dfemp2popm.USEMP2POPM 75.0
## 284 1971-08-01 dfemp2popm.USEMP2POPM 74.9
## 285 1971-09-01 dfemp2popm.USEMP2POPM 74.8
## 286 1971-10-01 dfemp2popm.USEMP2POPM 74.7
## 287 1971-11-01 dfemp2popm.USEMP2POPM 74.9
## 288 1971-12-01 dfemp2popm.USEMP2POPM 74.7
## 289 1972-01-01 dfemp2popm.USEMP2POPM 74.6
## 290 1972-02-01 dfemp2popm.USEMP2POPM 74.6
## 291 1972-03-01 dfemp2popm.USEMP2POPM 74.9
## 292 1972-04-01 dfemp2popm.USEMP2POPM 74.9
## 293 1972-05-01 dfemp2popm.USEMP2POPM 74.9
## 294 1972-06-01 dfemp2popm.USEMP2POPM 75.1
## 295 1972-07-01 dfemp2popm.USEMP2POPM 75.1
## 296 1972-08-01 dfemp2popm.USEMP2POPM 75.3
## 297 1972-09-01 dfemp2popm.USEMP2POPM 75.1
## 298 1972-10-01 dfemp2popm.USEMP2POPM 75.0
## 299 1972-11-01 dfemp2popm.USEMP2POPM 75.1
## 300 1972-12-01 dfemp2popm.USEMP2POPM 75.4
## 301 1973-01-01 dfemp2popm.USEMP2POPM 75.1
## 302 1973-02-01 dfemp2popm.USEMP2POPM 75.4
## 303 1973-03-01 dfemp2popm.USEMP2POPM 75.7
## 304 1973-04-01 dfemp2popm.USEMP2POPM 75.5
## 305 1973-05-01 dfemp2popm.USEMP2POPM 75.3
## 306 1973-06-01 dfemp2popm.USEMP2POPM 75.6
## 307 1973-07-01 dfemp2popm.USEMP2POPM 75.7
## 308 1973-08-01 dfemp2popm.USEMP2POPM 75.4
## 309 1973-09-01 dfemp2popm.USEMP2POPM 75.4
## 310 1973-10-01 dfemp2popm.USEMP2POPM 75.7
## 311 1973-11-01 dfemp2popm.USEMP2POPM 75.8
## 312 1973-12-01 dfemp2popm.USEMP2POPM 75.8
## 313 1974-01-01 dfemp2popm.USEMP2POPM 76.0
## 314 1974-02-01 dfemp2popm.USEMP2POPM 75.8
## 315 1974-03-01 dfemp2popm.USEMP2POPM 75.5
## 316 1974-04-01 dfemp2popm.USEMP2POPM 75.1
## 317 1974-05-01 dfemp2popm.USEMP2POPM 75.3
## 318 1974-06-01 dfemp2popm.USEMP2POPM 75.0
## 319 1974-07-01 dfemp2popm.USEMP2POPM 74.8
## 320 1974-08-01 dfemp2popm.USEMP2POPM 74.7
## 321 1974-09-01 dfemp2popm.USEMP2POPM 74.6
## 322 1974-10-01 dfemp2popm.USEMP2POPM 74.4
## 323 1974-11-01 dfemp2popm.USEMP2POPM 74.1
## 324 1974-12-01 dfemp2popm.USEMP2POPM 73.4
## 325 1975-01-01 dfemp2popm.USEMP2POPM 72.6
## 326 1975-02-01 dfemp2popm.USEMP2POPM 72.2
## 327 1975-03-01 dfemp2popm.USEMP2POPM 71.9
## 328 1975-04-01 dfemp2popm.USEMP2POPM 71.6
## 329 1975-05-01 dfemp2popm.USEMP2POPM 71.7
## 330 1975-06-01 dfemp2popm.USEMP2POPM 71.3
## 331 1975-07-01 dfemp2popm.USEMP2POPM 71.7
## 332 1975-08-01 dfemp2popm.USEMP2POPM 71.8
## 333 1975-09-01 dfemp2popm.USEMP2POPM 71.6
## 334 1975-10-01 dfemp2popm.USEMP2POPM 71.5
## 335 1975-11-01 dfemp2popm.USEMP2POPM 71.4
## 336 1975-12-01 dfemp2popm.USEMP2POPM 71.4
## 337 1976-01-01 dfemp2popm.USEMP2POPM 71.8
## 338 1976-02-01 dfemp2popm.USEMP2POPM 71.9
## 339 1976-03-01 dfemp2popm.USEMP2POPM 71.9
## 340 1976-04-01 dfemp2popm.USEMP2POPM 72.2
## 341 1976-05-01 dfemp2popm.USEMP2POPM 72.2
## 342 1976-06-01 dfemp2popm.USEMP2POPM 71.8
## 343 1976-07-01 dfemp2popm.USEMP2POPM 72.1
## 344 1976-08-01 dfemp2popm.USEMP2POPM 72.3
## 345 1976-09-01 dfemp2popm.USEMP2POPM 72.1
## 346 1976-10-01 dfemp2popm.USEMP2POPM 72.1
## 347 1976-11-01 dfemp2popm.USEMP2POPM 72.0
## 348 1976-12-01 dfemp2popm.USEMP2POPM 72.0
## 349 1977-01-01 dfemp2popm.USEMP2POPM 72.1
## 350 1977-02-01 dfemp2popm.USEMP2POPM 72.2
## 351 1977-03-01 dfemp2popm.USEMP2POPM 72.3
## 352 1977-04-01 dfemp2popm.USEMP2POPM 72.6
## 353 1977-05-01 dfemp2popm.USEMP2POPM 72.6
## 354 1977-06-01 dfemp2popm.USEMP2POPM 72.8
## 355 1977-07-01 dfemp2popm.USEMP2POPM 72.8
## 356 1977-08-01 dfemp2popm.USEMP2POPM 72.9
## 357 1977-09-01 dfemp2popm.USEMP2POPM 72.8
## 358 1977-10-01 dfemp2popm.USEMP2POPM 73.2
## 359 1977-11-01 dfemp2popm.USEMP2POPM 73.5
## 360 1977-12-01 dfemp2popm.USEMP2POPM 73.6
## 361 1978-01-01 dfemp2popm.USEMP2POPM 73.5
## 362 1978-02-01 dfemp2popm.USEMP2POPM 73.4
## 363 1978-03-01 dfemp2popm.USEMP2POPM 73.3
## 364 1978-04-01 dfemp2popm.USEMP2POPM 73.6
## 365 1978-05-01 dfemp2popm.USEMP2POPM 73.8
## 366 1978-06-01 dfemp2popm.USEMP2POPM 74.1
## 367 1978-07-01 dfemp2popm.USEMP2POPM 73.8
## 368 1978-08-01 dfemp2popm.USEMP2POPM 73.9
## 369 1978-09-01 dfemp2popm.USEMP2POPM 73.7
## 370 1978-10-01 dfemp2popm.USEMP2POPM 73.8
## 371 1978-11-01 dfemp2popm.USEMP2POPM 74.1
## 372 1978-12-01 dfemp2popm.USEMP2POPM 73.9
## 373 1979-01-01 dfemp2popm.USEMP2POPM 74.2
## 374 1979-02-01 dfemp2popm.USEMP2POPM 74.3
## 375 1979-03-01 dfemp2popm.USEMP2POPM 74.0
## 376 1979-04-01 dfemp2popm.USEMP2POPM 73.9
## 377 1979-05-01 dfemp2popm.USEMP2POPM 73.8
## 378 1979-06-01 dfemp2popm.USEMP2POPM 74.0
## 379 1979-07-01 dfemp2popm.USEMP2POPM 73.9
## 380 1979-08-01 dfemp2popm.USEMP2POPM 73.7
## 381 1979-09-01 dfemp2popm.USEMP2POPM 73.9
## 382 1979-10-01 dfemp2popm.USEMP2POPM 73.5
## 383 1979-11-01 dfemp2popm.USEMP2POPM 73.4
## 384 1979-12-01 dfemp2popm.USEMP2POPM 73.5
## 385 1980-01-01 dfemp2popm.USEMP2POPM 73.3
## 386 1980-02-01 dfemp2popm.USEMP2POPM 73.4
## 387 1980-03-01 dfemp2popm.USEMP2POPM 73.0
## 388 1980-04-01 dfemp2popm.USEMP2POPM 72.3
## 389 1980-05-01 dfemp2popm.USEMP2POPM 71.9
## 390 1980-06-01 dfemp2popm.USEMP2POPM 71.5
## 391 1980-07-01 dfemp2popm.USEMP2POPM 71.4
## 392 1980-08-01 dfemp2popm.USEMP2POPM 71.4
## 393 1980-09-01 dfemp2popm.USEMP2POPM 71.4
## 394 1980-10-01 dfemp2popm.USEMP2POPM 71.6
## 395 1980-11-01 dfemp2popm.USEMP2POPM 71.6
## 396 1980-12-01 dfemp2popm.USEMP2POPM 71.7
## 397 1981-01-01 dfemp2popm.USEMP2POPM 71.7
## 398 1981-02-01 dfemp2popm.USEMP2POPM 71.6
## 399 1981-03-01 dfemp2popm.USEMP2POPM 71.8
## 400 1981-04-01 dfemp2popm.USEMP2POPM 72.1
## 401 1981-05-01 dfemp2popm.USEMP2POPM 71.9
## 402 1981-06-01 dfemp2popm.USEMP2POPM 71.1
## 403 1981-07-01 dfemp2popm.USEMP2POPM 71.5
## 404 1981-08-01 dfemp2popm.USEMP2POPM 71.4
## 405 1981-09-01 dfemp2popm.USEMP2POPM 71.1
## 406 1981-10-01 dfemp2popm.USEMP2POPM 70.8
## 407 1981-11-01 dfemp2popm.USEMP2POPM 70.5
## 408 1981-12-01 dfemp2popm.USEMP2POPM 70.0
## 409 1982-01-01 dfemp2popm.USEMP2POPM 69.9
## 410 1982-02-01 dfemp2popm.USEMP2POPM 69.9
## 411 1982-03-01 dfemp2popm.USEMP2POPM 69.6
## 412 1982-04-01 dfemp2popm.USEMP2POPM 69.5
## 413 1982-05-01 dfemp2popm.USEMP2POPM 69.7
## 414 1982-06-01 dfemp2popm.USEMP2POPM 68.9
## 415 1982-07-01 dfemp2popm.USEMP2POPM 68.8
## 416 1982-08-01 dfemp2popm.USEMP2POPM 68.8
## 417 1982-09-01 dfemp2popm.USEMP2POPM 68.6
## 418 1982-10-01 dfemp2popm.USEMP2POPM 68.4
## 419 1982-11-01 dfemp2popm.USEMP2POPM 68.2
## 420 1982-12-01 dfemp2popm.USEMP2POPM 68.0
## 421 1983-01-01 dfemp2popm.USEMP2POPM 67.9
## 422 1983-02-01 dfemp2popm.USEMP2POPM 67.8
## 423 1983-03-01 dfemp2popm.USEMP2POPM 67.8
## 424 1983-04-01 dfemp2popm.USEMP2POPM 68.0
## 425 1983-05-01 dfemp2popm.USEMP2POPM 68.1
## 426 1983-06-01 dfemp2popm.USEMP2POPM 69.0
## 427 1983-07-01 dfemp2popm.USEMP2POPM 69.2
## 428 1983-08-01 dfemp2popm.USEMP2POPM 69.2
## 429 1983-09-01 dfemp2popm.USEMP2POPM 69.3
## 430 1983-10-01 dfemp2popm.USEMP2POPM 69.4
## 431 1983-11-01 dfemp2popm.USEMP2POPM 69.9
## 432 1983-12-01 dfemp2popm.USEMP2POPM 69.9
## 433 1984-01-01 dfemp2popm.USEMP2POPM 70.0
## 434 1984-02-01 dfemp2popm.USEMP2POPM 70.3
## 435 1984-03-01 dfemp2popm.USEMP2POPM 70.3
## 436 1984-04-01 dfemp2popm.USEMP2POPM 70.4
## 437 1984-05-01 dfemp2popm.USEMP2POPM 70.7
## 438 1984-06-01 dfemp2popm.USEMP2POPM 71.2
## 439 1984-07-01 dfemp2popm.USEMP2POPM 70.8
## 440 1984-08-01 dfemp2popm.USEMP2POPM 70.7
## 441 1984-09-01 dfemp2popm.USEMP2POPM 70.9
## 442 1984-10-01 dfemp2popm.USEMP2POPM 70.9
## 443 1984-11-01 dfemp2popm.USEMP2POPM 71.0
## 444 1984-12-01 dfemp2popm.USEMP2POPM 71.0
## 445 1985-01-01 dfemp2popm.USEMP2POPM 70.9
## 446 1985-02-01 dfemp2popm.USEMP2POPM 70.8
## 447 1985-03-01 dfemp2popm.USEMP2POPM 71.0
## 448 1985-04-01 dfemp2popm.USEMP2POPM 71.0
## 449 1985-05-01 dfemp2popm.USEMP2POPM 71.1
## 450 1985-06-01 dfemp2popm.USEMP2POPM 70.6
## 451 1985-07-01 dfemp2popm.USEMP2POPM 70.7
## 452 1985-08-01 dfemp2popm.USEMP2POPM 70.9
## 453 1985-09-01 dfemp2popm.USEMP2POPM 71.0
## 454 1985-10-01 dfemp2popm.USEMP2POPM 71.0
## 455 1985-11-01 dfemp2popm.USEMP2POPM 71.0
## 456 1985-12-01 dfemp2popm.USEMP2POPM 71.0
## 457 1986-01-01 dfemp2popm.USEMP2POPM 71.3
## 458 1986-02-01 dfemp2popm.USEMP2POPM 70.9
## 459 1986-03-01 dfemp2popm.USEMP2POPM 70.9
## 460 1986-04-01 dfemp2popm.USEMP2POPM 70.9
## 461 1986-05-01 dfemp2popm.USEMP2POPM 70.8
## 462 1986-06-01 dfemp2popm.USEMP2POPM 70.9
## 463 1986-07-01 dfemp2popm.USEMP2POPM 70.9
## 464 1986-08-01 dfemp2popm.USEMP2POPM 70.9
## 465 1986-09-01 dfemp2popm.USEMP2POPM 70.9
## 466 1986-10-01 dfemp2popm.USEMP2POPM 70.9
## 467 1986-11-01 dfemp2popm.USEMP2POPM 71.1
## 468 1986-12-01 dfemp2popm.USEMP2POPM 71.2
## 469 1987-01-01 dfemp2popm.USEMP2POPM 71.3
## 470 1987-02-01 dfemp2popm.USEMP2POPM 71.3
## 471 1987-03-01 dfemp2popm.USEMP2POPM 71.2
## 472 1987-04-01 dfemp2popm.USEMP2POPM 71.3
## 473 1987-05-01 dfemp2popm.USEMP2POPM 71.5
## 474 1987-06-01 dfemp2popm.USEMP2POPM 71.3
## 475 1987-07-01 dfemp2popm.USEMP2POPM 71.4
## 476 1987-08-01 dfemp2popm.USEMP2POPM 71.6
## 477 1987-09-01 dfemp2popm.USEMP2POPM 71.6
## 478 1987-10-01 dfemp2popm.USEMP2POPM 71.7
## 479 1987-11-01 dfemp2popm.USEMP2POPM 71.7
## 480 1987-12-01 dfemp2popm.USEMP2POPM 71.8
## 481 1988-01-01 dfemp2popm.USEMP2POPM 71.9
## 482 1988-02-01 dfemp2popm.USEMP2POPM 72.0
## 483 1988-03-01 dfemp2popm.USEMP2POPM 71.6
## 484 1988-04-01 dfemp2popm.USEMP2POPM 72.2
## 485 1988-05-01 dfemp2popm.USEMP2POPM 72.0
## 486 1988-06-01 dfemp2popm.USEMP2POPM 72.1
## 487 1988-07-01 dfemp2popm.USEMP2POPM 72.2
## 488 1988-08-01 dfemp2popm.USEMP2POPM 72.2
## 489 1988-09-01 dfemp2popm.USEMP2POPM 72.1
## 490 1988-10-01 dfemp2popm.USEMP2POPM 72.0
## 491 1988-11-01 dfemp2popm.USEMP2POPM 72.1
## 492 1988-12-01 dfemp2popm.USEMP2POPM 72.0
## 493 1989-01-01 dfemp2popm.USEMP2POPM 72.2
## 494 1989-02-01 dfemp2popm.USEMP2POPM 72.4
## 495 1989-03-01 dfemp2popm.USEMP2POPM 72.6
## 496 1989-04-01 dfemp2popm.USEMP2POPM 72.5
## 497 1989-05-01 dfemp2popm.USEMP2POPM 72.4
## 498 1989-06-01 dfemp2popm.USEMP2POPM 72.8
## 499 1989-07-01 dfemp2popm.USEMP2POPM 72.7
## 500 1989-08-01 dfemp2popm.USEMP2POPM 72.6
## 501 1989-09-01 dfemp2popm.USEMP2POPM 72.0
## 502 1989-10-01 dfemp2popm.USEMP2POPM 72.4
## 503 1989-11-01 dfemp2popm.USEMP2POPM 72.3
## 504 1989-12-01 dfemp2popm.USEMP2POPM 72.3
## 505 1990-01-01 dfemp2popm.USEMP2POPM 72.6
## 506 1990-02-01 dfemp2popm.USEMP2POPM 72.6
## 507 1990-03-01 dfemp2popm.USEMP2POPM 72.6
## 508 1990-04-01 dfemp2popm.USEMP2POPM 72.3
## 509 1990-05-01 dfemp2popm.USEMP2POPM 72.4
## 510 1990-06-01 dfemp2popm.USEMP2POPM 72.2
## 511 1990-07-01 dfemp2popm.USEMP2POPM 72.1
## 512 1990-08-01 dfemp2popm.USEMP2POPM 71.9
## 513 1990-09-01 dfemp2popm.USEMP2POPM 71.6
## 514 1990-10-01 dfemp2popm.USEMP2POPM 71.6
## 515 1990-11-01 dfemp2popm.USEMP2POPM 71.4
## 516 1990-12-01 dfemp2popm.USEMP2POPM 71.3
## 517 1991-01-01 dfemp2popm.USEMP2POPM 71.0
## 518 1991-02-01 dfemp2popm.USEMP2POPM 70.7
## 519 1991-03-01 dfemp2popm.USEMP2POPM 70.6
## 520 1991-04-01 dfemp2popm.USEMP2POPM 70.7
## 521 1991-05-01 dfemp2popm.USEMP2POPM 70.4
## 522 1991-06-01 dfemp2popm.USEMP2POPM 70.4
## 523 1991-07-01 dfemp2popm.USEMP2POPM 70.3
## 524 1991-08-01 dfemp2popm.USEMP2POPM 70.2
## 525 1991-09-01 dfemp2popm.USEMP2POPM 70.3
## 526 1991-10-01 dfemp2popm.USEMP2POPM 70.1
## 527 1991-11-01 dfemp2popm.USEMP2POPM 70.0
## 528 1991-12-01 dfemp2popm.USEMP2POPM 69.7
## 529 1992-01-01 dfemp2popm.USEMP2POPM 69.8
## 530 1992-02-01 dfemp2popm.USEMP2POPM 69.6
## 531 1992-03-01 dfemp2popm.USEMP2POPM 69.8
## 532 1992-04-01 dfemp2popm.USEMP2POPM 70.0
## 533 1992-05-01 dfemp2popm.USEMP2POPM 69.9
## 534 1992-06-01 dfemp2popm.USEMP2POPM 69.9
## 535 1992-07-01 dfemp2popm.USEMP2POPM 70.0
## 536 1992-08-01 dfemp2popm.USEMP2POPM 70.0
## 537 1992-09-01 dfemp2popm.USEMP2POPM 69.9
## 538 1992-10-01 dfemp2popm.USEMP2POPM 69.7
## 539 1992-11-01 dfemp2popm.USEMP2POPM 69.7
## 540 1992-12-01 dfemp2popm.USEMP2POPM 69.8
## 541 1993-01-01 dfemp2popm.USEMP2POPM 69.8
## 542 1993-02-01 dfemp2popm.USEMP2POPM 69.9
## 543 1993-03-01 dfemp2popm.USEMP2POPM 69.9
## 544 1993-04-01 dfemp2popm.USEMP2POPM 69.8
## 545 1993-05-01 dfemp2popm.USEMP2POPM 70.1
## 546 1993-06-01 dfemp2popm.USEMP2POPM 70.1
## 547 1993-07-01 dfemp2popm.USEMP2POPM 70.2
## 548 1993-08-01 dfemp2popm.USEMP2POPM 70.3
## 549 1993-09-01 dfemp2popm.USEMP2POPM 70.0
## 550 1993-10-01 dfemp2popm.USEMP2POPM 70.0
## 551 1993-11-01 dfemp2popm.USEMP2POPM 70.1
## 552 1993-12-01 dfemp2popm.USEMP2POPM 70.1
## 553 1994-01-01 dfemp2popm.USEMP2POPM 70.2
## 554 1994-02-01 dfemp2popm.USEMP2POPM 70.1
## 555 1994-03-01 dfemp2popm.USEMP2POPM 70.0
## 556 1994-04-01 dfemp2popm.USEMP2POPM 70.1
## 557 1994-05-01 dfemp2popm.USEMP2POPM 70.3
## 558 1994-06-01 dfemp2popm.USEMP2POPM 70.2
## 559 1994-07-01 dfemp2popm.USEMP2POPM 70.1
## 560 1994-08-01 dfemp2popm.USEMP2POPM 70.5
## 561 1994-09-01 dfemp2popm.USEMP2POPM 70.6
## 562 1994-10-01 dfemp2popm.USEMP2POPM 70.8
## 563 1994-11-01 dfemp2popm.USEMP2POPM 71.0
## 564 1994-12-01 dfemp2popm.USEMP2POPM 71.3
## 565 1995-01-01 dfemp2popm.USEMP2POPM 71.2
## 566 1995-02-01 dfemp2popm.USEMP2POPM 71.3
## 567 1995-03-01 dfemp2popm.USEMP2POPM 71.3
## 568 1995-04-01 dfemp2popm.USEMP2POPM 71.1
## 569 1995-05-01 dfemp2popm.USEMP2POPM 70.5
## 570 1995-06-01 dfemp2popm.USEMP2POPM 70.8
## 571 1995-07-01 dfemp2popm.USEMP2POPM 70.7
## 572 1995-08-01 dfemp2popm.USEMP2POPM 70.6
## 573 1995-09-01 dfemp2popm.USEMP2POPM 70.8
## 574 1995-10-01 dfemp2popm.USEMP2POPM 70.7
## 575 1995-11-01 dfemp2popm.USEMP2POPM 70.3
## 576 1995-12-01 dfemp2popm.USEMP2POPM 70.4
## 577 1996-01-01 dfemp2popm.USEMP2POPM 70.5
## 578 1996-02-01 dfemp2popm.USEMP2POPM 70.7
## 579 1996-03-01 dfemp2popm.USEMP2POPM 70.7
## 580 1996-04-01 dfemp2popm.USEMP2POPM 70.7
## 581 1996-05-01 dfemp2popm.USEMP2POPM 70.8
## 582 1996-06-01 dfemp2popm.USEMP2POPM 71.0
## 583 1996-07-01 dfemp2popm.USEMP2POPM 71.1
## 584 1996-08-01 dfemp2popm.USEMP2POPM 71.1
## 585 1996-09-01 dfemp2popm.USEMP2POPM 71.1
## 586 1996-10-01 dfemp2popm.USEMP2POPM 71.3
## 587 1996-11-01 dfemp2popm.USEMP2POPM 70.9
## 588 1996-12-01 dfemp2popm.USEMP2POPM 71.1
## 589 1997-01-01 dfemp2popm.USEMP2POPM 71.0
## 590 1997-02-01 dfemp2popm.USEMP2POPM 71.0
## 591 1997-03-01 dfemp2popm.USEMP2POPM 71.2
## 592 1997-04-01 dfemp2popm.USEMP2POPM 71.3
## 593 1997-05-01 dfemp2popm.USEMP2POPM 71.5
## 594 1997-06-01 dfemp2popm.USEMP2POPM 71.3
## 595 1997-07-01 dfemp2popm.USEMP2POPM 71.4
## 596 1997-08-01 dfemp2popm.USEMP2POPM 71.4
## 597 1997-09-01 dfemp2popm.USEMP2POPM 71.3
## 598 1997-10-01 dfemp2popm.USEMP2POPM 71.4
## 599 1997-11-01 dfemp2popm.USEMP2POPM 71.7
## 600 1997-12-01 dfemp2popm.USEMP2POPM 71.4
## 601 1998-01-01 dfemp2popm.USEMP2POPM 71.5
## 602 1998-02-01 dfemp2popm.USEMP2POPM 71.5
## 603 1998-03-01 dfemp2popm.USEMP2POPM 71.4
## 604 1998-04-01 dfemp2popm.USEMP2POPM 71.8
## 605 1998-05-01 dfemp2popm.USEMP2POPM 71.7
## 606 1998-06-01 dfemp2popm.USEMP2POPM 71.6
## 607 1998-07-01 dfemp2popm.USEMP2POPM 71.5
## 608 1998-08-01 dfemp2popm.USEMP2POPM 71.4
## 609 1998-09-01 dfemp2popm.USEMP2POPM 71.6
## 610 1998-10-01 dfemp2popm.USEMP2POPM 71.6
## 611 1998-11-01 dfemp2popm.USEMP2POPM 71.8
## 612 1998-12-01 dfemp2popm.USEMP2POPM 71.7
## 613 1999-01-01 dfemp2popm.USEMP2POPM 71.9
## 614 1999-02-01 dfemp2popm.USEMP2POPM 71.7
## 615 1999-03-01 dfemp2popm.USEMP2POPM 71.7
## 616 1999-04-01 dfemp2popm.USEMP2POPM 71.6
## 617 1999-05-01 dfemp2popm.USEMP2POPM 71.7
## 618 1999-06-01 dfemp2popm.USEMP2POPM 71.6
## 619 1999-07-01 dfemp2popm.USEMP2POPM 71.6
## 620 1999-08-01 dfemp2popm.USEMP2POPM 71.5
## 621 1999-09-01 dfemp2popm.USEMP2POPM 71.6
## 622 1999-10-01 dfemp2popm.USEMP2POPM 71.5
## 623 1999-11-01 dfemp2popm.USEMP2POPM 71.7
## 624 1999-12-01 dfemp2popm.USEMP2POPM 71.8
## 625 2000-01-01 dfemp2popm.USEMP2POPM 72.2
## 626 2000-02-01 dfemp2popm.USEMP2POPM 72.2
## 627 2000-03-01 dfemp2popm.USEMP2POPM 72.2
## 628 2000-04-01 dfemp2popm.USEMP2POPM 72.1
## 629 2000-05-01 dfemp2popm.USEMP2POPM 71.9
## 630 2000-06-01 dfemp2popm.USEMP2POPM 72.0
## 631 2000-07-01 dfemp2popm.USEMP2POPM 71.6
## 632 2000-08-01 dfemp2popm.USEMP2POPM 71.9
## 633 2000-09-01 dfemp2popm.USEMP2POPM 71.7
## 634 2000-10-01 dfemp2popm.USEMP2POPM 71.6
## 635 2000-11-01 dfemp2popm.USEMP2POPM 71.7
## 636 2000-12-01 dfemp2popm.USEMP2POPM 71.7
## 637 2001-01-01 dfemp2popm.USEMP2POPM 71.8
## 638 2001-02-01 dfemp2popm.USEMP2POPM 71.6
## 639 2001-03-01 dfemp2popm.USEMP2POPM 71.4
## 640 2001-04-01 dfemp2popm.USEMP2POPM 71.3
## 641 2001-05-01 dfemp2popm.USEMP2POPM 71.1
## 642 2001-06-01 dfemp2popm.USEMP2POPM 70.9
## 643 2001-07-01 dfemp2popm.USEMP2POPM 70.9
## 644 2001-08-01 dfemp2popm.USEMP2POPM 70.4
## 645 2001-09-01 dfemp2popm.USEMP2POPM 70.8
## 646 2001-10-01 dfemp2popm.USEMP2POPM 70.3
## 647 2001-11-01 dfemp2popm.USEMP2POPM 70.0
## 648 2001-12-01 dfemp2popm.USEMP2POPM 70.0
## 649 2002-01-01 dfemp2popm.USEMP2POPM 69.7
## 650 2002-02-01 dfemp2popm.USEMP2POPM 69.9
## 651 2002-03-01 dfemp2popm.USEMP2POPM 69.8
## 652 2002-04-01 dfemp2popm.USEMP2POPM 69.8
## 653 2002-05-01 dfemp2popm.USEMP2POPM 70.1
## 654 2002-06-01 dfemp2popm.USEMP2POPM 69.8
## 655 2002-07-01 dfemp2popm.USEMP2POPM 69.7
## 656 2002-08-01 dfemp2popm.USEMP2POPM 69.7
## 657 2002-09-01 dfemp2popm.USEMP2POPM 70.0
## 658 2002-10-01 dfemp2popm.USEMP2POPM 69.7
## 659 2002-11-01 dfemp2popm.USEMP2POPM 69.2
## 660 2002-12-01 dfemp2popm.USEMP2POPM 69.1
## 661 2003-01-01 dfemp2popm.USEMP2POPM 68.9
## 662 2003-02-01 dfemp2popm.USEMP2POPM 69.2
## 663 2003-03-01 dfemp2popm.USEMP2POPM 68.9
## 664 2003-04-01 dfemp2popm.USEMP2POPM 69.0
## 665 2003-05-01 dfemp2popm.USEMP2POPM 68.8
## 666 2003-06-01 dfemp2popm.USEMP2POPM 68.7
## 667 2003-07-01 dfemp2popm.USEMP2POPM 68.6
## 668 2003-08-01 dfemp2popm.USEMP2POPM 68.6
## 669 2003-09-01 dfemp2popm.USEMP2POPM 68.9
## 670 2003-10-01 dfemp2popm.USEMP2POPM 68.9
## 671 2003-11-01 dfemp2popm.USEMP2POPM 69.0
## 672 2003-12-01 dfemp2popm.USEMP2POPM 69.2
## 673 2004-01-01 dfemp2popm.USEMP2POPM 69.4
## 674 2004-02-01 dfemp2popm.USEMP2POPM 69.1
## 675 2004-03-01 dfemp2popm.USEMP2POPM 69.0
## 676 2004-04-01 dfemp2popm.USEMP2POPM 69.0
## 677 2004-05-01 dfemp2popm.USEMP2POPM 68.9
## 678 2004-06-01 dfemp2popm.USEMP2POPM 69.2
## 679 2004-07-01 dfemp2popm.USEMP2POPM 69.4
## 680 2004-08-01 dfemp2popm.USEMP2POPM 69.3
## 681 2004-09-01 dfemp2popm.USEMP2POPM 69.1
## 682 2004-10-01 dfemp2popm.USEMP2POPM 69.2
## 683 2004-11-01 dfemp2popm.USEMP2POPM 69.4
## 684 2004-12-01 dfemp2popm.USEMP2POPM 69.2
## 685 2005-01-01 dfemp2popm.USEMP2POPM 69.1
## 686 2005-02-01 dfemp2popm.USEMP2POPM 69.2
## 687 2005-03-01 dfemp2popm.USEMP2POPM 69.4
## 688 2005-04-01 dfemp2popm.USEMP2POPM 69.6
## 689 2005-05-01 dfemp2popm.USEMP2POPM 69.8
## 690 2005-06-01 dfemp2popm.USEMP2POPM 69.8
## 691 2005-07-01 dfemp2popm.USEMP2POPM 69.8
## 692 2005-08-01 dfemp2popm.USEMP2POPM 69.9
## 693 2005-09-01 dfemp2popm.USEMP2POPM 69.7
## 694 2005-10-01 dfemp2popm.USEMP2POPM 69.7
## 695 2005-11-01 dfemp2popm.USEMP2POPM 69.6
## 696 2005-12-01 dfemp2popm.USEMP2POPM 69.7
## 697 2006-01-01 dfemp2popm.USEMP2POPM 70.0
## 698 2006-02-01 dfemp2popm.USEMP2POPM 70.0
## 699 2006-03-01 dfemp2popm.USEMP2POPM 70.2
## 700 2006-04-01 dfemp2popm.USEMP2POPM 70.0
## 701 2006-05-01 dfemp2popm.USEMP2POPM 70.0
## 702 2006-06-01 dfemp2popm.USEMP2POPM 70.0
## 703 2006-07-01 dfemp2popm.USEMP2POPM 69.6
## 704 2006-08-01 dfemp2popm.USEMP2POPM 69.9
## 705 2006-09-01 dfemp2popm.USEMP2POPM 70.2
## 706 2006-10-01 dfemp2popm.USEMP2POPM 70.2
## 707 2006-11-01 dfemp2popm.USEMP2POPM 70.2
## 708 2006-12-01 dfemp2popm.USEMP2POPM 70.4
## 709 2007-01-01 dfemp2popm.USEMP2POPM 70.3
## 710 2007-02-01 dfemp2popm.USEMP2POPM 70.1
## 711 2007-03-01 dfemp2popm.USEMP2POPM 70.2
## 712 2007-04-01 dfemp2popm.USEMP2POPM 70.0
## 713 2007-05-01 dfemp2popm.USEMP2POPM 69.9
## 714 2007-06-01 dfemp2popm.USEMP2POPM 69.8
## 715 2007-07-01 dfemp2popm.USEMP2POPM 69.6
## 716 2007-08-01 dfemp2popm.USEMP2POPM 69.4
## 717 2007-09-01 dfemp2popm.USEMP2POPM 69.5
## 718 2007-10-01 dfemp2popm.USEMP2POPM 69.3
## 719 2007-11-01 dfemp2popm.USEMP2POPM 69.6
## 720 2007-12-01 dfemp2popm.USEMP2POPM 69.4
## 721 2008-01-01 dfemp2popm.USEMP2POPM 69.6
## 722 2008-02-01 dfemp2popm.USEMP2POPM 69.5
## 723 2008-03-01 dfemp2popm.USEMP2POPM 69.3
## 724 2008-04-01 dfemp2popm.USEMP2POPM 69.2
## 725 2008-05-01 dfemp2popm.USEMP2POPM 69.0
## 726 2008-06-01 dfemp2popm.USEMP2POPM 68.8
## 727 2008-07-01 dfemp2popm.USEMP2POPM 68.6
## 728 2008-08-01 dfemp2popm.USEMP2POPM 68.3
## 729 2008-09-01 dfemp2popm.USEMP2POPM 68.1
## 730 2008-10-01 dfemp2popm.USEMP2POPM 67.8
## 731 2008-11-01 dfemp2popm.USEMP2POPM 67.3
## 732 2008-12-01 dfemp2popm.USEMP2POPM 66.7
## 733 2009-01-01 dfemp2popm.USEMP2POPM 66.2
## 734 2009-02-01 dfemp2popm.USEMP2POPM 65.7
## 735 2009-03-01 dfemp2popm.USEMP2POPM 65.1
## 736 2009-04-01 dfemp2popm.USEMP2POPM 65.0
## 737 2009-05-01 dfemp2popm.USEMP2POPM 64.8
## 738 2009-06-01 dfemp2popm.USEMP2POPM 64.6
## 739 2009-07-01 dfemp2popm.USEMP2POPM 64.5
## 740 2009-08-01 dfemp2popm.USEMP2POPM 64.2
## 741 2009-09-01 dfemp2popm.USEMP2POPM 63.9
## 742 2009-10-01 dfemp2popm.USEMP2POPM 63.7
## 743 2009-11-01 dfemp2popm.USEMP2POPM 63.6
## 744 2009-12-01 dfemp2popm.USEMP2POPM 63.3
## 745 2010-01-01 dfemp2popm.USEMP2POPM 63.3
## 746 2010-02-01 dfemp2popm.USEMP2POPM 63.4
## 747 2010-03-01 dfemp2popm.USEMP2POPM 63.6
## 748 2010-04-01 dfemp2popm.USEMP2POPM 64.0
## 749 2010-05-01 dfemp2popm.USEMP2POPM 63.9
## 750 2010-06-01 dfemp2popm.USEMP2POPM 63.8
## 751 2010-07-01 dfemp2popm.USEMP2POPM 63.9
## 752 2010-08-01 dfemp2popm.USEMP2POPM 63.9
## 753 2010-09-01 dfemp2popm.USEMP2POPM 63.8
## 754 2010-10-01 dfemp2popm.USEMP2POPM 63.6
## 755 