PTĐT- ĐỀ TÀI

df <- read.csv("C:/Users/MSII/Downloads/vlvy_marketing_dataset (1).csv ")

BÀI TẬP 5

Chuyển đổi dữ liệu định tính

Nhóm “Married”, “Together” sẽ được xem là “Relationship”. Trong khi “Divorced”, “Widow”, “Single” trở thành “Single”

# Chuyển đổi biến Marital_Status
df$Marital_Status <- gsub("Married|Together", "Relationship", df$Marital_Status)
df$Marital_Status <- gsub("Divorced|Widow|Single", "Single", df$Marital_Status)
Marital_Status <- df$Marital_Status

Nhóm “PhD”, “Graduation” và “Master” trở thành “PG”. Nhóm “Basic” và “2n Cycle” trở thành “UG

# Chuyển đổi biến Education
df$Education <- gsub("PhD|Graduation|Master", "PG", df$Education)
df$Education <- gsub("Basic|2n Cycle", "UG", df$Education)
Education <- df$Education

# Create Kids
Kids <- df$Kidhome + df$Teenhome

product_data <- list()
for (i in 1:length(df)) {
  productdata <- c(df$MntWines[i], df$MntMeatProducts[i], df$MntFishProducts[i], 
                   df$MntSweetProducts[i], df$MntGoldProds[i])
  product_data <- c(product_data, list(productdata))
}
Products_DF <- data.frame(matrix(unlist(product_data), nrow=length(product_data), byrow=TRUE))
colnames(Products_DF) <- c('Wines', 'Meat', 'Fish', 'Sweets', 'Gold')
head(Products_DF)

##   Wines Meat Fish Sweets Gold
## 1   635  546  172     88   88
## 2    11    6    2      1    6
## 3   426  127  111     21   42
## 4    11   20   10      3    5
## 5   173  118   46     27   15
## 6   520   98    0     42   14

library(dplyr)

## 
## Attaching package: 'dplyr'

## The following objects are masked from 'package:stats':
## 
##     filter, lag

## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union

#Create Age segment
Age <- 2023 - df$Year_Birth
cut_labels_Age <- c("Young", "Adult", "Mature", "Senior")
cut_bins <- c(0, 30, 45, 65, 120)
Age_segment <- cut(Age, breaks=cut_bins, labels=cut_labels_Age)

#Create Wines segment
cut_labels <- c('Least Active Customer', 'Highly Active Customer')
cut_bins <- c(0, 100, 1500)
Wines_segment <- cut(df$MntWines, breaks=cut_bins, labels=cut_labels)

5.1 Ước lượng hàm hồi quy cho dữ liệu

Từ kiểm định tính độc lập và các đánh giá trên, mô hình hồi quy được đề xuất như sau:

Wines_segment= Marital_Status + Income + Kids + Age_segment + Education

5.1.1 Ước lượng mô hình hồi quy Logit

income = df$Income
data = data.frame(Marital_Status, Education, Kids, Age_segment, Wines_segment, income)
income <- cut(income,2, labels = c('low','high'))

mlogit <- glm(data = data, formula = factor(Wines_segment) ~ Marital_Status + income + Kids + Age_segment + Education, family = binomial(link = "logit"))

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

levels(factor(Wines_segment))

## [1] "Least Active Customer"  "Highly Active Customer"

summary(mlogit)

## 
## Call:
## glm(formula = factor(Wines_segment) ~ Marital_Status + income + 
##     Kids + Age_segment + Education, family = binomial(link = "logit"), 
##     data = data)
## 
## Coefficients:
##                        Estimate Std. Error z value Pr(>|z|)    
## (Intercept)          -5.399e+00  1.243e+00  -4.344 1.40e-05 ***
## Marital_StatusSingle -5.611e-02  1.352e-01  -0.415  0.67804    
## income                1.157e-04  5.136e-06  22.520  < 2e-16 ***
## Kids                 -7.621e-01  9.684e-02  -7.869 3.57e-15 ***
## Age_segmentAdult      4.777e-01  1.217e+00   0.392  0.69473    
## Age_segmentMature     1.143e+00  1.214e+00   0.942  0.34630    
## Age_segmentSenior     1.356e+00  1.219e+00   1.112  0.26613    
## EducationUG          -7.050e-01  2.293e-01  -3.075  0.00211 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 2993.3  on 2199  degrees of freedom
## Residual deviance: 1464.7  on 2192  degrees of freedom
##   (17 observations deleted due to missingness)
## AIC: 1480.7
## 
## Number of Fisher Scoring iterations: 7

Kiểm định sự phù hợp của mô hình bằng cách tính giá trị Prob(LR statistic) Đặt giả thuyết H0: Mô hình không phù hợp

# Kiểm định sự phù hợp của mô hình 
lr_test <- anova(mlogit, test = "Chisq")

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

p_value <- lr_test$Pr[2] 
p_value

## [1] 0.9337112

Kết quả kiểm định cho thấy p- value = 0,9337112 > 0,05. Như vậy, với mức ý nghĩa 5% chưa đủ cơ sở bác bỏ giả thuyết H0 nên mô hình không phù hợp với dữ liệu.

Ta thấy biến Age_segment và Marital_Status không có ý nghĩa thống kê vì vậy loại bỏ hai biến này và thực hiện lại hồi quy Logit. Mô hình trở thành

Wines_segment= Income + Kids + Education

income = df$Income
data = data.frame(Education, Kids, Wines_segment, income)

income <- cut(income,2, labels = c('low','high'))

mlogit2<- glm(data = data, formula = factor(Wines_segment) ~  income + Kids + Education, family = binomial(link = "logit"))

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

levels(factor(Wines_segment))

## [1] "Least Active Customer"  "Highly Active Customer"

summary(mlogit2)

## 
## Call:
## glm(formula = factor(Wines_segment) ~ income + Kids + Education, 
##     family = binomial(link = "logit"), data = data)
## 
## Coefficients:
##               Estimate Std. Error z value Pr(>|z|)    
## (Intercept) -4.641e+00  2.650e-01 -17.509  < 2e-16 ***
## income       1.191e-04  5.126e-06  23.227  < 2e-16 ***
## Kids        -6.622e-01  9.414e-02  -7.035 1.99e-12 ***
## EducationUG -8.422e-01  2.259e-01  -3.729 0.000192 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 2997.8  on 2202  degrees of freedom
## Residual deviance: 1485.1  on 2199  degrees of freedom
##   (14 observations deleted due to missingness)
## AIC: 1493.1
## 
## Number of Fisher Scoring iterations: 7

# Kiểm định sự phù hợp của mô hình
lr_test <- anova(mlogit2, test = "Chisq")

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

p_value <- lr_test$Pr[2] 
p_value

## [1] 8.423049e-318

Kết quả kiểm định cho thấy p- value= 8,423049e-318 < 0,05. Như vậy, với mức ý nghĩa 5% chưa đủ cơ sở bác bỏ giả thuyết H0 nên mô hình phù hợp với dữ liệu.

5.1.2 Ước lượng mô hình hồi quy Probit

mprobit <- glm(data = data, formula = factor(Wines_segment) ~  income + Kids + Education, family = binomial(link = "probit"))

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

levels(factor(Wines_segment))

## [1] "Least Active Customer"  "Highly Active Customer"

summary(mprobit)

## 
## Call:
## glm(formula = factor(Wines_segment) ~ income + Kids + Education, 
##     family = binomial(link = "probit"), data = data)
## 
## Coefficients:
##               Estimate Std. Error z value Pr(>|z|)    
## (Intercept) -1.933e+00  1.238e-01 -15.611  < 2e-16 ***
## income       5.075e-05  2.091e-06  24.273  < 2e-16 ***
## Kids        -3.415e-01  4.751e-02  -7.188 6.55e-13 ***
## EducationUG -4.481e-01  1.110e-01  -4.037 5.42e-05 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 2997.8  on 2202  degrees of freedom
## Residual deviance: 1728.8  on 2199  degrees of freedom
##   (14 observations deleted due to missingness)
## AIC: 1736.8
## 
## Number of Fisher Scoring iterations: 12

Kiểm định sự phù hợp của mô hình bằng cách tính giá trị Prob(LR statistic) Đặt giả thuyết H0: Mô hình không phù hợp

# Kiểm định sự phù hợp của mô hình 
lr_test <- anova(mprobit, test = "Chisq")

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

p_value <- lr_test$Pr[2] 
p_value

## [1] 1.639956e-265

Kết quả kiểm định cho thấy p- value= 1,639956e-265 < 0,05. Như vậy, với mức ý nghĩa 5% bác bỏ giả thuyết H0 nên mô hình phù hợp với dữ liệu.

5.1.3 Ước lượng mô hình hồi quy Cloglog

mclog <- glm(data = data, formula = factor(Wines_segment) ~ income + Kids + Age_segment + Education, family = binomial(link = "cloglog"))

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

levels(factor(Wines_segment))

## [1] "Least Active Customer"  "Highly Active Customer"

summary(mclog)

## 
## Call:
## glm(formula = factor(Wines_segment) ~ income + Kids + Age_segment + 
##     Education, family = binomial(link = "cloglog"), data = data)
## 
## Coefficients:
##                     Estimate Std. Error z value Pr(>|z|)    
## (Intercept)       -4.164e+00  6.908e-01  -6.027 1.67e-09 ***
## income             7.653e-05  3.314e-06  23.093  < 2e-16 ***
## Kids              -4.157e-01  6.357e-02  -6.539 6.20e-11 ***
## Age_segmentAdult   2.573e-01  6.652e-01   0.387  0.69889    
## Age_segmentMature  7.973e-01  6.628e-01   1.203  0.22903    
## Age_segmentSenior  8.295e-01  6.653e-01   1.247  0.21245    
## EducationUG       -4.432e-01  1.501e-01  -2.954  0.00314 ** 
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 2993.3  on 2199  degrees of freedom
## Residual deviance: 1874.5  on 2193  degrees of freedom
##   (17 observations deleted due to missingness)
## AIC: 1888.5
## 
## Number of Fisher Scoring iterations: 12

Kết quả kiểm định cho thấy p- value= 1,639956e-265 < 0,05. Như vậy, với mức ý nghĩa 5% bác bỏ giả thuyết H0 nên mô hình phù hợp với dữ liệu.

# Kiểm định sự phù hợp của mô hình
lr_test <- anova(mclog, test = "Chisq")

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

p_value <- lr_test$Pr[2] 
p_value

## [1] 2.033432e-232

Kết quả kiểm định cho thấy p- value= 2.033432e-232 < 0,05. Như vậy, với mức ý nghĩa 5% bác bỏ giả thuyết H0 nên mô hình phù hợp với dữ liệu.

5.2 Các tiêu chí đánh giá mô hình

5.2.1 AIC - Akaike Information Criterion

aic <- data.frame(mlogit2$aic, mprobit$aic, mclog$aic)
colnames(aic) <- c("AIC(Logit)", "AIC(Probit)", "AIC(Cloglog)")
aic

##   AIC(Logit) AIC(Probit) AIC(Cloglog)
## 1   1493.113    1736.766     1888.509

Ta thấy mô hình hồi quy Logit có hệ số AIC nhỏ nhất (1493,113 ) nên ta chọn mô hình hồi quy Logit.

5.2.2 Deviance

dev <- data.frame(mlogit2$deviance, mprobit$deviance, mclog$deviance)
colnames(dev) <- c("Deviance(Logit)", "Deviance(Probit)", "Deviance(Cloglog)")
dev

##   Deviance(Logit) Deviance(Probit) Deviance(Cloglog)
## 1        1485.113         1728.766          1874.509

Ta thấy mô hình hồi quy Logit có hệ số Deviance nhỏ nhất (1485,113) nên ta chọn mô hình hồi quy Logit.

5.2.3 Brier Score

BrierScore(mlogit2) = 0.08522824

BrierScore(mprobit) = 0.09483843

BrierScore(mclog) = 0.08637418

Ta thấy mô hình hồi quy Logit có hệ số Brier Score nhỏ nhất (0,08522824) nên ta chọn mô hình hồi quy Logit.

Qua các kiểm định cho thấy mô hình hồi quy Logit được lựa chọn nhiều nhất nên mô hình này sẽ được dùng để phân tích kết quả.

Như vậy, kết quả ước lượng cho mô hình hồi quy là:

Wines_segment= -4,641e+00 + 1,191e-04Income -6,622e-01Kids -8,422e-01Education

BÀI TẬP 4

Phân tích thống kê mô tả của 2 biến phụ thuộc ở câu 2 với 5 biến còn lại trong câu 3, nhận xét về kết quả phân tích này.

4.1 Thống kê mô tả cho 2 biến định tính

4.1.1 Phân tích mối quan hệ giữa Marital_Status và Wines_segment

Bảng tần suất của hai biến Marital_Status và Wines_segment

mw <-table(Marital_Status, Wines_segment)
mw

##               Wines_segment
## Marital_Status Least Active Customer Highly Active Customer
##   Relationship                   600                    826
##   Single                         327                    451

mw2 <- data.frame(Marital_Status, Wines_segment)
library(ggplot2)
ggplot(mw2, aes(Marital_Status, fill = Wines_segment)) + geom_bar(position = 'dodge') +
  labs(title = "Analysis of the Correlation between Marital Status and Wines_segment")

Qua biểu đồ ta có thể thấy, dù ở tình trạng độc thân hay trong mối quan hệ thì số tiền bỏ ra cho rượu ở các hộ gia đình trong nhóm quan sát là khá cao. Trong đó, nhóm khách hàng trong mối quan hệ là chi nhiều tiền cho rượu trong vòng 2 năm qua nhất. Khoảng 600 khách hàng ở nhóm trong mối quan hệ có thói quen chi ít tiền cho rượu và đến hơn 800 người trong nhóm này chi nhiều tiền cho rượu trong vòng 2 năm qua. Trong khi đó, nhóm khách hàng độc thân có khoảng hơn 200 người chi ít tiền cho rượu và khoảng 450 người chi nhiều tiền cho rượu trong 2 năm qua.