2010-11-01 dfemp2popm.USEMP2POPM 63.4
## 756 2010-12-01 dfemp2popm.USEMP2POPM 63.6
## 757 2011-01-01 dfemp2popm.USEMP2POPM 63.7
## 758 2011-02-01 dfemp2popm.USEMP2POPM 63.8
## 759 2011-03-01 dfemp2popm.USEMP2POPM 63.8
## 760 2011-04-01 dfemp2popm.USEMP2POPM 63.7
## 761 2011-05-01 dfemp2popm.USEMP2POPM 63.8
## 762 2011-06-01 dfemp2popm.USEMP2POPM 63.7
## 763 2011-07-01 dfemp2popm.USEMP2POPM 63.6
## 764 2011-08-01 dfemp2popm.USEMP2POPM 63.9
## 765 2011-09-01 dfemp2popm.USEMP2POPM 63.9
## 766 2011-10-01 dfemp2popm.USEMP2POPM 63.9
## 767 2011-11-01 dfemp2popm.USEMP2POPM 64.3
## 768 2011-12-01 dfemp2popm.USEMP2POPM 64.4
## 769 2012-01-01 dfemp2popm.USEMP2POPM 64.3
## 770 2012-02-01 dfemp2popm.USEMP2POPM 64.3
## 771 2012-03-01 dfemp2popm.USEMP2POPM 64.3
## 772 2012-04-01 dfemp2popm.USEMP2POPM 64.3
## 773 2012-05-01 dfemp2popm.USEMP2POPM 64.3
## 774 2012-06-01 dfemp2popm.USEMP2POPM 64.4
## 775 2012-07-01 dfemp2popm.USEMP2POPM 64.3
## 776 2012-08-01 dfemp2popm.USEMP2POPM 64.1
## 777 2012-09-01 dfemp2popm.USEMP2POPM 64.5
## 778 2012-10-01 dfemp2popm.USEMP2POPM 64.7
## 779 2012-11-01 dfemp2popm.USEMP2POPM 64.6
## 780 2012-12-01 dfemp2popm.USEMP2POPM 64.6
## 781 2013-01-01 dfemp2popm.USEMP2POPM 64.5
## 782 2013-02-01 dfemp2popm.USEMP2POPM 64.5
## 783 2013-03-01 dfemp2popm.USEMP2POPM 64.5
## 784 2013-04-01 dfemp2popm.USEMP2POPM 64.4
## 785 2013-05-01 dfemp2popm.USEMP2POPM 64.4
## 786 2013-06-01 dfemp2popm.USEMP2POPM 64.5
## 787 2013-07-01 dfemp2popm.USEMP2POPM 64.4
## 788 2013-08-01 dfemp2popm.USEMP2POPM 64.3
## 789 2013-09-01 dfemp2popm.USEMP2POPM 64.4
## 790 2013-10-01 dfemp2popm.USEMP2POPM 64.0
## 791 2013-11-01 dfemp2popm.USEMP2POPM 64.5
## 792 2013-12-01 dfemp2popm.USEMP2POPM 64.5
## 793 2014-01-01 dfemp2popm.USEMP2POPM 64.5
## 794 2014-02-01 dfemp2popm.USEMP2POPM 64.3
## 795 2014-03-01 dfemp2popm.USEMP2POPM 64.8
## 796 2014-04-01 dfemp2popm.USEMP2POPM 64.6
## 797 2014-05-01 dfemp2popm.USEMP2POPM 64.6
## 798 2014-06-01 dfemp2popm.USEMP2POPM 64.9
## 799 2014-07-01 dfemp2popm.USEMP2POPM 65.0
## 800 2014-08-01 dfemp2popm.USEMP2POPM 65.0
## 801 2014-09-01 dfemp2popm.USEMP2POPM 65.2
## 802 2014-10-01 dfemp2popm.USEMP2POPM 65.3
## 803 2014-11-01 dfemp2popm.USEMP2POPM 65.1
## 804 2014-12-01 dfemp2popm.USEMP2POPM 65.3
## 805 2015-01-01 dfemp2popm.USEMP2POPM 65.3
## 806 2015-02-01 dfemp2popm.USEMP2POPM 65.3
## 807 2015-03-01 dfemp2popm.USEMP2POPM 65.3
## 808 2015-04-01 dfemp2popm.USEMP2POPM 65.5
## 809 2015-05-01 dfemp2popm.USEMP2POPM 65.5
## 810 2015-06-01 dfemp2popm.USEMP2POPM 65.3
## 811 2015-07-01 dfemp2popm.USEMP2POPM 65.4
## 812 2015-08-01 dfemp2popm.USEMP2POPM 65.4
## 813 2015-09-01 dfemp2popm.USEMP2POPM 65.3
## 814 2015-10-01 dfemp2popm.USEMP2POPM 65.3
## 815 2015-11-01 dfemp2popm.USEMP2POPM 65.2
## 816 2015-12-01 dfemp2popm.USEMP2POPM 65.5
## 817 2016-01-01 dfemp2popm.USEMP2POPM 65.6
## 818 2016-02-01 dfemp2popm.USEMP2POPM 65.8
## 819 2016-03-01 dfemp2popm.USEMP2POPM 65.8
## 820 2016-04-01 dfemp2popm.USEMP2POPM 65.8
## 821 2016-05-01 dfemp2popm.USEMP2POPM 65.7
## 822 2016-06-01 dfemp2popm.USEMP2POPM 65.9
## 823 2016-07-01 dfemp2popm.USEMP2POPM 65.8
## 824 2016-08-01 dfemp2popm.USEMP2POPM 65.9
## 825 2016-09-01 dfemp2popm.USEMP2POPM 65.8
## 826 2016-10-01 dfemp2popm.USEMP2POPM 65.7
## 827 2016-11-01 dfemp2popm.USEMP2POPM 65.7
## 828 2016-12-01 dfemp2popm.USEMP2POPM 65.8
## 829 2017-01-01 dfemp2popm.USEMP2POPM 65.9
## 830 2017-02-01 dfemp2popm.USEMP2POPM 65.9
## 831 2017-03-01 dfemp2popm.USEMP2POPM 65.9
## 832 2017-04-01 dfemp2popm.USEMP2POPM 66.2
## 833 2017-05-01 dfemp2popm.USEMP2POPM 66.0
## 834 2017-06-01 dfemp2popm.USEMP2POPM 66.0
## 835 2017-07-01 dfemp2popm.USEMP2POPM 65.9
## 836 2017-08-01 dfemp2popm.USEMP2POPM 66.0
## 837 2017-09-01 dfemp2popm.USEMP2POPM 66.4
## 838 2017-10-01 dfemp2popm.USEMP2POPM 66.1
## 839 2017-11-01 dfemp2popm.USEMP2POPM 66.0
## 840 2017-12-01 dfemp2popm.USEMP2POPM 66.1
## 841 2018-01-01 dfemp2popm.USEMP2POPM 66.2
## 842 2018-02-01 dfemp2popm.USEMP2POPM 66.5
## 843 2018-03-01 dfemp2popm.USEMP2POPM 66.4
## 844 2018-04-01 dfemp2popm.USEMP2POPM 66.4
## 845 2018-05-01 dfemp2popm.USEMP2POPM 66.5
## 846 2018-06-01 dfemp2popm.USEMP2POPM 66.3
## 847 2018-07-01 dfemp2popm.USEMP2POPM 66.3
## 848 2018-08-01 dfemp2popm.USEMP2POPM 66.2
## 849 2018-09-01 dfemp2popm.USEMP2POPM 66.2
## 850 2018-10-01 dfemp2popm.USEMP2POPM 66.3
## 851 2018-11-01 dfemp2popm.USEMP2POPM 66.4
## 852 2018-12-01 dfemp2popm.USEMP2POPM 66.3
## 853 2019-01-01 dfemp2popm.USEMP2POPM 66.5
## 854 2019-02-01 dfemp2popm.USEMP2POPM 66.5
## 855 2019-03-01 dfemp2popm.USEMP2POPM 66.4
## 856 2019-04-01 dfemp2popm.USEMP2POPM 66.3
## 857 2019-05-01 dfemp2popm.USEMP2POPM 66.5
## 858 2019-06-01 dfemp2popm.USEMP2POPM 66.5
## 859 2019-07-01 dfemp2popm.USEMP2POPM 66.7
## 860 2019-08-01 dfemp2popm.USEMP2POPM 66.6
## 861 2019-09-01 dfemp2popm.USEMP2POPM 66.7
## 862 2019-10-01 dfemp2popm.USEMP2POPM 66.7
## 863 2019-11-01 dfemp2popm.USEMP2POPM 66.8
## 864 2019-12-01 dfemp2popm.USEMP2POPM 66.8
## 865 2020-01-01 dfemp2popm.USEMP2POPM 66.9
## 866 2020-02-01 dfemp2popm.USEMP2POPM 66.8
## 867 2020-03-01 dfemp2popm.USEMP2POPM 65.6
## 868 2020-04-01 dfemp2popm.USEMP2POPM 57.2
## 869 2020-05-01 dfemp2popm.USEMP2POPM 58.6
## 870 2020-06-01 dfemp2popm.USEMP2POPM 60.1
## 871 2020-07-01 dfemp2popm.USEMP2POPM 60.5
## 872 2020-08-01 dfemp2popm.USEMP2POPM 62.1
## 873 2020-09-01 dfemp2popm.USEMP2POPM 62.4
## 874 2020-10-01 dfemp2popm.USEMP2POPM 63.1
## 875 1948-01-01 dfemp2popfem.USEMP2POPFEM 30.9
## 876 1948-02-01 dfemp2popfem.USEMP2POPFEM 31.0
## 877 1948-03-01 dfemp2popfem.USEMP2POPFEM 30.7
## 878 1948-04-01 dfemp2popfem.USEMP2POPFEM 31.6
## 879 1948-05-01 dfemp2popfem.USEMP2POPFEM 30.9
## 880 1948-06-01 dfemp2popfem.USEMP2POPFEM 31.9
## 881 1948-07-01 dfemp2popfem.USEMP2POPFEM 32.0
## 882 1948-08-01 dfemp2popfem.USEMP2POPFEM 31.3
## 883 1948-09-01 dfemp2popfem.USEMP2POPFEM 31.7
## 884 1948-10-01 dfemp2popfem.USEMP2POPFEM 31.1
## 885 1948-11-01 dfemp2popfem.USEMP2POPFEM 31.3
## 886 1948-12-01 dfemp2popfem.USEMP2POPFEM 31.6
## 887 1949-01-01 dfemp2popfem.USEMP2POPFEM 31.2
## 888 1949-02-01 dfemp2popfem.USEMP2POPFEM 31.5
## 889 1949-03-01 dfemp2popfem.USEMP2POPFEM 31.5
## 890 1949-04-01 dfemp2popfem.USEMP2POPFEM 31.0
## 891 1949-05-01 dfemp2popfem.USEMP2POPFEM 31.1
## 892 1949-06-01 dfemp2popfem.USEMP2POPFEM 30.7
## 893 1949-07-01 dfemp2popfem.USEMP2POPFEM 31.1
## 894 1949-08-01 dfemp2popfem.USEMP2POPFEM 31.2
## 895 1949-09-01 dfemp2popfem.USEMP2POPFEM 31.1
## 896 1949-10-01 dfemp2popfem.USEMP2POPFEM 31.3
## 897 1949-11-01 dfemp2popfem.USEMP2POPFEM 31.6
## 898 1949-12-01 dfemp2popfem.USEMP2POPFEM 31.3
## 899 1950-01-01 dfemp2popfem.USEMP2POPFEM 31.1
## 900 1950-02-01 dfemp2popfem.USEMP2POPFEM 31.1
## 901 1950-03-01 dfemp2popfem.USEMP2POPFEM 31.0
## 902 1950-04-01 dfemp2popfem.USEMP2POPFEM 32.1
## 903 1950-05-01 dfemp2popfem.USEMP2POPFEM 31.6
## 904 1950-06-01 dfemp2popfem.USEMP2POPFEM 32.1
## 905 1950-07-01 dfemp2popfem.USEMP2POPFEM 31.8
## 906 1950-08-01 dfemp2popfem.USEMP2POPFEM 32.5
## 907 1950-09-01 dfemp2popfem.USEMP2POPFEM 32.0
## 908 1950-10-01 dfemp2popfem.USEMP2POPFEM 32.6
## 909 1950-11-01 dfemp2popfem.USEMP2POPFEM 32.6
## 910 1950-12-01 dfemp2popfem.USEMP2POPFEM 32.4
## 911 1951-01-01 dfemp2popfem.USEMP2POPFEM 32.7
## 912 1951-02-01 dfemp2popfem.USEMP2POPFEM 32.6
## 913 1951-03-01 dfemp2popfem.USEMP2POPFEM 33.3
## 914 1951-04-01 dfemp2popfem.USEMP2POPFEM 32.9
## 915 1951-05-01 dfemp2popfem.USEMP2POPFEM 33.2
## 916 1951-06-01 dfemp2popfem.USEMP2POPFEM 32.7
## 917 1951-07-01 dfemp2popfem.USEMP2POPFEM 33.8
## 918 1951-08-01 dfemp2popfem.USEMP2POPFEM 33.3
## 919 1951-09-01 dfemp2popfem.USEMP2POPFEM 32.9
## 920 1951-10-01 dfemp2popfem.USEMP2POPFEM 33.2
## 921 1951-11-01 dfemp2popfem.USEMP2POPFEM 33.1
## 922 1951-12-01 dfemp2popfem.USEMP2POPFEM 33.6
## 923 1952-01-01 dfemp2popfem.USEMP2POPFEM 33.7
## 924 1952-02-01 dfemp2popfem.USEMP2POPFEM 33.5
## 925 1952-03-01 dfemp2popfem.USEMP2POPFEM 32.9
## 926 1952-04-01 dfemp2popfem.USEMP2POPFEM 33.1
## 927 1952-05-01 dfemp2popfem.USEMP2POPFEM 33.3
## 928 1952-06-01 dfemp2popfem.USEMP2POPFEM 33.4
## 929 1952-07-01 dfemp2popfem.USEMP2POPFEM 33.1
## 930 1952-08-01 dfemp2popfem.USEMP2POPFEM 33.1
## 931 1952-09-01 dfemp2popfem.USEMP2POPFEM 34.2
## 932 1952-10-01 dfemp2popfem.USEMP2POPFEM 33.3
## 933 1952-11-01 dfemp2popfem.USEMP2POPFEM 34.2
## 934 1952-12-01 dfemp2popfem.USEMP2POPFEM 33.8
## 935 1953-01-01 dfemp2popfem.USEMP2POPFEM 34.1
## 936 1953-02-01 dfemp2popfem.USEMP2POPFEM 33.9
## 937 1953-03-01 dfemp2popfem.USEMP2POPFEM 34.1
## 938 1953-04-01 dfemp2popfem.USEMP2POPFEM 33.6
## 939 1953-05-01 dfemp2popfem.USEMP2POPFEM 33.1
## 940 1953-06-01 dfemp2popfem.USEMP2POPFEM 33.7
## 941 1953-07-01 dfemp2popfem.USEMP2POPFEM 33.6
## 942 1953-08-01 dfemp2popfem.USEMP2POPFEM 33.2
## 943 1953-09-01 dfemp2popfem.USEMP2POPFEM 33.1
## 944 1953-10-01 dfemp2popfem.USEMP2POPFEM 33.1
## 945 1953-11-01 dfemp2popfem.USEMP2POPFEM 32.6
## 946 1953-12-01 dfemp2popfem.USEMP2POPFEM 31.9
## 947 1954-01-01 dfemp2popfem.USEMP2POPFEM 31.9
## 948 1954-02-01 dfemp2popfem.USEMP2POPFEM 33.0
## 949 1954-03-01 dfemp2popfem.USEMP2POPFEM 32.9
## 950 1954-04-01 dfemp2popfem.USEMP2POPFEM 32.7
## 951 1954-05-01 dfemp2popfem.USEMP2POPFEM 32.4
## 952 1954-06-01 dfemp2popfem.USEMP2POPFEM 32.2
## 953 1954-07-01 dfemp2popfem.USEMP2POPFEM 31.9
## 954 1954-08-01 dfemp2popfem.USEMP2POPFEM 32.1
## 955 1954-09-01 dfemp2popfem.USEMP2POPFEM 32.7
## 956 1954-10-01 dfemp2popfem.USEMP2POPFEM 32.8
## 957 1954-11-01 dfemp2popfem.USEMP2POPFEM 32.7
## 958 1954-12-01 dfemp2popfem.USEMP2POPFEM 32.3
## 959 1955-01-01 dfemp2popfem.USEMP2POPFEM 32.9
## 960 1955-02-01 dfemp2popfem.USEMP2POPFEM 32.8
## 961 1955-03-01 dfemp2popfem.USEMP2POPFEM 32.8
## 962 1955-04-01 dfemp2popfem.USEMP2POPFEM 33.6
## 963 1955-05-01 dfemp2popfem.USEMP2POPFEM 33.3
## 964 1955-06-01 dfemp2popfem.USEMP2POPFEM 33.5
## 965 1955-07-01 dfemp2popfem.USEMP2POPFEM 34.2
## 966 1955-08-01 dfemp2popfem.USEMP2POPFEM 34.6
## 967 1955-09-01 dfemp2popfem.USEMP2POPFEM 34.4
## 968 1955-10-01 dfemp2popfem.USEMP2POPFEM 34.5
## 969 1955-11-01 dfemp2popfem.USEMP2POPFEM 34.7
## 970 1955-12-01 dfemp2popfem.USEMP2POPFEM 35.2
## 971 1956-01-01 dfemp2popfem.USEMP2POPFEM 35.0
## 972 1956-02-01 dfemp2popfem.USEMP2POPFEM 34.8
## 973 1956-03-01 dfemp2popfem.USEMP2POPFEM 34.5
## 974 1956-04-01 dfemp2popfem.USEMP2POPFEM 34.9
## 975 1956-05-01 dfemp2popfem.USEMP2POPFEM 35.2
## 976 1956-06-01 dfemp2popfem.USEMP2POPFEM 35.1
## 977 1956-07-01 dfemp2popfem.USEMP2POPFEM 35.0
## 978 1956-08-01 dfemp2popfem.USEMP2POPFEM 35.2
## 979 1956-09-01 dfemp2popfem.USEMP2POPFEM 35.4
## 980 1956-10-01 dfemp2popfem.USEMP2POPFEM 35.2
## 981 1956-11-01 dfemp2popfem.USEMP2POPFEM 35.1
## 982 1956-12-01 dfemp2popfem.USEMP2POPFEM 35.2
## 983 1957-01-01 dfemp2popfem.USEMP2POPFEM 34.9
## 984 1957-02-01 dfemp2popfem.USEMP2POPFEM 35.4
## 985 1957-03-01 dfemp2popfem.USEMP2POPFEM 35.4
## 986 1957-04-01 dfemp2popfem.USEMP2POPFEM 35.0
## 987 1957-05-01 dfemp2popfem.USEMP2POPFEM 34.9
## 988 1957-06-01 dfemp2popfem.USEMP2POPFEM 35.0
## 989 1957-07-01 dfemp2popfem.USEMP2POPFEM 35.4
## 990 1957-08-01 dfemp2popfem.USEMP2POPFEM 34.9
## 991 1957-09-01 dfemp2popfem.USEMP2POPFEM 35.2
## 992 1957-10-01 dfemp2popfem.USEMP2POPFEM 35.2
## 993 1957-11-01 dfemp2popfem.USEMP2POPFEM 35.0
## 994 1957-12-01 dfemp2popfem.USEMP2POPFEM 35.3
## 995 1958-01-01 dfemp2popfem.USEMP2POPFEM 34.7
## 996 1958-02-01 dfemp2popfem.USEMP2POPFEM 34.6
## 997 1958-03-01 dfemp2popfem.USEMP2POPFEM 34.6
## 998 1958-04-01 dfemp2popfem.USEMP2POPFEM 34.5
## 999 1958-05-01 dfemp2popfem.USEMP2POPFEM 34.6
## 1000 1958-06-01 dfemp2popfem.USEMP2POPFEM 34.5
## 1001 1958-07-01 dfemp2popfem.USEMP2POPFEM 34.3
## 1002 1958-08-01 dfemp2popfem.USEMP2POPFEM 34.6
## 1003 1958-09-01 dfemp2popfem.USEMP2POPFEM 34.4
## 1004 1958-10-01 dfemp2popfem.USEMP2POPFEM 34.5
## 1005 1958-11-01 dfemp2popfem.USEMP2POPFEM 34.6
## 1006 1958-12-01 dfemp2popfem.USEMP2POPFEM 34.6
## 1007 1959-01-01 dfemp2popfem.USEMP2POPFEM 34.8
## 1008 1959-02-01 dfemp2popfem.USEMP2POPFEM 34.6
## 1009 1959-03-01 dfemp2popfem.USEMP2POPFEM 34.8
## 1010 1959-04-01 dfemp2popfem.USEMP2POPFEM 35.0
## 1011 1959-05-01 dfemp2popfem.USEMP2POPFEM 35.0
## 1012 1959-06-01 dfemp2popfem.USEMP2POPFEM 35.2
## 1013 1959-07-01 dfemp2popfem.USEMP2POPFEM 35.0
## 1014 1959-08-01 dfemp2popfem.USEMP2POPFEM 35.0
## 1015 1959-09-01 dfemp2popfem.USEMP2POPFEM 34.9
## 1016 1959-10-01 dfemp2popfem.USEMP2POPFEM 35.1
## 1017 1959-11-01 dfemp2popfem.USEMP2POPFEM 34.9
## 1018 1959-12-01 dfemp2popfem.USEMP2POPFEM 35.1
## 1019 1960-01-01 dfemp2popfem.USEMP2POPFEM 34.9
## 1020 1960-02-01 dfemp2popfem.USEMP2POPFEM 35.1
## 1021 1960-03-01 dfemp2popfem.USEMP2POPFEM 34.5
## 1022 1960-04-01 dfemp2popfem.USEMP2POPFEM 35.7
## 1023 1960-05-01 dfemp2popfem.USEMP2POPFEM 35.8
## 1024 1960-06-01 dfemp2popfem.USEMP2POPFEM 36.2
## 1025 1960-07-01 dfemp2popfem.USEMP2POPFEM 35.8
## 1026 1960-08-01 dfemp2popfem.USEMP2POPFEM 35.7
## 1027 1960-09-01 dfemp2popfem.USEMP2POPFEM 36.1
## 1028 1960-10-01 dfemp2popfem.USEMP2POPFEM 35.3
## 1029 1960-11-01 dfemp2popfem.USEMP2POPFEM 35.7
## 1030 1960-12-01 dfemp2popfem.USEMP2POPFEM 35.6
## 1031 1961-01-01 dfemp2popfem.USEMP2POPFEM 35.5
## 1032 1961-02-01 dfemp2popfem.USEMP2POPFEM 35.6
## 1033 1961-03-01 dfemp2popfem.USEMP2POPFEM 35.8
## 1034 1961-04-01 dfemp2popfem.USEMP2POPFEM 35.3
## 1035 1961-05-01 dfemp2popfem.USEMP2POPFEM 35.2
## 1036 1961-06-01 dfemp2popfem.USEMP2POPFEM 35.6
## 1037 1961-07-01 dfemp2popfem.USEMP2POPFEM 35.2
## 1038 1961-08-01 dfemp2popfem.USEMP2POPFEM 35.3
## 1039 1961-09-01 dfemp2popfem.USEMP2POPFEM 34.9
## 1040 1961-10-01 dfemp2popfem.USEMP2POPFEM 35.3
## 1041 1961-11-01 dfemp2popfem.USEMP2POPFEM 35.3
## 1042 1961-12-01 dfemp2popfem.USEMP2POPFEM 35.1
## 1043 1962-01-01 dfemp2popfem.USEMP2POPFEM 35.4
## 1044 1962-02-01 dfemp2popfem.USEMP2POPFEM 35.6
## 1045 1962-03-01 dfemp2popfem.USEMP2POPFEM 35.5
## 1046 1962-04-01 dfemp2popfem.USEMP2POPFEM 35.5
## 1047 1962-05-01 dfemp2popfem.USEMP2POPFEM 35.5
## 1048 1962-06-01 dfemp2popfem.USEMP2POPFEM 35.6
## 1049 1962-07-01 dfemp2popfem.USEMP2POPFEM 35.4
## 1050 1962-08-01 dfemp2popfem.USEMP2POPFEM 35.8
## 1051 1962-09-01 dfemp2popfem.USEMP2POPFEM 35.9
## 1052 1962-10-01 dfemp2popfem.USEMP2POPFEM 35.6
## 1053 1962-11-01 dfemp2popfem.USEMP2POPFEM 35.5
## 1054 1962-12-01 dfemp2popfem.USEMP2POPFEM 35.4
## 1055 1963-01-01 dfemp2popfem.USEMP2POPFEM 35.6
## 1056 1963-02-01 dfemp2popfem.USEMP2POPFEM 35.7
## 1057 1963-03-01 dfemp2popfem.USEMP2POPFEM 35.8
## 1058 1963-04-01 dfemp2popfem.USEMP2POPFEM 36.0
## 1059 1963-05-01 dfemp2popfem.USEMP2POPFEM 35.9
## 1060 1963-06-01 dfemp2popfem.USEMP2POPFEM 35.7
## 1061 1963-07-01 dfemp2popfem.USEMP2POPFEM 35.8
## 1062 1963-08-01 dfemp2popfem.USEMP2POPFEM 35.6
## 1063 1963-09-01 dfemp2popfem.USEMP2POPFEM 35.8
## 1064 1963-10-01 dfemp2popfem.USEMP2POPFEM 36.0
## 1065 1963-11-01 dfemp2popfem.USEMP2POPFEM 36.0
## 1066 1963-12-01 dfemp2popfem.USEMP2POPFEM 35.9
## 1067 1964-01-01 dfemp2popfem.USEMP2POPFEM 35.9
## 1068 1964-02-01 dfemp2popfem.USEMP2POPFEM 36.3
## 1069 1964-03-01 dfemp2popfem.USEMP2POPFEM 36.2
## 1070 1964-04-01 dfemp2popfem.USEMP2POPFEM 36.7
## 1071 1964-05-01 dfemp2popfem.USEMP2POPFEM 36.6
## 1072 1964-06-01 dfemp2popfem.USEMP2POPFEM 36.5
## 1073 1964-07-01 dfemp2popfem.USEMP2POPFEM 36.2
## 1074 1964-08-01 dfemp2popfem.USEMP2POPFEM 36.4
## 1075 1964-09-01 dfemp2popfem.USEMP2POPFEM 36.2
## 1076 1964-10-01 dfemp2popfem.USEMP2POPFEM 36.2
## 1077 1964-11-01 dfemp2popfem.USEMP2POPFEM 36.3
## 1078 1964-12-01 dfemp2popfem.USEMP2POPFEM 36.4
## 1079 1965-01-01 dfemp2popfem.USEMP2POPFEM 36.4
## 1080 1965-02-01 dfemp2popfem.USEMP2POPFEM 36.4
## 1081 1965-03-01 dfemp2popfem.USEMP2POPFEM 36.6
## 1082 1965-04-01 dfemp2popfem.USEMP2POPFEM 36.7
## 1083 1965-05-01 dfemp2popfem.USEMP2POPFEM 36.9
## 1084 1965-06-01 dfemp2popfem.USEMP2POPFEM 37.2
## 1085 1965-07-01 dfemp2popfem.USEMP2POPFEM 37.4
## 1086 1965-08-01 dfemp2popfem.USEMP2POPFEM 37.3
## 1087 1965-09-01 dfemp2popfem.USEMP2POPFEM 37.2
## 1088 1965-10-01 dfemp2popfem.USEMP2POPFEM 37.5
## 1089 1965-11-01 dfemp2popfem.USEMP2POPFEM 37.5
## 1090 1965-12-01 dfemp2popfem.USEMP2POPFEM 37.8
## 1091 1966-01-01 dfemp2popfem.USEMP2POPFEM 37.8
## 1092 1966-02-01 dfemp2popfem.USEMP2POPFEM 37.7
## 1093 1966-03-01 dfemp2popfem.USEMP2POPFEM 37.7
## 1094 1966-04-01 dfemp2popfem.USEMP2POPFEM 37.9
## 1095 1966-05-01 dfemp2popfem.USEMP2POPFEM 37.9
## 1096 1966-06-01 dfemp2popfem.USEMP2POPFEM 38.1
## 1097 1966-07-01 dfemp2popfem.USEMP2POPFEM 38.2
## 1098 1966-08-01 dfemp2popfem.USEMP2POPFEM 38.5
## 1099 1966-09-01 dfemp2popfem.USEMP2POPFEM 38.7
## 1100 1966-10-01 dfemp2popfem.USEMP2POPFEM 38.8
## 1101 1966-11-01 dfemp2popfem.USEMP2POPFEM 39.2
## 1102 1966-12-01 dfemp2popfem.USEMP2POPFEM 39.0
## 1103 1967-01-01 dfemp2popfem.USEMP2POPFEM 38.6
## 1104 1967-02-01 dfemp2popfem.USEMP2POPFEM 38.6
## 1105 1967-03-01 dfemp2popfem.USEMP2POPFEM 38.4
## 1106 1967-04-01 dfemp2popfem.USEMP2POPFEM 38.9
## 1107 1967-05-01 dfemp2popfem.USEMP2POPFEM 38.7
## 1108 1967-06-01 dfemp2popfem.USEMP2POPFEM 38.9
## 1109 1967-07-01 dfemp2popfem.USEMP2POPFEM 39.0
## 1110 1967-08-01 dfemp2popfem.USEMP2POPFEM 39.2
## 1111 1967-09-01 dfemp2popfem.USEMP2POPFEM 39.2
## 1112 1967-10-01 dfemp2popfem.USEMP2POPFEM 39.3
## 1113 1967-11-01 dfemp2popfem.USEMP2POPFEM 39.4
## 1114 1967-12-01 dfemp2popfem.USEMP2POPFEM 39.7
## 1115 1968-01-01 dfemp2popfem.USEMP2POPFEM 38.9
## 1116 1968-02-01 dfemp2popfem.USEMP2POPFEM 39.3
## 1117 1968-03-01 dfemp2popfem.USEMP2POPFEM 39.5
## 1118 1968-04-01 dfemp2popfem.USEMP2POPFEM 39.4
## 1119 1968-05-01 dfemp2popfem.USEMP2POPFEM 40.0
## 1120 1968-06-01 dfemp2popfem.USEMP2POPFEM 39.9
## 1121 1968-07-01 dfemp2popfem.USEMP2POPFEM 39.7
## 1122 1968-08-01 dfemp2popfem.USEMP2POPFEM 39.5
## 1123 1968-09-01 dfemp2popfem.USEMP2POPFEM 39.8
## 1124 1968-10-01 dfemp2popfem.USEMP2POPFEM 39.7
## 1125 1968-11-01 dfemp2popfem.USEMP2POPFEM 39.9
## 1126 1968-12-01 dfemp2popfem.USEMP2POPFEM 39.9
## 1127 1969-01-01 dfemp2popfem.USEMP2POPFEM 39.9
## 1128 1969-02-01 dfemp2popfem.USEMP2POPFEM 40.3
## 1129 1969-03-01 dfemp2popfem.USEMP2POPFEM 40.4
## 1130 1969-04-01 dfemp2popfem.USEMP2POPFEM 40.5
## 1131 1969-05-01 dfemp2popfem.USEMP2POPFEM 40.4
## 1132 1969-06-01 dfemp2popfem.USEMP2POPFEM 40.8
## 1133 1969-07-01 dfemp2popfem.USEMP2POPFEM 40.9
## 1134 1969-08-01 dfemp2popfem.USEMP2POPFEM 40.9
## 1135 1969-09-01 dfemp2popfem.USEMP2POPFEM 40.8
## 1136 1969-10-01 dfemp2popfem.USEMP2POPFEM 41.1
## 1137 1969-11-01 dfemp2popfem.USEMP2POPFEM 41.0
## 1138 1969-12-01 dfemp2popfem.USEMP2POPFEM 41.2
## 1139 1970-01-01 dfemp2popfem.USEMP2POPFEM 41.1
## 1140 1970-02-01 dfemp2popfem.USEMP2POPFEM 41.0
## 1141 1970-03-01 dfemp2popfem.USEMP2POPFEM 41.0
## 1142 1970-04-01 dfemp2popfem.USEMP2POPFEM 41.2
## 1143 1970-05-01 dfemp2popfem.USEMP2POPFEM 40.6
## 1144 1970-06-01 dfemp2popfem.USEMP2POPFEM 40.7
## 1145 1970-07-01 dfemp2popfem.USEMP2POPFEM 40.9
## 1146 1970-08-01 dfemp2popfem.USEMP2POPFEM 40.8
## 1147 1970-09-01 dfemp2popfem.USEMP2POPFEM 40.5
## 1148 1970-10-01 dfemp2popfem.USEMP2POPFEM 40.7
## 1149 1970-11-01 dfemp2popfem.USEMP2POPFEM 40.5
## 1150 1970-12-01 dfemp2popfem.USEMP2POPFEM 40.4
## 1151 1971-01-01 dfemp2popfem.USEMP2POPFEM 40.6
## 1152 1971-02-01 dfemp2popfem.USEMP2POPFEM 40.4
## 1153 1971-03-01 dfemp2popfem.USEMP2POPFEM 40.2
## 1154 1971-04-01 dfemp2popfem.USEMP2POPFEM 40.2
## 1155 1971-05-01 dfemp2popfem.USEMP2POPFEM 40.2
## 1156 1971-06-01 dfemp2popfem.USEMP2POPFEM 39.9
## 1157 1971-07-01 dfemp2popfem.USEMP2POPFEM 40.0
## 1158 1971-08-01 dfemp2popfem.USEMP2POPFEM 40.3
## 1159 1971-09-01 dfemp2popfem.USEMP2POPFEM 40.4
## 1160 1971-10-01 dfemp2popfem.USEMP2POPFEM 40.5
## 1161 1971-11-01 dfemp2popfem.USEMP2POPFEM 40.7
## 1162 1971-12-01 dfemp2popfem.USEMP2POPFEM 40.8
## 1163 1972-01-01 dfemp2popfem.USEMP2POPFEM 40.8
## 1164 1972-02-01 dfemp2popfem.USEMP2POPFEM 40.8
## 1165 1972-03-01 dfemp2popfem.USEMP2POPFEM 41.0
## 1166 1972-04-01 dfemp2popfem.USEMP2POPFEM 40.9
## 1167 1972-05-01 dfemp2popfem.USEMP2POPFEM 41.0
## 1168 1972-06-01 dfemp2popfem.USEMP2POPFEM 40.9
## 1169 1972-07-01 dfemp2popfem.USEMP2POPFEM 40.9
## 1170 1972-08-01 dfemp2popfem.USEMP2POPFEM 41.0
## 1171 1972-09-01 dfemp2popfem.USEMP2POPFEM 40.9
## 1172 1972-10-01 dfemp2popfem.USEMP2POPFEM 40.9
## 1173 1972-11-01 dfemp2popfem.USEMP2POPFEM 41.1
## 1174 1972-12-01 dfemp2popfem.USEMP2POPFEM 41.3
## 1175 1973-01-01 dfemp2popfem.USEMP2POPFEM 41.0
## 1176 1973-02-01 dfemp2popfem.USEMP2POPFEM 41.6
## 1177 1973-03-01 dfemp2popfem.USEMP2POPFEM 41.7
## 1178 1973-04-01 dfemp2popfem.USEMP2POPFEM 41.9
## 1179 1973-05-01 dfemp2popfem.USEMP2POPFEM 42.1
## 1180 1973-06-01 dfemp2popfem.USEMP2POPFEM 42.3
## 1181 1973-07-01 dfemp2popfem.USEMP2POPFEM 42.1
## 1182 1973-08-01 dfemp2popfem.USEMP2POPFEM 42.1
## 1183 1973-09-01 dfemp2popfem.USEMP2POPFEM 42.2
## 1184 1973-10-01 dfemp2popfem.USEMP2POPFEM 42.4
## 1185 1973-11-01 dfemp2popfem.USEMP2POPFEM 42.6
## 1186 1973-12-01 dfemp2popfem.USEMP2POPFEM 42.5
## 1187 1974-01-01 dfemp2popfem.USEMP2POPFEM 42.3
## 1188 1974-02-01 dfemp2popfem.USEMP2POPFEM 42.6
## 1189 1974-03-01 dfemp2popfem.USEMP2POPFEM 42.7
## 1190 1974-04-01 dfemp2popfem.USEMP2POPFEM 42.7
## 1191 1974-05-01 dfemp2popfem.USEMP2POPFEM 42.6
## 1192 1974-06-01 dfemp2popfem.USEMP2POPFEM 42.7
## 1193 1974-07-01 dfemp2popfem.USEMP2POPFEM 43.0
## 1194 1974-08-01 dfemp2popfem.USEMP2POPFEM 42.8
## 1195 1974-09-01 dfemp2popfem.USEMP2POPFEM 42.7
## 1196 1974-10-01 dfemp2popfem.USEMP2POPFEM 42.6
## 1197 1974-11-01 dfemp2popfem.USEMP2POPFEM 42.3
## 1198 1974-12-01 dfemp2popfem.USEMP2POPFEM 42.1
## 1199 1975-01-01 dfemp2popfem.USEMP2POPFEM 42.0
## 1200 1975-02-01 dfemp2popfem.USEMP2POPFEM 41.7
## 1201 1975-03-01 dfemp2popfem.USEMP2POPFEM 41.7
## 1202 1975-04-01 dfemp2popfem.USEMP2POPFEM 41.8
## 1203 1975-05-01 dfemp2popfem.USEMP2POPFEM 41.9
## 1204 1975-06-01 dfemp2popfem.USEMP2POPFEM 41.9
## 1205 1975-07-01 dfemp2popfem.USEMP2POPFEM 42.1
## 1206 1975-08-01 dfemp2popfem.USEMP2POPFEM 42.2
## 1207 1975-09-01 dfemp2popfem.USEMP2POPFEM 42.2
## 1208 1975-10-01 dfemp2popfem.USEMP2POPFEM 42.3
## 1209 1975-11-01 dfemp2popfem.USEMP2POPFEM 42.2
## 1210 1975-12-01 dfemp2popfem.USEMP2POPFEM 42.4
## 1211 1976-01-01 dfemp2popfem.USEMP2POPFEM 42.7
## 1212 1976-02-01 dfemp2popfem.USEMP2POPFEM 42.8
## 1213 1976-03-01 dfemp2popfem.USEMP2POPFEM 43.0
## 1214 1976-04-01 dfemp2popfem.USEMP2POPFEM 43.1
## 1215 1976-05-01 dfemp2popfem.USEMP2POPFEM 43.4
## 1216 1976-06-01 dfemp2popfem.USEMP2POPFEM 43.3
## 1217 1976-07-01 dfemp2popfem.USEMP2POPFEM 43.5
## 1218 1976-08-01 dfemp2popfem.USEMP2POPFEM 43.3
## 1219 1976-09-01 dfemp2popfem.USEMP2POPFEM 43.2
## 1220 1976-10-01 dfemp2popfem.USEMP2POPFEM 43.2
## 1221 1976-11-01 dfemp2popfem.USEMP2POPFEM 43.6
## 1222 1976-12-01 dfemp2popfem.USEMP2POPFEM 43.6
## 1223 1977-01-01 dfemp2popfem.USEMP2POPFEM 43.6
## 1224 1977-02-01 dfemp2popfem.USEMP2POPFEM 43.8
## 1225 1977-03-01 dfemp2popfem.USEMP2POPFEM 44.0
## 1226 1977-04-01 dfemp2popfem.USEMP2POPFEM 44.2
## 1227 1977-05-01 dfemp2popfem.USEMP2POPFEM 44.6
## 1228 1977-06-01 dfemp2popfem.USEMP2POPFEM 44.4
## 1229 1977-07-01 dfemp2popfem.USEMP2POPFEM 44.4
## 1230 1977-08-01 dfemp2popfem.USEMP2POPFEM 44.6
## 1231 1977-09-01 dfemp2popfem.USEMP2POPFEM 44.8
## 1232 1977-10-01 dfemp2popfem.USEMP2POPFEM 44.8
## 1233 1977-11-01 dfemp2popfem.USEMP2POPFEM 45.1
## 1234 1977-12-01 dfemp2popfem.USEMP2POPFEM 45.3
## 1235 1978-01-01 dfemp2popfem.USEMP2POPFEM 45.5
## 1236 1978-02-01 dfemp2popfem.USEMP2POPFEM 45.7
## 1237 1978-03-01 dfemp2popfem.USEMP2POPFEM 45.8
## 1238 1978-04-01 dfemp2popfem.USEMP2POPFEM 46.2
## 1239 1978-05-01 dfemp2popfem.USEMP2POPFEM 46.3
## 1240 1978-06-01 dfemp2popfem.USEMP2POPFEM 46.5
## 1241 1978-07-01 dfemp2popfem.USEMP2POPFEM 46.3
## 1242 1978-08-01 dfemp2popfem.USEMP2POPFEM 46.4
## 1243 1978-09-01 dfemp2popfem.USEMP2POPFEM 46.7
## 1244 1978-10-01 dfemp2popfem.USEMP2POPFEM 47.0
## 1245 1978-11-01 dfemp2popfem.USEMP2POPFEM 47.0
## 1246 1978-12-01 dfemp2popfem.USEMP2POPFEM 47.1
## 1247 1979-01-01 dfemp2popfem.USEMP2POPFEM 47.1
## 1248 1979-02-01 dfemp2popfem.USEMP2POPFEM 47.3
## 1249 1979-03-01 dfemp2popfem.USEMP2POPFEM 47.5
## 1250 1979-04-01 dfemp2popfem.USEMP2POPFEM 47.1
## 1251 1979-05-01 dfemp2popfem.USEMP2POPFEM 47.2
## 1252 1979-06-01 dfemp2popfem.USEMP2POPFEM 47.2
## 1253 1979-07-01 dfemp2popfem.USEMP2POPFEM 47.5
## 1254 1979-08-01 dfemp2popfem.USEMP2POPFEM 47.3
## 1255 1979-09-01 dfemp2popfem.USEMP2POPFEM 47.6
## 1256 1979-10-01 dfemp2popfem.USEMP2POPFEM 47.7
## 1257 1979-11-01 dfemp2popfem.USEMP2POPFEM 47.9
## 1258 1979-12-01 dfemp2popfem.USEMP2POPFEM 48.0
## 1259 1980-01-01 dfemp2popfem.USEMP2POPFEM 48.0
## 1260 1980-02-01 dfemp2popfem.USEMP2POPFEM 47.9
## 1261 1980-03-01 dfemp2popfem.USEMP2POPFEM 47.8
## 1262 1980-04-01 dfemp2popfem.USEMP2POPFEM 47.7
## 1263 1980-05-01 dfemp2popfem.USEMP2POPFEM 47.6
## 1264 1980-06-01 dfemp2popfem.USEMP2POPFEM 47.5
## 1265 1980-07-01 dfemp2popfem.USEMP2POPFEM 47.5
## 1266 1980-08-01 dfemp2popfem.USEMP2POPFEM 47.5
## 1267 1980-09-01 dfemp2popfem.USEMP2POPFEM 47.6
## 1268 1980-10-01 dfemp2popfem.USEMP2POPFEM 47.6
## 1269 1980-11-01 dfemp2popfem.USEMP2POPFEM 47.7
## 1270 1980-12-01 dfemp2popfem.USEMP2POPFEM 47.6
## 1271 1981-01-01 dfemp2popfem.USEMP2POPFEM 47.8
## 1272 1981-02-01 dfemp2popfem.USEMP2POPFEM 48.0
## 1273 1981-03-01 dfemp2popfem.USEMP2POPFEM 48.1
## 1274 1981-04-01 dfemp2popfem.USEMP2POPFEM 48.3
## 1275 1981-05-01 dfemp2popfem.USEMP2POPFEM 48.4
## 1276 1981-06-01 dfemp2popfem.USEMP2POPFEM 48.1
## 1277 1981-07-01 dfemp2popfem.USEMP2POPFEM 48.1
## 1278 1981-08-01 dfemp2popfem.USEMP2POPFEM 48.1
## 1279 1981-09-01 dfemp2popfem.USEMP2POPFEM 47.5
## 1280 1981-10-01 dfemp2popfem.USEMP2POPFEM 47.9
## 1281 1981-11-01 dfemp2popfem.USEMP2POPFEM 47.9
## 1282 1981-12-01 dfemp2popfem.USEMP2POPFEM 47.6
## 1283 1982-01-01 dfemp2popfem.USEMP2POPFEM 47.7
## 1284 1982-02-01 dfemp2popfem.USEMP2POPFEM 47.7
## 1285 1982-03-01 dfemp2popfem.USEMP2POPFEM 47.7
## 1286 1982-04-01 dfemp2popfem.USEMP2POPFEM 47.6
## 1287 1982-05-01 dfemp2popfem.USEMP2POPFEM 47.8
## 1288 1982-06-01 dfemp2popfem.USEMP2POPFEM 47.8
## 1289 1982-07-01 dfemp2popfem.USEMP2POPFEM 47.8
## 1290 1982-08-01 dfemp2popfem.USEMP2POPFEM 47.8
## 1291 1982-09-01 dfemp2popfem.USEMP2POPFEM 47.8
## 1292 1982-10-01 dfemp2popfem.USEMP2POPFEM 47.5
## 1293 1982-11-01 dfemp2popfem.USEMP2POPFEM 47.5
## 1294 1982-12-01 dfemp2popfem.USEMP2POPFEM 47.5
## 1295 1983-01-01 dfemp2popfem.USEMP2POPFEM 47.5
## 1296 1983-02-01 dfemp2popfem.USEMP2POPFEM 47.5
## 1297 1983-03-01 dfemp2popfem.USEMP2POPFEM 47.5
## 1298 1983-04-01 dfemp2popfem.USEMP2POPFEM 47.6
## 1299 1983-05-01 dfemp2popfem.USEMP2POPFEM 47.5
## 1300 1983-06-01 dfemp2popfem.USEMP2POPFEM 47.7
## 1301 1983-07-01 dfemp2popfem.USEMP2POPFEM 48.0
## 1302 1983-08-01 dfemp2popfem.USEMP2POPFEM 48.4
## 1303 1983-09-01 dfemp2popfem.USEMP2POPFEM 48.7
## 1304 1983-10-01 dfemp2popfem.USEMP2POPFEM 48.5
## 1305 1983-11-01 dfemp2popfem.USEMP2POPFEM 48.7
## 1306 1983-12-01 dfemp2popfem.USEMP2POPFEM 48.8
## 1307 1984-01-01 dfemp2popfem.USEMP2POPFEM 48.7
## 1308 1984-02-01 dfemp2popfem.USEMP2POPFEM 49.0
## 1309 1984-03-01 dfemp2popfem.USEMP2POPFEM 49.0
## 1310 1984-04-01 dfemp2popfem.USEMP2POPFEM 49.3
## 1311 1984-05-01 dfemp2popfem.USEMP2POPFEM 49.9
## 1312 1984-06-01 dfemp2popfem.USEMP2POPFEM 49.7
## 1313 1984-07-01 dfemp2popfem.USEMP2POPFEM 49.8
## 1314 1984-08-01 dfemp2popfem.USEMP2POPFEM 49.5
## 1315 1984-09-01 dfemp2popfem.USEMP2POPFEM 49.6
## 1316 1984-10-01 dfemp2popfem.USEMP2POPFEM 49.6
## 1317 1984-11-01 dfemp2popfem.USEMP2POPFEM 49.7
## 1318 1984-12-01 dfemp2popfem.USEMP2POPFEM 49.9
## 1319 1985-01-01 dfemp2popfem.USEMP2POPFEM 50.1
## 1320 1985-02-01 dfemp2popfem.USEMP2POPFEM 50.3
## 1321 1985-03-01 dfemp2popfem.USEMP2POPFEM 50.5
## 1322 1985-04-01 dfemp2popfem.USEMP2POPFEM 50.4
## 1323 1985-05-01 dfemp2popfem.USEMP2POPFEM 50.2
## 1324 1985-06-01 dfemp2popfem.USEMP2POPFEM 50.1
## 1325 1985-07-01 dfemp2popfem.USEMP2POPFEM 50.2
## 1326 1985-08-01 dfemp2popfem.USEMP2POPFEM 50.2
## 1327 1985-09-01 dfemp2popfem.USEMP2POPFEM 50.6
## 1328 1985-10-01 dfemp2popfem.USEMP2POPFEM 50.7
## 1329 1985-11-01 dfemp2popfem.USEMP2POPFEM 50.8
## 1330 1985-12-01 dfemp2popfem.USEMP2POPFEM 50.9
## 1331 1986-01-01 dfemp2popfem.USEMP2POPFEM 50.9
## 1332 1986-02-01 dfemp2popfem.USEMP2POPFEM 50.8
## 1333 1986-03-01 dfemp2popfem.USEMP2POPFEM 51.0
## 1334 1986-04-01 dfemp2popfem.USEMP2POPFEM 51.0
## 1335 1986-05-01 dfemp2popfem.USEMP2POPFEM 51.2
## 1336 1986-06-01 dfemp2popfem.USEMP2POPFEM 51.5
## 1337 1986-07-01 dfemp2popfem.USEMP2POPFEM 51.6
## 1338 1986-08-01 dfemp2popfem.USEMP2POPFEM 51.7
## 1339 1986-09-01 dfemp2popfem.USEMP2POPFEM 51.7
## 1340 1986-10-01 dfemp2popfem.USEMP2POPFEM 51.8
## 1341 1986-11-01 dfemp2popfem.USEMP2POPFEM 51.7
## 1342 1986-12-01 dfemp2popfem.USEMP2POPFEM 51.7
## 1343 1987-01-01 dfemp2popfem.USEMP2POPFEM 51.7
## 1344 1987-02-01 dfemp2popfem.USEMP2POPFEM 51.9
## 1345 1987-03-01 dfemp2popfem.USEMP2POPFEM 52.1
## 1346 1987-04-01 dfemp2popfem.USEMP2POPFEM 52.3
## 1347 1987-05-01 dfemp2popfem.USEMP2POPFEM 52.6
## 1348 1987-06-01 dfemp2popfem.USEMP2POPFEM 52.5
## 1349 1987-07-01 dfemp2popfem.USEMP2POPFEM 52.7
## 1350 1987-08-01 dfemp2popfem.USEMP2POPFEM 52.9
## 1351 1987-09-01 dfemp2popfem.USEMP2POPFEM 52.6
## 1352 1987-10-01 dfemp2popfem.USEMP2POPFEM 52.8
## 1353 1987-11-01 dfemp2popfem.USEMP2POPFEM 52.9
## 1354 1987-12-01 dfemp2popfem.USEMP2POPFEM 53.1
## 1355 1988-01-01 dfemp2popfem.USEMP2POPFEM 53.1
## 1356 1988-02-01 dfemp2popfem.USEMP2POPFEM 53.1
## 1357 1988-03-01 dfemp2popfem.USEMP2POPFEM 53.2
## 1358 1988-04-01 dfemp2popfem.USEMP2POPFEM 53.2
## 1359 1988-05-01 dfemp2popfem.USEMP2POPFEM 52.9
## 1360 1988-06-01 dfemp2popfem.USEMP2POPFEM 53.3
## 1361 1988-07-01 dfemp2popfem.USEMP2POPFEM 53.3
## 1362 1988-08-01 dfemp2popfem.USEMP2POPFEM 53.5
## 1363 1988-09-01 dfemp2popfem.USEMP2POPFEM 53.5
## 1364 1988-10-01 dfemp2popfem.USEMP2POPFEM 53.8
## 1365 1988-11-01 dfemp2popfem.USEMP2POPFEM 54.1
## 1366 1988-12-01 dfemp2popfem.USEMP2POPFEM 54.1
## 1367 1989-01-01 dfemp2popfem.USEMP2POPFEM 54.4
## 1368 1989-02-01 dfemp2popfem.USEMP2POPFEM 54.2
## 1369 1989-03-01 dfemp2popfem.USEMP2POPFEM 54.2
## 1370 1989-04-01 dfemp2popfem.USEMP2POPFEM 54.2
## 1371 1989-05-01 dfemp2popfem.USEMP2POPFEM 54.2
## 1372 1989-06-01 dfemp2popfem.USEMP2POPFEM 54.1
## 1373 1989-07-01 dfemp2popfem.USEMP2POPFEM 54.2
## 1374 1989-08-01 dfemp2popfem.USEMP2POPFEM 54.4
## 1375 1989-09-01 dfemp2popfem.USEMP2POPFEM 54.5
## 1376 1989-10-01 dfemp2popfem.USEMP2POPFEM 54.3
## 1377 1989-11-01 dfemp2popfem.USEMP2POPFEM 54.7
## 1378 1989-12-01 dfemp2popfem.USEMP2POPFEM 54.4
## 1379 1990-01-01 dfemp2popfem.USEMP2POPFEM 54.6
## 1380 1990-02-01 dfemp2popfem.USEMP2POPFEM 54.5
## 1381 1990-03-01 dfemp2popfem.USEMP2POPFEM 54.6
## 1382 1990-04-01 dfemp2popfem.USEMP2POPFEM 54.5
## 1383 1990-05-01 dfemp2popfem.USEMP2POPFEM 54.6
## 1384 1990-06-01 dfemp2popfem.USEMP2POPFEM 54.4
## 1385 1990-07-01 dfemp2popfem.USEMP2POPFEM 54.3
## 1386 1990-08-01 dfemp2popfem.USEMP2POPFEM 54.4
## 1387 1990-09-01 dfemp2popfem.USEMP2POPFEM 54.2
## 1388 1990-10-01 dfemp2popfem.USEMP2POPFEM 54.2
## 1389 1990-11-01 dfemp2popfem.USEMP2POPFEM 54.0
## 1390 1990-12-01 dfemp2popfem.USEMP2POPFEM 53.9
## 1391 1991-01-01 dfemp2popfem.USEMP2POPFEM 53.8
## 1392 1991-02-01 dfemp2popfem.USEMP2POPFEM 53.8
## 1393 1991-03-01 dfemp2popfem.USEMP2POPFEM 53.7
## 1394 1991-04-01 dfemp2popfem.USEMP2POPFEM 54.1
## 1395 1991-05-01 dfemp2popfem.USEMP2POPFEM 53.6
## 1396 1991-06-01 dfemp2popfem.USEMP2POPFEM 53.7
## 1397 1991-07-01 dfemp2popfem.USEMP2POPFEM 53.6
## 1398 1991-08-01 dfemp2popfem.USEMP2POPFEM 53.5
## 1399 1991-09-01 dfemp2popfem.USEMP2POPFEM 53.7
## 1400 1991-10-01 dfemp2popfem.USEMP2POPFEM 53.7
## 1401 1991-11-01 dfemp2popfem.USEMP2POPFEM 53.6
## 1402 1991-12-01 dfemp2popfem.USEMP2POPFEM 53.5
## 1403 1992-01-01 dfemp2popfem.USEMP2POPFEM 53.8
## 1404 1992-02-01 dfemp2popfem.USEMP2POPFEM 53.7
## 1405 1992-03-01 dfemp2popfem.USEMP2POPFEM 53.8
## 1406 1992-04-01 dfemp2popfem.USEMP2POPFEM 53.9
## 1407 1992-05-01 dfemp2popfem.USEMP2POPFEM 53.8
## 1408 1992-06-01 dfemp2popfem.USEMP2POPFEM 53.7
## 1409 1992-07-01 dfemp2popfem.USEMP2POPFEM 53.8
## 1410 1992-08-01 dfemp2popfem.USEMP2POPFEM 53.8
## 1411 1992-09-01 dfemp2popfem.USEMP2POPFEM 53.7
## 1412 1992-10-01 dfemp2popfem.USEMP2POPFEM 53.6
## 1413 1992-11-01 dfemp2popfem.USEMP2POPFEM 53.7
## 1414 1992-12-01 dfemp2popfem.USEMP2POPFEM 53.7
## 1415 1993-01-01 dfemp2popfem.USEMP2POPFEM 53.7
## 1416 1993-02-01 dfemp2popfem.USEMP2POPFEM 53.7
## 1417 1993-03-01 dfemp2popfem.USEMP2POPFEM 53.9
## 1418 1993-04-01 dfemp2popfem.USEMP2POPFEM 53.8
## 1419 1993-05-01 dfemp2popfem.USEMP2POPFEM 54.1
## 1420 1993-06-01 dfemp2popfem.USEMP2POPFEM 54.1
## 1421 1993-07-01 dfemp2popfem.USEMP2POPFEM 54.1
## 1422 1993-08-01 dfemp2popfem.USEMP2POPFEM 54.3
## 1423 1993-09-01 dfemp2popfem.USEMP2POPFEM 54.2
## 1424 1993-10-01 dfemp2popfem.USEMP2POPFEM 54.3
## 1425 1993-11-01 dfemp2popfem.USEMP2POPFEM 54.4
## 1426 1993-12-01 dfemp2popfem.USEMP2POPFEM 54.6
## 1427 1994-01-01 dfemp2popfem.USEMP2POPFEM 54.9
## 1428 1994-02-01 dfemp2popfem.USEMP2POPFEM 55.1
## 1429 1994-03-01 dfemp2popfem.USEMP2POPFEM 54.9
## 1430 1994-04-01 dfemp2popfem.USEMP2POPFEM 55.1
## 1431 1994-05-01 dfemp2popfem.USEMP2POPFEM 55.4
## 1432 1994-06-01 dfemp2popfem.USEMP2POPFEM 55.1
## 1433 1994-07-01 dfemp2popfem.USEMP2POPFEM 55.2
## 1434 1994-08-01 dfemp2popfem.USEMP2POPFEM 55.3
## 1435 1994-09-01 dfemp2popfem.USEMP2POPFEM 55.4
## 1436 1994-10-01 dfemp2popfem.USEMP2POPFEM 55.5
## 1437 1994-11-01 dfemp2popfem.USEMP2POPFEM 55.6
## 1438 1994-12-01 dfemp2popfem.USEMP2POPFEM 55.5
## 1439 1995-01-01 dfemp2popfem.USEMP2POPFEM 55.5
## 1440 1995-02-01 dfemp2popfem.USEMP2POPFEM 55.6
## 1441 1995-03-01 dfemp2popfem.USEMP2POPFEM 55.6
## 1442 1995-04-01 dfemp2popfem.USEMP2POPFEM 55.7
## 1443 1995-05-01 dfemp2popfem.USEMP2POPFEM 55.6
## 1444 1995-06-01 dfemp2popfem.USEMP2POPFEM 55.3
## 1445 1995-07-01 dfemp2popfem.USEMP2POPFEM 55.6
## 1446 1995-08-01 dfemp2popfem.USEMP2POPFEM 55.7
## 1447 1995-09-01 dfemp2popfem.USEMP2POPFEM 55.6
## 1448 1995-10-01 dfemp2popfem.USEMP2POPFEM 55.8
## 1449 1995-11-01 dfemp2popfem.USEMP2POPFEM 55.9
## 1450 1995-12-01 dfemp2popfem.USEMP2POPFEM 55.6
## 1451 1996-01-01 dfemp2popfem.USEMP2POPFEM 55.5
## 1452 1996-02-01 dfemp2popfem.USEMP2POPFEM 55.7
## 1453 1996-03-01 dfemp2popfem.USEMP2POPFEM 55.8
## 1454 1996-04-01 dfemp2popfem.USEMP2POPFEM 55.9
## 1455 1996-05-01 dfemp2popfem.USEMP2POPFEM 55.8
## 1456 1996-06-01 dfemp2popfem.USEMP2POPFEM 55.9
## 1457 1996-07-01 dfemp2popfem.USEMP2POPFEM 56.1
## 1458 1996-08-01 dfemp2popfem.USEMP2POPFEM 56.2
## 1459 1996-09-01 dfemp2popfem.USEMP2POPFEM 56.4
## 1460 1996-10-01 dfemp2popfem.USEMP2POPFEM 56.4
## 1461 1996-11-01 dfemp2popfem.USEMP2POPFEM 56.5
## 1462 1996-12-01 dfemp2popfem.USEMP2POPFEM 56.4
## 1463 1997-01-01 dfemp2popfem.USEMP2POPFEM 56.4
## 1464 1997-02-01 dfemp2popfem.USEMP2POPFEM 56.3
## 1465 1997-03-01 dfemp2popfem.USEMP2POPFEM 56.6
## 1466 1997-04-01 dfemp2popfem.USEMP2POPFEM 56.7
## 1467 1997-05-01 dfemp2popfem.USEMP2POPFEM 56.7
## 1468 1997-06-01 dfemp2popfem.USEMP2POPFEM 56.8
## 1469 1997-07-01 dfemp2popfem.USEMP2POPFEM 57.0
## 1470 1997-08-01 dfemp2popfem.USEMP2POPFEM 57.0
## 1471 1997-09-01 dfemp2popfem.USEMP2POPFEM 57.0
## 1472 1997-10-01 dfemp2popfem.USEMP2POPFEM 57.0
## 1473 1997-11-01 dfemp2popfem.USEMP2POPFEM 57.0
## 1474 1997-12-01 dfemp2popfem.USEMP2POPFEM 57.2
## 1475 1998-01-01 dfemp2popfem.USEMP2POPFEM 57.0
## 1476 1998-02-01 dfemp2popfem.USEMP2POPFEM 57.0
## 1477 1998-03-01 dfemp2popfem.USEMP2POPFEM 57.1
## 1478 1998-04-01 dfemp2popfem.USEMP2POPFEM 57.0
## 1479 1998-05-01 dfemp2popfem.USEMP2POPFEM 57.1
## 1480 1998-06-01 dfemp2popfem.USEMP2POPFEM 57.0
## 1481 1998-07-01 dfemp2popfem.USEMP2POPFEM 57.0
## 1482 1998-08-01 dfemp2popfem.USEMP2POPFEM 57.1
## 1483 1998-09-01 dfemp2popfem.USEMP2POPFEM 57.3
## 1484 1998-10-01 dfemp2popfem.USEMP2POPFEM 57.1
## 1485 1998-11-01 dfemp2popfem.USEMP2POPFEM 57.1
## 1486 1998-12-01 dfemp2popfem.USEMP2POPFEM 57.4
## 1487 1999-01-01 dfemp2popfem.USEMP2POPFEM 57.4
## 1488 1999-02-01 dfemp2popfem.USEMP2POPFEM 57.3
## 1489 1999-03-01 dfemp2popfem.USEMP2POPFEM 57.3
## 1490 1999-04-01 dfemp2popfem.USEMP2POPFEM 57.3
## 1491 1999-05-01 dfemp2popfem.USEMP2POPFEM 57.5
## 1492 1999-06-01 dfemp2popfem.USEMP2POPFEM 57.4
## 1493 1999-07-01 dfemp2popfem.USEMP2POPFEM 57.4
## 1494 1999-08-01 dfemp2popfem.USEMP2POPFEM 57.5
## 1495 1999-09-01 dfemp2popfem.USEMP2POPFEM 57.4
## 1496 1999-10-01 dfemp2popfem.USEMP2POPFEM 57.6
## 1497 1999-11-01 dfemp2popfem.USEMP2POPFEM 57.6
## 1498 1999-12-01 dfemp2popfem.USEMP2POPFEM 57.6
## 1499 2000-01-01 dfemp2popfem.USEMP2POPFEM 57.6
## 1500 2000-02-01 dfemp2popfem.USEMP2POPFEM 57.5
## 1501 2000-03-01 dfemp2popfem.USEMP2POPFEM 57.5
## 1502 2000-04-01 dfemp2popfem.USEMP2POPFEM 58.0
## 1503 2000-05-01 dfemp2popfem.USEMP2POPFEM 57.5
## 1504 2000-06-01 dfemp2popfem.USEMP2POPFEM 57.5
## 1505 2000-07-01 dfemp2popfem.USEMP2POPFEM 57.3
## 1506 2000-08-01 dfemp2popfem.USEMP2POPFEM 57.1
## 1507 2000-09-01 dfemp2popfem.USEMP2POPFEM 57.4
## 1508 2000-10-01 dfemp2popfem.USEMP2POPFEM 57.4
## 1509 2000-11-01 dfemp2popfem.USEMP2POPFEM 57.5
## 1510 2000-12-01 dfemp2popfem.USEMP2POPFEM 57.6
## 1511 2001-01-01 dfemp2popfem.USEMP2POPFEM 57.6
## 1512 2001-02-01 dfemp2popfem.USEMP2POPFEM 57.5
## 1513 2001-03-01 dfemp2popfem.USEMP2POPFEM 57.7
## 1514 2001-04-01 dfemp2popfem.USEMP2POPFEM 57.2
## 1515 2001-05-01 dfemp2popfem.USEMP2POPFEM 57.2
## 1516 2001-06-01 dfemp2popfem.USEMP2POPFEM 57.0
## 1517 2001-07-01 dfemp2popfem.USEMP2POPFEM 57.0
## 1518 2001-08-01 dfemp2popfem.USEMP2POPFEM 56.6
## 1519 2001-09-01 dfemp2popfem.USEMP2POPFEM 56.7
## 1520 2001-10-01 dfemp2popfem.USEMP2POPFEM 56.6
## 1521 2001-11-01 dfemp2popfem.USEMP2POPFEM 56.6
## 1522 2001-12-01 dfemp2popfem.USEMP2POPFEM 56.3
## 1523 2002-01-01 dfemp2popfem.USEMP2POPFEM 56.2
## 1524 2002-02-01 dfemp2popfem.USEMP2POPFEM 56.6
## 1525 2002-03-01 dfemp2popfem.USEMP2POPFEM 56.4
## 1526 2002-04-01 dfemp2popfem.USEMP2POPFEM 56.2
## 1527 2002-05-01 dfemp2popfem.USEMP2POPFEM 56.1
## 1528 2002-06-01 dfemp2popfem.USEMP2POPFEM 56.2
## 1529 2002-07-01 dfemp2popfem.USEMP2POPFEM 56.1
## 1530 2002-08-01 dfemp2popfem.USEMP2POPFEM 56.3
## 1531 2002-09-01 dfemp2popfem.USEMP2POPFEM 56.4
## 1532 2002-10-01 dfemp2popfem.USEMP2POPFEM 56.3
## 1533 2002-11-01 dfemp2popfem.USEMP2POPFEM 56.2
## 1534 2002-12-01 dfemp2popfem.USEMP2POPFEM 56.2
## 1535 2003-01-01 dfemp2popfem.USEMP2POPFEM 56.5
## 1536 2003-02-01 dfemp2popfem.USEMP2POPFEM 56.2
## 1537 2003-03-01 dfemp2popfem.USEMP2POPFEM 56.3
## 1538 2003-04-01 dfemp2popfem.USEMP2POPFEM 56.3
## 1539 2003-05-01 dfemp2popfem.USEMP2POPFEM 56.3
## 1540 2003-06-01 dfemp2popfem.USEMP2POPFEM 56.4
## 1541 2003-07-01 dfemp2popfem.USEMP2POPFEM 56.1
## 1542 2003-08-01 dfemp2popfem.USEMP2POPFEM 56.0
## 1543 2003-09-01 dfemp2popfem.USEMP2POPFEM 55.7
## 1544 2003-10-01 dfemp2popfem.USEMP2POPFEM 55.9
## 1545 2003-11-01 dfemp2popfem.USEMP2POPFEM 56.0
## 1546 2003-12-01 dfemp2popfem.USEMP2POPFEM 55.7
## 1547 2004-01-01 dfemp2popfem.USEMP2POPFEM 55.7
## 1548 2004-02-01 dfemp2popfem.USEMP2POPFEM 56.0
## 1549 2004-03-01 dfemp2popfem.USEMP2POPFEM 55.9
## 1550 2004-04-01 dfemp2popfem.USEMP2POPFEM 56.0
## 1551 2004-05-01 dfemp2popfem.USEMP2POPFEM 56.1
## 1552 2004-06-01 dfemp2popfem.USEMP2POPFEM 56.0
## 1553 2004-07-01 dfemp2popfem.USEMP2POPFEM 56.0
## 1554 2004-08-01 dfemp2popfem.USEMP2POPFEM 56.0
## 1555 2004-09-01 dfemp2popfem.USEMP2POPFEM 55.9
## 1556 2004-10-01 dfemp2popfem.USEMP2POPFEM 55.9
## 1557 2004-11-01 dfemp2popfem.USEMP2POPFEM 56.0
## 1558 2004-12-01 dfemp2popfem.USEMP2POPFEM 56.1
## 1559 2005-01-01 dfemp2popfem.USEMP2POPFEM 56.1
## 1560 2005-02-01 dfemp2popfem.USEMP2POPFEM 56.0
## 1561 2005-03-01 dfemp2popfem.USEMP2POPFEM 56.0
## 1562 2005-04-01 dfemp2popfem.USEMP2POPFEM 56.2
## 1563 2005-05-01 dfemp2popfem.USEMP2POPFEM 56.2
## 1564 2005-06-01 dfemp2popfem.USEMP2POPFEM 56.1
## 1565 2005-07-01 dfemp2popfem.USEMP2POPFEM 56.2
## 1566 2005-08-01 dfemp2popfem.USEMP2POPFEM 56.4
## 1567 2005-09-01 dfemp2popfem.USEMP2POPFEM 56.4
## 1568 2005-10-01 dfemp2popfem.USEMP2POPFEM 56.4
## 1569 2005-11-01 dfemp2popfem.USEMP2POPFEM 56.3
## 1570 2005-12-01 dfemp2popfem.USEMP2POPFEM 56.3
## 1571 2006-01-01 dfemp2popfem.USEMP2POPFEM 56.3
## 1572 2006-02-01 dfemp2popfem.USEMP2POPFEM 56.4
## 1573 2006-03-01 dfemp2popfem.USEMP2POPFEM 56.4
## 1574 2006-04-01 dfemp2popfem.USEMP2POPFEM 56.4
## 1575 2006-05-01 dfemp2popfem.USEMP2POPFEM 56.6
## 1576 2006-06-01 dfemp2popfem.USEMP2POPFEM 56.7
## 1577 2006-07-01 dfemp2popfem.USEMP2POPFEM 56.8
## 1578 2006-08-01 dfemp2popfem.USEMP2POPFEM 56.8
## 1579 2006-09-01 dfemp2popfem.USEMP2POPFEM 56.5
## 1580 2006-10-01 dfemp2popfem.USEMP2POPFEM 56.8
## 1581 2006-11-01 dfemp2popfem.USEMP2POPFEM 56.8
## 1582 2006-12-01 dfemp2popfem.USEMP2POPFEM 56.9
## 1583 2007-01-01 dfemp2popfem.USEMP2POPFEM 56.8
## 1584 2007-02-01 dfemp2popfem.USEMP2POPFEM 56.8
## 1585 2007-03-01 dfemp2popfem.USEMP2POPFEM 56.9
## 1586 2007-04-01 dfemp2popfem.USEMP2POPFEM 56.3
## 1587 2007-05-01 dfemp2popfem.USEMP2POPFEM 56.6
## 1588 2007-06-01 dfemp2popfem.USEMP2POPFEM 56.7
## 1589 2007-07-01 dfemp2popfem.USEMP2POPFEM 56.6
## 1590 2007-08-01 dfemp2popfem.USEMP2POPFEM 56.5
## 1591 2007-09-01 dfemp2popfem.USEMP2POPFEM 56.8
## 1592 2007-10-01 dfemp2popfem.USEMP2POPFEM 56.5
## 1593 2007-11-01 dfemp2popfem.USEMP2POPFEM 56.6
## 1594 2007-12-01 dfemp2popfem.USEMP2POPFEM 56.5
## 1595 2008-01-01 dfemp2popfem.USEMP2POPFEM 56.6
## 1596 2008-02-01 dfemp2popfem.USEMP2POPFEM 56.5
## 1597 2008-03-01 dfemp2popfem.USEMP2POPFEM 56.5
## 1598 2008-04-01 dfemp2popfem.USEMP2POPFEM 56.6
## 1599 2008-05-01 dfemp2popfem.USEMP2POPFEM 56.5
## 1600 2008-06-01 dfemp2popfem.USEMP2POPFEM 56.4
## 1601 2008-07-01 dfemp2popfem.USEMP2POPFEM 56.3
## 1602 2008-08-01 dfemp2popfem.USEMP2POPFEM 56.1
## 1603 2008-09-01 dfemp2popfem.USEMP2POPFEM 56.1
## 1604 2008-10-01 dfemp2popfem.USEMP2POPFEM 56.1
## 1605 2008-11-01 dfemp2popfem.USEMP2POPFEM 55.8
## 1606 2008-12-01 dfemp2popfem.USEMP2POPFEM 55.6
## 1607 2009-01-01 dfemp2popfem.USEMP2POPFEM 55.2
## 1608 2009-02-01 dfemp2popfem.USEMP2POPFEM 55.2
## 1609 2009-03-01 dfemp2popfem.USEMP2POPFEM 55.0
## 1610 2009-04-01 dfemp2popfem.USEMP2POPFEM 54.9
## 1611 2009-05-01 dfemp2popfem.USEMP2POPFEM 54.7
## 1612 2009-06-01 dfemp2popfem.USEMP2POPFEM 54.5
## 1613 2009-07-01 dfemp2popfem.USEMP2POPFEM 54.5
## 1614 2009-08-01 dfemp2popfem.USEMP2POPFEM 54.3
## 1615 2009-09-01 dfemp2popfem.USEMP2POPFEM 53.9
## 1616 2009-10-01 dfemp2popfem.USEMP2POPFEM 53.7
## 1617 2009-11-01 dfemp2popfem.USEMP2POPFEM 53.8
## 1618 2009-12-01 dfemp2popfem.USEMP2POPFEM 