4.1.2 Phân tích mối quan hệ giữa Age_segment và Wines_segment

Bảng tần suất của hai biến Marital_Status và Wines_segment

aw <-table(Age_segment, Wines_segment)
aw

##            Wines_segment
## Age_segment Least Active Customer Highly Active Customer
##      Young                      3                     11
##      Adult                    303                    226
##      Mature                   496                    706
##      Senior                   123                    333

aw2 <- data.frame(Age_segment, Wines_segment)
library(ggplot2)
ggplot(mw2, aes(Age_segment, fill = Wines_segment)) + geom_bar(position = 'dodge') +
  labs(title = "Analysis of the Correlation between Age_segment and Expenses")

Qua biểu đồ ta có thể thấy, nhóm khách hàng từ 30 tuổi trở lên chi nhiều tiền cho rượu hơn nhóm khách hàng U30 tuổi. Trong đó, nhóm khách hàng trưởng thành từ 45- 65 là nhóm chi nhiều tiền cho rượu nhất trong vòng 2 năm qua khi đến hơn 800 người thuộc nhóm khách hàng có hoạt động chi tiêu cao.

4.1.3 Phân tích mối quan hệ giữa Education và Wines_segment

ew <-table(Education, Wines_segment)
ew

##          Wines_segment
## Education Least Active Customer Highly Active Customer
##        PG                   770                   1189
##        UG                   157                     88

ew2 <- data.frame(Education, Wines_segment)
library(ggplot2)
ggplot(ew2, aes(Education, fill = Wines_segment)) + geom_bar(position = 'dodge') +
  labs(title = "Analysis of the Correlation between Education and Wines_segment")

Qua biểu đồ ta có thể thấy, khách hàng ở nhóm có trình độ học vấn là PG có thói quen chi nhiều tiền hơn cho rượu khi có đến khoảng 1200 khách hàng thuộc nhóm chi tiêu cao cho rượu trong vòng 2 năm qua.

4.2 Rủi ro tương đối

Ký hiệu \(π_i\) là tỷ lệ “thành công” của biến phụ thuộc (response variable) tương ứng với từng biểu hiện của biến độc lập.

Từ bảng tần suất, chúng ta tính \(π_1/π_2\), phân số này gọi là Rủi ro tương đối (Relative risk) giữa 2 biểu hiện khác nhau của biến phụ thuộc.

4.2.1 Rủi ro tương đối giữa Marital_Status và Wines_segment

addmargins(mw)

##               Wines_segment
## Marital_Status Least Active Customer Highly Active Customer  Sum
##   Relationship                   600                    826 1426
##   Single                         327                    451  778
##   Sum                            927                   1277 2204

Từ bảng tần suất chúng ta thấy

• Khách hàng có tình trạng hôn nhân là trong mối quan hệ có 600 khách hàng thuộc nhóm chi tiêu thấp cho rượu trong vòng 2 năm qua và 826 khách hàng thuộc nhóm chi tiêu cao cho rượu trong vòng 2 năm qua.

• Khách hàng có tình trạng hôn nhân là độc thân có 327 khách hàng thuộc nhóm chi tiêu thấp cho rượu trong vòng 2 năm qua và 451 khách hàng trong thuộc nhóm chi tiêu cao cho rượu trong vòng 2 năm qua.

Chúng ta tính rủi ro tương đối (relative risk).

## Lệnh này tính relativerisk cho vị trí 12 và 22
library("DescTools") 
RelRisk(mw)

## [1] 1.001068

Theo kết quả trên cho thấy tỷ lệ rủi ro tương đối của khách hàng chi tiêu cao cho rượu là tính là 1,001068, có nghĩa là tỷ lệ những khách hàng khách hàng chi tiêu cao cho rượu có tình trạng hôn nhân là trong mối quan hệ gấp 1,001068 lần tỷ lệ những khách hàng khách hàng chi tiêu cao cho rượu có tình trạng hôn nhân là độc thân.

4.2.2 Bảng tần suất giữa Age_segment và Wines_segment

addmargins(aw)

##            Wines_segment
## Age_segment Least Active Customer Highly Active Customer  Sum
##      Young                      3                     11   14
##      Adult                    303                    226  529
##      Mature                   496                    706 1202
##      Senior                   123                    333  456
##      Sum                      925                   1276 2201

Từ bảng tần suất chúng ta thấy

• Khách hàng có độ tuổi là người trẻ có 3 khách hàng thuộc nhóm chi tiêu thấp cho rượu trong vòng 2 năm qua và 11 khách hàng thuộc nhóm chi tiêu cao cho rượu trong vòng 2 năm qua.

• Khách hàng có độ tuổi là người là người lớn có 303 khách hàng thuộc nhóm chi tiêu thấp cho rượu trong vòng 2 năm qua và 226 khách hàng trong thuộc nhóm chi tiêu cao cho rượu trong vòng 2 năm qua.

• Khách hàng có độ tuổi là người là người trưởng thành có 496 khách hàng thuộc nhóm chi tiêu thấp cho rượu trong vòng 2 năm qua và 706 khách hàng trong thuộc nhóm chi tiêu cao cho rượu trong vòng 2 năm qua.

• Khách hàng có độ tuổi là người là người lớn tuổi có 123 khách hàng thuộc nhóm chi tiêu thấp cho rượu trong vòng 2 năm qua và 333 khách hàng trong thuộc nhóm chi tiêu cao cho rượu trong vòng 2 năm qua.

4.2.3 Rủi ro tương đối giữa Education và Wines_segment

addmargins(ew)

##          Wines_segment
## Education Least Active Customer Highly Active Customer  Sum
##       PG                    770                   1189 1959
##       UG                    157                     88  245
##       Sum                   927                   1277 2204

Từ bảng tần suất chúng ta thấy

• Khách hàng có trình độ học vấn là PG có 770 khách hàng thuộc nhóm chi tiêu thấp cho rượu trong vòng 2 năm qua và 1189 khách hàng thuộc nhóm chi tiêu cao cho rượu trong vòng 2 năm qua.

• Khách hàng có trình độc học vấn là UG có 157 khách hàng thuộc nhóm chi tiêu thấp cho rượu trong vòng 2 năm qua và 88 khách hàng trong thuộc nhóm chi tiêu cao cho rượu trong vòng 2 năm qua.

Chúng ta tính rủi ro tương đối (relative risk).

## Lệnh này tính relativerisk cho vị trí 12 và 22

library("DescTools") 
RelRisk(ew)

## [1] 0.6133703

Theo kết quả trên cho thấy tỷ lệ rủi ro tương đối của khách hàng chi tiêu cao cho rượu là tính là 0,6133703, có nghĩa là tỷ lệ những khách hàng khách hàng chi tiêu cao cho rượu có trình độ học vấn là PG gấp 0,6133703 lần tỷ lệ những khách hàng khách hàng chi tiêu cao cho rượu có trình độ học vấn là UG.

4.3 Tỷ lệ chênh

4.3.1 Tỷ lệ chênh giữa Marital_Status và Wines_segment

## Câu lệnh này sẽ tính oddratio cho vị trí 11 và 21
OddsRatio(mw)

## [1] 1.001844

Theo kết quả trên cho thấy, tỷ lệ khách hàng có tình trạng hôn nhân là trong mối quan hệ và thuộc nhóm chi tiêu thấp cho rượu bằng 100,184% tỷ lệ khách hàng có tình trạng hôn nhân là độc thân và thuộc nhóm chi tiêu thấp cho rượu. Điều này có nghĩa là xác suất xảy ra sự kiện khách hàng trong mối quan hệ và thuộc nhóm chi tiêu thấp cho rượu nhiều hơn nhóm khách hàng độc thân và thuộc nhóm chi tiêu thấp cho rượu

4.3.2 Tỷ lệ chênh giữa Education và Wines_segment

## Câu lệnh này sẽ tính oddratio cho vị trí 11 và 21
OddsRatio(ew)

## [1] 0.3629877

Theo kết quả trên cho thấy, tỷ lệ khách hàng có trình độ học vấn là PG và thuộc nhóm chi tiêu thấp cho rượu bằng 38,95% tỷ lệ khách hàng có trình độ học vấn UG và thuộc nhóm chi tiêu thấp cho rượu. Điều này có nghĩa xác suất xảy ra trường hợp khách hàng có trình độ học vấn PG và thuộc nhóm chi tiêu thấp thấp hơn trường hợp khách hàng có trình độ học vấn UG và thuộc nhóm chi tiêu thấp.

4.4 Thống kê suy diễn cho dữ liệu

Để xác định xem hai biến có độc lập hay không, kiểm định chi bình phương (chi-square test) sẽ được sử dụng để kiểm tra mối quan hệ giữa hai biến phân loại (categorical variables) trong một bảng tần số (frequency table).

Khi p-value nhỏ hơn mức ý nghĩa (0.05) trong kiểm định chi bình phương, ta kết luận rằng hai biến là phụ thuộc lẫn nhau, tức là không độc lập. Ngược lại, khi p-value lớn hơn mức ý nghĩa, ta không có đủ bằng chứng để bác bỏ giả thuyết không độc lập giữa hai biến.

4.4.1 Kiểm định tính độc lập cho Marital và Wines_segment

Ta kiểm tra xem tình trạng hôn nhân có ảnh hưởng đến mức chi tiêu rượu của khách hàng trong vòng 2 năm qua hay không.

chisq.test(mw)

## 
##  Pearson's Chi-squared test with Yates' continuity correction
## 
## data:  mw
## X-squared = 0, df = 1, p-value = 1

Kết quả kiểm định p- value= 1 > 0,05. Như vậy, với mức ý nghĩa 5% ta không có đủ bằng chứng để bác bỏ giả thuyết không độc lập giữa tình trạng hôn nhân và mức chi tiêu cho rượu chủa khách hàng.

4.4.2 Kiểm định tính độc lập cho Education và Wines_segment

Ta kiểm tra xem trình độ học vấn có ảnh hưởng đến mức chi tiêu rượu của khách hàng trong vòng 2 năm qua hay không.

chisq.test(ew)

## 
##  Pearson's Chi-squared test with Yates' continuity correction
## 
## data:  ew
## X-squared = 53.841, df = 1, p-value = 2.174e-13

Kết quả kiểm định p- value= 0,000001468 < 0,05. Như vậy, với mức ý nghĩa 5% ta kết luận trình độ học vấn và mức chi tiêu rượu của khách hàng là phụ thuộc lẫn nhau.

4.4.3 Kiểm định tính độc lập cho Age_segment và Wines_segment

Ta kiểm tra xem độ tuổi có ảnh hưởng đến mức chi tiêu rượu của khách hàng trong vòng 2 năm qua hay không.

chisq.test(aw)

## 
##  Pearson's Chi-squared test
## 
## data:  aw
## X-squared = 95.636, df = 3, p-value < 2.2e-16

Kết quả kiểm định p- value= 0,00000000000000022 < 0,05. Như vậy, với mức ý nghĩa 5% ta kết luận độ tuổi và mức chi tiêu rượu của khách hàng là phụ thuộc lẫn nhau.

4.5 Khoảng ước lượng cho tỷ lệ

• Ước lượng tỷ lệ khách hàng trong mối quan hệ thuộc nhóm chi tiêu cao cho rượu đồng thời kiểm định xem tỷ lệ khách hàng trong mối quan hệ thuộc nhóm chi tiêu cao có bằng 37,47% hay không.

ul.mw <-  mw2[Marital_Status == "Relationship",]
prop.test(length(ul.mw$Marital_Status), length(Marital_Status), p = 0.3747)

## 
##  1-sample proportions test with continuity correction
## 
## data:  length(ul.mw$Marital_Status) out of length(Marital_Status), null probability 0.3747
## X-squared = 697.19, df = 1, p-value < 2.2e-16
## alternative hypothesis: true p is not equal to 0.3747
## 95 percent confidence interval:
##  0.6260021 0.6662237
## sample estimates:
##        p 
## 0.646369

Với khoảng tin cậy 95% uớc lượng tỷ lệ khách hàng trong mối quan hệ thuộc nhóm chi tiêu cao cho rượu nằm trong khoảng từ 0,6260021 0,6662237

p-value > 0, chưa đủ cơ sở bác bỏ giả thuyết H0. Do đó tỷ lệ khách hàng trong mối quan hệ thuộc nhóm chi tiêu cao cho rượu bằng 37,47% với mức ý nghĩa 5%.

• Ước lượng tỷ lệ khách hàng độc thân thuộc nhóm chi tiêu cao cho rượu đồng thời kiểm định xem tỷ lệ khách hàng độc thân thuộc nhóm chi tiêu cao có bằng 20,46% hay không.

ul.mw2  <-  mw2[Marital_Status == "Single",]
prop.test(length(ul.mw2$Marital_Status), length(Marital_Status), p = 0.2046)

## 
##  1-sample proportions test with continuity correction
## 
## data:  length(ul.mw2$Marital_Status) out of length(Marital_Status), null probability 0.2046
## X-squared = 301.66, df = 1, p-value < 2.2e-16
## alternative hypothesis: true p is not equal to 0.2046
## 95 percent confidence interval:
##  0.3337763 0.3739979
## sample estimates:
##        p 
## 0.353631

Với khoảng tin cậy 95% uớc lượng tỷ lệ khách hàng độc thân thuộc nhóm chi tiêu cao cho rượu nằm trong khoảng từ 0,3337763 đến 0,3739979

p-value > 0, chưa đủ cơ sở bác bỏ giả thuyết H0. Do đó tỷ lệ tỷ lệ khách hàng trong mối quan hệ thuộc nhóm chi tiêu cao cho rượu bằng 20,46% với mức ý nghĩa 5%.

• Ước lượng sự chênh lệch về tỷ lệ thuộc nhóm chi tiêu cao cho rượu giữa khách hàng trong mối quan hệ và khách hàng độc thân. Đồng thời thực hiện bài toán kiển định sự chênh lệch này.

ul.m <-  mw2[Marital_Status == "Relationship",]
ul.w<-  mw2[Wines_segment == "Highly Active Customer",]
ul.m2  <-  mw2[Marital_Status == "Single",]
a <- c(nrow(ul.m), nrow(ul.w))
b <- c(nrow(ul.m2), nrow(ul.w))
prop.test(b,a)

## 
##  2-sample test for equality of proportions with continuity correction
## 
## data:  b out of a
## X-squared = 764.56, df = 1, p-value < 2.2e-16
## alternative hypothesis: two.sided
## 95 percent confidence interval:
##  -0.4794052 -0.4263869
## sample estimates:
##   prop 1   prop 2 
## 0.547104 1.000000

P_value < 0, bác bỏ giả thuyết H0. Như vậy, có sự chênh lệnh giữa tỷ lệ khách hàng trong mối quan hệ và độc thân thuộc nhóm chi tiêu cao cho rượu.

Khoảng tin cậy 95% cho chênh lệch tỷ lệ nằm trong khoảng từ -0,4794052 đến -0,4263869.

---

BÀI TẬP 3

Làm thống kê mô tả để phân tích cho ít nhất 5 biến (vừa định tính định lượng và có 2 biến đã chọn ở câu 2), nhận xét về kết quả phân tích này.