53.5
## 1619 2010-01-01 dfemp2popfem.USEMP2POPFEM 53.9
## 1620 2010-02-01 dfemp2popfem.USEMP2POPFEM 53.8
## 1621 2010-03-01 dfemp2popfem.USEMP2POPFEM 53.7
## 1622 2010-04-01 dfemp2popfem.USEMP2POPFEM 53.7
## 1623 2010-05-01 dfemp2popfem.USEMP2POPFEM 53.6
## 1624 2010-06-01 dfemp2popfem.USEMP2POPFEM 53.6
## 1625 2010-07-01 dfemp2popfem.USEMP2POPFEM 53.5
## 1626 2010-08-01 dfemp2popfem.USEMP2POPFEM 53.5
## 1627 2010-09-01 dfemp2popfem.USEMP2POPFEM 53.5
## 1628 2010-10-01 dfemp2popfem.USEMP2POPFEM 53.3
## 1629 2010-11-01 dfemp2popfem.USEMP2POPFEM 53.4
## 1630 2010-12-01 dfemp2popfem.USEMP2POPFEM 53.3
## 1631 2011-01-01 dfemp2popfem.USEMP2POPFEM 53.3
## 1632 2011-02-01 dfemp2popfem.USEMP2POPFEM 53.2
## 1633 2011-03-01 dfemp2popfem.USEMP2POPFEM 53.4
## 1634 2011-04-01 dfemp2popfem.USEMP2POPFEM 53.3
## 1635 2011-05-01 dfemp2popfem.USEMP2POPFEM 53.2
## 1636 2011-06-01 dfemp2popfem.USEMP2POPFEM 53.0
## 1637 2011-07-01 dfemp2popfem.USEMP2POPFEM 53.1
## 1638 2011-08-01 dfemp2popfem.USEMP2POPFEM 53.1
## 1639 2011-09-01 dfemp2popfem.USEMP2POPFEM 53.2
## 1640 2011-10-01 dfemp2popfem.USEMP2POPFEM 53.3
## 1641 2011-11-01 dfemp2popfem.USEMP2POPFEM 53.2
## 1642 2011-12-01 dfemp2popfem.USEMP2POPFEM 53.1
## 1643 2012-01-01 dfemp2popfem.USEMP2POPFEM 52.9
## 1644 2012-02-01 dfemp2popfem.USEMP2POPFEM 53.1
## 1645 2012-03-01 dfemp2popfem.USEMP2POPFEM 53.2
## 1646 2012-04-01 dfemp2popfem.USEMP2POPFEM 53.0
## 1647 2012-05-01 dfemp2popfem.USEMP2POPFEM 53.1
## 1648 2012-06-01 dfemp2popfem.USEMP2POPFEM 53.2
## 1649 2012-07-01 dfemp2popfem.USEMP2POPFEM 53.0
## 1650 2012-08-01 dfemp2popfem.USEMP2POPFEM 53.1
## 1651 2012-09-01 dfemp2popfem.USEMP2POPFEM 53.3
## 1652 2012-10-01 dfemp2popfem.USEMP2POPFEM 53.3
## 1653 2012-11-01 dfemp2popfem.USEMP2POPFEM 53.2
## 1654 2012-12-01 dfemp2popfem.USEMP2POPFEM 53.2
## 1655 2013-01-01 dfemp2popfem.USEMP2POPFEM 53.0
## 1656 2013-02-01 dfemp2popfem.USEMP2POPFEM 53.0
## 1657 2013-03-01 dfemp2popfem.USEMP2POPFEM 52.9
## 1658 2013-04-01 dfemp2popfem.USEMP2POPFEM 53.2
## 1659 2013-05-01 dfemp2popfem.USEMP2POPFEM 53.2
## 1660 2013-06-01 dfemp2popfem.USEMP2POPFEM 53.2
## 1661 2013-07-01 dfemp2popfem.USEMP2POPFEM 53.4
## 1662 2013-08-01 dfemp2popfem.USEMP2POPFEM 53.5
## 1663 2013-09-01 dfemp2popfem.USEMP2POPFEM 53.3
## 1664 2013-10-01 dfemp2popfem.USEMP2POPFEM 52.9
## 1665 2013-11-01 dfemp2popfem.USEMP2POPFEM 53.1
## 1666 2013-12-01 dfemp2popfem.USEMP2POPFEM 53.2
## 1667 2014-01-01 dfemp2popfem.USEMP2POPFEM 53.4
## 1668 2014-02-01 dfemp2popfem.USEMP2POPFEM 53.6
## 1669 2014-03-01 dfemp2popfem.USEMP2POPFEM 53.4
## 1670 2014-04-01 dfemp2popfem.USEMP2POPFEM 53.5
## 1671 2014-05-01 dfemp2popfem.USEMP2POPFEM 53.5
## 1672 2014-06-01 dfemp2popfem.USEMP2POPFEM 53.5
## 1673 2014-07-01 dfemp2popfem.USEMP2POPFEM 53.4
## 1674 2014-08-01 dfemp2popfem.USEMP2POPFEM 53.4
## 1675 2014-09-01 dfemp2popfem.USEMP2POPFEM 53.4
## 1676 2014-10-01 dfemp2popfem.USEMP2POPFEM 53.7
## 1677 2014-11-01 dfemp2popfem.USEMP2POPFEM 53.7
## 1678 2014-12-01 dfemp2popfem.USEMP2POPFEM 53.6
## 1679 2015-01-01 dfemp2popfem.USEMP2POPFEM 53.7
## 1680 2015-02-01 dfemp2popfem.USEMP2POPFEM 53.6
## 1681 2015-03-01 dfemp2popfem.USEMP2POPFEM 53.6
## 1682 2015-04-01 dfemp2popfem.USEMP2POPFEM 53.6
## 1683 2015-05-01 dfemp2popfem.USEMP2POPFEM 53.8
## 1684 2015-06-01 dfemp2popfem.USEMP2POPFEM 53.8
## 1685 2015-07-01 dfemp2popfem.USEMP2POPFEM 53.6
## 1686 2015-08-01 dfemp2popfem.USEMP2POPFEM 53.8
## 1687 2015-09-01 dfemp2popfem.USEMP2POPFEM 53.5
## 1688 2015-10-01 dfemp2popfem.USEMP2POPFEM 53.7
## 1689 2015-11-01 dfemp2popfem.USEMP2POPFEM 54.0
## 1690 2015-12-01 dfemp2popfem.USEMP2POPFEM 54.1
## 1691 2016-01-01 dfemp2popfem.USEMP2POPFEM 54.1
## 1692 2016-02-01 dfemp2popfem.USEMP2POPFEM 54.1
## 1693 2016-03-01 dfemp2popfem.USEMP2POPFEM 54.2
## 1694 2016-04-01 dfemp2popfem.USEMP2POPFEM 54.0
## 1695 2016-05-01 dfemp2popfem.USEMP2POPFEM 54.1
## 1696 2016-06-01 dfemp2popfem.USEMP2POPFEM 53.9
## 1697 2016-07-01 dfemp2popfem.USEMP2POPFEM 54.1
## 1698 2016-08-01 dfemp2popfem.USEMP2POPFEM 54.1
## 1699 2016-09-01 dfemp2popfem.USEMP2POPFEM 54.1
## 1700 2016-10-01 dfemp2popfem.USEMP2POPFEM 54.1
## 1701 2016-11-01 dfemp2popfem.USEMP2POPFEM 54.1
## 1702 2016-12-01 dfemp2popfem.USEMP2POPFEM 54.1
## 1703 2017-01-01 dfemp2popfem.USEMP2POPFEM 54.2
## 1704 2017-02-01 dfemp2popfem.USEMP2POPFEM 54.4
## 1705 2017-03-01 dfemp2popfem.USEMP2POPFEM 54.7
## 1706 2017-04-01 dfemp2popfem.USEMP2POPFEM 54.6
## 1707 2017-05-01 dfemp2popfem.USEMP2POPFEM 54.5
## 1708 2017-06-01 dfemp2popfem.USEMP2POPFEM 54.6
## 1709 2017-07-01 dfemp2popfem.USEMP2POPFEM 54.7
## 1710 2017-08-01 dfemp2popfem.USEMP2POPFEM 54.7
## 1711 2017-09-01 dfemp2popfem.USEMP2POPFEM 54.8
## 1712 2017-10-01 dfemp2popfem.USEMP2POPFEM 54.5
## 1713 2017-11-01 dfemp2popfem.USEMP2POPFEM 54.6
## 1714 2017-12-01 dfemp2popfem.USEMP2POPFEM 54.5
## 1715 2018-01-01 dfemp2popfem.USEMP2POPFEM 54.5
## 1716 2018-02-01 dfemp2popfem.USEMP2POPFEM 54.7
## 1717 2018-03-01 dfemp2popfem.USEMP2POPFEM 54.7
## 1718 2018-04-01 dfemp2popfem.USEMP2POPFEM 54.7
## 1719 2018-05-01 dfemp2popfem.USEMP2POPFEM 54.8
## 1720 2018-06-01 dfemp2popfem.USEMP2POPFEM 55.0
## 1721 2018-07-01 dfemp2popfem.USEMP2POPFEM 55.1
## 1722 2018-08-01 dfemp2popfem.USEMP2POPFEM 54.8
## 1723 2018-09-01 dfemp2popfem.USEMP2POPFEM 55.0
## 1724 2018-10-01 dfemp2popfem.USEMP2POPFEM 55.1
## 1725 2018-11-01 dfemp2popfem.USEMP2POPFEM 55.1
## 1726 2018-12-01 dfemp2popfem.USEMP2POPFEM 55.2
## 1727 2019-01-01 dfemp2popfem.USEMP2POPFEM 55.2
## 1728 2019-02-01 dfemp2popfem.USEMP2POPFEM 55.3
## 1729 2019-03-01 dfemp2popfem.USEMP2POPFEM 55.2
## 1730 2019-04-01 dfemp2popfem.USEMP2POPFEM 55.2
## 1731 2019-05-01 dfemp2popfem.USEMP2POPFEM 55.1
## 1732 2019-06-01 dfemp2popfem.USEMP2POPFEM 55.2
## 1733 2019-07-01 dfemp2popfem.USEMP2POPFEM 55.1
## 1734 2019-08-01 dfemp2popfem.USEMP2POPFEM 55.5
## 1735 2019-09-01 dfemp2popfem.USEMP2POPFEM 55.6
## 1736 2019-10-01 dfemp2popfem.USEMP2POPFEM 55.7
## 1737 2019-11-01 dfemp2popfem.USEMP2POPFEM 55.5
## 1738 2019-12-01 dfemp2popfem.USEMP2POPFEM 55.7
## 1739 2020-01-01 dfemp2popfem.USEMP2POPFEM 55.8
## 1740 2020-02-01 dfemp2popfem.USEMP2POPFEM 55.9
## 1741 2020-03-01 dfemp2popfem.USEMP2POPFEM 54.7
## 1742 2020-04-01 dfemp2popfem.USEMP2POPFEM 45.8
## 1743 2020-05-01 dfemp2popfem.USEMP2POPFEM 47.3
## 1744 2020-06-01 dfemp2popfem.USEMP2POPFEM 49.5
## 1745 2020-07-01 dfemp2popfem.USEMP2POPFEM 50.1
## 1746 2020-08-01 dfemp2popfem.USEMP2POPFEM 51.3
## 1747 2020-09-01 dfemp2popfem.USEMP2POPFEM 51.2
## 1748 2020-10-01 dfemp2popfem.USEMP2POPFEM 52.1comb_clean2 <- rename(comb_clean1, DATE = "mdy.dfemp2popm.DATE.")
visualizecomb <- comb_clean2 %>% group_by(Category)
plotcomb <- ggplot(data = visualizecomb, aes(x = DATE, y = Value)) + geom_line(aes(color = factor(Category), group = Category))
require(gridExtra)
grid.arrange(plotcomb, ncol=1)
#Also plotting all 4 gender cohorts on the same plot using the wide to long transformation and ggplot. It is difficult to see the individual trends.
#Alternative plot - Plotting all employment change series on one plot
total40 <- total31[c(-2 : -4)]
dummy_clean6 <- gather(total40, "Category", "Value", 2:5, na.rm = TRUE); dummy_clean6## DATE Category Value
## 1 1973-03-01 total29.USEMPWCHG 192
## 2 1973-04-01 total29.USEMPWCHG 191
## 3 1973-05-01 total29.USEMPWCHG 166
## 4 1973-06-01 total29.USEMPWCHG 204
## 5 1973-07-01 total29.USEMPWCHG -86
## 6 1973-08-01 total29.USEMPWCHG 65
## 7 1973-09-01 total29.USEMPWCHG 158
## 8 1973-10-01 total29.USEMPWCHG 216
## 9 1973-11-01 total29.USEMPWCHG 208
## 10 1973-12-01 total29.USEMPWCHG -67
## 11 1974-01-01 total29.USEMPWCHG -90
## 12 1974-02-01 total29.USEMPWCHG 273
## 13 1974-03-01 total29.USEMPWCHG 136
## 14 1974-04-01 total29.USEMPWCHG 54
## 15 1974-05-01 total29.USEMPWCHG 10
## 16 1974-06-01 total29.USEMPWCHG 131
## 17 1974-07-01 total29.USEMPWCHG 302
## 18 1974-08-01 total29.USEMPWCHG -145
## 19 1974-09-01 total29.USEMPWCHG -35
## 20 1974-10-01 total29.USEMPWCHG -29
## 21 1974-11-01 total29.USEMPWCHG -195
## 22 1974-12-01 total29.USEMPWCHG -48
## 23 1975-01-01 total29.USEMPWCHG -47
## 24 1975-02-01 total29.USEMPWCHG -193
## 25 1975-03-01 total29.USEMPWCHG 88
## 26 1975-04-01 total29.USEMPWCHG 90
## 27 1975-05-01 total29.USEMPWCHG 110
## 28 1975-06-01 total29.USEMPWCHG 91
## 29 1975-07-01 total29.USEMPWCHG 204
## 30 1975-08-01 total29.USEMPWCHG 164
## 31 1975-09-01 total29.USEMPWCHG 60
## 32 1975-10-01 total29.USEMPWCHG 98
## 33 1975-11-01 total29.USEMPWCHG 18
## 34 1975-12-01 total29.USEMPWCHG 164
## 35 1976-01-01 total29.USEMPWCHG 368
## 36 1976-02-01 total29.USEMPWCHG 80
## 37 1976-03-01 total29.USEMPWCHG 212
## 38 1976-04-01 total29.USEMPWCHG 131
## 39 1976-05-01 total29.USEMPWCHG 305
## 40 1976-06-01 total29.USEMPWCHG -9
## 41 1976-07-01 total29.USEMPWCHG 198
## 42 1976-08-01 total29.USEMPWCHG -37
## 43 1976-09-01 total29.USEMPWCHG -28
## 44 1976-10-01 total29.USEMPWCHG 29
## 45 1976-11-01 total29.USEMPWCHG 345
## 46 1976-12-01 total29.USEMPWCHG 76
## 47 1977-01-01 total29.USEMPWCHG -13
## 48 1977-02-01 total29.USEMPWCHG 247
## 49 1977-03-01 total29.USEMPWCHG 269
## 50 1977-04-01 total29.USEMPWCHG 217
## 51 1977-05-01 total29.USEMPWCHG 339
## 52 1977-06-01 total29.USEMPWCHG -57
## 53 1977-07-01 total29.USEMPWCHG 51
## 54 1977-08-01 total29.USEMPWCHG 219
## 55 1977-09-01 total29.USEMPWCHG 232
## 56 1977-10-01 total29.USEMPWCHG -1
## 57 1977-11-01 total29.USEMPWCHG 379
## 58 1977-12-01 total29.USEMPWCHG 154
## 59 1978-01-01 total29.USEMPWCHG 264
## 60 1978-02-01 total29.USEMPWCHG 180
## 61 1978-03-01 total29.USEMPWCHG 195
## 62 1978-04-01 total29.USEMPWCHG 333
## 63 1978-05-01 total29.USEMPWCHG 167
## 64 1978-06-01 total29.USEMPWCHG 220
## 65 1978-07-01 total29.USEMPWCHG -80
## 66 1978-08-01 total29.USEMPWCHG 172
## 67 1978-09-01 total29.USEMPWCHG 325
## 68 1978-10-01 total29.USEMPWCHG 284
## 69 1978-11-01 total29.USEMPWCHG 25
## 70 1978-12-01 total29.USEMPWCHG 147
## 71 1979-01-01 total29.USEMPWCHG 45
## 72 1979-02-01 total29.USEMPWCHG 244
## 73 1979-03-01 total29.USEMPWCHG 262
## 74 1979-04-01 total29.USEMPWCHG -309
## 75 1979-05-01 total29.USEMPWCHG 148
## 76 1979-06-01 total29.USEMPWCHG 98
## 77 1979-07-01 total29.USEMPWCHG 307
## 78 1979-08-01 total29.USEMPWCHG -104
## 79 1979-09-01 total29.USEMPWCHG 331
## 80 1979-10-01 total29.USEMPWCHG 177
## 81 1979-11-01 total29.USEMPWCHG 178
## 82 1979-12-01 total29.USEMPWCHG 183
## 83 1980-01-01 total29.USEMPWCHG 81
## 84 1980-02-01 total29.USEMPWCHG -62
## 85 1980-03-01 total29.USEMPWCHG -27
## 86 1980-04-01 total29.USEMPWCHG -18
## 87 1980-05-01 total29.USEMPWCHG -85
## 88 1980-06-01 total29.USEMPWCHG -33
## 89 1980-07-01 total29.USEMPWCHG 93
## 90 1980-08-01 total29.USEMPWCHG 53
## 91 1980-09-01 total29.USEMPWCHG 176
## 92 1980-10-01 total29.USEMPWCHG 14
## 93 1980-11-01 total29.USEMPWCHG 134
## 94 1980-12-01 total29.USEMPWCHG -32
## 95 1981-01-01 total29.USEMPWCHG 251
## 96 1981-02-01 total29.USEMPWCHG 219
## 97 1981-03-01 total29.USEMPWCHG 158
## 98 1981-04-01 total29.USEMPWCHG 203
## 99 1981-05-01 total29.USEMPWCHG 95
## 100 1981-06-01 total29.USEMPWCHG -220
## 101 1981-07-01 total29.USEMPWCHG 45
## 102 1981-08-01 total29.USEMPWCHG 54
## 103 1981-09-01 total29.USEMPWCHG -468
## 104 1981-10-01 total29.USEMPWCHG 443
## 105 1981-11-01 total29.USEMPWCHG 49
## 106 1981-12-01 total29.USEMPWCHG -262
## 107 1982-01-01 total29.USEMPWCHG 107
## 108 1982-02-01 total29.USEMPWCHG 32
## 109 1982-03-01 total29.USEMPWCHG 79
## 110 1982-04-01 total29.USEMPWCHG -65
## 111 1982-05-01 total29.USEMPWCHG 284
## 112 1982-06-01 total29.USEMPWCHG 22
## 113 1982-07-01 total29.USEMPWCHG 8
## 114 1982-08-01 total29.USEMPWCHG 92
## 115 1982-09-01 total29.USEMPWCHG -17
## 116 1982-10-01 total29.USEMPWCHG -187
## 117 1982-11-01 total29.USEMPWCHG -3
## 118 1982-12-01 total29.USEMPWCHG -6
## 119 1983-01-01 total29.USEMPWCHG 118
## 120 1983-02-01 total29.USEMPWCHG 0
## 121 1983-03-01 total29.USEMPWCHG 3
## 122 1983-04-01 total29.USEMPWCHG 169
## 123 1983-05-01 total29.USEMPWCHG -40
## 124 1983-06-01 total29.USEMPWCHG 207
## 125 1983-07-01 total29.USEMPWCHG 341
## 126 1983-08-01 total29.USEMPWCHG 389
## 127 1983-09-01 total29.USEMPWCHG 263
## 128 1983-10-01 total29.USEMPWCHG -104
## 129 1983-11-01 total29.USEMPWCHG 224
## 130 1983-12-01 total29.USEMPWCHG 134
## 131 1984-01-01 total29.USEMPWCHG 15
## 132 1984-02-01 total29.USEMPWCHG 324
## 133 1984-03-01 total29.USEMPWCHG 44
## 134 1984-04-01 total29.USEMPWCHG 292
## 135 1984-05-01 total29.USEMPWCHG 552
## 136 1984-06-01 total29.USEMPWCHG -61
## 137 1984-07-01 total29.USEMPWCHG 94
## 138 1984-08-01 total29.USEMPWCHG -261
## 139 1984-09-01 total29.USEMPWCHG 120
## 140 1984-10-01 total29.USEMPWCHG 91
## 141 1984-11-01 total29.USEMPWCHG 169
## 142 1984-12-01 total29.USEMPWCHG 219
## 143 1985-01-01 total29.USEMPWCHG 170
## 144 1985-02-01 total29.USEMPWCHG 261
## 145 1985-03-01 total29.USEMPWCHG 221
## 146 1985-04-01 total29.USEMPWCHG -91
## 147 1985-05-01 total29.USEMPWCHG -121
## 148 1985-06-01 total29.USEMPWCHG -112
## 149 1985-07-01 total29.USEMPWCHG 172
## 150 1985-08-01 total29.USEMPWCHG 93
## 151 1985-09-01 total29.USEMPWCHG 371
## 152 1985-10-01 total29.USEMPWCHG 131
## 153 1985-11-01 total29.USEMPWCHG 123
## 154 1985-12-01 total29.USEMPWCHG 191
## 155 1986-01-01 total29.USEMPWCHG 61
## 156 1986-02-01 total29.USEMPWCHG -100
## 157 1986-03-01 total29.USEMPWCHG 258
## 158 1986-04-01 total29.USEMPWCHG 58
## 159 1986-05-01 total29.USEMPWCHG 191
## 160 1986-06-01 total29.USEMPWCHG 342
## 161 1986-07-01 total29.USEMPWCHG 179
## 162 1986-08-01 total29.USEMPWCHG 123
## 163 1986-09-01 total29.USEMPWCHG 3
## 164 1986-10-01 total29.USEMPWCHG 160
## 165 1986-11-01 total29.USEMPWCHG -50
## 166 1986-12-01 total29.USEMPWCHG 101
## 167 1987-01-01 total29.USEMPWCHG 66
## 168 1987-02-01 total29.USEMPWCHG 231
## 169 1987-03-01 total29.USEMPWCHG 156
## 170 1987-04-01 total29.USEMPWCHG 236
## 171 1987-05-01 total29.USEMPWCHG 404
## 172 1987-06-01 total29.USEMPWCHG -74
## 173 1987-07-01 total29.USEMPWCHG 221
## 174 1987-08-01 total29.USEMPWCHG 209
## 175 1987-09-01 total29.USEMPWCHG -227
## 176 1987-10-01 total29.USEMPWCHG 263
## 177 1987-11-01 total29.USEMPWCHG 128
## 178 1987-12-01 total29.USEMPWCHG 199
## 179 1988-01-01 total29.USEMPWCHG 73
## 180 1988-02-01 total29.USEMPWCHG 68
## 181 1988-03-01 total29.USEMPWCHG 64
## 182 1988-04-01 total29.USEMPWCHG 59
## 183 1988-05-01 total29.USEMPWCHG -211
## 184 1988-06-01 total29.USEMPWCHG 401
## 185 1988-07-01 total29.USEMPWCHG 51
## 186 1988-08-01 total29.USEMPWCHG 189
## 187 1988-09-01 total29.USEMPWCHG 59
## 188 1988-10-01 total29.USEMPWCHG 330
## 189 1988-11-01 total29.USEMPWCHG 351
## 190 1988-12-01 total29.USEMPWCHG 42
## 191 1989-01-01 total29.USEMPWCHG 305
## 192 1989-02-01 total29.USEMPWCHG -114
## 193 1989-03-01 total29.USEMPWCHG -22
## 194 1989-04-01 total29.USEMPWCHG 114
## 195 1989-05-01 total29.USEMPWCHG 6
## 196 1989-06-01 total29.USEMPWCHG -63
## 197 1989-07-01 total29.USEMPWCHG 113
## 198 1989-08-01 total29.USEMPWCHG 205
## 199 1989-09-01 total29.USEMPWCHG 164
## 200 1989-10-01 total29.USEMPWCHG -144
## 201 1989-11-01 total29.USEMPWCHG 387
## 202 1989-12-01 total29.USEMPWCHG -204
## 203 1990-01-01 total29.USEMPWCHG 424
## 204 1990-02-01 total29.USEMPWCHG -67
## 205 1990-03-01 total29.USEMPWCHG 99
## 206 1990-04-01 total29.USEMPWCHG -91
## 207 1990-05-01 total29.USEMPWCHG 144
## 208 1990-06-01 total29.USEMPWCHG -110
## 209 1990-07-01 total29.USEMPWCHG -49
## 210 1990-08-01 total29.USEMPWCHG 62
## 211 1990-09-01 total29.USEMPWCHG -67
## 212 1990-10-01 total29.USEMPWCHG -32
## 213 1990-11-01 total29.USEMPWCHG -121
## 214 1990-12-01 total29.USEMPWCHG -28
## 215 1991-01-01 total29.USEMPWCHG -108
## 216 1991-02-01 total29.USEMPWCHG 85
## 217 1991-03-01 total29.USEMPWCHG -101
## 218 1991-04-01 total29.USEMPWCHG 386
## 219 1991-05-01 total29.USEMPWCHG -433
## 220 1991-06-01 total29.USEMPWCHG 121
## 221 1991-07-01 total29.USEMPWCHG -57
## 222 1991-08-01 total29.USEMPWCHG -34
## 223 1991-09-01 total29.USEMPWCHG 300
## 224 1991-10-01 total29.USEMPWCHG -20
## 225 1991-11-01 total29.USEMPWCHG -19
## 226 1991-12-01 total29.USEMPWCHG -96
## 227 1992-01-01 total29.USEMPWCHG 362
## 228 1992-02-01 total29.USEMPWCHG -69
## 229 1992-03-01 total29.USEMPWCHG 120
## 230 1992-04-01 total29.USEMPWCHG 106
## 231 1992-05-01 total29.USEMPWCHG -78
## 232 1992-06-01 total29.USEMPWCHG 32
## 233 1992-07-01 total29.USEMPWCHG 149
## 234 1992-08-01 total29.USEMPWCHG 51
## 235 1992-09-01 total29.USEMPWCHG -115
## 236 1992-10-01 total29.USEMPWCHG -1
## 237 1992-11-01 total29.USEMPWCHG 166
## 238 1992-12-01 total29.USEMPWCHG 16
## 239 1993-01-01 total29.USEMPWCHG -24
## 240 1993-02-01 total29.USEMPWCHG 92
## 241 1993-03-01 total29.USEMPWCHG 198
## 242 1993-04-01 total29.USEMPWCHG -44
## 243 1993-05-01 total29.USEMPWCHG 322
## 244 1993-06-01 total29.USEMPWCHG 98
## 245 1993-07-01 total29.USEMPWCHG 54
## 246 1993-08-01 total29.USEMPWCHG 194
## 247 1993-09-01 total29.USEMPWCHG -32
## 248 1993-10-01 total29.USEMPWCHG 129
## 249 1993-11-01 total29.USEMPWCHG 188
## 250 1993-12-01 total29.USEMPWCHG 280
## 251 1994-01-01 total29.USEMPWCHG 331
## 252 1994-02-01 total29.USEMPWCHG 200
## 253 1994-03-01 total29.USEMPWCHG -182
## 254 1994-04-01 total29.USEMPWCHG 260
## 255 1994-05-01 total29.USEMPWCHG 335
## 256 1994-06-01 total29.USEMPWCHG -223
## 257 1994-07-01 total29.USEMPWCHG 103
## 258 1994-08-01 total29.USEMPWCHG 233
## 259 1994-09-01 total29.USEMPWCHG 136
## 260 1994-10-01 total29.USEMPWCHG 141
## 261 1994-11-01 total29.USEMPWCHG 153
## 262 1994-12-01 total29.USEMPWCHG -64
## 263 1995-01-01 total29.USEMPWCHG 68
## 264 1995-02-01 total29.USEMPWCHG 106
## 265 1995-03-01 total29.USEMPWCHG -5
## 266 1995-04-01 total29.USEMPWCHG 168
## 267 1995-05-01 total29.USEMPWCHG -84
## 268 1995-06-01 total29.USEMPWCHG -193
## 269 1995-07-01 total29.USEMPWCHG 337
## 270 1995-08-01 total29.USEMPWCHG 89
## 271 1995-09-01 total29.USEMPWCHG 3
## 272 1995-10-01 total29.USEMPWCHG 243
## 273 1995-11-01 total29.USEMPWCHG 105
## 274 1995-12-01 total29.USEMPWCHG -201
## 275 1996-01-01 total29.USEMPWCHG -94
## 276 1996-02-01 total29.USEMPWCHG 256
## 277 1996-03-01 total29.USEMPWCHG 160
## 278 1996-04-01 total29.USEMPWCHG 74
## 279 1996-05-01 total29.USEMPWCHG 33
## 280 1996-06-01 total29.USEMPWCHG 136
## 281 1996-07-01 total29.USEMPWCHG 227
## 282 1996-08-01 total29.USEMPWCHG 123
## 283 1996-09-01 total29.USEMPWCHG 303
## 284 1996-10-01 total29.USEMPWCHG 88
## 285 1996-11-01 total29.USEMPWCHG 138
## 286 1996-12-01 total29.USEMPWCHG -105
## 287 1997-01-01 total29.USEMPWCHG 159
## 288 1997-02-01 total29.USEMPWCHG -117
## 289 1997-03-01 total29.USEMPWCHG 396
## 290 1997-04-01 total29.USEMPWCHG 135
## 291 1997-05-01 total29.USEMPWCHG -12
## 292 1997-06-01 total29.USEMPWCHG 130
## 293 1997-07-01 total29.USEMPWCHG 261
## 294 1997-08-01 total29.USEMPWCHG 53
## 295 1997-09-01 total29.USEMPWCHG 46
## 296 1997-10-01 total29.USEMPWCHG 50
## 297 1997-11-01 total29.USEMPWCHG 114
## 298 1997-12-01 total29.USEMPWCHG 215
## 299 1998-01-01 total29.USEMPWCHG -86
## 300 1998-02-01 total29.USEMPWCHG 31
## 301 1998-03-01 total29.USEMPWCHG 93
## 302 1998-04-01 total29.USEMPWCHG -47
## 303 1998-05-01 total29.USEMPWCHG 126
## 304 1998-06-01 total29.USEMPWCHG -48
## 305 1998-07-01 total29.USEMPWCHG 53
## 306 1998-08-01 total29.USEMPWCHG 153
## 307 1998-09-01 total29.USEMPWCHG 314
## 308 1998-10-01 total29.USEMPWCHG -125
## 309 1998-11-01 total29.USEMPWCHG 47
## 310 1998-12-01 total29.USEMPWCHG 337
## 311 1999-01-01 total29.USEMPWCHG 348
## 312 1999-02-01 total29.USEMPWCHG -58
## 313 1999-03-01 total29.USEMPWCHG -6
## 314 1999-04-01 total29.USEMPWCHG 108
## 315 1999-05-01 total29.USEMPWCHG 188
## 316 1999-06-01 total29.USEMPWCHG 47
## 317 1999-07-01 total29.USEMPWCHG -29
## 318 1999-08-01 total29.USEMPWCHG 171
## 319 1999-09-01 total29.USEMPWCHG -13
## 320 1999-10-01 total29.USEMPWCHG 248
## 321 1999-11-01 total29.USEMPWCHG 135
## 322 1999-12-01 total29.USEMPWCHG 43
## 323 2000-01-01 total29.USEMPWCHG 831
## 324 2000-02-01 total29.USEMPWCHG -46
## 325 2000-03-01 total29.USEMPWCHG 69
## 326 2000-04-01 total29.USEMPWCHG 530
## 327 2000-05-01 total29.USEMPWCHG -482
## 328 2000-06-01 total29.USEMPWCHG 125
## 329 2000-07-01 total29.USEMPWCHG -155
## 330 2000-08-01 total29.USEMPWCHG -215
## 331 2000-09-01 total29.USEMPWCHG 376
## 332 2000-10-01 total29.USEMPWCHG 141
## 333 2000-11-01 total29.USEMPWCHG 79
## 334 2000-12-01 total29.USEMPWCHG 226
## 335 2001-01-01 total29.USEMPWCHG 34
## 336 2001-02-01 total29.USEMPWCHG -6
## 337 2001-03-01 total29.USEMPWCHG 208
## 338 2001-04-01 total29.USEMPWCHG -444
## 339 2001-05-01 total29.USEMPWCHG -13
## 340 2001-06-01 total29.USEMPWCHG -88
## 341 2001-07-01 total29.USEMPWCHG 56
## 342 2001-08-01 total29.USEMPWCHG -385
## 343 2001-09-01 total29.USEMPWCHG 99
## 344 2001-10-01 total29.USEMPWCHG -32
## 345 2001-11-01 total29.USEMPWCHG 57
## 346 2001-12-01 total29.USEMPWCHG -247
## 347 2002-01-01 total29.USEMPWCHG -93
## 348 2002-02-01 total29.USEMPWCHG 465
## 349 2002-03-01 total29.USEMPWCHG -187
## 350 2002-04-01 total29.USEMPWCHG -115
## 351 2002-05-01 total29.USEMPWCHG -26
## 352 2002-06-01 total29.USEMPWCHG 156
## 353 2002-07-01 total29.USEMPWCHG -40
## 354 2002-08-01 total29.USEMPWCHG 261
## 355 2002-09-01 total29.USEMPWCHG 177
## 356 2002-10-01 total29.USEMPWCHG -51
## 357 2002-11-01 total29.USEMPWCHG -51
## 358 2002-12-01 total29.USEMPWCHG -23
## 359 2003-01-01 total29.USEMPWCHG 729
## 360 2003-02-01 total29.USEMPWCHG -251
## 361 2003-03-01 total29.USEMPWCHG 158
## 362 2003-04-01 total29.USEMPWCHG 59
## 363 2003-05-01 total29.USEMPWCHG -26
## 364 2003-06-01 total29.USEMPWCHG 261
## 365 2003-07-01 total29.USEMPWCHG -279
## 366 2003-08-01 total29.USEMPWCHG -15
## 367 2003-09-01 total29.USEMPWCHG -326
## 368 2003-10-01 total29.USEMPWCHG 315
## 369 2003-11-01 total29.USEMPWCHG 162
## 370 2003-12-01 total29.USEMPWCHG -287
## 371 2004-01-01 total29.USEMPWCHG -123
## 372 2004-02-01 total29.USEMPWCHG 321
## 373 2004-03-01 total29.USEMPWCHG 1
## 374 2004-04-01 total29.USEMPWCHG 156
## 375 2004-05-01 total29.USEMPWCHG 153
## 376 2004-06-01 total29.USEMPWCHG -60
## 377 2004-07-01 total29.USEMPWCHG 83
## 378 2004-08-01 total29.USEMPWCHG -3
## 379 2004-09-01 total29.USEMPWCHG 15
## 380 2004-10-01 total29.USEMPWCHG 86
## 381 2004-11-01 total29.USEMPWCHG 155
## 382 2004-12-01 total29.USEMPWCHG 117
## 383 2005-01-01 total29.USEMPWCHG 111
## 384 2005-02-01 total29.USEMPWCHG -46
## 385 2005-03-01 total29.USEMPWCHG 38
## 386 2005-04-01 total29.USEMPWCHG 223
## 387 2005-05-01 total29.USEMPWCHG 114
## 388 2005-06-01 total29.USEMPWCHG 1
## 389 2005-07-01 total29.USEMPWCHG 184
## 390 2005-08-01 total29.USEMPWCHG 213
## 391 2005-09-01 total29.USEMPWCHG 145
## 392 2005-10-01 total29.USEMPWCHG 53
## 393 2005-11-01 total29.USEMPWCHG -50
## 394 2005-12-01 total29.USEMPWCHG 59
## 395 2006-01-01 total29.USEMPWCHG 2
## 396 2006-02-01 total29.USEMPWCHG 201
## 397 2006-03-01 total29.USEMPWCHG 12
## 398 2006-04-01 total29.USEMPWCHG 99
## 399 2006-05-01 total29.USEMPWCHG 249
## 400 2006-06-01 total29.USEMPWCHG 220
## 401 2006-07-01 total29.USEMPWCHG 153
## 402 2006-08-01 total29.USEMPWCHG 47
## 403 2006-09-01 total29.USEMPWCHG -262
## 404 2006-10-01 total29.USEMPWCHG 465
## 405 2006-11-01 total29.USEMPWCHG 69
## 406 2006-12-01 total29.USEMPWCHG 164
## 407 2007-01-01 total29.USEMPWCHG 46
## 408 2007-02-01 total29.USEMPWCHG 93
## 409 2007-03-01 total29.USEMPWCHG 136
## 410 2007-04-01 total29.USEMPWCHG -629
## 411 2007-05-01 total29.USEMPWCHG 351
## 412 2007-06-01 total29.USEMPWCHG 179
## 413 2007-07-01 total29.USEMPWCHG -26
## 414 2007-08-01 total29.USEMPWCHG -62
## 415 2007-09-01 total29.USEMPWCHG 383
## 416 2007-10-01 total29.USEMPWCHG -236
## 417 2007-11-01 total29.USEMPWCHG 223
## 418 2007-12-01 total29.USEMPWCHG -118
## 419 2008-01-01 total29.USEMPWCHG 81
## 420 2008-02-01 total29.USEMPWCHG -113
## 421 2008-03-01 total29.USEMPWCHG 72
## 422 2008-04-01 total29.USEMPWCHG 99
## 423 2008-05-01 total29.USEMPWCHG -65
## 424 2008-06-01 total29.USEMPWCHG -46
## 425 2008-07-01 total29.USEMPWCHG -84
## 426 2008-08-01 total29.USEMPWCHG -108
## 427 2008-09-01 total29.USEMPWCHG 72
## 428 2008-10-01 total29.USEMPWCHG -12
## 429 2008-11-01 total29.USEMPWCHG -280
## 430 2008-12-01 total29.USEMPWCHG -117
## 431 2009-01-01 total29.USEMPWCHG -527
## 432 2009-02-01 total29.USEMPWCHG -32
## 433 2009-03-01 total29.USEMPWCHG -224
## 434 2009-04-01 total29.USEMPWCHG -48
## 435 2009-05-01 total29.USEMPWCHG -219
## 436 2009-06-01 total29.USEMPWCHG -98
## 437 2009-07-01 total29.USEMPWCHG -32
## 438 2009-08-01 total29.USEMPWCHG -204
## 439 2009-09-01 total29.USEMPWCHG -396
## 440 2009-10-01 total29.USEMPWCHG -163
## 441 2009-11-01 total29.USEMPWCHG 218
## 442 2009-12-01 total29.USEMPWCHG -332
## 443 2010-01-01 total29.USEMPWCHG 402
## 444 2010-02-01 total29.USEMPWCHG -10
## 445 2010-03-01 total29.USEMPWCHG -115
## 446 2010-04-01 total29.USEMPWCHG 59
## 447 2010-05-01 total29.USEMPWCHG -42
## 448 2010-06-01 total29.USEMPWCHG 59
## 449 2010-07-01 total29.USEMPWCHG -151
## 450 2010-08-01 total29.USEMPWCHG 121
## 451 2010-09-01 total29.USEMPWCHG 23
## 452 2010-10-01 total29.USEMPWCHG -170
## 453 2010-11-01 total29.USEMPWCHG 90
## 454 2010-12-01 total29.USEMPWCHG 29
## 455 2011-01-01 total29.USEMPWCHG -191
## 456 2011-02-01 total29.USEMPWCHG -107
## 457 2011-03-01 total29.USEMPWCHG 256
## 458 2011-04-01 total29.USEMPWCHG -49
## 459 2011-05-01 total29.USEMPWCHG -135
## 460 2011-06-01 total29.USEMPWCHG -135
## 461 2011-07-01 total29.USEMPWCHG 129
## 462 2011-08-01 total29.USEMPWCHG 108
## 463 2011-09-01 total29.USEMPWCHG 88
## 464 2011-10-01 total29.USEMPWCHG 178
## 465 2011-11-01 total29.USEMPWCHG -53
## 466 2011-12-01 total29.USEMPWCHG -126
## 467 2012-01-01 total29.USEMPWCHG 753
## 468 2012-02-01 total29.USEMPWCHG 259
## 469 2012-03-01 total29.USEMPWCHG 101
## 470 2012-04-01 total29.USEMPWCHG -153
## 471 2012-05-01 total29.USEMPWCHG 184
## 472 2012-06-01 total29.USEMPWCHG 104
## 473 2012-07-01 total29.USEMPWCHG -124
## 474 2012-08-01 total29.USEMPWCHG 155
## 475 2012-09-01 total29.USEMPWCHG 262
## 476 2012-10-01 total29.USEMPWCHG 87
## 477 2012-11-01 total29.USEMPWCHG -18
## 478 2012-12-01 total29.USEMPWCHG -58
## 479 2013-01-01 total29.USEMPWCHG -92
## 480 2013-02-01 total29.USEMPWCHG -7
## 481 2013-03-01 total29.USEMPWCHG -18
## 482 2013-04-01 total29.USEMPWCHG 337
## 483 2013-05-01 total29.USEMPWCHG 152
## 484 2013-06-01 total29.USEMPWCHG 8
## 485 2013-07-01 total29.USEMPWCHG 259
## 486 2013-08-01 total29.USEMPWCHG 192
## 487 2013-09-01 total29.USEMPWCHG -145
## 488 2013-10-01 total29.USEMPWCHG -430
## 489 2013-11-01 total29.USEMPWCHG 286
## 490 2013-12-01 total29.USEMPWCHG 147
## 491 2014-01-01 total29.USEMPWCHG 307
## 492 2014-02-01 total29.USEMPWCHG 253
## 493 2014-03-01 total29.USEMPWCHG -164
## 494 2014-04-01 total29.USEMPWCHG 149
## 495 2014-05-01 total29.USEMPWCHG 75
## 496 2014-06-01 total29.USEMPWCHG 72
## 497 2014-07-01 total29.USEMPWCHG -84
## 498 2014-08-01 total29.USEMPWCHG 53
## 499 2014-09-01 total29.USEMPWCHG -3
## 500 2014-10-01 total29.USEMPWCHG 437
## 501 2014-11-01 total29.USEMPWCHG 121
## 502 2014-12-01 total29.USEMPWCHG -83
## 503 2015-01-01 total29.USEMPWCHG 370
## 504 2015-02-01 total29.USEMPWCHG -128
## 505 2015-03-01 total29.USEMPWCHG 4
## 506 2015-04-01 total29.USEMPWCHG 130
## 507 2015-05-01 total29.USEMPWCHG 246
## 508 2015-06-01 total29.USEMPWCHG 124
## 509 2015-07-01 total29.USEMPWCHG -208
## 510 2015-08-01 total29.USEMPWCHG 274
## 511 2015-09-01 total29.USEMPWCHG -267
## 512 2015-10-01 total29.USEMPWCHG 314
## 513 2015-11-01 total29.USEMPWCHG 328
## 514 2015-12-01 total29.USEMPWCHG 186
## 515 2016-01-01 total29.USEMPWCHG 189
## 516 2016-02-01 total29.USEMPWCHG 13
## 517 2016-03-01 total29.USEMPWCHG 140
## 518 2016-04-01 total29.USEMPWCHG -114
## 519 2016-05-01 total29.USEMPWCHG 132
## 520 2016-06-01 total29.USEMPWCHG -221
## 521 2016-07-01 total29.USEMPWCHG 307
## 522 2016-08-01 total29.USEMPWCHG 100
## 523 2016-09-01 total29.USEMPWCHG 76
## 524 2016-10-01 total29.USEMPWCHG 92
## 525 2016-11-01 total29.USEMPWCHG 70
## 526 2016-12-01 total29.USEMPWCHG 71
## 527 2017-01-01 total29.USEMPWCHG -80
## 528 2017-02-01 total29.USEMPWCHG 226
## 529 2017-03-01 total29.USEMPWCHG 537
## 530 2017-04-01 total29.USEMPWCHG -120
## 531 2017-05-01 total29.USEMPWCHG -67
## 532 2017-06-01 total29.USEMPWCHG 172
## 533 2017-07-01 total29.USEMPWCHG 235
## 534 2017-08-01 total29.USEMPWCHG -40
## 535 2017-09-01 total29.USEMPWCHG 245
## 536 2017-10-01 total29.USEMPWCHG -310
## 537 2017-11-01 total29.USEMPWCHG 137
## 538 2017-12-01 total29.USEMPWCHG -105
## 539 2018-01-01 total29.USEMPWCHG 124
## 540 2018-02-01 total29.USEMPWCHG 307
## 541 2018-03-01 total29.USEMPWCHG 55
## 542 2018-04-01 total29.USEMPWCHG 88
## 543 2018-05-01 total29.USEMPWCHG 235
## 544 2018-06-01 total29.USEMPWCHG 264
## 545 2018-07-01 total29.USEMPWCHG 167
## 546 2018-08-01 total29.USEMPWCHG -322
## 547 2018-09-01 total29.USEMPWCHG 323
## 548 2018-10-01 total29.USEMPWCHG 236
## 549 2018-11-01 total29.USEMPWCHG -43
## 550 2018-12-01 total29.USEMPWCHG 275
## 551 2019-01-01 total29.USEMPWCHG -194
## 552 2019-02-01 total29.USEMPWCHG 186
## 553 2019-03-01 total29.USEMPWCHG -106
## 554 2019-04-01 total29.USEMPWCHG 3
## 555 2019-05-01 total29.USEMPWCHG -66
## 556 2019-06-01 total29.USEMPWCHG 159
## 557 2019-07-01 total29.USEMPWCHG -33
## 558 2019-08-01 total29.USEMPWCHG 525
## 559 2019-09-01 total29.USEMPWCHG 269
## 560 2019-10-01 total29.USEMPWCHG 218
## 561 2019-11-01 total29.USEMPWCHG -251
## 562 2019-12-01 total29.USEMPWCHG 251
## 563 2020-01-01 total29.USEMPWCHG 5
## 564 2020-02-01 total29.USEMPWCHG 114
## 565 2020-03-01 total29.USEMPWCHG -1473
## 566 2020-04-01 total29.USEMPWCHG -11928
## 567 2020-05-01 total29.USEMPWCHG 2053
## 568 2020-06-01 total29.USEMPWCHG 3012
## 569 2020-07-01 total29.USEMPWCHG 768
## 570 2020-08-01 total29.USEMPWCHG 1713
## 571 2020-09-01 total29.USEMPWCHG -143
## 572 2020-10-01 total29.USEMPWCHG 1330
## 573 1973-03-01 total29.USEMPMCHG 348
## 574 1973-04-01 total29.USEMPMCHG -84
## 575 1973-05-01 total29.USEMPMCHG -77
## 576 1973-06-01 total29.USEMPMCHG 333
## 577 1973-07-01 total29.USEMPMCHG 200
## 578 1973-08-01 total29.USEMPMCHG -160
## 579 1973-09-01 total29.USEMPMCHG 126
## 580 1973-10-01 total29.USEMPMCHG 283
## 581 1973-11-01 total29.USEMPMCHG 125
## 582 1973-12-01 total29.USEMPMCHG 148
## 583 1974-01-01 total29.USEMPMCHG 244
## 584 1974-02-01 total29.USEMPMCHG -74
## 585 1974-03-01 total29.USEMPMCHG -71
## 586 1974-04-01 total29.USEMPMCHG -204
## 587 1974-05-01 total29.USEMPMCHG 212
## 588 1974-06-01 total29.USEMPMCHG -81
## 589 1974-07-01 total29.USEMPMCHG -94
## 590 1974-08-01 total29.USEMPMCHG 33
## 591 1974-09-01 total29.USEMPMCHG 49
## 592 1974-10-01 total29.USEMPMCHG -27
## 593 1974-11-01 total29.USEMPMCHG -174
## 594 1974-12-01 total29.USEMPMCHG -434
## 595 1975-01-01 total29.USEMPMCHG -470
## 596 1975-02-01 total29.USEMPMCHG -178
## 597 1975-03-01 total29.USEMPMCHG -157
## 598 1975-04-01 total29.USEMPMCHG -88
## 599 1975-05-01 total29.USEMPMCHG 152
## 600 1975-06-01 total29.USEMPMCHG -187
## 601 1975-07-01 total29.USEMPMCHG 335
## 602 1975-08-01 total29.USEMPMCHG 176
## 603 1975-09-01 total29.USEMPMCHG -15
## 604 1975-10-01 total29.USEMPMCHG -7
## 605 1975-11-01 total29.USEMPMCHG 68
## 606 1975-12-01 total29.USEMPMCHG 45
## 607 1976-01-01 total29.USEMPMCHG 367
## 608 1976-02-01 total29.USEMPMCHG 192
## 609 1976-03-01 total29.USEMPMCHG 101
## 610 1976-04-01 total29.USEMPMCHG 300
## 611 1976-05-01 total29.USEMPMCHG 73
## 612 1976-06-01 total29.USEMPMCHG -222
## 613 1976-07-01 total29.USEMPMCHG 332
## 614 1976-08-01 total29.USEMPMCHG 167
## 615 1976-09-01 total29.USEMPMCHG -22
## 616 1976-10-01 total29.USEMPMCHG 72
## 617 1976-11-01 total29.USEMPMCHG 15
## 618 1976-12-01 total29.USEMPMCHG 93
## 619 1977-01-01 total29.USEMPMCHG 138
## 620 1977-02-01 total29.USEMPMCHG 167
## 621 1977-03-01 total29.USEMPMCHG 197
## 622 1977-04-01 total29.USEMPMCHG 246
## 623 1977-05-01 total29.USEMPMCHG 144
## 624 1977-06-01 total29.USEMPMCHG 262
## 625 1977-07-01 total29.USEMPMCHG 74
## 626 1977-08-01 total29.USEMPMCHG 138
## 627 1977-09-01 total29.USEMPMCHG 29
## 628 1977-10-01 total29.USEMPMCHG 351
## 629 1977-11-01 total29.USEMPMCHG 330
## 630 1977-12-01 total29.USEMPMCHG 190
## 631 1978-01-01 total29.USEMPMCHG 15
## 632 1978-02-01 total29.USEMPMCHG -45
## 633 1978-03-01 total29.USEMPMCHG 41
## 634 1978-04-01 total29.USEMPMCHG 306
## 635 1978-05-01 total29.USEMPMCHG 208
## 636 1978-06-01 total29.USEMPMCHG 354
## 637 1978-07-01 total29.USEMPMCHG -173
## 638 1978-08-01 total29.USEMPMCHG 169
## 639 1978-09-01 total29.USEMPMCHG -86
## 640 1978-10-01 total29.USEMPMCHG 179
## 641 1978-11-01 total29.USEMPMCHG 327
## 642 1978-12-01 total29.USEMPMCHG -51
## 643 1979-01-01 total29.USEMPMCHG 322
## 644 1979-02-01 total29.USEMPMCHG 137
## 645 1979-03-01 total29.USEMPMCHG -111
## 646 1979-04-01 total29.USEMPMCHG -68
## 647 1979-05-01 total29.USEMPMCHG 80
## 648 1979-06-01 total29.USEMPMCHG 250
## 649 1979-07-01 total29.USEMPMCHG 20
## 650 1979-08-01 total29.USEMPMCHG -126
## 651 1979-09-01 total29.USEMPMCHG 233
## 652 1979-10-01 total29.USEMPMCHG -113
## 653 1979-11-01 total29.USEMPMCHG -8
## 654 1979-12-01 total29.USEMPMCHG 176
## 655 1980-01-01 total29.USEMPMCHG -135
## 656 1980-02-01 total29.USEMPMCHG 178
## 657 1980-03-01 total29.USEMPMCHG -255
## 658 1980-04-01 total29.USEMPMCHG -462
## 659 1980-05-01 total29.USEMPMCHG -203
## 660 1980-06-01 total29.USEMPMCHG -230
## 661 1980-07-01 total29.USEMPMCHG 21
## 662 1980-08-01 total29.USEMPMCHG -25
## 663 1980-09-01 total29.USEMPMCHG 77
## 664 1980-10-01 total29.USEMPMCHG 226
## 665 1980-11-01 total29.USEMPMCHG 94
## 666 1980-12-01 total29.USEMPMCHG 121
## 667 1981-01-01 total29.USEMPMCHG 70
## 668 1981-02-01 total29.USEMPMCHG 17
## 669 1981-03-01 total29.USEMPMCHG 222
## 670 1981-04-01 total29.USEMPMCHG 282
## 671 1981-05-01 total29.USEMPMCHG -103
## 672 1981-06-01 total29.USEMPMCHG -530
## 673 1981-07-01 total29.USEMPMCHG 350
## 674 1981-08-01 total29.USEMPMCHG -58
## 675 1981-09-01 total29.USEMPMCHG -157
## 676 1981-10-01 total29.USEMPMCHG -129
## 677 1981-11-01 total29.USEMPMCHG -220
## 678 1981-12-01 total29.USEMPMCHG -300
## 679 1982-01-01 total29.USEMPMCHG -60
## 680 1982-02-01 total29.USEMPMCHG 38
## 681 1982-03-01 total29.USEMPMCHG -169
## 682 1982-04-01 total29.USEMPMCHG -31
## 683 1982-05-01 total29.USEMPMCHG 256
## 684 1982-06-01 total29.USEMPMCHG -595
## 685 1982-07-01 total29.USEMPMCHG -58
## 686 1982-08-01 total29.USEMPMCHG 48
## 687 1982-09-01 total29.USEMPMCHG -112
## 688 1982-10-01 total29.USEMPMCHG -102
## 689 1982-11-01 total29.USEMPMCHG -100
## 690 1982-12-01 total29.USEMPMCHG -74
## 691 1983-01-01 total29.USEMPMCHG 11
## 692 1983-02-01 total29.USEMPMCHG -72
## 693 1983-03-01 total29.USEMPMCHG 87
## 694 1983-04-01 total29.USEMPMCHG 212
## 695 1983-05-01 total29.USEMPMCHG 122
## 696 1983-06-01 total29.USEMPMCHG 784
## 697 1983-07-01 total29.USEMPMCHG 234
## 698 1983-08-01 total29.USEMPMCHG 11
## 699 1983-09-01 total29.USEMPMCHG 145
## 700 1983-10-01 total29.USEMPMCHG 127
## 701 1983-11-01 total29.USEMPMCHG 466
## 702 1983-12-01 total29.USEMPMCHG 133
## 703 1984-01-01 total29.USEMPMCHG 190
## 704 1984-02-01 total29.USEMPMCHG 299
## 705 1984-03-01 total29.USEMPMCHG 99
## 706 1984-04-01 total29.USEMPMCHG 77
## 707 1984-05-01 total29.USEMPMCHG 305
## 708 1984-06-01 total29.USEMPMCHG 459
## 709 1984-07-01 total29.USEMPMCHG -250
## 710 1984-08-01 total29.USEMPMCHG -11
## 711 1984-09-01 total29.USEMPMCHG 207
## 712 1984-10-01 total29.USEMPMCHG 57
## 713 1984-11-01 total29.USEMPMCHG 165
## 714 1984-12-01 total29.USEMPMCHG 32
## 715 1985-01-01 total29.USEMPMCHG -91
## 716 1985-02-01 total29.USEMPMCHG -8
## 717 1985-03-01 total29.USEMPMCHG 213
## 718 1985-04-01 total29.USEMPMCHG 38
## 719 1985-05-01 total29.USEMPMCHG 117
## 720 1985-06-01 total29.USEMPMCHG -315
## 721 1985-07-01 total29.USEMPMCHG 130
## 722 1985-08-01 total29.USEMPMCHG 195
## 723 1985-09-01 total29.USEMPMCHG 191
## 724 1985-10-01 total29.USEMPMCHG 59
## 725 1985-11-01 total29.USEMPMCHG 37
## 726 1985-12-01 total29.USEMPMCHG 18
## 727 1986-01-01 total29.USEMPMCHG 610
## 728 1986-02-01 total29.USEMPMCHG -307
## 729 1986-03-01 total29.USEMPMCHG 99
## 730 1986-04-01 total29.USEMPMCHG 57
## 731 1986-05-01 total29.USEMPMCHG -54
## 732 1986-06-01 total29.USEMPMCHG 145
## 733 1986-07-01 total29.USEMPMCHG 55
## 734 1986-08-01 total29.USEMPMCHG 82
## 735 1986-09-01 total29.USEMPMCHG 67
## 736 1986-10-01 total29.USEMPMCHG 28
## 737 1986-11-01 total29.USEMPMCHG 252
## 738 1986-12-01 total29.USEMPMCHG 152
## 739 1987-01-01 total29.USEMPMCHG 159
## 740 1987-02-01 total29.USEMPMCHG 73
## 741 1987-03-01 total29.USEMPMCHG -5
## 742 1987-04-01 total29.USEMPMCHG 150
## 743 1987-05-01 total29.USEMPMCHG 236
## 744 1987-06-01 total29.USEMPMCHG -114
## 745 1987-07-01 total29.USEMPMCHG 167
## 746 1987-08-01 total29.USEMPMCHG 214
## 747 1987-09-01 total29.USEMPMCHG 79
## 748 1987-10-01 total29.USEMPMCHG 110
## 749 1987-11-01 total29.USEMPMCHG 95
## 750 1987-12-01 total29.USEMPMCHG 89
## 751 1988-01-01 total29.USEMPMCHG 150
## 752 1988-02-01 total29.USEMPMCHG 143
## 753 1988-03-01 total29.USEMPMCHG -254
## 754 1988-04-01 total29.USEMPMCHG 554
## 755 1988-05-01 total29.USEMPMCHG -147
## 756 1988-06-01 total29.USEMPMCHG 234
## 757 1988-07-01 total29.USEMPMCHG 82
## 758 1988-08-01 total29.USEMPMCHG 33
## 759 1988-09-01 total29.USEMPMCHG 15
## 760 1988-10-01 total29.USEMPMCHG -48
## 761 1988-11-01 total29.USEMPMCHG 111
## 762 1988-12-01 total29.USEMPMCHG -38
## 763 1989-01-01 total29.USEMPMCHG 299
## 764 1989-02-01 total29.USEMPMCHG 182
## 765 1989-03-01 total29.USEMPMCHG 268
## 766 1989-04-01 total29.USEMPMCHG -39
## 767 1989-05-01 total29.USEMPMCHG -4
## 768 1989-06-01 total29.USEMPMCHG 382
## 769 1989-07-01 total29.USEMPMCHG -59
## 770 1989-08-01 total29.USEMPMCHG -22
## 771 1989-09-01 total29.USEMPMCHG -465
## 772 1989-10-01 total29.USEMPMCHG 371
## 773 1989-11-01 total29.USEMPMCHG -56
## 774 1989-12-01 total29.USEMPMCHG 122
## 775 1990-01-01 total29.USEMPMCHG 827
## 776 1990-02-01 total29.USEMPMCHG 45
## 777 1990-03-01 total29.USEMPMCHG 45
## 778 1990-04-01 total29.USEMPMCHG -260
## 779 1990-05-01 total29.USEMPMCHG 155
## 780 1990-06-01 total29.USEMPMCHG -58
## 781 1990-07-01 total29.USEMPMCHG -124
## 782 1990-08-01 total29.USEMPMCHG -70
## 783 1990-09-01 total29.USEMPMCHG -211
## 784 1990-10-01 total29.USEMPMCHG 44
## 785 1990-11-01 total29.USEMPMCHG -109
## 786 1990-12-01 total29.USEMPMCHG -37
## 787 1991-01-01 total29.USEMPMCHG -193
## 788 1991-02-01 total29.USEMPMCHG -270
## 789 1991-03-01 total29.USEMPMCHG -2
## 790 1991-04-01 total29.USEMPMCHG 71
## 791 1991-05-01 total29.USEMPMCHG -236
## 792 1991-06-01 total29.USEMPMCHG 78
## 793 1991-07-01 total29.USEMPMCHG -14
## 794 1991-08-01 total29.USEMPMCHG -50
## 795 1991-09-01 total29.USEMPMCHG 144
## 796 1991-10-01 total29.USEMPMCHG -108
## 797 1991-11-01 total29.USEMPMCHG -11
## 798 1991-12-01 total29.USEMPMCHG -208
## 799 1992-01-01 total29.USEMPMCHG 150
## 800 1992-02-01 total29.USEMPMCHG -156
## 801 1992-03-01 total29.USEMPMCHG 271
## 802 1992-04-01 total29.USEMPMCHG 176
## 803 1992-05-01 total29.USEMPMCHG 27
## 804 1992-06-01 total29.USEMPMCHG 12
## 805 1992-07-01 total29.USEMPMCHG 145
## 806 1992-08-01 total29.USEMPMCHG 62
## 807 1992-09-01 total29.USEMPMCHG 9
## 808 1992-10-01 total29.USEMPMCHG -91
## 809 1992-11-01 total29.USEMPMCHG 82
## 810 1992-12-01 total29.USEMPMCHG 105
## 811 1993-01-01 total29.USEMPMCHG 102
## 812 1993-02-01 total29.USEMPMCHG 108
## 813 1993-03-01 total29.USEMPMCHG 69
## 814 1993-04-01 total29.USEMPMCHG -24
## 815 1993-05-01 total29.USEMPMCHG 319
## 816 1993-06-01 total29.USEMPMCHG 77
## 817 1993-07-01 total29.USEMPMCHG 123
## 818 1993-08-01 total29.USEMPMCHG 195
## 819 1993-09-01 total29.USEMPMCHG -270
## 820 1993-10-01 total29.USEMPMCHG 140
## 821 1993-11-01 total29.USEMPMCHG 158
## 822 1993-12-01 total29.USEMPMCHG 15
## 823 1994-01-01 total29.USEMPMCHG 171
## 824 1994-02-01 total29.USEMPMCHG -80
## 825 1994-03-01 total29.USEMPMCHG 26
## 826 1994-04-01 total29.USEMPMCHG 100
## 827 1994-05-01 total29.USEMPMCHG 239
## 828 1994-06-01 total29.USEMPMCHG -7
## 829 1994-07-01 total29.USEMPMCHG -31
## 830 1994-08-01 total29.USEMPMCHG 403
## 831 1994-09-01 total29.USEMPMCHG 209
## 832 1994-10-01 total29.USEMPMCHG 284
## 833 1994-11-01 total29.USEMPMCHG 251
## 834 1994-12-01 total29.USEMPMCHG 269
## 835 1995-01-01 total29.USEMPMCHG -126
## 836 1995-02-01 total29.USEMPMCHG 159
## 837 1995-03-01 total29.USEMPMCHG 32
## 838 1995-04-01 total29.USEMPMCHG -178
## 839 1995-05-01 total29.USEMPMCHG -440
## 840 1995-06-01 total29.USEMPMCHG 294
## 841 1995-07-01 total29.USEMPMCHG -43
## 842 1995-08-01 total29.USEMPMCHG -53
## 843 1995-09-01 total29.USEMPMCHG 278
## 844 1995-10-01 total29.USEMPMCHG 12
## 845 1995-11-01 total29.USEMPMCHG -305
## 846 1995-12-01 total29.USEMPMCHG 101
## 847 1996-01-01 total29.USEMPMCHG 131
## 848 1996-02-01 total29.USEMPMCHG 258
## 849 1996-03-01 total29.USEMPMCHG 63
## 850 1996-04-01 total29.USEMPMCHG 58
## 851 1996-05-01 total29.USEMPMCHG 217
## 852 1996-06-01 total29.USEMPMCHG 222
## 853 1996-07-01 total29.USEMPMCHG 118
## 854 1996-08-01 total29.USEMPMCHG 102
## 855 1996-09-01 total29.USEMPMCHG 61
## 856 1996-10-01 total29.USEMPMCHG 266
## 857 1996-11-01 total29.USEMPMCHG -257
## 858 1996-12-01 total29.USEMPMCHG 194
## 859 1997-01-01 total29.USEMPMCHG 279
## 860 1997-02-01 total29.USEMPMCHG 117
## 861 1997-03-01 total29.USEMPMCHG 197
## 862 1997-04-01 total29.USEMPMCHG 117
## 863 1997-05-01 total29.USEMPMCHG 333
## 864 1997-06-01 total29.USEMPMCHG -182
## 865 1997-07-01 total29.USEMPMCHG 149
## 866 1997-08-01 total29.USEMPMCHG 135
## 867 1997-09-01 total29.USEMPMCHG -37
## 868 1997-10-01 total29.USEMPMCHG 110
## 869 1997-11-01 total29.USEMPMCHG 360
## 870 1997-12-01 total29.USEMPMCHG -189
## 871 1998-01-01 total29.USEMPMCHG 133
## 872 1998-02-01 total29.USEMPMCHG 50
## 873 1998-03-01 total29.USEMPMCHG -86
## 874 1998-04-01 total29.USEMPMCHG 443
## 875 1998-05-01 total29.USEMPMCHG -11
## 876 1998-06-01 total29.USEMPMCHG -34
## 877 1998-07-01 total29.USEMPMCHG 33
## 878 1998-08-01 total29.USEMPMCHG -92
## 879 1998-09-01 total29.USEMPMCHG 282
## 880 1998-10-01 total29.USEMPMCHG 138
## 881 1998-11-01 total29.USEMPMCHG 234
## 882 1998-12-01 total29.USEMPMCHG -15
## 883 1999-01-01 total29.USEMPMCHG 77
## 884 1999-02-01 total29.USEMPMCHG -113
## 885 1999-03-01 total29.USEMPMCHG 97
## 886 1999-04-01 total29.USEMPMCHG -101
## 887 1999-05-01 total29.USEMPMCHG 169