3.1 Thống kê mô tả cho dữ liệu định lượng

3.1.1 Thống kê mô tả biến Income

Income: Thu nhập hộ gia đình hàng năm của khách hàng (Đơn vị: Đô la Mỹ)

summary(df$Income)

##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
##    1730   35303   51382   52247   68522  666666       1

Thống kê mô tẩ cho thấy thu nhập trung bình theo hộ gia đình của những khách hàng đến mua tại cửa hàng là $5224, người có thu nhập thấp nhất có mức $1730 , người có thu nhập cao nhất có mức thu nhập $666666. Có 25% hộ gia đình có thu nhập nhỏ hơn hoặc bằng mức $35303, 50% hộ có mức thu nhập nhỏ hơn hoặc bằng $51382 và 75% hộ có thu nhập nhỏ hơn hoặc bằng $68522.

summary(df$Income)

##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max.    NA's 
##    1730   35303   51382   52247   68522  666666       1

# Turn of scientific values
options(scipen = 999)
# Histogram
hist(df$Income, breaks = "FD", col = "navy", main = "Histogram of Income", xlab = "Income", ylab = "Frequency", xlim = c(1, 100000), ylim = c(1, 200))

3.1.2 Thống kê mô tả biến Kidhome

Kidhome: Số con trong hộ gia đình khách hàng.

table(df$Kidhome)

## 
##    0    1    2 
## 1284  887   46

table(df$Kidhome)/sum(table(df$Kidhome))

## 
##          0          1          2 
## 0.57916103 0.40009021 0.02074876

Thống kê cho thấy số hộ gia đình không có con lên đến 1284 hộ chiếm tỷ lệ 57,92%, số hộ gia đình có 1 con là 887 hộ chiếm tỷ lệ 40,01%, số hộ gia đình có 2 con là 46 hộ chiếm tỷ lệ 2,07%.

kidhome_counts <- table(df$Kidhome)

library(ggplot2)
ggplot(df,aes(df$Kidhome))+
  geom_bar(fill = "navy")+
  geom_text(aes(label = scales::percent(after_stat(count/sum(count)))), stat = 'count', vjust = - .5, col = "blue") +
  theme_minimal () +
  labs(title = "Barplot of Kidhome", x = "Kidhome")

## Warning: Use of `df$Kidhome` is discouraged.
## ℹ Use `Kidhome` instead.
## Use of `df$Kidhome` is discouraged.
## ℹ Use `Kidhome` instead.

3.1.3 Thống kê mô tả cho nhóm các sản phẩm

(Đơn vị: Đô la Mỹ)

• MntWines: Số tiền chi cho rượu trong 2 năm qua

• MntMeatProducts: Số tiền chi cho thịt trong 2 năm qua

• MntFishProducts: Số tiền chi cho cá trong 2 năm qua

• MntSweetProducts: Số tiền chi cho đồ ngọt trong 2 năm qua

Thống kê mô tả của các biến như sau:

products <- data.frame(df$MntWines, df$MntMeatProducts, df$MntFishProducts, df$MntSweetProducts)
pr <- summary(products)
pr

##   df.MntWines   df.MntMeatProducts df.MntFishProducts df.MntSweetProducts
##  Min.   :   0   Min.   :   0.0     Min.   :  0.00     Min.   :  0.00     
##  1st Qu.:  24   1st Qu.:  16.0     1st Qu.:  3.00     1st Qu.:  1.00     
##  Median : 174   Median :  68.0     Median : 12.00     Median :  8.00     
##  Mean   : 305   Mean   : 167.6     Mean   : 37.63     Mean   : 27.02     
##  3rd Qu.: 505   3rd Qu.: 233.0     3rd Qu.: 50.00     3rd Qu.: 33.00     
##  Max.   :1493   Max.   :1725.0     Max.   :259.00     Max.   :262.00

Qua thống kê ta thấy:

• Số tiền chi cho rượu của các hộ gia đình trong 2 năm qua trung bình là $305. Trong đó có những hộ gia đình không chi tiền cho rượu. Số tiền hộ gia đình chi cho rượu nhiều nhất trong mẫu là $1493. 25% hộ có mức chi tiền cho rượu nhỏ hơn hoặc bằng $24, 50% hộ có mức chi nhỏ hơn hoặc bằng $174 và 75% có mức chi nhỏ hơn hoặc bằng $505.

• Số tiền chi cho các sản phẩm thịt của các hộ gia đình trong 2 năm qua trung bình là $167.6. Trong đó có những hộ gia đình không chi tiền cho thịt. Số tiền hộ gia đình chi cho thịt nhiều nhất trong mẫu là $1725.0. 25% hộ có mức chi tiền cho thịt nhỏ hơn hoặc bằng $16.0, 50% hộ có mức chi nhỏ hơn hoặc bằng $68.0 và 75% có mức chi nhỏ hơn hoặc bằng $233.0.

• Số tiền chi cho các sản phẩm cá của các hộ gia đình trong 2 năm qua trung bình là $37.63. Trong đó có những hộ gia đình không chi tiền cho cá. Số tiền hộ gia đình chi cho cá nhiều nhất trong mẫu là $259.00. 25% hộ có mức chi tiền cho cá nhỏ hơn hoặc bằng $3.00, 50% hộ có mức chi nhỏ hơn hoặc bằng $12.00 và 75% có mức chi nhỏ hơn hoặc bằng $50.00.

• Số tiền chi cho các sản phẩm đồ ngọt của các hộ gia đình trong 2 năm qua trung bình là $27.02. Trong đó có những hộ gia đình không chi tiền cho đồ ngọt. Số tiền hộ gia đình chi cho đồ ngọt nhiều nhất trong mẫu là $262.00. 25% hộ có mức chi tiền cho đồ ngọt nhỏ hơn hoặc bằng $1.00, 50% hộ có mức chi nhỏ hơn hoặc bằng $8.00 và 75% có mức chi nhỏ hơn hoặc bằng $33.00.

#Vẽ biểu đồ tròn 6 mặt hàng
column_names <- names(df[9:13])
product_counts <- colSums(df[9:13])
proportions <- product_counts/sum(product_counts)
pie(proportions, labels = column_names, main = "Pie Chart of 5 Products", col = rainbow(length(product_counts)))

3.2 Thống kê mô tả cho dữ liệu định tính

3.2.1 Thống kê mô tả biến Marital_Status

Biến Marital_Status thể hiện Tình trạng hôn nhân của các khách hàng được khảo sát.

table(df$Marital_Status)

## 
## Relationship       Single 
##         1433          784

Tình trạng hôn nhân của 2217 khách hàng được khảo sát như sau:

• Đã ly hôn: 232 chiếm 10,46%
• Đã kết hôn: 858 chiếm 38,66%
• Độc thân: 476 chiếm 21,47%
• Chung sống: 575 chiếm 25,89%
• Góa phụ: 76 chiếm 3,43%

Tỷ lệ của các tình trạng trên được thể hiện như sau:

table(df$Marital_Status)

## 
## Relationship       Single 
##         1433          784

library(ggplot2)
ggplot(df,aes(df$Marital_Status))+
  geom_bar(fill = "navy")+
  geom_text(aes(label = scales::percent(after_stat(count/sum(count)))), stat = 'count', vjust = - .5, col = "red") +
  theme_minimal () +
  labs(title = "Customer's marital status", x = "Marital Status")

## Warning: Use of `df$Marital_Status` is discouraged.
## ℹ Use `Marital_Status` instead.
## Use of `df$Marital_Status` is discouraged.
## ℹ Use `Marital_Status` instead.

Ta có thể thấy người đã kết hôn chiếm tỷ lệ cao nhất về tình trạng hôn nhân của khách hàng đến với cửa hàng này, tiếp theo sau đó lần lượt là chung sống, độc thân, đã ly thân và góa phụ.

3.2.3 Thống kê mô tả biến Education

table(df$Education)

## 
##   PG   UG 
## 1962  255

Qua biểu đồ ta có thể thấy số lượng khách hàng có tình trạng học vấn đã tốt nghiệp chiếm tỷ lệ cao nhất trong nhóm khảo sát chiếm 50,3%

table(df$Education)

## 
##   PG   UG 
## 1962  255

library(ggplot2)
ggplot(df,aes(df$Education))+
  geom_bar(fill = "navy")+
  geom_text(aes(label = scales::percent(after_stat(count/sum(count)))), stat = 'count', vjust = - .5, col = "red") +
  theme_minimal () +
  labs(title = "Customer's Education", x = "Education")

## Warning: Use of `df$Education` is discouraged.
## ℹ Use `Education` instead.
## Use of `df$Education` is discouraged.
## ℹ Use `Education` instead.

## 3.3 Chuyển đổi dữ liệu định tính

Nhóm “Married”, “Together” sẽ được xem là “Relationship”. Trong khi “Divorced”, “Widow”, “Single” trở thành “Single”

# Chuyển đổi biến Marital_Status
df$Marital_Status <- gsub("Married|Together", "Relationship", df$Marital_Status)
df$Marital_Status <- gsub("Divorced|Widow|Single", "Single", df$Marital_Status)
Marital_Status <- df$Marital_Status

Nhóm “PhD”, “Graduation” và “Master” trở thành “PG”. Nhóm “Basic” và “2n Cycle” trở thành “UG

# Chuyển đổi biến Education
df$Education <- gsub("PhD|Graduation|Master", "PG", df$Education)
df$Education <- gsub("Basic|2n Cycle", "UG", df$Education)
Education <- df$Education

# Create Kids
Kids <- df$Kidhome + df$Teenhome

product_data <- list()
for (i in 1:length(df)) {
  productdata <- c(df$MntWines[i], df$MntMeatProducts[i], df$MntFishProducts[i], 
                   df$MntSweetProducts[i], df$MntGoldProds[i])
  product_data <- c(product_data, list(productdata))
}
Products_DF <- data.frame(matrix(unlist(product_data), nrow=length(product_data), byrow=TRUE))
colnames(Products_DF) <- c('Wines', 'Meat', 'Fish', 'Sweets', 'Gold')
head(Products_DF)

##   Wines Meat Fish Sweets Gold
## 1   635  546  172     88   88
## 2    11    6    2      1    6
## 3   426  127  111     21   42
## 4    11   20   10      3    5
## 5   173  118   46     27   15
## 6   520   98    0     42   14

library(dplyr)

#Create Age segment
Age <- 2023 - df$Year_Birth
cut_labels_Age <- c("Young", "Adult", "Mature", "Senior")
cut_bins <- c(0, 30, 45, 65, 120)
Age_segment <- cut(Age, breaks=cut_bins, labels=cut_labels_Age)

#Create Wines segment
cut_labels <- c('Least Active Customer', 'Highly Active Customer')
cut_bins <- c(0, 100, 1500)
Wines_segment <- cut(df$MntWines, breaks=cut_bins, labels=cut_labels)

---

BÀI TẬP 2

Chọn 1 hoặc 2 biến định tính và 1 biến định lượng làm biến phụ thuộc để phân tích, giải thích lý do.

2.1 Vấn đề nghiên cứu

Giống như bất kỳ hành vi nào của người khác, hành vi mua hàng của người tiêu dùng có thể được xác định bởi nhiều yếu tố. Các công ty này không tìm cách bán hàng mà hướng tới sự hài lòng lâu dài của người tiêu dùng bằng cách cung cấp các sản phẩm có chất lượng cao với mục tiêu tồn tại lâu dài và liên tục của chính họ (Haghshenas et al. 2013).

Hiểu hành vi mua của người tiêu dùng là một yếu tố quan trọng của bất kỳ hoạt động kinh doanh nào. Trong một nền kinh tế định hướng tiếp thị, hành vi mua của người tiêu dùng là một yếu tố rất quan trọng trong sự thành công của doanh nghiệp. Vì vậy, đã có rất nhiều nghiên cứu, công trình nghiên cứu tập trung vào hiện tượng này. Nhiều yếu tố và đặc điểm khác nhau có tác động tích cực hoặc tiêu cực đến hành vi mua hàng của người tiêu dùng.

Nghiên cứu và hiểu các yếu tố này góp phần hiểu rõ hơn về hành vi của người tiêu dùng. Các đặc điểm cá nhân và nhân khẩu xã hội như tuổi tác, lối sống, nghề nghiệp và nhiều yếu tố khác ảnh hưởng đáng kể đến hành vi mua hàng của người tiêu dùng. Vì vậy bài viết này đặc biệt tập trung tìm hiểu các yếu tố như tình trạng hôn nhân, thu nhập và số con trong hộ gia đình để xem chúng có ảnh hưởng như thế nào đến hành vi mua hàng của người tiêu dùng.

2.2 Dữ liệu nghiên cứu

Bộ dữ liệu được thu thập từ bài nghiên cứu “Consumer Buying Behavior Analysis” có địa chỉ: https://www.kaggle.com/code/aradhanapratap/consumer-buying-behavior-analysis/notebook từ trang Kaggle.com.

Đây là bộ dữ liệu thu thập thông tin về người tiêu dùng như: Độ tuổi, giới tính, tình trạng hôn nhân, thu nhập… và thói quen mua hàng của họ dựa trên số tiền chi cho các sản phẩm về rượu, thịt, cá, đồ ngọt… Qua đó giúp doanh nghiệp hiểu rõ hơn về khách hàng của mình và dễ dàng điều chỉnh sản phẩm tùy theo nhu cầu, hành vi và mối quan tâm cụ thể của các nhóm đối tượng khách hàng khác nhau.

Xét theo đặc điểm, các biến được chia thành 2 nhóm, gồm: nhóm thông tin về khách hang và nhóm thông tin về sản phẩm được chọn mua. Các biến được đặt tên như sau:

Nhóm Khách hàng

• ID: Định danh duy nhất của khách hàng

• Year_Birth: Năm sinh của khách hàng

• Education: Trình độ học vấn của khách hàng

• Marital_Status: Tình trạng hôn nhân của khách hàng

• Income: Thu nhập hộ gia đình hàng năm của khách hàng (Đơn vị: Đô la Mỹ)

• Kidhome: Số con trong hộ gia đình khách hàng

• Teenhome: Số lượng thanh thiếu niên trong hộ gia đình khách hàng

• Recency: Số ngày kể từ lần mua cuối cùng của khách hàng.