## 888 1999-06-01 total29.USEMPMCHG 20
## 889 1999-07-01 total29.USEMPMCHG 65
## 890 1999-08-01 total29.USEMPMCHG 6
## 891 1999-09-01 total29.USEMPMCHG 130
## 892 1999-10-01 total29.USEMPMCHG 36
## 893 1999-11-01 total29.USEMPMCHG 182
## 894 1999-12-01 total29.USEMPMCHG 172
## 895 2000-01-01 total29.USEMPMCHG 1205
## 896 2000-02-01 total29.USEMPMCHG 85
## 897 2000-03-01 total29.USEMPMCHG 33
## 898 2000-04-01 total29.USEMPMCHG 39
## 899 2000-05-01 total29.USEMPMCHG -158
## 900 2000-06-01 total29.USEMPMCHG 185
## 901 2000-07-01 total29.USEMPMCHG -254
## 902 2000-08-01 total29.USEMPMCHG 345
## 903 2000-09-01 total29.USEMPMCHG -145
## 904 2000-10-01 total29.USEMPMCHG 55
## 905 2000-11-01 total29.USEMPMCHG 155
## 906 2000-12-01 total29.USEMPMCHG 65
## 907 2001-01-01 total29.USEMPMCHG 131
## 908 2001-02-01 total29.USEMPMCHG -160
## 909 2001-03-01 total29.USEMPMCHG -37
## 910 2001-04-01 total29.USEMPMCHG -40
## 911 2001-05-01 total29.USEMPMCHG -194
## 912 2001-06-01 total29.USEMPMCHG -131
## 913 2001-07-01 total29.USEMPMCHG 142
## 914 2001-08-01 total29.USEMPMCHG -445
## 915 2001-09-01 total29.USEMPMCHG 507
## 916 2001-10-01 total29.USEMPMCHG -423
## 917 2001-11-01 total29.USEMPMCHG -211
## 918 2001-12-01 total29.USEMPMCHG 56
## 919 2002-01-01 total29.USEMPMCHG -252
## 920 2002-02-01 total29.USEMPMCHG 271
## 921 2002-03-01 total29.USEMPMCHG -74
## 922 2002-04-01 total29.USEMPMCHG 64
## 923 2002-05-01 total29.USEMPMCHG 440
## 924 2002-06-01 total29.USEMPMCHG -281
## 925 2002-07-01 total29.USEMPMCHG 38
## 926 2002-08-01 total29.USEMPMCHG 31
## 927 2002-09-01 total29.USEMPMCHG 420
## 928 2002-10-01 total29.USEMPMCHG -243
## 929 2002-11-01 total29.USEMPMCHG -437
## 930 2002-12-01 total29.USEMPMCHG -71
## 931 2003-01-01 total29.USEMPMCHG 261
## 932 2003-02-01 total29.USEMPMCHG 317
## 933 2003-03-01 total29.USEMPMCHG -206
## 934 2003-04-01 total29.USEMPMCHG 139
## 935 2003-05-01 total29.USEMPMCHG -62
## 936 2003-06-01 total29.USEMPMCHG -15
## 937 2003-07-01 total29.USEMPMCHG -37
## 938 2003-08-01 total29.USEMPMCHG 90
## 939 2003-09-01 total29.USEMPMCHG 387
## 940 2003-10-01 total29.USEMPMCHG 59
## 941 2003-11-01 total29.USEMPMCHG 278
## 942 2003-12-01 total29.USEMPMCHG 274
## 943 2004-01-01 total29.USEMPMCHG 183
## 944 2004-02-01 total29.USEMPMCHG -250
## 945 2004-03-01 total29.USEMPMCHG -91
## 946 2004-04-01 total29.USEMPMCHG 72
## 947 2004-05-01 total29.USEMPMCHG 19
## 948 2004-06-01 total29.USEMPMCHG 382
## 949 2004-07-01 total29.USEMPMCHG 299
## 950 2004-08-01 total29.USEMPMCHG 20
## 951 2004-09-01 total29.USEMPMCHG -101
## 952 2004-10-01 total29.USEMPMCHG 159
## 953 2004-11-01 total29.USEMPMCHG 344
## 954 2004-12-01 total29.USEMPMCHG -224
## 955 2005-01-01 total29.USEMPMCHG 10
## 956 2005-02-01 total29.USEMPMCHG 185
## 957 2005-03-01 total29.USEMPMCHG 232
## 958 2005-04-01 total29.USEMPMCHG 376
## 959 2005-05-01 total29.USEMPMCHG 242
## 960 2005-06-01 total29.USEMPMCHG 105
## 961 2005-07-01 total29.USEMPMCHG 128
## 962 2005-08-01 total29.USEMPMCHG 194
## 963 2005-09-01 total29.USEMPMCHG -178
## 964 2005-10-01 total29.USEMPMCHG 93
## 965 2005-11-01 total29.USEMPMCHG 2
## 966 2005-12-01 total29.USEMPMCHG 194
## 967 2006-01-01 total29.USEMPMCHG 396
## 968 2006-02-01 total29.USEMPMCHG 106
## 969 2006-03-01 total29.USEMPMCHG 272
## 970 2006-04-01 total29.USEMPMCHG -79
## 971 2006-05-01 total29.USEMPMCHG 80
## 972 2006-06-01 total29.USEMPMCHG 43
## 973 2006-07-01 total29.USEMPMCHG -304
## 974 2006-08-01 total29.USEMPMCHG 376
## 975 2006-09-01 total29.USEMPMCHG 452
## 976 2006-10-01 total29.USEMPMCHG 34
## 977 2006-11-01 total29.USEMPMCHG 151
## 978 2006-12-01 total29.USEMPMCHG 272
## 979 2007-01-01 total29.USEMPMCHG 12
## 980 2007-02-01 total29.USEMPMCHG -64
## 981 2007-03-01 total29.USEMPMCHG 127
## 982 2007-04-01 total29.USEMPMCHG -105
## 983 2007-05-01 total29.USEMPMCHG -34
## 984 2007-06-01 total29.USEMPMCHG -19
## 985 2007-07-01 total29.USEMPMCHG -132
## 986 2007-08-01 total29.USEMPMCHG -161
## 987 2007-09-01 total29.USEMPMCHG 179
## 988 2007-10-01 total29.USEMPMCHG -61
## 989 2007-11-01 total29.USEMPMCHG 424
## 990 2007-12-01 total29.USEMPMCHG -202
## 991 2008-01-01 total29.USEMPMCHG 24
## 992 2008-02-01 total29.USEMPMCHG -110
## 993 2008-03-01 total29.USEMPMCHG -142
## 994 2008-04-01 total29.USEMPMCHG -52
## 995 2008-05-01 total29.USEMPMCHG -160
## 996 2008-06-01 total29.USEMPMCHG -124
## 997 2008-07-01 total29.USEMPMCHG -122
## 998 2008-08-01 total29.USEMPMCHG -221
## 999 2008-09-01 total29.USEMPMCHG -199
## 1000 2008-10-01 total29.USEMPMCHG -261
## 1001 2008-11-01 total29.USEMPMCHG -422
## 1002 2008-12-01 total29.USEMPMCHG -615
## 1003 2009-01-01 total29.USEMPMCHG -691
## 1004 2009-02-01 total29.USEMPMCHG -479
## 1005 2009-03-01 total29.USEMPMCHG -709
## 1006 2009-04-01 total29.USEMPMCHG -3
## 1007 2009-05-01 total29.USEMPMCHG -188
## 1008 2009-06-01 total29.USEMPMCHG -142
## 1009 2009-07-01 total29.USEMPMCHG -76
## 1010 2009-08-01 total29.USEMPMCHG -205
## 1011 2009-09-01 total29.USEMPMCHG -278
## 1012 2009-10-01 total29.USEMPMCHG -224
## 1013 2009-11-01 total29.USEMPMCHG 9
## 1014 2009-12-01 total29.USEMPMCHG -312
## 1015 2010-01-01 total29.USEMPMCHG 22
## 1016 2010-02-01 total29.USEMPMCHG 153
## 1017 2010-03-01 total29.USEMPMCHG 285
## 1018 2010-04-01 total29.USEMPMCHG 486
## 1019 2010-05-01 total29.USEMPMCHG -13
## 1020 2010-06-01 total29.USEMPMCHG -158
## 1021 2010-07-01 total29.USEMPMCHG 187
## 1022 2010-08-01 total29.USEMPMCHG 139
## 1023 2010-09-01 total29.USEMPMCHG -65
## 1024 2010-10-01 total29.USEMPMCHG -108
## 1025 2010-11-01 total29.USEMPMCHG -164
## 1026 2010-12-01 total29.USEMPMCHG 228
## 1027 2011-01-01 total29.USEMPMCHG 140
## 1028 2011-02-01 total29.USEMPMCHG 252
## 1029 2011-03-01 total29.USEMPMCHG -12
## 1030 2011-04-01 total29.USEMPMCHG -4
## 1031 2011-05-01 total29.USEMPMCHG 173
## 1032 2011-06-01 total29.USEMPMCHG -105
## 1033 2011-07-01 total29.USEMPMCHG 11
## 1034 2011-08-01 total29.USEMPMCHG 310
## 1035 2011-09-01 total29.USEMPMCHG 153
## 1036 2011-10-01 total29.USEMPMCHG 7
## 1037 2011-11-01 total29.USEMPMCHG 511
## 1038 2011-12-01 total29.USEMPMCHG 202
## 1039 2012-01-01 total29.USEMPMCHG -71
## 1040 2012-02-01 total29.USEMPMCHG 15
## 1041 2012-03-01 total29.USEMPMCHG 77
## 1042 2012-04-01 total29.USEMPMCHG 16
## 1043 2012-05-01 total29.USEMPMCHG 123
## 1044 2012-06-01 total29.USEMPMCHG 81
## 1045 2012-07-01 total29.USEMPMCHG 25
## 1046 2012-08-01 total29.USEMPMCHG -155
## 1047 2012-09-01 total29.USEMPMCHG 490
## 1048 2012-10-01 total29.USEMPMCHG 299
## 1049 2012-11-01 total29.USEMPMCHG -79
## 1050 2012-12-01 total29.USEMPMCHG 55
## 1051 2013-01-01 total29.USEMPMCHG 53
## 1052 2013-02-01 total29.USEMPMCHG 77
## 1053 2013-03-01 total29.USEMPMCHG -27
## 1054 2013-04-01 total29.USEMPMCHG -18
## 1055 2013-05-01 total29.USEMPMCHG 95
## 1056 2013-06-01 total29.USEMPMCHG 108
## 1057 2013-07-01 total29.USEMPMCHG 8
## 1058 2013-08-01 total29.USEMPMCHG -131
## 1059 2013-09-01 total29.USEMPMCHG 237
## 1060 2013-10-01 total29.USEMPMCHG -451
## 1061 2013-11-01 total29.USEMPMCHG 655
## 1062 2013-12-01 total29.USEMPMCHG 152
## 1063 2014-01-01 total29.USEMPMCHG 66
## 1064 2014-02-01 total29.USEMPMCHG -269
## 1065 2014-03-01 total29.USEMPMCHG 677
## 1066 2014-04-01 total29.USEMPMCHG -128
## 1067 2014-05-01 total29.USEMPMCHG 83
## 1068 2014-06-01 total29.USEMPMCHG 349
## 1069 2014-07-01 total29.USEMPMCHG 236
## 1070 2014-08-01 total29.USEMPMCHG 79
## 1071 2014-09-01 total29.USEMPMCHG 250
## 1072 2014-10-01 total29.USEMPMCHG 212
## 1073 2014-11-01 total29.USEMPMCHG -144
## 1074 2014-12-01 total29.USEMPMCHG 295
## 1075 2015-01-01 total29.USEMPMCHG 159
## 1076 2015-02-01 total29.USEMPMCHG 28
## 1077 2015-03-01 total29.USEMPMCHG 79
## 1078 2015-04-01 total29.USEMPMCHG 252
## 1079 2015-05-01 total29.USEMPMCHG 62
## 1080 2015-06-01 total29.USEMPMCHG -126
## 1081 2015-07-01 total29.USEMPMCHG 222
## 1082 2015-08-01 total29.USEMPMCHG 77
## 1083 2015-09-01 total29.USEMPMCHG -88
## 1084 2015-10-01 total29.USEMPMCHG 106
## 1085 2015-11-01 total29.USEMPMCHG -111
## 1086 2015-12-01 total29.USEMPMCHG 479
## 1087 2016-01-01 total29.USEMPMCHG 304
## 1088 2016-02-01 total29.USEMPMCHG 274
## 1089 2016-03-01 total29.USEMPMCHG 110
## 1090 2016-04-01 total29.USEMPMCHG -38
## 1091 2016-05-01 total29.USEMPMCHG -19
## 1092 2016-06-01 total29.USEMPMCHG 289
## 1093 2016-07-01 total29.USEMPMCHG -29
## 1094 2016-08-01 total29.USEMPMCHG 205
## 1095 2016-09-01 total29.USEMPMCHG 4
## 1096 2016-10-01 total29.USEMPMCHG -35
## 1097 2016-11-01 total29.USEMPMCHG 87
## 1098 2016-12-01 total29.USEMPMCHG 81
## 1099 2017-01-01 total29.USEMPMCHG -7
## 1100 2017-02-01 total29.USEMPMCHG 13
## 1101 2017-03-01 total29.USEMPMCHG 73
## 1102 2017-04-01 total29.USEMPMCHG 365
## 1103 2017-05-01 total29.USEMPMCHG -156
## 1104 2017-06-01 total29.USEMPMCHG 128
## 1105 2017-07-01 total29.USEMPMCHG -64
## 1106 2017-08-01 total29.USEMPMCHG 162
## 1107 2017-09-01 total29.USEMPMCHG 534
## 1108 2017-10-01 total29.USEMPMCHG -283
## 1109 2017-11-01 total29.USEMPMCHG -102
## 1110 2017-12-01 total29.USEMPMCHG 268
## 1111 2018-01-01 total29.USEMPMCHG 385
## 1112 2018-02-01 total29.USEMPMCHG 349
## 1113 2018-03-01 total29.USEMPMCHG -6
## 1114 2018-04-01 total29.USEMPMCHG 44
## 1115 2018-05-01 total29.USEMPMCHG 107
## 1116 2018-06-01 total29.USEMPMCHG -179
## 1117 2018-07-01 total29.USEMPMCHG 76
## 1118 2018-08-01 total29.USEMPMCHG -70
## 1119 2018-09-01 total29.USEMPMCHG 108
## 1120 2018-10-01 total29.USEMPMCHG 214
## 1121 2018-11-01 total29.USEMPMCHG 190
## 1122 2018-12-01 total29.USEMPMCHG -80
## 1123 2019-01-01 total29.USEMPMCHG -4
## 1124 2019-02-01 total29.USEMPMCHG 54
## 1125 2019-03-01 total29.USEMPMCHG -19
## 1126 2019-04-01 total29.USEMPMCHG -48
## 1127 2019-05-01 total29.USEMPMCHG 214
## 1128 2019-06-01 total29.USEMPMCHG 145
## 1129 2019-07-01 total29.USEMPMCHG 231
## 1130 2019-08-01 total29.USEMPMCHG 24
## 1131 2019-09-01 total29.USEMPMCHG 134
## 1132 2019-10-01 total29.USEMPMCHG 29
## 1133 2019-11-01 total29.USEMPMCHG 242
## 1134 2019-12-01 total29.USEMPMCHG 16
## 1135 2020-01-01 total29.USEMPMCHG -94
## 1136 2020-02-01 total29.USEMPMCHG -69
## 1137 2020-03-01 total29.USEMPMCHG -1514
## 1138 2020-04-01 total29.USEMPMCHG -10441
## 1139 2020-05-01 total29.USEMPMCHG 1786
## 1140 2020-06-01 total29.USEMPMCHG 1927
## 1141 2020-07-01 total29.USEMPMCHG 583
## 1142 2020-08-01 total29.USEMPMCHG 2043
## 1143 2020-09-01 total29.USEMPMCHG 419
## 1144 2020-10-01 total29.USEMPMCHG 913
## 1145 1973-03-01 total29.USMEMPWCHG 193
## 1146 1973-04-01 total29.USMEMPWCHG -13
## 1147 1973-05-01 total29.USMEMPWCHG 336
## 1148 1973-06-01 total29.USMEMPWCHG -109
## 1149 1973-07-01 total29.USMEMPWCHG -17
## 1150 1973-08-01 total29.USMEMPWCHG -185
## 1151 1973-09-01 total29.USMEMPWCHG 194
## 1152 1973-10-01 total29.USMEMPWCHG 302
## 1153 1973-11-01 total29.USMEMPWCHG 64
## 1154 1973-12-01 total29.USMEMPWCHG -136
## 1155 1974-01-01 total29.USMEMPWCHG -109
## 1156 1974-02-01 total29.USMEMPWCHG 137
## 1157 1974-03-01 total29.USMEMPWCHG 42
## 1158 1974-04-01 total29.USMEMPWCHG 124
## 1159 1974-05-01 total29.USMEMPWCHG 54
## 1160 1974-06-01 total29.USMEMPWCHG 103
## 1161 1974-07-01 total29.USMEMPWCHG 127
## 1162 1974-08-01 total29.USMEMPWCHG -6
## 1163 1974-09-01 total29.USMEMPWCHG -54
## 1164 1974-10-01 total29.USMEMPWCHG 37
## 1165 1974-11-01 total29.USMEMPWCHG -163
## 1166 1974-12-01 total29.USMEMPWCHG -86
## 1167 1975-01-01 total29.USMEMPWCHG -128
## 1168 1975-02-01 total29.USMEMPWCHG -69
## 1169 1975-03-01 total29.USMEMPWCHG 53
## 1170 1975-04-01 total29.USMEMPWCHG 34
## 1171 1975-05-01 total29.USMEMPWCHG -5
## 1172 1975-06-01 total29.USMEMPWCHG 108
## 1173 1975-07-01 total29.USMEMPWCHG 109
## 1174 1975-08-01 total29.USMEMPWCHG 37
## 1175 1975-09-01 total29.USMEMPWCHG 76
## 1176 1975-10-01 total29.USMEMPWCHG 132
## 1177 1975-11-01 total29.USMEMPWCHG 35
## 1178 1975-12-01 total29.USMEMPWCHG 58
## 1179 1976-01-01 total29.USMEMPWCHG 146
## 1180 1976-02-01 total29.USMEMPWCHG -50
## 1181 1976-03-01 total29.USMEMPWCHG 31
## 1182 1976-04-01 total29.USMEMPWCHG 2
## 1183 1976-05-01 total29.USMEMPWCHG 272
## 1184 1976-06-01 total29.USMEMPWCHG 87
## 1185 1976-07-01 total29.USMEMPWCHG 19
## 1186 1976-08-01 total29.USMEMPWCHG 90
## 1187 1976-09-01 total29.USMEMPWCHG -34
## 1188 1976-10-01 total29.USMEMPWCHG 16
## 1189 1976-11-01 total29.USMEMPWCHG 82
## 1190 1976-12-01 total29.USMEMPWCHG 19
## 1191 1977-01-01 total29.USMEMPWCHG -29
## 1192 1977-02-01 total29.USMEMPWCHG 161
## 1193 1977-03-01 total29.USMEMPWCHG 226
## 1194 1977-04-01 total29.USMEMPWCHG 81
## 1195 1977-05-01 total29.USMEMPWCHG -13
## 1196 1977-06-01 total29.USMEMPWCHG -62
## 1197 1977-07-01 total29.USMEMPWCHG -3
## 1198 1977-08-01 total29.USMEMPWCHG 28
## 1199 1977-09-01 total29.USMEMPWCHG 265
## 1200 1977-10-01 total29.USMEMPWCHG 32
## 1201 1977-11-01 total29.USMEMPWCHG 130
## 1202 1977-12-01 total29.USMEMPWCHG 131
## 1203 1978-01-01 total29.USMEMPWCHG 112
## 1204 1978-02-01 total29.USMEMPWCHG 69
## 1205 1978-03-01 total29.USMEMPWCHG -16
## 1206 1978-04-01 total29.USMEMPWCHG 168
## 1207 1978-05-01 total29.USMEMPWCHG -51
## 1208 1978-06-01 total29.USMEMPWCHG 67
## 1209 1978-07-01 total29.USMEMPWCHG 35
## 1210 1978-08-01 total29.USMEMPWCHG -39
## 1211 1978-09-01 total29.USMEMPWCHG 369
## 1212 1978-10-01 total29.USMEMPWCHG 116
## 1213 1978-11-01 total29.USMEMPWCHG 86
## 1214 1978-12-01 total29.USMEMPWCHG 39
## 1215 1979-01-01 total29.USMEMPWCHG 39
## 1216 1979-02-01 total29.USMEMPWCHG 141
## 1217 1979-03-01 total29.USMEMPWCHG 80
## 1218 1979-04-01 total29.USMEMPWCHG -179
## 1219 1979-05-01 total29.USMEMPWCHG 70
## 1220 1979-06-01 total29.USMEMPWCHG 124
## 1221 1979-07-01 total29.USMEMPWCHG 214
## 1222 1979-08-01 total29.USMEMPWCHG -47
## 1223 1979-09-01 total29.USMEMPWCHG 183
## 1224 1979-10-01 total29.USMEMPWCHG 50
## 1225 1979-11-01 total29.USMEMPWCHG 27
## 1226 1979-12-01 total29.USMEMPWCHG 138
## 1227 1980-01-01 total29.USMEMPWCHG -19
## 1228 1980-02-01 total29.USMEMPWCHG 86
## 1229 1980-03-01 total29.USMEMPWCHG -28
## 1230 1980-04-01 total29.USMEMPWCHG -29
## 1231 1980-05-01 total29.USMEMPWCHG -93
## 1232 1980-06-01 total29.USMEMPWCHG 8
## 1233 1980-07-01 total29.USMEMPWCHG -86
## 1234 1980-08-01 total29.USMEMPWCHG 59
## 1235 1980-09-01 total29.USMEMPWCHG -17
## 1236 1980-10-01 total29.USMEMPWCHG 29
## 1237 1980-11-01 total29.USMEMPWCHG 94
## 1238 1980-12-01 total29.USMEMPWCHG 58
## 1239 1981-01-01 total29.USMEMPWCHG 208
## 1240 1981-02-01 total29.USMEMPWCHG 65
## 1241 1981-03-01 total29.USMEMPWCHG 53
## 1242 1981-04-01 total29.USMEMPWCHG 76
## 1243 1981-05-01 total29.USMEMPWCHG 110
## 1244 1981-06-01 total29.USMEMPWCHG -43
## 1245 1981-07-01 total29.USMEMPWCHG -12
## 1246 1981-08-01 total29.USMEMPWCHG -133
## 1247 1981-09-01 total29.USMEMPWCHG -382
## 1248 1981-10-01 total29.USMEMPWCHG 313
## 1249 1981-11-01 total29.USMEMPWCHG -76
## 1250 1981-12-01 total29.USMEMPWCHG -136
## 1251 1982-01-01 total29.USMEMPWCHG 105
## 1252 1982-02-01 total29.USMEMPWCHG 78
## 1253 1982-03-01 total29.USMEMPWCHG 117
## 1254 1982-04-01 total29.USMEMPWCHG -68
## 1255 1982-05-01 total29.USMEMPWCHG 302
## 1256 1982-06-01 total29.USMEMPWCHG 177
## 1257 1982-07-01 total29.USMEMPWCHG -246
## 1258 1982-08-01 total29.USMEMPWCHG 36
## 1259 1982-09-01 total29.USMEMPWCHG -61
## 1260 1982-10-01 total29.USMEMPWCHG -65
## 1261 1982-11-01 total29.USMEMPWCHG -125
## 1262 1982-12-01 total29.USMEMPWCHG 142
## 1263 1983-01-01 total29.USMEMPWCHG 190
## 1264 1983-02-01 total29.USMEMPWCHG -98
## 1265 1983-03-01 total29.USMEMPWCHG 97
## 1266 1983-04-01 total29.USMEMPWCHG 153
## 1267 1983-05-01 total29.USMEMPWCHG -116
## 1268 1983-06-01 total29.USMEMPWCHG 76
## 1269 1983-07-01 total29.USMEMPWCHG 214
## 1270 1983-08-01 total29.USMEMPWCHG 282
## 1271 1983-09-01 total29.USMEMPWCHG 90
## 1272 1983-10-01 total29.USMEMPWCHG -38
## 1273 1983-11-01 total29.USMEMPWCHG 89
## 1274 1983-12-01 total29.USMEMPWCHG 67
## 1275 1984-01-01 total29.USMEMPWCHG -7
## 1276 1984-02-01 total29.USMEMPWCHG 201
## 1277 1984-03-01 total29.USMEMPWCHG 32
## 1278 1984-04-01 total29.USMEMPWCHG 184
## 1279 1984-05-01 total29.USMEMPWCHG 251
## 1280 1984-06-01 total29.USMEMPWCHG -66
## 1281 1984-07-01 total29.USMEMPWCHG -9
## 1282 1984-08-01 total29.USMEMPWCHG 73
## 1283 1984-09-01 total29.USMEMPWCHG 1
## 1284 1984-10-01 total29.USMEMPWCHG 130
## 1285 1984-11-01 total29.USMEMPWCHG 114
## 1286 1984-12-01 total29.USMEMPWCHG 109
## 1287 1985-01-01 total29.USMEMPWCHG -62
## 1288 1985-02-01 total29.USMEMPWCHG 119
## 1289 1985-03-01 total29.USMEMPWCHG 76
## 1290 1985-04-01 total29.USMEMPWCHG -139
## 1291 1985-05-01 total29.USMEMPWCHG -75
## 1292 1985-06-01 total29.USMEMPWCHG -7
## 1293 1985-07-01 total29.USMEMPWCHG 181
## 1294 1985-08-01 total29.USMEMPWCHG 123
## 1295 1985-09-01 total29.USMEMPWCHG 301
## 1296 1985-10-01 total29.USMEMPWCHG 158
## 1297 1985-11-01 total29.USMEMPWCHG 47
## 1298 1985-12-01 total29.USMEMPWCHG 83
## 1299 1986-01-01 total29.USMEMPWCHG 107
## 1300 1986-02-01 total29.USMEMPWCHG -324
## 1301 1986-03-01 total29.USMEMPWCHG 34
## 1302 1986-04-01 total29.USMEMPWCHG 68
## 1303 1986-05-01 total29.USMEMPWCHG 54
## 1304 1986-06-01 total29.USMEMPWCHG 325
## 1305 1986-07-01 total29.USMEMPWCHG 197
## 1306 1986-08-01 total29.USMEMPWCHG 17
## 1307 1986-09-01 total29.USMEMPWCHG -1
## 1308 1986-10-01 total29.USMEMPWCHG 109
## 1309 1986-11-01 total29.USMEMPWCHG 23
## 1310 1986-12-01 total29.USMEMPWCHG 84
## 1311 1987-01-01 total29.USMEMPWCHG 124
## 1312 1987-02-01 total29.USMEMPWCHG 64
## 1313 1987-03-01 total29.USMEMPWCHG 136
## 1314 1987-04-01 total29.USMEMPWCHG 119
## 1315 1987-05-01 total29.USMEMPWCHG 288
## 1316 1987-06-01 total29.USMEMPWCHG -94
## 1317 1987-07-01 total29.USMEMPWCHG 61
## 1318 1987-08-01 total29.USMEMPWCHG -94
## 1319 1987-09-01 total29.USMEMPWCHG -43
## 1320 1987-10-01 total29.USMEMPWCHG 55
## 1321 1987-11-01 total29.USMEMPWCHG 60
## 1322 1987-12-01 total29.USMEMPWCHG 79
## 1323 1988-01-01 total29.USMEMPWCHG 70
## 1324 1988-02-01 total29.USMEMPWCHG 217
## 1325 1988-03-01 total29.USMEMPWCHG 118
## 1326 1988-04-01 total29.USMEMPWCHG -39
## 1327 1988-05-01 total29.USMEMPWCHG -177
## 1328 1988-06-01 total29.USMEMPWCHG 119
## 1329 1988-07-01 total29.USMEMPWCHG -7
## 1330 1988-08-01 total29.USMEMPWCHG 165
## 1331 1988-09-01 total29.USMEMPWCHG 91
## 1332 1988-10-01 total29.USMEMPWCHG 62
## 1333 1988-11-01 total29.USMEMPWCHG 100
## 1334 1988-12-01 total29.USMEMPWCHG 59
## 1335 1989-01-01 total29.USMEMPWCHG 419
## 1336 1989-02-01 total29.USMEMPWCHG -124
## 1337 1989-03-01 total29.USMEMPWCHG 150
## 1338 1989-04-01 total29.USMEMPWCHG -2
## 1339 1989-05-01 total29.USMEMPWCHG 35
## 1340 1989-06-01 total29.USMEMPWCHG -150
## 1341 1989-07-01 total29.USMEMPWCHG 2
## 1342 1989-08-01 total29.USMEMPWCHG -265
## 1343 1989-09-01 total29.USMEMPWCHG 340
## 1344 1989-10-01 total29.USMEMPWCHG 42
## 1345 1989-11-01 total29.USMEMPWCHG 288
## 1346 1989-12-01 total29.USMEMPWCHG -152
## 1347 1990-01-01 total29.USMEMPWCHG 127
## 1348 1990-02-01 total29.USMEMPWCHG -94
## 1349 1990-03-01 total29.USMEMPWCHG -13
## 1350 1990-04-01 total29.USMEMPWCHG -33
## 1351 1990-05-01 total29.USMEMPWCHG 263
## 1352 1990-06-01 total29.USMEMPWCHG -289
## 1353 1990-07-01 total29.USMEMPWCHG -43
## 1354 1990-08-01 total29.USMEMPWCHG 52
## 1355 1990-09-01 total29.USMEMPWCHG 40
## 1356 1990-10-01 total29.USMEMPWCHG 7
## 1357 1990-11-01 total29.USMEMPWCHG -61
## 1358 1990-12-01 total29.USMEMPWCHG -35
## 1359 1991-01-01 total29.USMEMPWCHG -16
## 1360 1991-02-01 total29.USMEMPWCHG 46
## 1361 1991-03-01 total29.USMEMPWCHG -123
## 1362 1991-04-01 total29.USMEMPWCHG 169
## 1363 1991-05-01 total29.USMEMPWCHG -124
## 1364 1991-06-01 total29.USMEMPWCHG 103
## 1365 1991-07-01 total29.USMEMPWCHG 96
## 1366 1991-08-01 total29.USMEMPWCHG -17
## 1367 1991-09-01 total29.USMEMPWCHG 88
## 1368 1991-10-01 total29.USMEMPWCHG 34
## 1369 1991-11-01 total29.USMEMPWCHG -87
## 1370 1991-12-01 total29.USMEMPWCHG -159
## 1371 1992-01-01 total29.USMEMPWCHG 187
## 1372 1992-02-01 total29.USMEMPWCHG -49
## 1373 1992-03-01 total29.USMEMPWCHG 237
## 1374 1992-04-01 total29.USMEMPWCHG 23
## 1375 1992-05-01 total29.USMEMPWCHG 108
## 1376 1992-06-01 total29.USMEMPWCHG 170
## 1377 1992-07-01 total29.USMEMPWCHG -18
## 1378 1992-08-01 total29.USMEMPWCHG -98
## 1379 1992-09-01 total29.USMEMPWCHG -30
## 1380 1992-10-01 total29.USMEMPWCHG -50
## 1381 1992-11-01 total29.USMEMPWCHG 74
## 1382 1992-12-01 total29.USMEMPWCHG 45
## 1383 1993-01-01 total29.USMEMPWCHG 23
## 1384 1993-02-01 total29.USMEMPWCHG 59
## 1385 1993-03-01 total29.USMEMPWCHG 220
## 1386 1993-04-01 total29.USMEMPWCHG -351
## 1387 1993-05-01 total29.USMEMPWCHG 245
## 1388 1993-06-01 total29.USMEMPWCHG 32
## 1389 1993-07-01 total29.USMEMPWCHG -89
## 1390 1993-08-01 total29.USMEMPWCHG 160
## 1391 1993-09-01 total29.USMEMPWCHG -16
## 1392 1993-10-01 total29.USMEMPWCHG 122
## 1393 1993-11-01 total29.USMEMPWCHG 175
## 1394 1993-12-01 total29.USMEMPWCHG 170
## 1395 1994-01-01 total29.USMEMPWCHG 595
## 1396 1994-02-01 total29.USMEMPWCHG -3
## 1397 1994-03-01 total29.USMEMPWCHG -243
## 1398 1994-04-01 total29.USMEMPWCHG 89
## 1399 1994-05-01 total29.USMEMPWCHG -16
## 1400 1994-06-01 total29.USMEMPWCHG -137
## 1401 1994-07-01 total29.USMEMPWCHG 79
## 1402 1994-08-01 total29.USMEMPWCHG 154
## 1403 1994-09-01 total29.USMEMPWCHG 308
## 