Nhóm Các sản phẩm (Đơn vị: Đô la Mỹ)

• MntWines: Số tiền chi cho rượu trong 2 năm qua

• MntMeatProuducts: Số tiền chi cho thịt trong 2 năm qua

• MntFishProducts: Số tiền chi cho cá trong 2 năm qua

• MntSweetProducts: Số tiền chi cho đồ ngọt trong 2 năm qua

library(kableExtra)

## 
## Attaching package: 'kableExtra'

## The following object is masked from 'package:dplyr':
## 
##     group_rows

library(knitr)
df <- read.csv("C:/Users/MSII/Downloads/vlvy_marketing_dataset (1).csv ")
knitr::kable(df, format = "html") %>%
   kable_styling(full_width = TRUE) %>%
  scroll_box(width = "100%", height = "300px")

ID	Year_Birth	Education	Marital_Status	Income	Kidhome	Teenhome	Recency	MntWines	MntMeatProducts	MntFishProducts	MntSweetProducts	MntGoldProds
5524	1957	Graduation	Single	58138	0	0	58	635	546	172	88	88
2174	1954	Graduation	Single	46344	1	1	38	11	6	2	1	6
4141	1965	Graduation	Together	71613	0	0	26	426	127	111	21	42
6182	1984	Graduation	Together	26646	1	0	26	11	20	10	3	5
5324	1981	PhD	Married	58293	1	0	94	173	118	46	27	15
7446	1967	Master	Together	62513	0	1	16	520	98	0	42	14
965	1971	Graduation	Divorced	55635	0	1	34	235	164	50	49	27
6177	1985	PhD	Married	33454	1	0	32	76	56	3	1	23
4855	1974	PhD	Together	30351	1	0	19	14	24	3	3	2
5899	1950	PhD	Together	5648	1	1	68	28	6	1	1	13
387	1976	Basic	Married	7500	0	0	59	6	11	11	1	16
2125	1959	Graduation	Divorced	63033	0	0	82	194	480	225	112	30
8180	1952	Master	Divorced	59354	1	1	53	233	53	3	5	14
2569	1987	Graduation	Married	17323	0	0	38	3	17	6	1	5
2114	1946	PhD	Single	82800	0	0	23	1006	115	59	68	45
9736	1980	Graduation	Married	41850	1	1	51	53	19	2	13	4
4939	1946	Graduation	Together	37760	0	0	20	84	38	150	12	28
6565	1949	Master	Married	76995	0	1	91	1012	498	0	16	176
2278	1985	2n Cycle	Single	33812	1	0	86	4	19	30	24	39
9360	1982	Graduation	Married	37040	0	0	41	86	73	69	38	48
5376	1979	Graduation	Married	2447	1	0	42	1	1725	1	1	1
1993	1949	PhD	Married	58607	0	1	63	867	86	0	0	19
4047	1954	PhD	Married	65324	0	1	0	384	102	21	32	5
1409	1951	Graduation	Together	40689	0	1	69	270	27	39	6	99
7892	1969	Graduation	Single	18589	0	0	89	6	25	15	12	13
2404	1976	Graduation	Married	53359	1	1	4	173	30	3	6	41
9422	1989	Graduation	Married	38360	1	0	26	36	42	20	21	10
1966	1965	PhD	Married	84618	0	0	96	684	801	21	66	0
6864	1989	Master	Divorced	10979	0	0	34	8	10	2	2	4
3033	1963	Master	Together	38620	0	0	56	112	44	34	22	89
5710	1970	Graduation	Together	40548	0	1	31	110	5	2	0	3
7373	1952	PhD	Divorced	46610	0	2	8	96	96	33	22	43
8755	1946	Master	Married	68657	0	0	4	482	471	119	68	22
10738	1951	Master	Single	49389	1	1	55	40	19	2	1	3
4339	1970	PhD	Married	67353	0	1	37	702	151	0	8	35
10755	1976	2n Cycle	Married	23718	1	0	76	6	14	15	7	36
8595	1973	Graduation	Widow	42429	0	1	99	55	6	2	0	4
2968	1943	PhD	Divorced	48948	0	0	53	437	206	160	49	42
8601	1980	Graduation	Married	80011	0	1	3	421	536	82	178	102
503	1985	Master	Married	20559	1	0	88	13	29	3	0	7
8430	1957	Graduation	Together	21994	0	1	4	9	6	3	1	3
2139	1975	Master	Married	7500	1	0	19	3	10	3	2	12
1371	1976	Graduation	Single	79941	0	0	72	123	266	227	30	174
9909	1996	2n Cycle	Married	7500	0	0	24	3	14	15	22	50
7286	1968	Graduation	Together	41728	1	0	92	13	15	3	5	13
6566	1954	PhD	Married	72550	1	1	39	826	317	50	38	38
8614	1957	Graduation	Widow	65486	0	1	29	245	125	37	67	14
4114	1964	Master	Married	79143	0	0	2	650	780	27	167	32
1331	1977	Graduation	Single	35790	1	0	54	12	20	30	1	3
2225	1977	Graduation	Divorced	82582	0	0	54	510	550	156	40	241
9381	1978	Graduation	Married	66373	1	1	57	328	124	12	24	109
6260	1955	Master	Together	82384	0	0	55	984	432	180	120	190
10383	1966	Graduation	Divorced	70287	0	0	30	295	482	121	120	40
7437	1988	Graduation	Single	27938	1	0	31	13	8	2	1	5
8375	1968	PhD	Married	55954	0	1	63	447	28	0	0	43
6853	1982	Master	Single	75777	0	0	12	712	538	69	13	80
3076	1975	Graduation	Together	66653	1	1	18	452	102	16	18	6
1012	1952	Graduation	Single	61823	0	1	26	523	134	37	14	169
6518	1951	PhD	Widow	67680	0	1	8	546	48	0	6	6
4137	1948	Graduation	Together	70666	0	0	29	398	367	119	122	30
8082	1971	Graduation	Married	25721	1	0	75	1	6	3	6	15
1386	1967	Graduation	Together	32474	1	1	0	10	1	0	0	0
9369	1979	2n Cycle	Single	88194	0	1	19	688	309	201	24	38
4477	1958	Graduation	Together	69096	0	1	4	247	159	7	82	109
1357	1970	Graduation	Together	74854	1	2	90	856	487	58	29	73
1402	1954	Master	Married	66991	0	0	1	496	460	189	60	12
6312	1959	Graduation	Married	65031	0	1	29	258	291	84	37	86
8132	1975	PhD	Married	60631	1	1	88	565	65	0	6	19
1050	1952	Graduation	Married	28332	0	0	58	14	13	4	15	9
5846	1977	Graduation	Divorced	40246	1	0	68	2	6	2	1	1
1859	1972	Master	Married	75251	0	0	34	721	925	97	18	18
7503	1976	Graduation	Single	75825	0	0	40	1032	779	137	105	51
10401	1976	2n Cycle	Together	26326	0	0	12	1	5	0	3	9
1618	1965	Graduation	Together	56046	0	0	9	577	64	0	0	51
3332	1985	Graduation	Single	29760	1	0	87	64	68	7	5	17
2261	1969	Graduation	Married	26304	1	0	5	4	5	2	0	4
5346	1973	2n Cycle	Married	23559	1	0	87	25	19	7	0	23
4119	1963	Master	Together	38620	0	0	56	112	44	34	22	89
535	1987	Graduation	Divorced	81361	0	0	18	163	424	27	65	76
5268	1960	Graduation	Married	29440	1	1	95	17	14	10	4	3
273	1970	Master	Married	36138	1	1	48	130	16	0	0	5
4452	1957	Graduation	Single	50388	0	1	3	292	37	0	3	34
8504	1973	Graduation	Married	79593	0	0	70	350	568	110	133	145
771	1967	Graduation	Together	54178	0	1	79	135	39	4	0	7
11178	1972	Master	Single	42394	1	0	69	15	10	0	1	4
2230	1970	PhD	Married	23626	1	0	84	27	14	0	0	0
7516	1983	Graduation	Married	30096	1	0	30	5	11	12	5	9
7247	1960	Graduation	Widow	47916	0	1	72	505	26	0	0	75
11100	1972	Graduation	Divorced	51813	1	1	37	51	7	0	1	2
4646	1951	2n Cycle	Married	78497	0	0	44	207	447	75	0	223
3037	1983	PhD	Married	50150	0	0	32	135	92	65	61	11
1473	1960	2n Cycle	Single	47823	0	1	0	53	5	2	1	10
1016	1959	PhD	Single	34554	0	1	43	41	6	2	0	5
4518	1979	Graduation	Together	85693	0	1	59	386	183	185	132	111
9370	1945	PhD	Married	65846	0	0	68	562	276	80	40	81
8908	1959	Graduation	Married	87195	0	0	35	217	690	50	26	38
8373	1979	Basic	Together	24594	1	0	94	1	6	10	0	9
7533	1964	Graduation	Married	49096	1	1	15	144	32	2	1	7
2683	1969	Graduation	Married	52413	0	2	56	295	271	75	98	65
3629	1978	Graduation	Single	38557	1	0	17	76	31	4	4	27
10991	1960	Master	Married	89058	0	0	18	454	106	31	22	43
5077	1979	Graduation	Together	77298	0	1	46	425	292	23	35	79
7431	1991	PhD	Single	68126	0	0	40	1332	311	23	51	86
3267	1963	Master	Together	57288	0	1	27	527	21	0	0	60
999	1991	Graduation	Single	86037	0	0	95	490	125	29	20	22
9215	1980	PhD	Married	43974	1	0	19	378	101	0	0	72
2286	1962	Graduation	Single	50785	1	1	27	64	21	0	1	27
1592	1970	Graduation	Married	90765	0	0	25	547	812	151	82	33
367	1978	2n Cycle	Married	36550	1	0	74	47	94	123	103	120
5234	1967	2n Cycle	Together	30753	1	1	85	12	25	0	9	30
9862	1969	Graduation	Together	21918	1	0	37	1	7	11	5	3
9805	1953	Master	Together	56129	0	1	65	320	133	39	72	48
6205	1967	Master	Single	32557	1	0	13	34	29	0	4	10
8442	1985	Master	Married	19510	2	0	63	9	7	3	4	7
7386	1976	Graduation	Divorced	30992	1	0	83	17	14	7	3	2
7215	1983	Graduation	Single	101970	0	0	69	722	102	44	72	168
1491	1965	2n Cycle	Together	71488	0	0	87	162	124	40	28	172
11071	1984	Graduation	Single	79607	0	0	37	450	951	173	0	216
3381	1953	Master	Married	54348	1	1	51	70	16	0	0	4
11051	1956	PhD	Together	77376	1	1	72	492	110	16	12	12
8026	1952	Graduation	Married	62998	0	1	10	120	73	65	89	58
433	1958	Master	Single	61331	1	1	42	534	47	0	5	41
9597	1969	Graduation	Married	73448	0	0	10	236	189	23	41	130
5290	1964	PhD	Married	41551	1	1	51	220	33	3	0	23
1685	1967	PhD	Together	62981	0	0	21	796	590	38	44	0
5342	1976	Basic	Divorced	9548	1	0	31	0	3	10	6	9
9579	1959	PhD	Married	33762	2	1	61	53	34	2	0	16
7660	1973	PhD	Single	35860	1	1	37	15	8	4	2	20
1461	1965	PhD	Divorced	36921	1	1	74	17	12	3	1	4
821	1992	Master	Single	92859	0	0	46	962	921	52	61	20
11084	1976	Master	Together	65104	0	1	4	738	232	13	20	50
8690	1962	Graduation	Married	86111	0	0	73	399	756	36	40	126
2937	1974	PhD	Single	68352	0	1	47	614	132	43	33	33
9701	1988	Graduation	Together	41883	1	0	13	32	41	73	16	116
9949	1976	Graduation	Married	59809	0	2	36	598	141	32	41	49
10837	1975	Graduation	Married	23957	1	0	47	2	18	20	11	16
3120	1981	Graduation	Together	38547	1	0	49	6	10	0	1	4
5885	1973	2n Cycle	Married	35688	2	1	94	73	90	12	1	32
4050	1966	Master	Married	49605	0	0	65	42	29	12	20	8
3830	1953	Master	Married	59354	0	2	59	295	78	39	13	13
7987	1969	Graduation	Married	65747	0	1	96	346	48	23	13	13
7798	1972	2n Cycle	Together	46344	0	1	28	233	57	8	20	91
92	1988	Graduation	Single	34176	1	0	12	5	24	19	14	20
7055	1952	PhD	Together	61010	0	1	57	888	57	0	0	76
10240	1949	Graduation	Together	69372	0	0	10	997	269	34	13	42
3025	1958	Graduation	Single	49967	0	1	4	212	69	4	12	3
9283	1978	Graduation	Single	60199	1	2	49	8	7	2	0	0
9970	1977	Graduation	Together	55375	0	1	3	42	57	10	28	14
2730	1955	Graduation	Single	80317	0	0	64	536	387	149	91	57
2795	1958	Master	Single	30523	2	1	0	5	3	0	0	5
9260	1945	PhD	Married	70356	0	0	20	1349	249	43	16	33
8182	1984	Graduation	Married	23228	1	0	91	53	49	7	4	5
10095	1975	PhD	Divorced	74165	0	0	9	1001	240	16	12	12
8475	1973	PhD	Married	157243	0	1	98	20	1582	1	2	1
4370	1966	Graduation	Together	43482	2	1	83	18	32	6	3	28
10573	1953	Graduation	Divorced	62551	0	0	27	125	98	134	21	27
3712	1959	Graduation	Divorced	52332	0	0	63	212	33	7	0	2
6637	1988	Graduation	Single	66951	0	0	46	277	305	173	76	124
3152	1957	Graduation	Together	26091	1	1	84	15	19	8	17	20
5610	1965	Graduation	Together	33456	1	1	58	7	10	8	1	7
6460	1982	Graduation	Married	28718	1	0	78	12	6	11	8	16
1349	1970	Graduation	Married	50447	2	0	4	85	24	2	3	27
1880	1959	PhD	Together	53537	1	1	17	81	6	0	0	6
641	1967	Graduation	Single	52074	0	1	77	59	12	0	0	48
8717	1975	PhD	Married	80427	0	1	56	1149	449	69	71	26
10314	1948	PhD	Married	83837	0	0	79	847	119	86	89	111
10854	1970	PhD	Married	38853	1	1	90	29	14	0	0	2
10492	1959	Graduation	Together	38285	2	1	96	2	5	2	0	1
6935	1951	2n Cycle	Married	78497	0	0	44	207	447	75	0	223
7698	1976	PhD	Married	51650	0	1	81	152	22	2	5	7
3559	1988	2n Cycle	Married	16248	1	0	77	12	10	3	12	9
10562	1946	Master	Married	66835	0	0	21	620	195	34	17	141
10796	1984	Master	Married	30477	1	0	16	47	6	0	0	12
2563	1961	Basic	Married	28249	0	0	80	1	7	2	14	10
3518	1983	Graduation	Married	25271	1	0	45	10	18	10	4	7
5823	1970	PhD	Single	32303	0	1	63	35	2	0	0	2
3934	1966	Graduation	Married	61286	0	1	34	356	107	19	9	117
6982	1976	Graduation	Married	74068	0	0	14	783	537	140	76	15
6431	1964	PhD	Married	45759	1	1	13	42	18	3	0	4
9733	1978	Basic	Together	24882	1	0	52	1	10	29	0	36
5602	1989	PhD	Together	66973	0	0	98	466	432	147	113	102
7829	1900	2n Cycle	Divorced	36640	1	0	99	15	8	7	4	25
1324	1988	Graduation	Married	38872	1	0	93	23	21	3	19	22
326	1973	Graduation	Married	51148	1	1	38	235	45	8	9	12
7224	1977	Graduation	Married	31353	1	1	24	10	10	3	1	7
6999	1980	Master	Married	69661	0	0	80	656	106	32	16	8
9938	1954	Graduation	Married	80067	0	0	82	519	813	27	173	51
6422	1954	Graduation	Married	86718	0	0	20	344	482	50	33	172
3182	1973	PhD	Single	46854	1	1	81	96	79	7	1	79
7300	1952	Graduation	Divorced	69142	0	1	50	448	34	6	4	39
10424	1968	Graduation	Single	75922	0	0	60	265	553	224	23	92
8727	1978	Graduation	Divorced	63693	0	1	63	587	337	42	87	54
2798	1977	PhD	Together	102160	0	0	54	763	138	76	176	58
1030	1965	PhD	Single	40637	1	1	72	22	13	0	0	3
624	1984	Master	Single	18890	0	0	5	6	1	7	2	15
5176	1988	Graduation	Together	29604	1	0	88	7	13	7	6	14
5552	1963	Master	Divorced	48721	1	1	50	81	113	47	13	21
868	1966	Graduation	Married	44794	0	1	99	54	7	0	0	4
380	1954	Graduation	Divorced	64497	0	1	17	1170	320	42	32	192
2677	1956	Graduation	Together	46097	0	1	11	72	68	65	4	8
6521	1954	Graduation	Together	77972	0	0	18	613	319	33	102	12
6927	1968	PhD	Married	44377	1	1	70	224	30	0	0	10
2877	1974	Master	Together	46014	1	1	21	410	59	19	9	44
0	1985	Graduation	Married	70951	0	0	66	239	554	254	87	54
1584	1977	Graduation	Married	41443	1	0	79	171	171	25	19	89
7264	1978	2n Cycle	Single	52195	2	1	2	12	4	0	0	1
6274	1948	Master	Married	83790	0	0	81	1076	417	42	48	16
1377	1954	Master	Widow	44551	0	1	24	182	33	0	0	66
454	1980	Graduation	Together	69508	1	0	48	824	162	42	32	43
1755	1988	2n Cycle	Together	45204	1	0	93	30	25	29	1	18
2075	1969	Graduation	Married	72460	0	0	56	377	540	80	30	10
4785	1970	PhD	Together	77622	0	2	3	520	154	19	0	14
9076	1980	PhD	Married	30732	1	0	44	155	25	0	1	3
7079	1962	Graduation	Divorced	63887	0	1	38	897	207	15	11	92
4653	1978	Graduation	Together	42011	1	0	46	131	16	2	1	39
7375	1976	Graduation	Together	51369	0	1	84	297	79	0	11	182
709	1952	Graduation	Divorced	51537	0	1	27	787	204	0	0	92
460	1972	PhD	Married	79930	0	0	72	792	740	67	51	17
3726	1986	PhD	Together	34320	1	0	66	4	9	3	0	0
6798	1966	Graduation	Single	37070	1	1	30	231	137	4	15	39
5341	1962	2n Cycle	Divorced	81975	0	1	2	983	184	180	138	27
1606	1971	Graduation	Together	38590	1	0	65	3	8	4	3	3
9617	1951	Graduation	Single	15033	0	0	37	0	5	6	0	4
3233	1965	PhD	Married	62745	0	1	89	562	464	28	10	32
89	1975	2n Cycle	Married	22212	1	0	49	5	20	6	8	21
2936	1982	Master	Together	23661	1	0	46	18	4	0	0	1
9449	1958	PhD	Single	79761	0	1	32	415	124	15	35	11
7297	1973	Graduation	Single	7500	1	0	54	5	10	12	7	20
11004	1893	2n Cycle	Single	60182	0	1	23	8	5	7	0	2
313	1968	Graduation	Widow	73455	0	0	98	901	757	186	163	20
9940	1958	Graduation	Together	64961	0	1	97	382	276	75	124	38
10735	1971	Graduation	Single	22804	1	0	75	14	7	2	1	1
9529	1990	Graduation	Married	73687	0	0	8	559	503	218	13	181
6439	1958	Graduation	Married	61074	0	1	37	789	133	0	28	152
7411	1964	PhD	Married	31686	1	1	31	11	5	0	0	1
2176	1972	Graduation	Married	80134	1	0	40	1218	272	104	0	80
9265	1953	Graduation	Married	75027	0	1	74	925	179	133	12	77
8867	1988	PhD	Married	67546	0	0	90	864	768	150	38	172
8932	1969	Master	Together	65176	0	1	57	960	183	220	70	70
10236	1975	Master	Single	31160	1	0	59	16	25	6	1	13
6340	1985	Graduation	Single	29938	1	0	52	3	7	0	2	11
10089	1974	Graduation	Divorced	102692	0	0	5	168	444	32	172	148
2227	1958	2n Cycle	Together	26490	0	0	92	45	52	21	20	25
10992	1967	Graduation	Together	75702	1	1	77	650	353	45	42	30
5304	1974	PhD	Single	30899	1	0	35	24	8	0	0	1
309	1961	PhD	Together	63342	0	1	48	918	118	13	10	21
3406	1964	Graduation	Single	45989	0	1	97	138	87	28	24	12
2661	1964	Graduation	Single	18701	1	1	95	12	2	10	6	10
3153	1957	PhD	Single	40737	2	1	24	11	4	0	0	2
10264	1979	Graduation	Divorced	15287	1	0	60	1	8	4	3	13
1184	1968	PhD	Divorced	69674	0	2	46	554	215	11	0	24
4200	1970	Master	Married	44159	1	0	85	167	62	24	13	7
9396	1978	PhD	Married	37717	1	0	31	9	6	4	1	5
2387	1952	Master	Together	43776	1	1	9	177	71	3	2	20
6690	1966	Master	Married	38179	1	1	30	38	22	4	2	20
1225	1963	Graduation	Married	80124	0	0	47	483	398	205	84	241
9703	1970	PhD	Married	38097	1	1	70	77	35	0	1	69
291	1970	Graduation	Married	72940	0	0	13	182	298	162	149	116
4557	1970	Graduation	Together	22070	1	0	11	10	19	8	2	21
2379	1953	Graduation	Single	69267	0	0	31	778	499	95	73	146
5726	1983	Master	Single	31788	1	0	15	16	23	0	8	6
3066	1975	PhD	Together	61905	0	1	2	167	43	6	2	13
6336	1960	Graduation	Married	29315	1	1	55	13	14	8	7	4
10967	1963	Graduation	Divorced	33378	1	1	38	33	40	3	7	10
2304	1963	PhD	Together	66313	0	1	86	625	99	10	22	7
3445	1956	Graduation	Single	60714	0	0	56	216	224	101	92	162
7828	1981	Master	Together	77882	0	0	29	68	396	188	22	15
3762	1986	PhD	Single	69867	0	0	30	196	512	33	130	54
4391	1968	Master	Divorced	63841	0	1	64	635	100	20	7	131
4669	1981	Basic	Married	24480	1	0	46	4	9	28	25	17
10144	1976	Graduation	Together	51369	0	1	84	297	79	0	11	182
8652	1946	Graduation	Together	37760	0	0	20	84	38	150	12	28
1672	1974	PhD	Together	65640	0	1	74	204	149	20	15	66
8962	1975	Master	Married	44319	1	1	18	26	8	0	0	3
9974	1974	Graduation	Married	30631	1	0	75	15	20	4	5	20
10983	1952	Graduation	Together	75278	0	0	17	304	230	150	74	74
8148	1956	Master	Together	50898	1	1	88	285	242	55	114	135
10102	1966	Graduation	Widow	79946	0	0	19	395	565	166	141	28
4697	1949	Master	Divorced	35416	0	0	62	248	81	4	3	51
9262	1984	2n Cycle	Together	32414	0	0	11	20	5	0	9	12
7254	1969	Graduation	Together	38361	1	0	74	39	56	20	8	14
4543	1980	Graduation	Married	82497	0	0	32	777	573	216	21	203
4927	1971	Graduation	Together	16626	2	0	76	8	22	21	1	13
10451	1965	Graduation	Together	29672	1	1	6	9	3	0	4	8
2926	1952	Master	Together	55951	0	1	62	1241	80	0	13	40
2874	1988	2n Cycle	Divorced	35388	1	0	20	6	7	4	3	8
9738	1986	Master	Together	42386	1	0	43	65	16	0	4	11
7119	1982	Graduation	Single	68627	0	0	45	395	263	60	54	38
3924	1965	PhD	Divorced	57912	0	1	34	801	80	0	0	35
5827	1958	Graduation	Divorced	35246	1	1	53	36	12	2	2	10
5596	1956	2n Cycle	Together	58821	0	1	44	513	154	19	0	28
10812	1978	PhD	Married	46377	1	0	89	37	46	4	3	0
1717	1988	Graduation	Single	39747	1	0	43	80	93	20	13	52
9491	1984	Graduation	Together	23976	1	0	68	14	21	2	3	25
9274	1961	Master	Married	80950	0	0	44	525	112	219	147	63
6609	1966	Graduation	Widow	27038	0	0	64	1	25	17	23	15
6963	1947	Graduation	Single	77457	0	0	85	675	400	15	45	11
4440	1964	Master	Married	64100	0	1	93	509	27	0	0	10
1379	1992	Master	Together	42670	0	0	12	154	46	20	4	15
10032	1976	Graduation	Divorced	12571	1	0	86	3	14	2	12	17
2826	1967	Graduation	Married	22574	2	1	28	25	8	2	0	2
6320	1976	Master	Single	70893	0	0	42	768	561	77	44	14
3050	1966	Graduation	Married	54198	1	1	13	185	28	3	2	17
231	1956	Master	Together	28839	1	1	86	24	7	0	0	1
2392	1972	Graduation	Married	40321	1	1	59	44	21	6	0	27
9478	1985	Graduation	Single	66503	1	0	30	91	128	65	3	50
113	1951	Graduation	Married	30833	1	1	33	11	7	3	1	6
1802	1971	Graduation	Married	64795	0	1	23	412	119	38	29	77
520	1974	Graduation	Married	34421	1	0	81	3	7	6	2	9
8275	1965	PhD	Divorced	47025	1	1	6	16	3	0	0	1
9750	1961	PhD	Divorced	64325	0	1	41	731	353	78	12	73
2607	1953	Graduation	Single	40464	0	1	78	424	118	7	23	41
7214	1957	Graduation	Married	62187	0	0	49	792	275	45	45	126
5835	1976	PhD	Divorced	14849	1	0	39	21	28	3	2	9
3896	1984	Graduation	Married	27255	1	0	3	22	11	0	1	2
10350	1950	PhD	Married	54432	2	1	37	33	5	0	0	0
7786	1986	PhD	Single	29999	1	0	22	68	59	10	5	11
2861	1983	Graduation	Single	24072	1	0	79	9	6	3	0	4
663	1989	PhD	Single	33996	0	0	46	40	15	8	0	6
10675	1956	PhD	Married	66334	0	1	82	909	218	0	0	23
2521	1971	Master	Married	35178	1	0	10	23	13	2	2	18
9592	1983	Graduation	Together	22010	1	0	51	11	9	3	0	8
10151	1960	Graduation	Divorced	62204	0	2	38	317	247	151	46	139
7381	1968	Graduation	Divorced	75693	0	0	10	797	293	72	97	30
4099	1972	Graduation	Married	30675	1	0	14	10	16	11	2	21
9560	1965	Graduation	Together	83003	0	0	18	856	570	40	25	122
1150	1899	PhD	Together	83532	0	0	36	755	562	104	64	224
10172	1988	Graduation	Single	68655	0	0	95	456	832	75	118	38
11191	1986	Graduation	Divorced	41411	0	0	11	37	38	11	3	18
9707	1969	PhD	Married	55212	0	1	65	1103	45	0	0	34
6245	1950	PhD	Together	59292	0	1	71	378	68	19	14	14
8234	1973	Basic	Together	27190	1	0	13	1	7	0	1	3
1411	1952	Graduation	Divorced	82623	0	0	58	204	204	172	153	173
8553	1965	Graduation	Married	44300	1	1	65	30	9	0	0	3
1826	1970	Graduation	Divorced	84835	0	0	0	189	379	111	189	218
8842	1971	Graduation	Widow	30372	1	1	33	15	12	7	3	7
11030	1976	Master	Married	33181	1	0	90	9	3	0	0	4
2579	1957	Graduation	Married	71113	0	1	95	495	255	11	33	8
175	1986	Graduation	Married	71952	1	0	93	656	455	52	107	93
9185	1966	PhD	Single	69759	0	0	38	452	514	13	30	0
11056	1974	Graduation	Married	72099	0	0	18	546	410	119	0	22
9365	1976	PhD	Single	60000	0	1	57	1048	217	0	0	12
6201	1978	Graduation	Single	38643	1	1	45	22	14	0	1	10
2061	1955	Graduation	Married	50737	0	1	61	78	11	0	0	10
6184	1969	PhD	Married	68462	0	0	6	561	785	84	128	48
6142	1943	Master	Married	65073	0	0	65	629	177	69	0	8
4107	1948	PhD	Together	46681	0	2	52	269	69	15	19	38
7274	1957	Graduation	Married	78618	0	0	87	736	818	212	163	61
9336	1969	PhD	Widow	62187	0	1	38	512	83	0	0	41
2958	1978	Graduation	Married	28442	2	0	53	19	10	11	8	6