1404 1994-10-01 total29.USMEMPWCHG -107
## 1405 1994-11-01 total29.USMEMPWCHG 93
## 1406 1994-12-01 total29.USMEMPWCHG -17
## 1407 1995-01-01 total29.USMEMPWCHG -9
## 1408 1995-02-01 total29.USMEMPWCHG 187
## 1409 1995-03-01 total29.USMEMPWCHG 157
## 1410 1995-04-01 total29.USMEMPWCHG 45
## 1411 1995-05-01 total29.USMEMPWCHG -67
## 1412 1995-06-01 total29.USMEMPWCHG -96
## 1413 1995-07-01 total29.USMEMPWCHG 118
## 1414 1995-08-01 total29.USMEMPWCHG -37
## 1415 1995-09-01 total29.USMEMPWCHG 3
## 1416 1995-10-01 total29.USMEMPWCHG 87
## 1417 1995-11-01 total29.USMEMPWCHG 39
## 1418 1995-12-01 total29.USMEMPWCHG -179
## 1419 1996-01-01 total29.USMEMPWCHG 12
## 1420 1996-02-01 total29.USMEMPWCHG 132
## 1421 1996-03-01 total29.USMEMPWCHG -24
## 1422 1996-04-01 total29.USMEMPWCHG -164
## 1423 1996-05-01 total29.USMEMPWCHG 415
## 1424 1996-06-01 total29.USMEMPWCHG 192
## 1425 1996-07-01 total29.USMEMPWCHG 57
## 1426 1996-08-01 total29.USMEMPWCHG 32
## 1427 1996-09-01 total29.USMEMPWCHG 7
## 1428 1996-10-01 total29.USMEMPWCHG -215
## 1429 1996-11-01 total29.USMEMPWCHG 66
## 1430 1996-12-01 total29.USMEMPWCHG 22
## 1431 1997-01-01 total29.USMEMPWCHG 33
## 1432 1997-02-01 total29.USMEMPWCHG 12
## 1433 1997-03-01 total29.USMEMPWCHG 94
## 1434 1997-04-01 total29.USMEMPWCHG -215
## 1435 1997-05-01 total29.USMEMPWCHG 39
## 1436 1997-06-01 total29.USMEMPWCHG 129
## 1437 1997-07-01 total29.USMEMPWCHG 261
## 1438 1997-08-01 total29.USMEMPWCHG 61
## 1439 1997-09-01 total29.USMEMPWCHG -62
## 1440 1997-10-01 total29.USMEMPWCHG 75
## 1441 1997-11-01 total29.USMEMPWCHG -96
## 1442 1997-12-01 total29.USMEMPWCHG 40
## 1443 1998-01-01 total29.USMEMPWCHG -347
## 1444 1998-02-01 total29.USMEMPWCHG 239
## 1445 1998-03-01 total29.USMEMPWCHG 33
## 1446 1998-04-01 total29.USMEMPWCHG 51
## 1447 1998-05-01 total29.USMEMPWCHG -112
## 1448 1998-06-01 total29.USMEMPWCHG 4
## 1449 1998-07-01 total29.USMEMPWCHG -6
## 1450 1998-08-01 total29.USMEMPWCHG -54
## 1451 1998-09-01 total29.USMEMPWCHG 234
## 1452 1998-10-01 total29.USMEMPWCHG 151
## 1453 1998-11-01 total29.USMEMPWCHG -78
## 1454 1998-12-01 total29.USMEMPWCHG 99
## 1455 1999-01-01 total29.USMEMPWCHG 151
## 1456 1999-02-01 total29.USMEMPWCHG -235
## 1457 1999-03-01 total29.USMEMPWCHG 52
## 1458 1999-04-01 total29.USMEMPWCHG 124
## 1459 1999-05-01 total29.USMEMPWCHG 194
## 1460 1999-06-01 total29.USMEMPWCHG 363
## 1461 1999-07-01 total29.USMEMPWCHG -338
## 1462 1999-08-01 total29.USMEMPWCHG 106
## 1463 1999-09-01 total29.USMEMPWCHG -198
## 1464 1999-10-01 total29.USMEMPWCHG 233
## 1465 1999-11-01 total29.USMEMPWCHG 155
## 1466 1999-12-01 total29.USMEMPWCHG 140
## 1467 2000-01-01 total29.USMEMPWCHG 445
## 1468 2000-02-01 total29.USMEMPWCHG -84
## 1469 2000-03-01 total29.USMEMPWCHG -78
## 1470 2000-04-01 total29.USMEMPWCHG 162
## 1471 2000-05-01 total29.USMEMPWCHG -39
## 1472 2000-06-01 total29.USMEMPWCHG 106
## 1473 2000-07-01 total29.USMEMPWCHG -193
## 1474 2000-08-01 total29.USMEMPWCHG -245
## 1475 2000-09-01 total29.USMEMPWCHG 17
## 1476 2000-10-01 total29.USMEMPWCHG 183
## 1477 2000-11-01 total29.USMEMPWCHG 27
## 1478 2000-12-01 total29.USMEMPWCHG 85
## 1479 2001-01-01 total29.USMEMPWCHG 221
## 1480 2001-02-01 total29.USMEMPWCHG 3
## 1481 2001-03-01 total29.USMEMPWCHG 13
## 1482 2001-04-01 total29.USMEMPWCHG -252
## 1483 2001-05-01 total29.USMEMPWCHG 33
## 1484 2001-06-01 total29.USMEMPWCHG -205
## 1485 2001-07-01 total29.USMEMPWCHG 90
## 1486 2001-08-01 total29.USMEMPWCHG 23
## 1487 2001-09-01 total29.USMEMPWCHG -65
## 1488 2001-10-01 total29.USMEMPWCHG -483
## 1489 2001-11-01 total29.USMEMPWCHG 165
## 1490 2001-12-01 total29.USMEMPWCHG -108
## 1491 2002-01-01 total29.USMEMPWCHG 71
## 1492 2002-02-01 total29.USMEMPWCHG 505
## 1493 2002-03-01 total29.USMEMPWCHG -158
## 1494 2002-04-01 total29.USMEMPWCHG -46
## 1495 2002-05-01 total29.USMEMPWCHG 1
## 1496 2002-06-01 total29.USMEMPWCHG 41
## 1497 2002-07-01 total29.USMEMPWCHG -61
## 1498 2002-08-01 total29.USMEMPWCHG 263
## 1499 2002-09-01 total29.USMEMPWCHG 243
## 1500 2002-10-01 total29.USMEMPWCHG -379
## 1501 2002-11-01 total29.USMEMPWCHG -66
## 1502 2002-12-01 total29.USMEMPWCHG -80
## 1503 2003-01-01 total29.USMEMPWCHG 467
## 1504 2003-02-01 total29.USMEMPWCHG 119
## 1505 2003-03-01 total29.USMEMPWCHG 46
## 1506 2003-04-01 total29.USMEMPWCHG 47
## 1507 2003-05-01 total29.USMEMPWCHG -208
## 1508 2003-06-01 total29.USMEMPWCHG 149
## 1509 2003-07-01 total29.USMEMPWCHG -50
## 1510 2003-08-01 total29.USMEMPWCHG 82
## 1511 2003-09-01 total29.USMEMPWCHG -75
## 1512 2003-10-01 total29.USMEMPWCHG 272
## 1513 2003-11-01 total29.USMEMPWCHG 19
## 1514 2003-12-01 total29.USMEMPWCHG -82
## 1515 2004-01-01 total29.USMEMPWCHG -257
## 1516 2004-02-01 total29.USMEMPWCHG -19
## 1517 2004-03-01 total29.USMEMPWCHG -173
## 1518 2004-04-01 total29.USMEMPWCHG 18
## 1519 2004-05-01 total29.USMEMPWCHG 110
## 1520 2004-06-01 total29.USMEMPWCHG -78
## 1521 2004-07-01 total29.USMEMPWCHG 94
## 1522 2004-08-01 total29.USMEMPWCHG -83
## 1523 2004-09-01 total29.USMEMPWCHG 241
## 1524 2004-10-01 total29.USMEMPWCHG 153
## 1525 2004-11-01 total29.USMEMPWCHG 138
## 1526 2004-12-01 total29.USMEMPWCHG -129
## 1527 2005-01-01 total29.USMEMPWCHG -71
## 1528 2005-02-01 total29.USMEMPWCHG -106
## 1529 2005-03-01 total29.USMEMPWCHG -321
## 1530 2005-04-01 total29.USMEMPWCHG 172
## 1531 2005-05-01 total29.USMEMPWCHG 161
## 1532 2005-06-01 total29.USMEMPWCHG -210
## 1533 2005-07-01 total29.USMEMPWCHG 396
## 1534 2005-08-01 total29.USMEMPWCHG 87
## 1535 2005-09-01 total29.USMEMPWCHG -34
## 1536 2005-10-01 total29.USMEMPWCHG 87
## 1537 2005-11-01 total29.USMEMPWCHG -28
## 1538 2005-12-01 total29.USMEMPWCHG 127
## 1539 2006-01-01 total29.USMEMPWCHG 202
## 1540 2006-02-01 total29.USMEMPWCHG -187
## 1541 2006-03-01 total29.USMEMPWCHG -26
## 1542 2006-04-01 total29.USMEMPWCHG 108
## 1543 2006-05-01 total29.USMEMPWCHG -172
## 1544 2006-06-01 total29.USMEMPWCHG 92
## 1545 2006-07-01 total29.USMEMPWCHG 69
## 1546 2006-08-01 total29.USMEMPWCHG 84
## 1547 2006-09-01 total29.USMEMPWCHG 182
## 1548 2006-10-01 total29.USMEMPWCHG 13
## 1549 2006-11-01 total29.USMEMPWCHG 17
## 1550 2006-12-01 total29.USMEMPWCHG 72
## 1551 2007-01-01 total29.USMEMPWCHG 165
## 1552 2007-02-01 total29.USMEMPWCHG 90
## 1553 2007-03-01 total29.USMEMPWCHG 398
## 1554 2007-04-01 total29.USMEMPWCHG -266
## 1555 2007-05-01 total29.USMEMPWCHG 96
## 1556 2007-06-01 total29.USMEMPWCHG -81
## 1557 2007-07-01 total29.USMEMPWCHG -110
## 1558 2007-08-01 total29.USMEMPWCHG -67
## 1559 2007-09-01 total29.USMEMPWCHG -36
## 1560 2007-10-01 total29.USMEMPWCHG -137
## 1561 2007-11-01 total29.USMEMPWCHG 161
## 1562 2007-12-01 total29.USMEMPWCHG -168
## 1563 2008-01-01 total29.USMEMPWCHG -35
## 1564 2008-02-01 total29.USMEMPWCHG 85
## 1565 2008-03-01 total29.USMEMPWCHG 152
## 1566 2008-04-01 total29.USMEMPWCHG 337
## 1567 2008-05-01 total29.USMEMPWCHG 22
## 1568 2008-06-01 total29.USMEMPWCHG 26
## 1569 2008-07-01 total29.USMEMPWCHG -64
## 1570 2008-08-01 total29.USMEMPWCHG -64
## 1571 2008-09-01 total29.USMEMPWCHG -142
## 1572 2008-10-01 total29.USMEMPWCHG -251
## 1573 2008-11-01 total29.USMEMPWCHG -8
## 1574 2008-12-01 total29.USMEMPWCHG -113
## 1575 2009-01-01 total29.USMEMPWCHG -329
## 1576 2009-02-01 total29.USMEMPWCHG 224
## 1577 2009-03-01 total29.USMEMPWCHG -7
## 1578 2009-04-01 total29.USMEMPWCHG 51
## 1579 2009-05-01 total29.USMEMPWCHG -34
## 1580 2009-06-01 total29.USMEMPWCHG 75
## 1581 2009-07-01 total29.USMEMPWCHG -104
## 1582 2009-08-01 total29.USMEMPWCHG -163
## 1583 2009-09-01 total29.USMEMPWCHG -368
## 1584 2009-10-01 total29.USMEMPWCHG -212
## 1585 2009-11-01 total29.USMEMPWCHG 116
## 1586 2009-12-01 total29.USMEMPWCHG 89
## 1587 2010-01-01 total29.USMEMPWCHG 35
## 1588 2010-02-01 total29.USMEMPWCHG 212
## 1589 2010-03-01 total29.USMEMPWCHG -309
## 1590 2010-04-01 total29.USMEMPWCHG -151
## 1591 2010-05-01 total29.USMEMPWCHG -390
## 1592 2010-06-01 total29.USMEMPWCHG 199
## 1593 2010-07-01 total29.USMEMPWCHG -39
## 1594 2010-08-01 total29.USMEMPWCHG -162
## 1595 2010-09-01 total29.USMEMPWCHG 161
## 1596 2010-10-01 total29.USMEMPWCHG 59
## 1597 2010-11-01 total29.USMEMPWCHG -57
## 1598 2010-12-01 total29.USMEMPWCHG 99
## 1599 2011-01-01 total29.USMEMPWCHG -71
## 1600 2011-02-01 total29.USMEMPWCHG -90
## 1601 2011-03-01 total29.USMEMPWCHG -174
## 1602 2011-04-01 total29.USMEMPWCHG -94
## 1603 2011-05-01 total29.USMEMPWCHG -344
## 1604 2011-06-01 total29.USMEMPWCHG -20
## 1605 2011-07-01 total29.USMEMPWCHG 99
## 1606 2011-08-01 total29.USMEMPWCHG 7
## 1607 2011-09-01 total29.USMEMPWCHG 153
## 1608 2011-10-01 total29.USMEMPWCHG 236
## 1609 2011-11-01 total29.USMEMPWCHG 179
## 1610 2011-12-01 total29.USMEMPWCHG -208
## 1611 2012-01-01 total29.USMEMPWCHG 317
## 1612 2012-02-01 total29.USMEMPWCHG -158
## 1613 2012-03-01 total29.USMEMPWCHG -7
## 1614 2012-04-01 total29.USMEMPWCHG -66
## 1615 2012-05-01 total29.USMEMPWCHG 246
## 1616 2012-06-01 total29.USMEMPWCHG -33
## 1617 2012-07-01 total29.USMEMPWCHG -110
## 1618 2012-08-01 total29.USMEMPWCHG 289
## 1619 2012-09-01 total29.USMEMPWCHG 57
## 1620 2012-10-01 total29.USMEMPWCHG -204
## 1621 2012-11-01 total29.USMEMPWCHG -4
## 1622 2012-12-01 total29.USMEMPWCHG 117
## 1623 2013-01-01 total29.USMEMPWCHG -275
## 1624 2013-02-01 total29.USMEMPWCHG 35
## 1625 2013-03-01 total29.USMEMPWCHG -164
## 1626 2013-04-01 total29.USMEMPWCHG 123
## 1627 2013-05-01 total29.USMEMPWCHG 284
## 1628 2013-06-01 total29.USMEMPWCHG -39
## 1629 2013-07-01 total29.USMEMPWCHG 43
## 1630 2013-08-01 total29.USMEMPWCHG 10
## 1631 2013-09-01 total29.USMEMPWCHG -189
## 1632 2013-10-01 total29.USMEMPWCHG -213
## 1633 2013-11-01 total29.USMEMPWCHG 126
## 1634 2013-12-01 total29.USMEMPWCHG 186
## 1635 2014-01-01 total29.USMEMPWCHG -6
## 1636 2014-02-01 total29.USMEMPWCHG 61
## 1637 2014-03-01 total29.USMEMPWCHG 23
## 1638 2014-04-01 total29.USMEMPWCHG 80
## 1639 2014-05-01 total29.USMEMPWCHG -50
## 1640 2014-06-01 total29.USMEMPWCHG 32
## 1641 2014-07-01 total29.USMEMPWCHG -50
## 1642 2014-08-01 total29.USMEMPWCHG 56
## 1643 2014-09-01 total29.USMEMPWCHG 95
## 1644 2014-10-01 total29.USMEMPWCHG -25
## 1645 2014-11-01 total29.USMEMPWCHG 16
## 1646 2014-12-01 total29.USMEMPWCHG -102
## 1647 2015-01-01 total29.USMEMPWCHG 216
## 1648 2015-02-01 total29.USMEMPWCHG -8
## 1649 2015-03-01 total29.USMEMPWCHG 7
## 1650 2015-04-01 total29.USMEMPWCHG -6
## 1651 2015-05-01 total29.USMEMPWCHG -46
## 1652 2015-06-01 total29.USMEMPWCHG 108
## 1653 2015-07-01 total29.USMEMPWCHG -134
## 1654 2015-08-01 total29.USMEMPWCHG 126
## 1655 2015-09-01 total29.USMEMPWCHG 109
## 1656 2015-10-01 total29.USMEMPWCHG 52
## 1657 2015-11-01 total29.USMEMPWCHG 80
## 1658 2015-12-01 total29.USMEMPWCHG -110
## 1659 2016-01-01 total29.USMEMPWCHG -26
## 1660 2016-02-01 total29.USMEMPWCHG 39
## 1661 2016-03-01 total29.USMEMPWCHG 125
## 1662 2016-04-01 total29.USMEMPWCHG -74
## 1663 2016-05-01 total29.USMEMPWCHG -48
## 1664 2016-06-01 total29.USMEMPWCHG 100
## 1665 2016-07-01 total29.USMEMPWCHG 90
## 1666 2016-08-01 total29.USMEMPWCHG 51
## 1667 2016-09-01 total29.USMEMPWCHG 256
## 1668 2016-10-01 total29.USMEMPWCHG -243
## 1669 2016-11-01 total29.USMEMPWCHG -21
## 1670 2016-12-01 total29.USMEMPWCHG 141
## 1671 2017-01-01 total29.USMEMPWCHG -8
## 1672 2017-02-01 total29.USMEMPWCHG 174
## 1673 2017-03-01 total29.USMEMPWCHG 188
## 1674 2017-04-01 total29.USMEMPWCHG 37
## 1675 2017-05-01 total29.USMEMPWCHG 229
## 1676 2017-06-01 total29.USMEMPWCHG -262
## 1677 2017-07-01 total29.USMEMPWCHG 97
## 1678 2017-08-01 total29.USMEMPWCHG -481
## 1679 2017-09-01 total29.USMEMPWCHG 199
## 1680 2017-10-01 total29.USMEMPWCHG 150
## 1681 2017-11-01 total29.USMEMPWCHG 27
## 1682 2017-12-01 total29.USMEMPWCHG -129
## 1683 2018-01-01 total29.USMEMPWCHG -58
## 1684 2018-02-01 total29.USMEMPWCHG -116
## 1685 2018-03-01 total29.USMEMPWCHG -84
## 1686 2018-04-01 total29.USMEMPWCHG 721
## 1687 2018-05-01 total29.USMEMPWCHG -100
## 1688 2018-06-01 total29.USMEMPWCHG 8
## 1689 2018-07-01 total29.USMEMPWCHG -1
## 1690 2018-08-01 total29.USMEMPWCHG -14
## 1691 2018-09-01 total29.USMEMPWCHG 12
## 1692 2018-10-01 total29.USMEMPWCHG -79
## 1693 2018-11-01 total29.USMEMPWCHG 200
## 1694 2018-12-01 total29.USMEMPWCHG 131
## 1695 2019-01-01 total29.USMEMPWCHG 99
## 1696 2019-02-01 total29.USMEMPWCHG 36
## 1697 2019-03-01 total29.USMEMPWCHG -86
## 1698 2019-04-01 total29.USMEMPWCHG -186
## 1699 2019-05-01 total29.USMEMPWCHG -188
## 1700 2019-06-01 total29.USMEMPWCHG 67
## 1701 2019-07-01 total29.USMEMPWCHG 91
## 1702 2019-08-01 total29.USMEMPWCHG 214
## 1703 2019-09-01 total29.USMEMPWCHG 89
## 1704 2019-10-01 total29.USMEMPWCHG 179
## 1705 2019-11-01 total29.USMEMPWCHG -76
## 1706 2019-12-01 total29.USMEMPWCHG 50
## 1707 2020-01-01 total29.USMEMPWCHG 238
## 1708 2020-02-01 total29.USMEMPWCHG -272
## 1709 2020-03-01 total29.USMEMPWCHG -244
## 1710 2020-04-01 total29.USMEMPWCHG -4493
## 1711 2020-05-01 total29.USMEMPWCHG 1118
## 1712 2020-06-01 total29.USMEMPWCHG 1462
## 1713 2020-07-01 total29.USMEMPWCHG 354
## 1714 2020-08-01 total29.USMEMPWCHG 481
## 1715 2020-09-01 total29.USMEMPWCHG -949
## 1716 2020-10-01 total29.USMEMPWCHG 387
## 1717 1973-03-01 total29.USMEMPMCHG 113
## 1718 1973-04-01 total29.USMEMPMCHG -87
## 1719 1973-05-01 total29.USMEMPMCHG -31
## 1720 1973-06-01 total29.USMEMPMCHG 114
## 1721 1973-07-01 total29.USMEMPMCHG 182
## 1722 1973-08-01 total29.USMEMPMCHG -252
## 1723 1973-09-01 total29.USMEMPMCHG 51
## 1724 1973-10-01 total29.USMEMPMCHG 231
## 1725 1973-11-01 total29.USMEMPMCHG 38
## 1726 1973-12-01 total29.USMEMPMCHG 60
## 1727 1974-01-01 total29.USMEMPMCHG 150
## 1728 1974-02-01 total29.USMEMPMCHG -12
## 1729 1974-03-01 total29.USMEMPMCHG -210
## 1730 1974-04-01 total29.USMEMPMCHG -88
## 1731 1974-05-01 total29.USMEMPMCHG 46
## 1732 1974-06-01 total29.USMEMPMCHG -71
## 1733 1974-07-01 total29.USMEMPMCHG -128
## 1734 1974-08-01 total29.USMEMPMCHG 14
## 1735 1974-09-01 total29.USMEMPMCHG -25
## 1736 1974-10-01 total29.USMEMPMCHG 69
## 1737 1974-11-01 total29.USMEMPMCHG -232
## 1738 1974-12-01 total29.USMEMPMCHG -293
## 1739 1975-01-01 total29.USMEMPMCHG -437
## 1740 1975-02-01 total29.USMEMPMCHG -18
## 1741 1975-03-01 total29.USMEMPMCHG -80
## 1742 1975-04-01 total29.USMEMPMCHG 16
## 1743 1975-05-01 total29.USMEMPMCHG 26
## 1744 1975-06-01 total29.USMEMPMCHG -30
## 1745 1975-07-01 total29.USMEMPMCHG 144
## 1746 1975-08-01 total29.USMEMPMCHG 51
## 1747 1975-09-01 total29.USMEMPMCHG -62
## 1748 1975-10-01 total29.USMEMPMCHG 65
## 1749 1975-11-01 total29.USMEMPMCHG -29
## 1750 1975-12-01 total29.USMEMPMCHG -156
## 1751 1976-01-01 total29.USMEMPMCHG 141
## 1752 1976-02-01 total29.USMEMPMCHG 96
## 1753 1976-03-01 total29.USMEMPMCHG 98
## 1754 1976-04-01 total29.USMEMPMCHG 61
## 1755 1976-05-01 total29.USMEMPMCHG 5
## 1756 1976-06-01 total29.USMEMPMCHG -71
## 1757 1976-07-01 total29.USMEMPMCHG 59
## 1758 1976-08-01 total29.USMEMPMCHG 102
## 1759 1976-09-01 total29.USMEMPMCHG -52
## 1760 1976-10-01 total29.USMEMPMCHG -85
## 1761 1976-11-01 total29.USMEMPMCHG -111
## 1762 1976-12-01 total29.USMEMPMCHG 90
## 1763 1977-01-01 total29.USMEMPMCHG 112
## 1764 1977-02-01 total29.USMEMPMCHG 13
## 1765 1977-03-01 total29.USMEMPMCHG 93
## 1766 1977-04-01 total29.USMEMPMCHG 193
## 1767 1977-05-01 total29.USMEMPMCHG 16
## 1768 1977-06-01 total29.USMEMPMCHG 97
## 1769 1977-07-01 total29.USMEMPMCHG -100
## 1770 1977-08-01 total29.USMEMPMCHG -12
## 1771 1977-09-01 total29.USMEMPMCHG -21
## 1772 1977-10-01 total29.USMEMPMCHG 95
## 1773 1977-11-01 total29.USMEMPMCHG 97
## 1774 1977-12-01 total29.USMEMPMCHG 78
## 1775 1978-01-01 total29.USMEMPMCHG -38
## 1776 1978-02-01 total29.USMEMPMCHG 46
## 1777 1978-03-01 total29.USMEMPMCHG -285
## 1778 1978-04-01 total29.USMEMPMCHG 284
## 1779 1978-05-01 total29.USMEMPMCHG 19
## 1780 1978-06-01 total29.USMEMPMCHG 32
## 1781 1978-07-01 total29.USMEMPMCHG 26
## 1782 1978-08-01 total29.USMEMPMCHG -64
## 1783 1978-09-01 total29.USMEMPMCHG 185
## 1784 1978-10-01 total29.USMEMPMCHG 5
## 1785 1978-11-01 total29.USMEMPMCHG 215
## 1786 1978-12-01 total29.USMEMPMCHG 12
## 1787 1979-01-01 total29.USMEMPMCHG 164
## 1788 1979-02-01 total29.USMEMPMCHG 181
## 1789 1979-03-01 total29.USMEMPMCHG -172
## 1790 1979-04-01 total29.USMEMPMCHG -170
## 1791 1979-05-01 total29.USMEMPMCHG 65
## 1792 1979-06-01 total29.USMEMPMCHG 41
## 1793 1979-07-01 total29.USMEMPMCHG 133
## 1794 1979-08-01 total29.USMEMPMCHG 6
## 1795 1979-09-01 total29.USMEMPMCHG -20
## 1796 1979-10-01 total29.USMEMPMCHG -101
## 1797 1979-11-01 total29.USMEMPMCHG -221
## 1798 1979-12-01 total29.USMEMPMCHG 69
## 1799 1980-01-01 total29.USMEMPMCHG -98
## 1800 1980-02-01 total29.USMEMPMCHG 202
## 1801 1980-03-01 total29.USMEMPMCHG -291
## 1802 1980-04-01 total29.USMEMPMCHG -271
## 1803 1980-05-01 total29.USMEMPMCHG -325
## 1804 1980-06-01 total29.USMEMPMCHG 62
## 1805 1980-07-01 total29.USMEMPMCHG -174
## 1806 1980-08-01 total29.USMEMPMCHG -100
## 1807 1980-09-01 total29.USMEMPMCHG 62
## 1808 1980-10-01 total29.USMEMPMCHG 146
## 1809 1980-11-01 total29.USMEMPMCHG 148
## 1810 1980-12-01 total29.USMEMPMCHG 102
## 1811 1981-01-01 total29.USMEMPMCHG -23
## 1812 1981-02-01 total29.USMEMPMCHG -11
## 1813 1981-03-01 total29.USMEMPMCHG 75
## 1814 1981-04-01 total29.USMEMPMCHG 204
## 1815 1981-05-01 total29.USMEMPMCHG -219
## 1816 1981-06-01 total29.USMEMPMCHG -225
## 1817 1981-07-01 total29.USMEMPMCHG 39
## 1818 1981-08-01 total29.USMEMPMCHG -12
## 1819 1981-09-01 total29.USMEMPMCHG -92
## 1820 1981-10-01 total29.USMEMPMCHG -66
## 1821 1981-11-01 total29.USMEMPMCHG -127
## 1822 1981-12-01 total29.USMEMPMCHG -175
## 1823 1982-01-01 total29.USMEMPMCHG -93
## 1824 1982-02-01 total29.USMEMPMCHG 5
## 1825 1982-03-01 total29.USMEMPMCHG -72
## 1826 1982-04-01 total29.USMEMPMCHG -14
## 1827 1982-05-01 total29.USMEMPMCHG 23
## 1828 1982-06-01 total29.USMEMPMCHG -20
## 1829 1982-07-01 total29.USMEMPMCHG -96
## 1830 1982-08-01 total29.USMEMPMCHG -49
## 1831 1982-09-01 total29.USMEMPMCHG -106
## 1832 1982-10-01 total29.USMEMPMCHG -107
## 1833 1982-11-01 total29.USMEMPMCHG -249
## 1834 1982-12-01 total29.USMEMPMCHG -126
## 1835 1983-01-01 total29.USMEMPMCHG -29
## 1836 1983-02-01 total29.USMEMPMCHG -54
## 1837 1983-03-01 total29.USMEMPMCHG 56
## 1838 1983-04-01 total29.USMEMPMCHG 39
## 1839 1983-05-01 total29.USMEMPMCHG 19
## 1840 1983-06-01 total29.USMEMPMCHG 373
## 1841 1983-07-01 total29.USMEMPMCHG 383
## 1842 1983-08-01 total29.USMEMPMCHG 72
## 1843 1983-09-01 total29.USMEMPMCHG -24
## 1844 1983-10-01 total29.USMEMPMCHG -22
## 1845 1983-11-01 total29.USMEMPMCHG 76
## 1846 1983-12-01 total29.USMEMPMCHG 97
## 1847 1984-01-01 total29.USMEMPMCHG 135
## 1848 1984-02-01 total29.USMEMPMCHG 223
## 1849 1984-03-01 total29.USMEMPMCHG -9
## 1850 1984-04-01 total29.USMEMPMCHG 120
## 1851 1984-05-01 total29.USMEMPMCHG 68
## 1852 1984-06-01 total29.USMEMPMCHG 64
## 1853 1984-07-01 total29.USMEMPMCHG 111
## 1854 1984-08-01 total29.USMEMPMCHG -72
## 1855 1984-09-01 total29.USMEMPMCHG 36
## 1856 1984-10-01 total29.USMEMPMCHG -87
## 1857 1984-11-01 total29.USMEMPMCHG 207
## 1858 1984-12-01 total29.USMEMPMCHG 70
## 1859 1985-01-01 total29.USMEMPMCHG -19
## 1860 1985-02-01 total29.USMEMPMCHG -13
## 1861 1985-03-01 total29.USMEMPMCHG 140
## 1862 1985-04-01 total29.USMEMPMCHG -124
## 1863 1985-05-01 total29.USMEMPMCHG -107
## 1864 1985-06-01 total29.USMEMPMCHG -268
## 1865 1985-07-01 total29.USMEMPMCHG 146
## 1866 1985-08-01 total29.USMEMPMCHG 48
## 1867 1985-09-01 total29.USMEMPMCHG 13
## 1868 1985-10-01 total29.USMEMPMCHG 158
## 1869 1985-11-01 total29.USMEMPMCHG -40
## 1870 1985-12-01 total29.USMEMPMCHG -62
## 1871 1986-01-01 total29.USMEMPMCHG 294
## 1872 1986-02-01 total29.USMEMPMCHG -146
## 1873 1986-03-01 total29.USMEMPMCHG -33
## 1874 1986-04-01 total29.USMEMPMCHG 180
## 1875 1986-05-01 total29.USMEMPMCHG 102
## 1876 1986-06-01 total29.USMEMPMCHG 15
## 1877 1986-07-01 total29.USMEMPMCHG 3
## 1878 1986-08-01 total29.USMEMPMCHG 119
## 1879 1986-09-01 total29.USMEMPMCHG -47
## 1880 1986-10-01 total29.USMEMPMCHG 31
## 1881 1986-11-01 total29.USMEMPMCHG 188
## 1882 1986-12-01 total29.USMEMPMCHG 98
## 1883 1987-01-01 total29.USMEMPMCHG 19
## 1884 1987-02-01 total29.USMEMPMCHG -129
## 1885 1987-03-01 total29.USMEMPMCHG 74
## 1886 1987-04-01 total29.USMEMPMCHG 25
## 1887 1987-05-01 total29.USMEMPMCHG 90
## 1888 1987-06-01 total29.USMEMPMCHG -11
## 1889 1987-07-01 total29.USMEMPMCHG 152
## 1890 1987-08-01 total29.USMEMPMCHG 106
## 1891 1987-09-01 total29.USMEMPMCHG 50
## 1892 1987-10-01 total29.USMEMPMCHG 173
## 1893 1987-11-01 total29.USMEMPMCHG 94
## 1894 1987-12-01 total29.USMEMPMCHG -40
## 1895 1988-01-01 total29.USMEMPMCHG -255
## 1896 1988-02-01 total29.USMEMPMCHG 41
## 1897 1988-03-01 total29.USMEMPMCHG -39
## 1898 1988-04-01 total29.USMEMPMCHG 104
## 1899 1988-05-01 total29.USMEMPMCHG -152
## 1900 1988-06-01 total29.USMEMPMCHG 142
## 1901 1988-07-01 total29.USMEMPMCHG 68
## 1902 1988-08-01 total29.USMEMPMCHG 67
## 1903 1988-09-01 total29.USMEMPMCHG -78
## 1904 1988-10-01 total29.USMEMPMCHG 2
## 1905 1988-11-01 total29.USMEMPMCHG -142
## 1906 1988-12-01 total29.USMEMPMCHG 103
## 1907 1989-01-01 total29.USMEMPMCHG 412
## 1908 1989-02-01 total29.USMEMPMCHG -72
## 1909 1989-03-01 total29.USMEMPMCHG 132
## 1910 1989-04-01 total29.USMEMPMCHG -101
## 1911 