933	1978	PhD	Married	37717	1	0	31	9	6	4	1	5
5837	1967	Graduation	Married	51479	1	1	67	247	160	6	8	65
10704	1969	Graduation	Single	54803	0	1	65	404	92	28	27	142
5125	1960	Graduation	Married	79530	0	0	64	333	815	129	42	29
4432	1976	Graduation	Divorced	31615	1	0	82	2	20	6	11	9
5955	1962	Graduation	Together	72025	0	0	27	833	549	151	133	233
2928	1975	PhD	Single	52614	0	1	63	789	142	12	9	38
5680	1984	2n Cycle	Married	35684	1	0	66	10	7	0	6	3
10313	1975	Graduation	Married	48178	1	1	69	159	45	6	2	38
2557	1970	Master	Single	29548	1	0	52	7	6	3	1	11
1245	1966	Graduation	Single	63810	0	1	45	977	253	16	12	101
1519	1972	PhD	Single	38578	1	1	2	38	22	3	3	3
10703	1975	Master	Single	46098	1	1	86	57	27	0	0	36
1726	1970	Graduation	Single	22585	0	0	23	3	15	13	2	39
4459	1989	Graduation	Single	30279	1	0	13	10	14	4	4	1
1729	1961	PhD	Together	66426	0	1	14	1043	97	32	24	157
1517	1969	Graduation	Single	30822	1	0	92	3	13	2	12	12
2098	1969	PhD	Married	33581	2	0	38	11	5	0	0	1
9543	1985	Graduation	Married	19986	1	0	74	3	5	0	2	6
6878	1954	Graduation	Widow	27421	0	0	14	43	96	78	40	55
3310	1973	2n Cycle	Married	35688	2	1	94	73	90	12	1	32
2724	1981	Master	Single	36143	1	0	33	12	1	0	0	6
948	1971	Graduation	Single	10245	1	0	32	4	7	6	4	13
6720	1968	Master	Together	43795	0	1	11	314	53	4	3	107
6202	1960	Graduation	Together	63381	0	1	78	571	142	33	50	159
2066	1949	Graduation	Together	38823	0	1	56	70	11	2	8	23
9799	1968	PhD	Divorced	83664	1	1	57	866	151	28	21	86
8318	1979	Graduation	Together	90300	0	0	7	594	786	33	134	57
5642	1979	Master	Together	62499	1	0	0	140	61	0	13	4
2669	1993	Graduation	Single	74293	0	0	66	375	335	93	91	81
455	1946	PhD	Married	51012	0	0	86	102	63	2	9	24
7683	1968	Master	Married	70777	0	1	80	554	113	0	7	78
3428	1991	PhD	Together	68682	0	0	56	919	505	99	30	45
7414	1971	Graduation	Married	43824	1	1	18	96	42	12	3	32
6354	1984	Graduation	Together	15345	1	0	51	5	16	3	2	19
798	1987	Graduation	Single	23442	1	0	71	2	6	8	6	5
8213	1980	2n Cycle	Together	14515	1	0	71	6	9	6	36	35
2488	1956	2n Cycle	Divorced	31395	1	1	80	23	25	0	8	7
9999	1965	Graduation	Together	75276	0	0	2	610	125	137	42	21
7617	1974	Graduation	Single	42373	1	1	83	67	61	3	8	19
615	1960	Graduation	Together	30507	0	0	29	65	74	38	20	110
2552	1955	PhD	Single	55521	1	2	11	416	26	0	0	4
194	1965	Graduation	Married	48006	1	1	55	23	11	3	2	2
3645	1972	PhD	Single	27213	1	0	19	19	26	10	9	3
8890	1971	PhD	Divorced	65808	1	1	1	155	80	13	7	10
5049	1974	PhD	Together	30351	1	0	19	14	24	3	3	2
9973	1963	Graduation	Married	50437	0	2	28	370	92	6	9	4
7301	1982	2n Cycle	Single	23616	1	0	76	4	11	3	7	32
10882	1976	Graduation	Married	53858	0	1	50	407	221	58	150	26
7030	1955	PhD	Married	66465	0	1	1	1200	204	38	29	14
7422	1987	Graduation	Single	46923	1	0	90	85	54	102	78	6
3523	1962	Graduation	Together	75072	0	1	83	583	309	0	22	125
7106	1943	PhD	Married	75865	0	0	73	483	591	156	0	12
6504	1975	2n Cycle	Together	19789	1	0	24	2	9	28	6	28
5067	1994	Graduation	Together	80134	0	0	11	966	282	52	26	26
4216	1981	Graduation	Single	91065	0	0	33	822	108	179	137	114
8581	1971	Master	Married	49505	1	1	4	604	100	19	0	28
5929	1973	PhD	Married	37401	1	0	14	19	19	3	1	3
3129	1983	Graduation	Married	30096	1	0	30	5	11	12	5	9
6528	1982	Master	Together	18492	1	0	75	2	2	2	1	1
1361	1974	Master	Married	82584	0	0	26	1076	103	29	91	68
6932	1941	PhD	Married	93027	0	0	77	1285	716	55	0	21
7284	1953	Graduation	Married	48686	1	2	8	10	7	2	0	1
1340	1986	Graduation	Married	92910	0	0	42	551	792	179	103	33
8746	1989	Graduation	Married	75433	1	0	28	800	297	0	34	57
5987	1989	2n Cycle	Together	10404	1	0	52	2	11	10	6	12
3767	1968	Graduation	Married	61314	0	1	1	378	189	97	172	172
3725	1961	PhD	Single	84865	0	0	1	1248	349	43	16	16
4324	1989	Graduation	Married	42387	1	0	42	235	235	19	4	191
238	1967	2n Cycle	Together	67309	1	1	76	515	181	149	95	95
6694	1964	Graduation	Married	75236	0	1	27	438	400	12	38	114
498	1970	Graduation	Single	30015	1	0	28	25	22	2	3	5
9347	1956	Master	Together	50943	0	1	49	31	7	2	0	6
9699	1966	Graduation	Divorced	67272	0	1	12	357	271	28	28	14
10664	1949	Master	Widow	51529	0	1	14	400	35	6	0	22
5455	1971	PhD	Married	32011	1	0	89	99	15	2	1	5
456	1986	2n Cycle	Married	7500	1	0	96	1	5	4	6	9
5012	1989	Graduation	Married	28691	1	0	56	5	13	8	0	4
7495	1948	PhD	Married	56223	0	1	72	77	31	16	0	4
5029	1946	Graduation	Married	18100	0	0	14	3	2	4	3	1
10642	1989	Graduation	Single	30279	1	0	13	10	14	4	4	1
2106	1974	2n Cycle	Married	20130	0	0	99	0	3	7	6	12
10364	1959	Graduation	Divorced	23295	0	0	72	0	1	2	12	5
5954	1972	Master	Divorced	42618	1	0	92	76	74	13	5	10
1137	1964	Graduation	Single	81246	0	0	87	398	537	61	156	37
2541	1976	Graduation	Married	24027	1	0	7	14	11	11	0	5
1142	1953	PhD	Married	55707	0	1	91	208	82	30	66	35
2276	1955	Graduation	Single	57959	0	1	71	430	322	43	24	33
2807	1969	Graduation	Married	56796	0	1	24	656	161	62	47	37
6471	1971	Master	Single	36230	1	0	17	14	30	8	2	3
6131	1980	2n Cycle	Married	70829	1	1	87	141	106	72	19	23
6233	1976	Graduation	Married	65991	0	1	21	507	364	25	47	9
4148	1972	Graduation	Married	38988	1	2	90	164	103	12	3	42
4947	1966	2n Cycle	Single	89572	0	0	44	606	974	197	194	64
3225	1984	Master	Married	42207	1	0	71	116	72	3	17	46
7540	1952	Graduation	Married	50300	0	1	52	143	60	24	23	5
10648	1982	2n Cycle	Together	66664	0	0	78	398	447	220	96	32
1992	1964	Graduation	Married	60597	0	1	2	522	257	32	16	66
7851	1949	Graduation	Widow	70165	0	0	60	161	253	199	191	122
8594	1958	PhD	Widow	50520	0	1	25	112	6	2	1	14
7059	1963	Graduation	Married	80124	0	0	47	483	398	205	84	241
2815	1975	Graduation	Married	33183	1	0	46	7	39	17	15	37
2416	1969	PhD	Single	66582	0	0	83	789	420	16	38	0
7999	1955	PhD	Together	75261	0	0	17	1239	413	23	34	17
9213	1970	Graduation	Widow	31880	1	0	13	4	5	2	0	3
9697	1951	Graduation	Married	53790	0	2	86	335	127	28	5	5
3916	1971	PhD	Together	49269	1	0	92	639	166	11	8	58
2021	1975	Graduation	Married	61456	0	1	47	563	384	84	192	89
1581	1980	Graduation	Married	37406	1	0	18	2	8	2	2	3
564	1981	PhD	Together	56937	1	0	81	746	125	11	8	8
6619	1978	Graduation	Married	38415	1	1	91	22	13	4	0	4
9081	1988	Graduation	Single	20518	1	0	58	4	6	4	1	9
178	1956	Graduation	Married	62503	0	1	40	478	193	110	75	117
916	1972	PhD	Single	41644	1	1	67	20	4	2	0	2
5512	1977	Master	Married	55842	0	1	19	451	39	0	4	24
8970	1972	PhD	Married	62010	0	1	93	371	39	6	0	92
10581	1977	Graduation	Married	41124	1	0	41	281	84	15	0	119
5300	1973	Master	Married	38961	1	0	60	19	19	0	1	24
5154	1972	Master	Divorced	37760	1	0	54	26	13	2	10	0
8346	1974	Graduation	Single	32233	1	0	26	138	35	25	11	72
1676	1975	Graduation	Married	43057	0	1	30	213	44	0	2	5
9286	1960	Master	Together	83151	0	0	93	407	100	120	74	18
2426	1964	PhD	Divorced	78825	0	0	35	483	114	169	37	18
5172	1976	Master	Together	65104	0	1	4	738	232	13	20	50
5562	1974	Graduation	Married	60093	0	1	92	502	109	16	6	90
3436	1969	Graduation	Married	14045	1	0	24	11	5	2	1	1
3921	1952	2n Cycle	Widow	28457	0	0	96	24	108	29	29	14
3403	1958	PhD	Together	78952	0	1	11	1170	594	99	76	134
22	1976	Graduation	Divorced	46310	1	0	99	185	88	15	5	14
10965	1955	Graduation	Together	76005	0	0	72	983	389	240	50	40
9426	1964	Master	Single	58308	0	1	77	691	69	10	0	130
6605	1944	PhD	Divorced	55614	0	0	85	504	131	8	0	26
3136	1962	Master	Divorced	59432	0	1	88	317	265	25	19	12
8737	1978	Graduation	Divorced	55563	0	1	22	29	9	2	0	2
11088	1971	PhD	Together	78642	0	1	83	1396	322	46	35	17
716	1949	PhD	Together	67911	0	1	63	529	356	63	28	0
466	1944	Graduation	Married	65275	0	0	9	388	218	91	14	21
9135	1950	Graduation	Together	27203	1	1	92	13	21	4	0	24
10623	1961	Master	Together	48330	0	1	2	28	4	0	0	0
8151	1990	Basic	Married	24279	0	0	6	16	21	20	62	108
5140	1985	PhD	Married	64355	1	0	66	1047	140	67	38	153
10160	1956	Master	Together	50943	0	1	49	31	7	2	0	6
4945	1953	Graduation	Widow	53653	0	0	29	815	239	28	10	108
10584	1976	Graduation	Married	65665	0	1	77	225	387	106	36	29
6071	1989	Graduation	Single	81217	0	0	77	493	324	146	40	84
3386	1992	Graduation	Married	34935	0	0	71	34	66	3	10	20
8939	1959	Graduation	Divorced	61250	0	1	49	382	65	60	26	59
9925	1981	PhD	Together	39665	1	0	97	127	56	0	1	31
4320	1979	Graduation	Single	60152	0	1	6	325	300	86	58	91
5389	1964	Graduation	Married	48920	0	2	93	238	68	8	10	6
6036	1959	Master	Together	89120	0	0	78	1168	408	72	129	55
182	1946	PhD	Together	44124	0	1	62	284	55	0	6	52
203	1975	Master	Single	81169	0	0	47	1288	613	80	61	27
11025	1961	Graduation	Married	36443	1	1	9	65	46	4	3	20
10203	1990	Graduation	Single	26095	1	0	77	11	9	3	1	11
4607	1959	Graduation	Together	71367	0	0	24	227	389	42	21	75
3711	1944	Master	Married	80184	0	0	19	1035	670	25	38	0
3696	1965	Graduation	Divorced	30630	1	1	67	27	12	2	0	10
2532	1987	Master	Single	73454	0	0	95	982	351	56	14	175
9214	1991	Graduation	Married	42691	0	0	48	179	64	38	17	58
4943	1953	Graduation	Married	70503	0	0	73	1379	216	0	33	66
35	1987	Graduation	Married	25545	1	0	35	32	64	16	12	85
2258	1986	Graduation	Married	32880	1	0	76	8	15	7	6	2
4322	1958	PhD	Together	77863	0	0	20	881	319	16	25	12
713	1977	Master	Married	50353	0	0	72	141	153	67	31	35
4702	1964	Graduation	Single	61839	0	0	20	1000	379	224	17	120
3281	1960	PhD	Married	49154	1	1	69	206	67	30	27	71
702	1975	2n Cycle	Widow	47682	0	1	80	162	83	97	57	61
2004	1969	Graduation	Single	72679	0	1	65	619	260	127	54	54
4769	1977	Master	Together	57954	1	1	52	456	24	0	0	9
4437	1962	Graduation	Married	65316	1	1	65	112	92	3	9	38
8724	1982	Graduation	Single	28567	1	0	57	11	22	2	2	6
10741	1951	Master	Together	47352	0	1	70	172	112	8	0	15
1991	1967	Graduation	Together	44931	0	1	0	78	11	0	0	7
6931	1967	Graduation	Divorced	76982	0	0	19	464	292	65	60	30
11096	1952	2n Cycle	Together	57247	0	1	50	99	32	37	54	6
304	1981	Master	Single	22944	1	0	67	19	19	4	5	26
3665	1977	2n Cycle	Together	25315	1	0	46	1	8	11	3	22
10591	1969	Graduation	Widow	43638	0	1	37	63	83	7	19	19
5036	1984	PhD	Single	42710	1	0	38	252	42	4	3	102
5547	1982	PhD	Married	84169	0	0	9	1478	403	0	19	0
7822	1976	Graduation	Together	54058	0	1	56	198	252	32	108	54