1989-05-01 total29.USMEMPMCHG 59
## 1912 1989-06-01 total29.USMEMPMCHG 177
## 1913 1989-07-01 total29.USMEMPMCHG 37
## 1914 1989-08-01 total29.USMEMPMCHG -361
## 1915 1989-09-01 total29.USMEMPMCHG -210
## 1916 1989-10-01 total29.USMEMPMCHG 200
## 1917 1989-11-01 total29.USMEMPMCHG -10
## 1918 1989-12-01 total29.USMEMPMCHG 207
## 1919 1990-01-01 total29.USMEMPMCHG 247
## 1920 1990-02-01 total29.USMEMPMCHG 46
## 1921 1990-03-01 total29.USMEMPMCHG -193
## 1922 1990-04-01 total29.USMEMPMCHG -321
## 1923 1990-05-01 total29.USMEMPMCHG 66
## 1924 1990-06-01 total29.USMEMPMCHG -77
## 1925 1990-07-01 total29.USMEMPMCHG -53
## 1926 1990-08-01 total29.USMEMPMCHG -2
## 1927 1990-09-01 total29.USMEMPMCHG 51
## 1928 1990-10-01 total29.USMEMPMCHG -23
## 1929 1990-11-01 total29.USMEMPMCHG -52
## 1930 1990-12-01 total29.USMEMPMCHG -2
## 1931 1991-01-01 total29.USMEMPMCHG -97
## 1932 1991-02-01 total29.USMEMPMCHG -44
## 1933 1991-03-01 total29.USMEMPMCHG -52
## 1934 1991-04-01 total29.USMEMPMCHG -33
## 1935 1991-05-01 total29.USMEMPMCHG -217
## 1936 1991-06-01 total29.USMEMPMCHG 190
## 1937 1991-07-01 total29.USMEMPMCHG 205
## 1938 1991-08-01 total29.USMEMPMCHG -130
## 1939 1991-09-01 total29.USMEMPMCHG -40
## 1940 1991-10-01 total29.USMEMPMCHG 60
## 1941 1991-11-01 total29.USMEMPMCHG -120
## 1942 1991-12-01 total29.USMEMPMCHG -173
## 1943 1992-01-01 total29.USMEMPMCHG 46
## 1944 1992-02-01 total29.USMEMPMCHG -360
## 1945 1992-03-01 total29.USMEMPMCHG 312
## 1946 1992-04-01 total29.USMEMPMCHG 50
## 1947 1992-05-01 total29.USMEMPMCHG 32
## 1948 1992-06-01 total29.USMEMPMCHG 70
## 1949 1992-07-01 total29.USMEMPMCHG -2
## 1950 1992-08-01 total29.USMEMPMCHG 28
## 1951 1992-09-01 total29.USMEMPMCHG -4
## 1952 1992-10-01 total29.USMEMPMCHG 75
## 1953 1992-11-01 total29.USMEMPMCHG 157
## 1954 1992-12-01 total29.USMEMPMCHG 125
## 1955 1993-01-01 total29.USMEMPMCHG 58
## 1956 1993-02-01 total29.USMEMPMCHG 112
## 1957 1993-03-01 total29.USMEMPMCHG 44
## 1958 1993-04-01 total29.USMEMPMCHG 50
## 1959 1993-05-01 total29.USMEMPMCHG 75
## 1960 1993-06-01 total29.USMEMPMCHG -21
## 1961 1993-07-01 total29.USMEMPMCHG -56
## 1962 1993-08-01 total29.USMEMPMCHG -161
## 1963 1993-09-01 total29.USMEMPMCHG 25
## 1964 1993-10-01 total29.USMEMPMCHG 16
## 1965 1993-11-01 total29.USMEMPMCHG 61
## 1966 1993-12-01 total29.USMEMPMCHG 70
## 1967 1994-01-01 total29.USMEMPMCHG 459
## 1968 1994-02-01 total29.USMEMPMCHG -231
## 1969 1994-03-01 total29.USMEMPMCHG 46
## 1970 1994-04-01 total29.USMEMPMCHG 73
## 1971 1994-05-01 total29.USMEMPMCHG 20
## 1972 1994-06-01 total29.USMEMPMCHG -41
## 1973 1994-07-01 total29.USMEMPMCHG -21
## 1974 1994-08-01 total29.USMEMPMCHG 164
## 1975 1994-09-01 total29.USMEMPMCHG 75
## 1976 1994-10-01 total29.USMEMPMCHG -111
## 1977 1994-11-01 total29.USMEMPMCHG 93
## 1978 1994-12-01 total29.USMEMPMCHG 132
## 1979 1995-01-01 total29.USMEMPMCHG 3
## 1980 1995-02-01 total29.USMEMPMCHG 380
## 1981 1995-03-01 total29.USMEMPMCHG 17
## 1982 1995-04-01 total29.USMEMPMCHG 50
## 1983 1995-05-01 total29.USMEMPMCHG -134
## 1984 1995-06-01 total29.USMEMPMCHG 5
## 1985 1995-07-01 total29.USMEMPMCHG 131
## 1986 1995-08-01 total29.USMEMPMCHG -59
## 1987 1995-09-01 total29.USMEMPMCHG 170
## 1988 1995-10-01 total29.USMEMPMCHG 59
## 1989 1995-11-01 total29.USMEMPMCHG -306
## 1990 1995-12-01 total29.USMEMPMCHG 20
## 1991 1996-01-01 total29.USMEMPMCHG -49
## 1992 1996-02-01 total29.USMEMPMCHG 291
## 1993 1996-03-01 total29.USMEMPMCHG -12
## 1994 1996-04-01 total29.USMEMPMCHG -24
## 1995 1996-05-01 total29.USMEMPMCHG 362
## 1996 1996-06-01 total29.USMEMPMCHG 53
## 1997 1996-07-01 total29.USMEMPMCHG -64
## 1998 1996-08-01 total29.USMEMPMCHG 63
## 1999 1996-09-01 total29.USMEMPMCHG -250
## 2000 1996-10-01 total29.USMEMPMCHG 226
## 2001 1996-11-01 total29.USMEMPMCHG -95
## 2002 1996-12-01 total29.USMEMPMCHG -16
## 2003 1997-01-01 total29.USMEMPMCHG 181
## 2004 1997-02-01 total29.USMEMPMCHG -218
## 2005 1997-03-01 total29.USMEMPMCHG 83
## 2006 1997-04-01 total29.USMEMPMCHG -80
## 2007 1997-05-01 total29.USMEMPMCHG 63
## 2008 1997-06-01 total29.USMEMPMCHG 28
## 2009 1997-07-01 total29.USMEMPMCHG 83
## 2010 1997-08-01 total29.USMEMPMCHG 90
## 2011 1997-09-01 total29.USMEMPMCHG -143
## 2012 1997-10-01 total29.USMEMPMCHG 204
## 2013 1997-11-01 total29.USMEMPMCHG 132
## 2014 1997-12-01 total29.USMEMPMCHG -24
## 2015 1998-01-01 total29.USMEMPMCHG -38
## 2016 1998-02-01 total29.USMEMPMCHG 88
## 2017 1998-03-01 total29.USMEMPMCHG -85
## 2018 1998-04-01 total29.USMEMPMCHG 36
## 2019 1998-05-01 total29.USMEMPMCHG -268
## 2020 1998-06-01 total29.USMEMPMCHG -25
## 2021 1998-07-01 total29.USMEMPMCHG 224
## 2022 1998-08-01 total29.USMEMPMCHG 3
## 2023 1998-09-01 total29.USMEMPMCHG 276
## 2024 1998-10-01 total29.USMEMPMCHG 15
## 2025 1998-11-01 total29.USMEMPMCHG 104
## 2026 1998-12-01 total29.USMEMPMCHG 3
## 2027 1999-01-01 total29.USMEMPMCHG 258
## 2028 1999-02-01 total29.USMEMPMCHG -390
## 2029 1999-03-01 total29.USMEMPMCHG 114
## 2030 1999-04-01 total29.USMEMPMCHG -10
## 2031 1999-05-01 total29.USMEMPMCHG -285
## 2032 1999-06-01 total29.USMEMPMCHG 326
## 2033 1999-07-01 total29.USMEMPMCHG 90
## 2034 1999-08-01 total29.USMEMPMCHG 3
## 2035 1999-09-01 total29.USMEMPMCHG 41
## 2036 1999-10-01 total29.USMEMPMCHG -136
## 2037 1999-11-01 total29.USMEMPMCHG 145
## 2038 1999-12-01 total29.USMEMPMCHG -42
## 2039 2000-01-01 total29.USMEMPMCHG 1281
## 2040 2000-02-01 total29.USMEMPMCHG -518
## 2041 2000-03-01 total29.USMEMPMCHG -151
## 2042 2000-04-01 total29.USMEMPMCHG 36
## 2043 2000-05-01 total29.USMEMPMCHG -140
## 2044 2000-06-01 total29.USMEMPMCHG 247
## 2045 2000-07-01 total29.USMEMPMCHG -89
## 2046 2000-08-01 total29.USMEMPMCHG 91
## 2047 2000-09-01 total29.USMEMPMCHG -24
## 2048 2000-10-01 total29.USMEMPMCHG 45
## 2049 2000-11-01 total29.USMEMPMCHG -34
## 2050 2000-12-01 total29.USMEMPMCHG -19
## 2051 2001-01-01 total29.USMEMPMCHG 85
## 2052 2001-02-01 total29.USMEMPMCHG -23
## 2053 2001-03-01 total29.USMEMPMCHG 40
## 2054 2001-04-01 total29.USMEMPMCHG 125
## 2055 2001-05-01 total29.USMEMPMCHG 13
## 2056 2001-06-01 total29.USMEMPMCHG -98
## 2057 2001-07-01 total29.USMEMPMCHG -154
## 2058 2001-08-01 total29.USMEMPMCHG -102
## 2059 2001-09-01 total29.USMEMPMCHG 31
## 2060 2001-10-01 total29.USMEMPMCHG -194
## 2061 2001-11-01 total29.USMEMPMCHG -83
## 2062 2001-12-01 total29.USMEMPMCHG -220
## 2063 2002-01-01 total29.USMEMPMCHG 222
## 2064 2002-02-01 total29.USMEMPMCHG 356
## 2065 2002-03-01 total29.USMEMPMCHG 97
## 2066 2002-04-01 total29.USMEMPMCHG -119
## 2067 2002-05-01 total29.USMEMPMCHG 245
## 2068 2002-06-01 total29.USMEMPMCHG -147
## 2069 2002-07-01 total29.USMEMPMCHG 60
## 2070 2002-08-01 total29.USMEMPMCHG 99
## 2071 2002-09-01 total29.USMEMPMCHG -16
## 2072 2002-10-01 total29.USMEMPMCHG 75
## 2073 2002-11-01 total29.USMEMPMCHG -248
## 2074 2002-12-01 total29.USMEMPMCHG -215
## 2075 2003-01-01 total29.USMEMPMCHG 383
## 2076 2003-02-01 total29.USMEMPMCHG 115
## 2077 2003-03-01 total29.USMEMPMCHG -50
## 2078 2003-04-01 total29.USMEMPMCHG 225
## 2079 2003-05-01 total29.USMEMPMCHG -75
## 2080 2003-06-01 total29.USMEMPMCHG -21
## 2081 2003-07-01 total29.USMEMPMCHG 294
## 2082 2003-08-01 total29.USMEMPMCHG -120
## 2083 2003-09-01 total29.USMEMPMCHG 40
## 2084 2003-10-01 total29.USMEMPMCHG 92
## 2085 2003-11-01 total29.USMEMPMCHG 311
## 2086 2003-12-01 total29.USMEMPMCHG 394
## 2087 2004-01-01 total29.USMEMPMCHG -75
## 2088 2004-02-01 total29.USMEMPMCHG -381
## 2089 2004-03-01 total29.USMEMPMCHG -71
## 2090 2004-04-01 total29.USMEMPMCHG -253
## 2091 2004-05-01 total29.USMEMPMCHG -35
## 2092 2004-06-01 total29.USMEMPMCHG 262
## 2093 2004-07-01 total29.USMEMPMCHG 73
## 2094 2004-08-01 total29.USMEMPMCHG 112
## 2095 2004-09-01 total29.USMEMPMCHG 86
## 2096 2004-10-01 total29.USMEMPMCHG 7
## 2097 2004-11-01 total29.USMEMPMCHG 300
## 2098 2004-12-01 total29.USMEMPMCHG -92
## 2099 2005-01-01 total29.USMEMPMCHG -299
## 2100 2005-02-01 total29.USMEMPMCHG 228
## 2101 2005-03-01 total29.USMEMPMCHG -14
## 2102 2005-04-01 total29.USMEMPMCHG 128
## 2103 2005-05-01 total29.USMEMPMCHG 168
## 2104 2005-06-01 total29.USMEMPMCHG -344
## 2105 2005-07-01 total29.USMEMPMCHG 269
## 2106 2005-08-01 total29.USMEMPMCHG 203
## 2107 2005-09-01 total29.USMEMPMCHG -229
## 2108 2005-10-01 total29.USMEMPMCHG 290
## 2109 2005-11-01 total29.USMEMPMCHG -314
## 2110 2005-12-01 total29.USMEMPMCHG 101
## 2111 2006-01-01 total29.USMEMPMCHG 189
## 2112 2006-02-01 total29.USMEMPMCHG -101
## 2113 2006-03-01 total29.USMEMPMCHG 61
## 2114 2006-04-01 total29.USMEMPMCHG 8
## 2115 2006-05-01 total29.USMEMPMCHG -33
## 2116 2006-06-01 total29.USMEMPMCHG -83
## 2117 2006-07-01 total29.USMEMPMCHG -83
## 2118 2006-08-01 total29.USMEMPMCHG -23
## 2119 2006-09-01 total29.USMEMPMCHG 105
## 2120 2006-10-01 total29.USMEMPMCHG -42
## 2121 2006-11-01 total29.USMEMPMCHG 194
## 2122 2006-12-01 total29.USMEMPMCHG 181
## 2123 2007-01-01 total29.USMEMPMCHG 274
## 2124 2007-02-01 total29.USMEMPMCHG 63
## 2125 2007-03-01 total29.USMEMPMCHG 281
## 2126 2007-04-01 total29.USMEMPMCHG -88
## 2127 2007-05-01 total29.USMEMPMCHG 23
## 2128 2007-06-01 total29.USMEMPMCHG -87
## 2129 2007-07-01 total29.USMEMPMCHG -153
## 2130 2007-08-01 total29.USMEMPMCHG -142
## 2131 2007-09-01 total29.USMEMPMCHG -15
## 2132 2007-10-01 total29.USMEMPMCHG -13
## 2133 2007-11-01 total29.USMEMPMCHG 151
## 2134 2007-12-01 total29.USMEMPMCHG -60
## 2135 2008-01-01 total29.USMEMPMCHG -36
## 2136 2008-02-01 total29.USMEMPMCHG 30
## 2137 2008-03-01 total29.USMEMPMCHG -106
## 2138 2008-04-01 total29.USMEMPMCHG -86
## 2139 2008-05-01 total29.USMEMPMCHG -97
## 2140 2008-06-01 total29.USMEMPMCHG -14
## 2141 2008-07-01 total29.USMEMPMCHG 203
## 2142 2008-08-01 total29.USMEMPMCHG -383
## 2143 2008-09-01 total29.USMEMPMCHG 51
## 2144 2008-10-01 total29.USMEMPMCHG -56
## 2145 2008-11-01 total29.USMEMPMCHG -156
## 2146 2008-12-01 total29.USMEMPMCHG -417
## 2147 2009-01-01 total29.USMEMPMCHG -327
## 2148 2009-02-01 total29.USMEMPMCHG -287
## 2149 2009-03-01 total29.USMEMPMCHG 55
## 2150 2009-04-01 total29.USMEMPMCHG -88
## 2151 2009-05-01 total29.USMEMPMCHG -252
## 2152 2009-06-01 total29.USMEMPMCHG 18
## 2153 2009-07-01 total29.USMEMPMCHG -310
## 2154 2009-08-01 total29.USMEMPMCHG -161
## 2155 2009-09-01 total29.USMEMPMCHG -282
## 2156 2009-10-01 total29.USMEMPMCHG -243
## 2157 2009-11-01 total29.USMEMPMCHG -20
## 2158 2009-12-01 total29.USMEMPMCHG 47
## 2159 2010-01-01 total29.USMEMPMCHG -58
## 2160 2010-02-01 total29.USMEMPMCHG 27
## 2161 2010-03-01 total29.USMEMPMCHG -44
## 2162 2010-04-01 total29.USMEMPMCHG 69
## 2163 2010-05-01 total29.USMEMPMCHG 53
## 2164 2010-06-01 total29.USMEMPMCHG 44
## 2165 2010-07-01 total29.USMEMPMCHG 25
## 2166 2010-08-01 total29.USMEMPMCHG 19
## 2167 2010-09-01 total29.USMEMPMCHG 172
## 2168 2010-10-01 total29.USMEMPMCHG -359
## 2169 2010-11-01 total29.USMEMPMCHG -170
## 2170 2010-12-01 total29.USMEMPMCHG -11
## 2171 2011-01-01 total29.USMEMPMCHG -135
## 2172 2011-02-01 total29.USMEMPMCHG 75
## 2173 2011-03-01 total29.USMEMPMCHG -82
## 2174 2011-04-01 total29.USMEMPMCHG 106
## 2175 2011-05-01 total29.USMEMPMCHG -60
## 2176 2011-06-01 total29.USMEMPMCHG 118
## 2177 2011-07-01 total29.USMEMPMCHG 180
## 2178 2011-08-01 total29.USMEMPMCHG 8
## 2179 2011-09-01 total29.USMEMPMCHG 367
## 2180 2011-10-01 total29.USMEMPMCHG 58
## 2181 2011-11-01 total29.USMEMPMCHG 258
## 2182 2011-12-01 total29.USMEMPMCHG -201
## 2183 2012-01-01 total29.USMEMPMCHG -142
## 2184 2012-02-01 total29.USMEMPMCHG -40
## 2185 2012-03-01 total29.USMEMPMCHG 27
## 2186 2012-04-01 total29.USMEMPMCHG -47
## 2187 2012-05-01 total29.USMEMPMCHG 161
## 2188 2012-06-01 total29.USMEMPMCHG 15
## 2189 2012-07-01 total29.USMEMPMCHG 77
## 2190 2012-08-01 total29.USMEMPMCHG 134
## 2191 2012-09-01 total29.USMEMPMCHG 132
## 2192 2012-10-01 total29.USMEMPMCHG 189
## 2193 2012-11-01 total29.USMEMPMCHG -107
## 2194 2012-12-01 total29.USMEMPMCHG -155
## 2195 2013-01-01 total29.USMEMPMCHG 21
## 2196 2013-02-01 total29.USMEMPMCHG -183
## 2197 2013-03-01 total29.USMEMPMCHG -9
## 2198 2013-04-01 total29.USMEMPMCHG 32
## 2199 2013-05-01 total29.USMEMPMCHG 248
## 2200 2013-06-01 total29.USMEMPMCHG -253
## 2201 2013-07-01 total29.USMEMPMCHG 92
## 2202 2013-08-01 total29.USMEMPMCHG 91
## 2203 2013-09-01 total29.USMEMPMCHG -166
## 2204 2013-10-01 total29.USMEMPMCHG 149
## 2205 2013-11-01 total29.USMEMPMCHG 416
## 2206 2013-12-01 total29.USMEMPMCHG -357
## 2207 2014-01-01 total29.USMEMPMCHG 78
## 2208 2014-02-01 total29.USMEMPMCHG 27
## 2209 2014-03-01 total29.USMEMPMCHG 133
## 2210 2014-04-01 total29.USMEMPMCHG 43
## 2211 2014-05-01 total29.USMEMPMCHG 198
## 2212 2014-06-01 total29.USMEMPMCHG -142
## 2213 2014-07-01 total29.USMEMPMCHG -61
## 2214 2014-08-01 total29.USMEMPMCHG -31
## 2215 2014-09-01 total29.USMEMPMCHG 27
## 2216 2014-10-01 total29.USMEMPMCHG 110
## 2217 2014-11-01 total29.USMEMPMCHG 5
## 2218 2014-12-01 total29.USMEMPMCHG 274
## 2219 2015-01-01 total29.USMEMPMCHG 155
## 2220 2015-02-01 total29.USMEMPMCHG -34
## 2221 2015-03-01 total29.USMEMPMCHG 355
## 2222 2015-04-01 total29.USMEMPMCHG -270
## 2223 2015-05-01 total29.USMEMPMCHG -98
## 2224 2015-06-01 total29.USMEMPMCHG 8
## 2225 2015-07-01 total29.USMEMPMCHG 25
## 2226 2015-08-01 total29.USMEMPMCHG 112
## 2227 2015-09-01 total29.USMEMPMCHG -152
## 2228 2015-10-01 total29.USMEMPMCHG -5
## 2229 2015-11-01 total29.USMEMPMCHG 107
## 2230 2015-12-01 total29.USMEMPMCHG 353
## 2231 2016-01-01 total29.USMEMPMCHG -22
## 2232 2016-02-01 total29.USMEMPMCHG -125
## 2233 2016-03-01 total29.USMEMPMCHG 86
## 2234 2016-04-01 total29.USMEMPMCHG -71
## 2235 2016-05-01 total29.USMEMPMCHG -183
## 2236 2016-06-01 total29.USMEMPMCHG 591
## 2237 2016-07-01 total29.USMEMPMCHG 1
## 2238 2016-08-01 total29.USMEMPMCHG -89
## 2239 2016-09-01 total29.USMEMPMCHG 145
## 2240 2016-10-01 total29.USMEMPMCHG -327
## 2241 2016-11-01 total29.USMEMPMCHG 2
## 2242 2016-12-01 total29.USMEMPMCHG 108
## 2243 2017-01-01 total29.USMEMPMCHG 254
## 2244 2017-02-01 total29.USMEMPMCHG 324
## 2245 2017-03-01 total29.USMEMPMCHG -80
## 2246 2017-04-01 total29.USMEMPMCHG 93
## 2247 2017-05-01 total29.USMEMPMCHG -273
## 2248 2017-06-01 total29.USMEMPMCHG 212
## 2249 2017-07-01 total29.USMEMPMCHG -322
## 2250 2017-08-01 total29.USMEMPMCHG -298
## 2251 2017-09-01 total29.USMEMPMCHG 291
## 2252 2017-10-01 total29.USMEMPMCHG 136
## 2253 2017-11-01 total29.USMEMPMCHG -142
## 2254 2017-12-01 total29.USMEMPMCHG -143
## 2255 2018-01-01 total29.USMEMPMCHG 293
## 2256 2018-02-01 total29.USMEMPMCHG 115
## 2257 2018-03-01 total29.USMEMPMCHG 26
## 2258 2018-04-01 total29.USMEMPMCHG 147
## 2259 2018-05-01 total29.USMEMPMCHG 4
## 2260 2018-06-01 total29.USMEMPMCHG -270
## 2261 2018-07-01 total29.USMEMPMCHG -11
## 2262 2018-08-01 total29.USMEMPMCHG 74
## 2263 2018-09-01 total29.USMEMPMCHG 130
## 2264 2018-10-01 total29.USMEMPMCHG 248
## 2265 2018-11-01 total29.USMEMPMCHG -22
## 2266 2018-12-01 total29.USMEMPMCHG -281
## 2267 2019-01-01 total29.USMEMPMCHG -107
## 2268 2019-02-01 total29.USMEMPMCHG 70
## 2269 2019-03-01 total29.USMEMPMCHG -6
## 2270 2019-04-01 total29.USMEMPMCHG -107
## 2271 2019-05-01 total29.USMEMPMCHG 47
## 2272 2019-06-01 total29.USMEMPMCHG -93
## 2273 2019-07-01 total29.USMEMPMCHG 296
## 2274 2019-08-01 total29.USMEMPMCHG 213
## 2275 2019-09-01 total29.USMEMPMCHG -210
## 2276 2019-10-01 total29.USMEMPMCHG -40
## 2277 2019-11-01 total29.USMEMPMCHG 88
## 2278 2019-12-01 total29.USMEMPMCHG 118
## 2279 2020-01-01 total29.USMEMPMCHG 80
## 2280 2020-02-01 total29.USMEMPMCHG -190
## 2281 2020-03-01 total29.USMEMPMCHG -147
## 2282 2020-04-01 total29.USMEMPMCHG -4237
## 2283 2020-05-01 total29.USMEMPMCHG 1139
## 2284 2020-06-01 total29.USMEMPMCHG 880
## 2285 2020-07-01 total29.USMEMPMCHG 66
## 2286 2020-08-01 total29.USMEMPMCHG 623
## 2287 2020-09-01 total29.USMEMPMCHG -786
## 2288 2020-10-01 total29.USMEMPMCHG 184visualizeall6 <- dummy_clean6 %>% group_by(Category)
plotall6 <- ggplot(data = visualizeall6, aes(x = DATE, y = Value)) + geom_line(aes(color = factor(Category), group = Category))
require(gridExtra)
grid.arrange(plotall6, ncol=1)
## Part IV Conclusions:
Using statistical analysis and graphs to visualize the input data series leads us to the conclusion that the input data for African-American, Hispanic and White workers is platykurtic (thin tailed) as depicted by histograms, the Q-Q plots, the skewness and kurtosis readings. Also, the Hispanic employment data is right-skewed while the White employment data is left-skewed.
All four remaining series - women and men employment as well as married women and men employment data is platykurtic. The married women data series has the most discernible left skew of the 4 data series.
In terms of level, Caucasian workers were the worst impacted with 19 million job losses but have also gained approximately 69% of the jobs lost. The Hispanic workers similarly fared better with 68% of job losses having been gained. This group also lost only 6 million jobs compared to 19 million jobs lost by Caucasians. This makes sense given this is a minority group. Lastly, African-American workers although lost only 3.5 million jobs, their job recovery was also the slowest among the demographic groups with only 50% of those lost jobs gained since May.
At first glance, comparing male and female workers, it appears that the recovery was on equal footing - 65% of jobs lost by women were gained whereas 64% of jobs lost by men were gained but this belies the employment losses. Female workers lost 13.4 million jobs compared to 11.9 million for men. So not only did women lose more jobs, in terms of recovery they are also half a percentage point behind male workers. Women comprise a bigger share of low-wage service jobs and this could be leading to the under performance versus men. Finally, I compared married female and male workers, the results were surprising here with 60% of jobs gained in terms of recovery for women compared to 48% for their male married colleagues. This would imply that perhaps men and not women quit the workforce to either provide childcare or eldercare. These results need to be validated before making any conclusions off of.
Final conclusions:
All employment data series have skewness and kurtosis associated with them. Real-life data is rarely normal.
Per analysis above of high-level employment metrics, we arrive at the conclusion that the services sector has been unduly impacted during the coronavirus recession because of lockdowns and restrictions on movement. Goods employment fared relatively better.
A deeper dive at the industry level reveals that although Retail trade and Food services and drinking places were unduly impacted in terms of job losses by the lockdowns, by the end of October both of these sectors had regained 79% and 65% of lost jobs respectively. In contrast, industries in secular decline such as manufacturing only regained 55% of lost jobs and although counter-intuitive at first the Professional & Business services also reported job gains of only 50%. Several admin jobs were lost during the pandemic due to workers being able to work remotely and since a majority of the white-collar workforce is still working remotely, these jobs were not gained.
It was not all bad news at the industry-level, the warehouse sector gained more jobs than it lost with a whopping 169% share as consumers increasingly shopped online and online retailers went on a hiring frenzy at their warehouses.
In terms of education levels, the least educated bore the brunt of the job losses with a disproportionate 7.5 million workers with only a high school level education losing jobs compared to 5.7 million job losses for workers with some college degree and only 3.6 million job losses for workers with a bachelor’s degree.
In terms of education background analysis, the other interesting takeaway is that there is a higher volatility for workers who are least educated. Although 7.5 and 5.7 million workers with a high school diploma and some college education, respectively lost their jobs during the lock downs, by October these two cohorts were performing well with nearly 70% and 65% of job gains, an outperformance compared to only 52% of job gains for the more educated cohorts.
The comparison of racial employment trends reveals that employment recovery was slowest for African-Americans, while Caucasians and Hispanic workers reported a much better recovery with approximately 70% of previously lost jobs gained by the end of October.
Finally, analyzing employment trends by gender reveals that the employment recovery was on an equal footing for both men and women. But in level terms, women reported more job losses than men at 13.4 million compared to 11.9 million losses for men. Women comprise a bigger share of low-wage service jobs and this could be leading to the greater job losses versus men.
The big surprise was analyzing employment trends by marital status, 60% of jobs lost by married women were gained compared to only 48% for their married colleagues. The employment-to-population ratio for women and men are also surprising, the ratio declined only 3 percentage point for women compared to 5 percentage points for men. These data series need to be analyzed further to infer firm conclusions.