8541	1990	2n Cycle	Married	24683	1	0	98	8	10	6	7	6
10955	1964	Graduation	Widow	85620	0	0	68	416	925	60	107	46
4368	1980	Graduation	Married	47850	1	0	72	42	43	20	12	10
9671	1968	Graduation	Married	19514	1	1	47	14	21	2	1	28
2256	1973	Master	Married	27159	1	1	33	17	3	0	0	1
4279	1963	2n Cycle	Single	39548	1	1	87	15	10	3	4	18
5371	1989	Graduation	Single	21474	1	0	0	6	24	11	0	34
9240	1971	PhD	Single	60504	0	1	73	458	24	6	4	34
9460	1963	Graduation	Married	22419	0	0	74	30	47	19	21	42
9504	1949	Master	Married	81698	0	0	4	179	520	111	123	47
8692	1952	Graduation	Together	43462	1	1	50	90	97	15	6	15
448	1978	PhD	Single	54880	1	0	57	308	137	102	45	118
8314	1982	Graduation	Married	79908	0	0	30	557	761	29	185	111
8420	1970	2n Cycle	Married	15315	0	0	27	7	13	15	8	17
3174	1959	Graduation	Together	87771	0	1	61	1492	287	50	57	33
7685	1978	Graduation	Married	33039	1	0	4	30	12	8	8	12
3179	1980	Graduation	Single	81741	0	0	75	249	940	58	134	38
9780	1971	Master	Together	71499	0	1	12	465	132	136	0	37
10681	1970	2n Cycle	Married	62466	0	1	13	129	259	168	121	83
10232	1963	PhD	Divorced	48799	0	1	9	174	81	28	6	24
4184	1950	PhD	Together	52157	0	1	48	189	29	3	2	40
9120	1962	Graduation	Single	66565	0	1	80	747	161	65	40	42
891	1951	Master	Together	29298	1	1	60	6	2	2	0	1
10381	1979	Graduation	Single	47691	0	1	43	14	3	0	0	4
3525	1970	Graduation	Together	38200	1	1	19	12	4	0	0	1
6818	1974	Graduation	Married	44989	0	1	26	98	106	49	10	106
3526	1968	PhD	Married	38443	1	1	58	32	5	0	0	1
8181	1978	2n Cycle	Single	38593	1	0	42	51	49	17	24	24
1029	1970	PhD	Together	64413	0	1	27	200	44	0	10	20
7369	1981	Master	Married	36959	1	0	56	25	25	6	0	0
2574	1977	PhD	Married	61996	0	1	27	1050	144	0	0	24
8159	1968	Graduation	Married	51287	1	1	10	117	22	13	0	30
1160	1970	Graduation	Married	13260	1	1	48	9	17	10	2	7
10242	1966	PhD	Together	47472	1	1	39	56	11	0	0	8
5253	1956	Master	Together	54603	1	1	85	145	46	17	2	4
5966	1974	PhD	Married	45207	1	1	64	203	10	0	0	2
5314	1951	Graduation	Together	40689	0	1	69	270	27	39	6	99
5081	1967	2n Cycle	Together	47821	1	1	54	9	16	6	6	10
5123	1951	Master	Married	27450	0	0	57	37	23	8	11	52
5756	1983	Graduation	Together	39453	1	0	64	46	7	0	0	2
8036	1971	2n Cycle	Together	26850	1	1	10	31	13	7	2	9
9058	1955	Graduation	Widow	79800	0	0	65	1060	530	32	0	224
5057	1961	Master	Married	61794	0	1	74	264	188	54	47	11
254	1955	Graduation	Together	53863	0	1	4	399	30	6	4	30
4179	1959	Graduation	Together	24221	0	0	94	8	9	2	5	22
3710	1984	PhD	Single	39684	1	0	41	19	35	6	4	17
7627	1975	Master	Married	92163	0	0	25	817	797	106	163	20
4501	1965	Master	Single	69882	0	0	94	292	635	132	127	165
6424	1977	Graduation	Together	33178	1	0	9	12	2	11	2	16
3075	1972	PhD	Married	59973	0	0	47	130	168	20	34	0
4992	1975	Master	Together	17459	1	0	12	6	16	3	10	30
5252	1969	Graduation	Divorced	23910	1	0	80	16	18	7	1	13
7444	1969	Master	Married	42169	1	1	20	19	9	0	0	2
6919	1978	2n Cycle	Married	26224	1	0	39	4	15	13	9	15
3537	1981	Graduation	Together	31089	1	0	57	31	31	2	8	4
10277	1961	Graduation	Single	30081	0	1	27	36	2	0	0	4
2453	1960	Graduation	Together	62807	0	1	83	526	135	10	21	99
7972	1955	Graduation	Single	72906	0	0	79	400	519	71	75	54
895	1948	PhD	Married	61467	0	2	69	410	114	0	5	49
1177	1966	Master	Together	49618	1	1	77	80	26	4	2	14
7141	1986	Master	Single	21888	1	0	15	88	46	2	3	64
7232	1973	Graduation	Widow	42429	0	1	99	55	6	2	0	4
8477	1956	Graduation	Divorced	26150	2	1	61	5	13	3	5	1
2457	1975	Basic	Married	30801	0	1	23	8	5	15	2	11
988	1965	Graduation	Married	81168	0	0	84	410	592	147	22	22
7930	1969	Master	Single	26877	0	0	74	101	76	20	18	40
4587	1944	Master	Widow	45006	0	0	90	162	53	16	0	10
6682	1973	Basic	Married	18978	1	0	41	2	1	4	7	15
6222	1967	Graduation	Married	22574	2	1	28	25	8	2	0	2
10299	1969	PhD	Single	48240	0	0	73	389	248	64	49	41
3083	1974	Graduation	Married	45837	1	1	88	215	87	17	17	24
8953	1965	Master	Single	35791	2	1	94	27	5	0	0	3
1503	1976	PhD	Together	162397	1	1	31	85	16	2	1	2
8650	1978	Graduation	Widow	54162	1	1	31	5	10	6	5	10
10862	1960	Master	Married	30522	0	1	6	179	83	19	11	26
2782	1961	PhD	Married	54456	0	1	23	352	27	10	0	15
6941	1971	Graduation	Single	31632	0	0	92	17	12	11	15	32
10972	1949	Graduation	Widow	72298	0	0	52	625	169	58	17	35
10708	1978	2n Cycle	Single	36975	1	0	50	10	11	0	4	2
6583	1955	2n Cycle	Married	72635	0	0	54	390	323	104	35	107
3641	1976	Graduation	Married	13624	1	0	93	10	15	2	1	6
10156	1975	Graduation	Single	84196	0	1	56	215	507	231	31	190
4299	1960	Graduation	Together	70971	0	1	28	1001	572	93	125	17
3469	1977	PhD	Divorced	34487	1	1	94	19	33	24	1	8
5063	1977	Graduation	Single	28769	1	0	76	41	129	10	3	3
10727	1970	PhD	Married	69084	1	0	43	1181	199	39	30	30
9624	1958	PhD	Together	65488	0	0	46	603	207	36	18	54
5156	1970	2n Cycle	Married	62466	0	1	13	129	259	168	121	83
4376	1960	2n Cycle	Single	32218	0	0	27	10	15	13	1	30
8923	1973	Graduation	Single	83917	0	0	12	514	732	42	198	79
8461	1962	Graduation	Divorced	46102	2	1	3	14	1	0	0	1
6945	1952	Graduation	Single	84574	0	0	72	387	713	38	54	163
944	1962	Graduation	Married	56181	0	1	6	121	69	8	44	48
1907	1950	Master	Divorced	63120	0	1	53	965	279	54	41	69
701	1971	Graduation	Married	73691	0	1	58	707	250	85	43	73
3856	1960	Graduation	Together	63381	0	1	78	571	142	33	50	159
4149	1948	PhD	Together	76140	0	0	57	586	653	17	0	26
2131	1959	PhD	Divorced	62859	0	1	37	1063	102	16	12	25
2942	1964	Graduation	Single	45906	0	1	20	305	27	4	3	144
1173	1947	Master	Together	77632	0	0	73	1200	758	0	42	147
4381	1971	PhD	Married	46463	1	1	56	163	40	8	11	11
4611	1970	Graduation	Together	105471	0	0	36	1009	104	202	21	207
3376	1970	Master	Divorced	55282	1	0	9	125	73	8	4	19
4679	1977	Master	Married	78710	0	1	42	721	152	119	50	50
10928	1958	Graduation	Together	66886	0	1	28	315	62	41	31	146
4248	1960	Master	Single	98777	0	0	23	1000	711	125	115	38
6728	1985	Graduation	Together	29103	1	0	38	16	17	6	3	6
6661	1974	Graduation	Married	67445	0	1	63	757	217	29	80	11
4725	1950	PhD	Together	50616	0	1	71	30	25	0	1	9
3277	1955	Graduation	Divorced	49431	0	1	9	219	100	26	0	17
5555	1975	Graduation	Divorced	153924	0	0	81	1	1	1	1	1
2564	1953	Graduation	Together	61278	0	1	87	111	28	2	6	15
946	1958	2n Cycle	Together	26490	0	0	92	45	52	21	20	25
3867	1947	PhD	Together	73059	0	1	36	410	420	0	82	71
6940	1966	PhD	Single	46734	1	2	86	100	39	6	1	76
55	1963	Graduation	Together	56253	0	1	83	509	65	7	11	5
7093	1985	Graduation	Married	19986	1	0	74	3	5	0	2	6
5084	1975	Graduation	Widow	58330	0	1	87	445	213	104	98	151
1777	1980	Basic	Married	25965	0	0	29	2	11	41	7	11
8162	1956	Master	Together	14661	0	0	88	4	11	6	2	2
10826	1959	Graduation	Married	18690	0	0	77	6	7	23	4	19
8754	1974	PhD	Together	45068	0	1	25	14	3	0	0	3
1987	1987	Basic	Single	21063	1	0	34	1	11	19	3	15
11007	1968	PhD	Married	29187	1	0	43	26	6	0	0	2
7426	1971	2n Cycle	Married	54690	1	1	76	111	37	7	9	18
9153	1964	PhD	Married	59304	0	1	81	418	428	80	51	10
10379	1962	Master	Single	59247	0	2	87	327	122	19	14	83
9204	1970	Graduation	Widow	66731	0	1	33	371	194	58	106	141
3197	1980	Graduation	Married	77353	0	1	38	275	107	69	101	59
2920	1975	PhD	Single	52614	0	1	63	789	142	12	9	38
6961	1974	Graduation	Married	26751	2	0	26	1	5	0	3	1
4673	1963	PhD	Married	81300	0	1	17	1004	145	32	12	36
9937	1979	Graduation	Single	70337	0	0	75	187	149	25	43	91
8779	1985	2n Cycle	Married	36145	1	0	13	56	76	17	1	18
9596	1980	PhD	Single	65295	0	0	19	365	117	34	110	6
2891	1963	Graduation	Divorced	68118	0	1	51	595	123	10	23	154
4910	1967	Graduation	Divorced	68743	0	0	81	1132	384	175	134	115
75	1982	2n Cycle	Together	41039	0	0	32	34	137	179	61	45
10120	1955	Graduation	Together	38946	0	1	84	116	82	6	6	41
6327	1967	Graduation	Together	65777	0	0	87	565	435	28	32	54
10142	1976	PhD	Divorced	66476	0	1	99	372	126	47	48	78
9826	1972	PhD	Single	86857	0	0	96	899	838	133	102	40
1501	1982	PhD	Married	160803	0	0	21	55	1622	17	3	4
10767	1989	PhD	Together	77845	0	0	40	760	480	0	40	26
7279	1969	PhD	Together	69476	0	0	3	260	559	63	9	67
7230	1960	PhD	Divorced	50611	0	1	98	459	24	6	0	4
143	1970	Graduation	Single	61209	0	0	73	466	224	119	49	99
450	1958	Master	Together	42315	0	1	90	67	80	17	11	80
9316	1952	Basic	Together	13084	0	0	29	2	7	3	7	10
6379	1949	Master	Widow	47570	1	1	3	67	20	0	2	31
9239	1961	Master	Married	61923	0	2	94	92	18	3	3	6
8315	1995	Graduation	Single	34824	0	0	65	4	11	2	0	4
2868	1949	PhD	Single	26518	1	1	33	20	28	3	3	2
10888	1961	Graduation	Single	45938	0	0	46	273	178	62	83	29
1277	1960	Graduation	Together	78468	0	0	29	434	388	104	22	34
9977	1973	Graduation	Divorced	78901	0	1	99	321	309	33	26	34
10196	1978	Graduation	Married	71427	2	0	26	212	177	15	64	23
6384	1978	Graduation	Divorced	71022	0	1	30	909	278	0	12	242
8029	1988	Master	Single	90247	0	0	27	1184	352	21	16	16
968	1968	Master	Divorced	41335	1	0	24	112	21	16	14	5
6988	1986	Graduation	Married	71952	1	0	93	656	455	52	107	93
4472	1970	PhD	Divorced	35682	1	0	34	23	8	6	2	18
6991	1951	Graduation	Divorced	43185	0	1	88	537	42	16	6	30
3336	1948	PhD	Together	66375	0	1	96	712	45	0	0	191
4301	1971	Master	Married	35178	1	0	10	23	13	2	2	18
1940	1986	Graduation	Married	25252	1	0	26	1	4	2	2	6
1272	1965	Master	Single	55250	0	1	49	664	83	32	0	66
1388	1975	Graduation	Single	33249	1	0	11	6	21	19	14	42
1044	1953	Graduation	Together	58398	0	0	44	299	201	21	21	49
6969	1982	Graduation	Together	50272	1	0	75	99	66	43	8	4
10479	1975	PhD	Married	76618	0	0	64	749	294	121	160	147
3619	1960	2n Cycle	Divorced	87305	0	0	19	345	501	63	138	80
1715	1978	Graduation	Together	25851	1	0	45	9	18	7	5	5
10159	1970	Graduation	Divorced	58710	0	1	77	440	368	0	122	174
1463	1958	Graduation	Single	45160	1	1	9	8	5	3	0	3
5114	1965	Master	Married	74806	0	1	1	670	249	0	28	9
4990	1954	Graduation	Married	59111	0	0	90	524	134	28	28	155
4329	1984	PhD	Married	18988	1	0	43	6	6	2	1	1
10936	1965	Graduation	Married	72190	0	0	79	597	597	172	166	249
4692	1976	Graduation	Married	7500	1	0	19	7	12	13	7	32
7212	1966	Graduation	Married	44794	0	1	99	54	7	0	0	4
6086	1955	Graduation	Married	80395	0	0	62	445	706	80	76	48
437	1976	Master	Divorced	75012	0	0	41	294	218	164	58	151
11171	1965	Master	Married	56962	2	1	60	292	77	10	3	26
11101	1991	Graduation	Together	89891	0	0	17	412	132	59	28	183
5329	1949	PhD	Divorced	35946	1	1	24	8	3	0	0	0
610	1953	PhD	Together	53593	1	1	60	349	78	6	0	43
9384	1978	Graduation	Married	66373	1	1	57	328	124	12	24	109
5956	1948	PhD	Divorced	45072	1	2	74	144	99	7	2	30
10430	1973	Graduation	Divorced	89694	1	1	22	1126	211	37	28	42
7875	1949	Graduation	Married	72025	0	0	46	967	617	43	50	0
7072	1973	Graduation	Married	67432	0	1	69	432	341	177	136	170
6255	1952	Master	Together	70545	0	1	29	138	63	55	18	21
6516	1989	Basic	Married	17487	1	0	37	0	1	7	4	6
5564	1969	Graduation	Together	62882	0	1	26	509	497	78	24	97
5682	1953	PhD	Single	64108	0	1	8	948	86	13	21	21
7458	1956	Master	Together	34941	1	1	26	39	25	4	3	24
5237	1950	PhD	Single	48767	1	2	79	28	21	3	0	10
7761	1978	2n Cycle	Together	38702	1	0	71	13	24	13	8	40
5278	1964	Graduation	Married	82224	0	0	83	307	360	138	31	40
3560	1952	Graduation	Together	83844	0	0	57	901	345	75	31	191
7235	1975	2n Cycle	Married	17003	1	0	37	2	12	4	8	7
10548	1995	Graduation	Single	71163	0	0	30	283	372	138	106	44
2281	1970	Graduation	Single	33697	1	0	34	4	7	0	3	11
4073	1954	2n Cycle	Married	63564	0	0	0	769	252	15	34	65
6974	1972	PhD	Together	83443	0	0	89	518	742	55	56	84
7938	1958	PhD	Together	51518	0	1	92	350	66	17	4	4
7094	1975	Graduation	Widow	58330	0	1	87	445	213	104	98	151
3667	1969	Graduation	Married	80952	0	0	20	778	689	41	27	44
7723	1979	Graduation	Together	75507	0	0	56	709	374	104	80	80
3870	1978	2n Cycle	Together	63855	0	0	28	359	314	93	116	89
4012	1972	PhD	Together	62220	0	1	55	799	375	16	12	12
5909	1964	Graduation	Married	58512	0	1	25	895	101	13	0	152
10470	1979	Master	Married	40662	1	0	0	40	23	0	4	23
6488	1959	PhD	Married	38829	0	1	86	76	7	0	0	16
10270	1981	2n Cycle	Married	35523	1	0	8	11	22	12	5	11
6887	1967	Graduation	Single	79146	1	1	33	245	223	21	43	16
6406	1988	Master	Married	78285	0	0	13	647	391	175	67	40
7573	1978	PhD	Single	31626	1	0	12	39	9	2	1	34
4508	1952	Graduation	Single	75127	0	0	92	203	305	46	17	227
221	1955	Graduation	Married	48726	0	1	90	138	38	4	0	59
5331	1977	Graduation	Married	74985	0	0	8	587	898	247	0	86
1911	1987	Graduation	Together	67430	0	0	6	595	291	127	133	121
20	1965	2n Cycle	Married	46891	0	1	91	43	23	29	15	61
8786	1956	Master	Married	62058	0	1	52	301	74	10	0	58
10582	1979	Graduation	Married	72063	0	1	3	180	348	76	32	90
1915	1951	PhD	Married	78939	0	0	57	794	243	150	0	205
8897	1965	Graduation	Single	42720	1	1	9	392	91	28	26	112
2371	1972	Graduation	Married	33622	1	1	22	39	22	3	4	12
4303	1957	PhD	Together	6835	0	1	76	107	12	2	2	12
6825	1953	Graduation	Together	41452	1	1	86	13	3	0	0	0
1072	1965	PhD	Single	40760	0	1	64	70	17	0	0	6
4964	1958	PhD	Together	74250	0	0	90	680	392	75	0	0
2461	1955	Master	Single	51124	1	1	79	26	11	0	1	4
10736	1971	Graduation	Single	72258	0	1	28	522	522	227	120	134
3194	1974	PhD	Single	71466	0	0	86	412	546	78	182	0
10839	1976	Graduation	Together	36283	1	1	42	6	5	8	0	5
49	1970	Graduation	Single	20587	1	0	39	2	6	4	1	9
4290	1972	Graduation	Married	30467	1	0	8	1	8	2	5	5
10219	1972	Graduation	Together	31590	1	0	40	6	15	6	6	3
4211	1986	Basic	Married	20425	1	0	5	4	5	3	16	17
1135	1960	Master	Together	17144	1	1	96	18	19	0	2	6
6299	1968	PhD	Divorced	42564	0	1	28	324	186	39	18	198
10846	1978	Master	Married	43783	1	0	22	327	125	25	4	139
347	1976	Graduation	Divorced	40780	0	1	30	229	71	13	3	34
6543	1945	Master	Together	62847	0	0	45	521	706	80	76	61
10446	1957	PhD	Married	82017	0	0	58	184	446	30	23	23
3479	1950	Graduation	Single	16813	0	0	49	4	11	12	2	13
11075	1978	Graduation	Married	51267	1	1	37	183	64	7	2	12
4442	1961	Graduation	Single	46524	0	1	70	31	35	26	14	52
199	1962	Master	Single	45183	0	0	33	219	60	12	9	12
6722	1954	PhD	Married	70421	0	1	98	479	136	75	14	35
796	1965	2n Cycle	Divorced	60161	0	1	17	584	212	46	8	177
3749	1973	Graduation	Together	73926	0	0	54	627	597	159	91	15
8523	1968	Graduation	Married	19329	1	0	39	24	16	12	2	5
310	1970	Master	Married	61872	0	1	81	330	159	36	27	16
8629	1956	Graduation	Widow	46984	1	1	71	19	10	2	1	8
236	1951	Graduation	Married	34838	1	1	62	28	29	29	14	47
9930	1944	PhD	Single	82716	0	0	8	606	228	15	148	22
3483	1958	Graduation	Married	48192	0	0	76	1039	204	153	58	29
4599	1976	Master	Married	49681	0	2	66	411	26	0	0	21
7326	1971	Master	Married	56850	0	1	83	34	19	2	7	0
7352	1957	Graduation	Married	55267	0	1	28	161	136	32	3	45
2350	1972	Graduation	Married	59666	1	1	87	623	178	23	17	133
9145	1972	Graduation	Single	72504	0	1	43	604	470	123	161	94
2964	1981	Graduation	Married	26872	0	0	0	3	8	3	16	32
5585	1972	Graduation	Single	21359	1	0	1	12	17	6	1	10
9687	1975	Graduation	Single	73170	0	0	1	184	256	50	30	32
3732	1955	Master	Married	52750	0	1	72	393	239	90	69	69
6303	1986	PhD	Together	91820	0	0	72	410	747	76	161	30
11176	1970	PhD	Together	65968	0	1	12	376	83	19	4	4
2986	1976	Graduation	Married	30772	1	1	89	7	4	2	1	4
7462	1954	Graduation	Single	22507	0	0	67	68	226	51	157	68
3900	1972	Graduation	Married	65685	0	1	54	642	49	0	7	57
7034	1978	2n Cycle	Married	25804	1	0	34	8	9	13	6	12
9493	1980	PhD	Single	76412	0	0	15	840	804	23	71	17
1143	1972	Graduation	Married	22063	1	0	43	7	13	3	11	11
1	1961	Graduation	Single	57091	0	0	0	464	64	7	0	37
3855	1963	Graduation	Married	22419	0	0	74	30	47	19	21	42
5536	1959	Graduation	Together	87771	0	1	61	1492	287	50	57	33
5989	1959	2n Cycle	Divorced	78353	0	1	51	752	476	39	153	34
9499	1954	Graduation	Married	93404	1	2	97	1279	287	20	0	15
6768	1962	Graduation	Divorced	37859	1	2	75	22	8	2	1	2
2150	1958	PhD	Widow	80995	0	1	83	860	409	73	56	56
6646	1984	Graduation	Together	16529	1	0	23	3	5	13	0	1
4887	1976	PhD	Divorced	55412	1	1	65	10	28	11	1	8
8560	1992	Graduation	Single	48789	0	0	94	351	156	7	5	145
3321	1967	PhD	Together	56575	0	2	42	421	90	0	16	10
11003	1980	2n Cycle	Together	25130	1	0	10	2	7	0	18	18
10402	1967	Graduation	Married	35441	1	1	94	25	9	2	1	1
9904	1956	Graduation	Married	71391	0	1	50	336	274	46	123	141
6141	1972	Master	Single	49494	1	0	46	191	97	0	6	82
5687	1980	Graduation	Divorced	81702	0	0	98	563	774	28	31	187
10856	1980	2n Cycle	Single	45889	0	1	42	31	6	0	1	8
5121	1977	Graduation	Single	56628	0	1	30	479	82	7	17	171
4186	1950	Graduation	Together	34026	1	1	11	18	15	12	8	17
368	1974	Graduation	Married	40049	0	1	61	91	52	10	44	28
3312	1988	Graduation	Single	34176	1	0	12	5	24	19	14	20
11121	1981	Graduation	Married	19419	1	0	76	2	28	16	3	7
5332	1960	2n Cycle	Married	82504	0	0	2	362	431	134	35	54
5848	1970	Graduation	Together	81205	0	0	43	724	929	97	55	130
10343	1991	2n Cycle	Single	61618	0	0	27	605	399	0	45	205
5935	1956	Master	Single	55284	0	1	60	547	140	0	7	63
2895	1963	Graduation	Single	49980	0	1	79	104	54	13	9	14
10262	1980	Graduation	Married	15072	2	0	96	8	15	0	10	18
7848	1974	Graduation	Single	49166	0	1	17	224	25	7	0	110
9477	1954	PhD	Married	65324	0	1	0	384	102	21	32	5
4856	1957	2n Cycle	Married	82347	0	0	38	556	845	202	133	63
7186	1966	PhD	Together	30843	1	1	43	24	2	0	0	9
5794	1974	PhD	Married	46374	0	1	1	408	21	0	0	17
1456	1979	Graduation	Single	60474	0	1	25	265	303	234	9	170
4877	1973	Master	Married	38576	0	1	2	34	7	0	0	0
425	1985	Graduation	Married	55357	2	0	66	374	116	84	25	64
3007	1966	Graduation	Together	37758	1	1	49	27	10	0	0	1
1031	1989	2n Cycle	Married	85710	0	0	5	600	350	29	30	33
4297	1969	Graduation	Together	23228	1	0	71	13	18	6	1	0
807	1969	Master	Together	44602	1	1	35	167	89	0	0	34
9553	1987	Graduation	Married	7500	0	0	94	0	3	4	1	5
4271	1989	2n Cycle	Together	38683	1	0	80	46	69	84	41	66
4120	1975	2n Cycle	Single	49514	1	0	61	88	78	58	13	93
2036	1973	PhD	Together	57906	0	1	29	243	119	10	3	15
115	1966	Master	Single	43456	0	1	0	275	68	25	7	7
4259	1986	Master	Single	19485	2	0	80	6	4	0	0	0
8687	1978	Graduation	Together	53172	0	1	54	121	90	68	20	125
2447	1979	Graduation	Together	30545	1	0	71	4	15	19	7	12
10140	1983	PhD	Together	70123	0	0	27	1308	396	23	0	0
9353	1959	Graduation	Single	62450	0	1	61	515	267	62	66	38
3623	1976	Graduation	Together	21675	1	0	55	4	16	17	4	4
738	1981	2n Cycle	Single	42395	1	1	35	48	57	24	15	25
7631	1978	Master	Together	61346	1	0	34	562	168	43	16	142
4789	1953	Graduation	Together	80812	0	0	95	769	500	210	143	33
773	1971	Master	Divorced	42835	1	1	64	379	93	12	9	98
10602	1983	Graduation	Married	39922	1	0	30	29	59	19	1	36
1446	1956	Master	Single	86424	0	0	12	387	569	89	45	68
3270	1978	2n Cycle	Together	17117	1	0	96	12	38	30	18	7
8443	1972	Graduation	Single	24762	1	0	16	6	12	3	15	40
9653	1975	Graduation	Married	35797	0	1	16	27	14	4	1	21
8916	1975	Graduation	Divorced	36627	2	0	78	9	5	0	0	1
8017	1981	2n Cycle	Married	51111	1	1	83	22	19	6	5	3
5830	1972	PhD	Single	86857	0	0	96	899	838	133	102	40
4597	1970	PhD	Together	82072	0	0	67	889	685	168	92	129
7023	1953	PhD	Single	46231	2	1	87	189	55	0	5	12
8086	1959	Graduation	Married	42243	1	1	34	48	2	0	0	5
8825	1962	Graduation	Together	51195	1	1	46	230	156	82	24	58
2930	1978	Master	Single	68092	0	0	7	852	207	78	36	48
1928	1973	Graduation	Married	31814	1	0	73	35	20	4	1	20
7108	1965	Master	Widow	51390	1	1	54	205	47	23	2	56
10925	1983	Graduation	Married	76630	0	0	93	255	446	40	56	175
9960	1991	Basic	Single	26868	1	0	52	0	1	8	3	2
8800	1943	PhD	Divorced	48948	0	0	53	437	206	160	49	42
9224	1972	PhD	Single	55260	0	1	81	825	53	11	0	242
5519	1956	Graduation	Together	64090	0	1	8	316	161	76	51	135
5046	1958	Graduation	Divorced	78331	0	1	97	756	354	160	169	61
7037	1974	PhD	Married	37087	1	0	50	194	134	15	0	3
905	1986	Graduation	Divorced	21846	1	0	38	7	18	6	10	26
8624	1958	Graduation	Married	81320	0	0	61	183	493	59	103	57
8945	1970	Graduation	Divorced	54137	0	1	46	171	11	0	1	20
6445	1967	Graduation	Together	66825	0	0	73	243	405	29	40	40
2727	1973	Graduation	Together	57100	0	0	19	181	69	39	3	96
6404	1969	Graduation	Together	58917	1	2	10	151	89	0	7	28
11074	1977	Graduation	Single	85072	0	0	94	494	391	194	11	241
10150	1961	Graduation	Single	86429	0	0	10	464	873	29	18	37
1968	1971	Graduation	Widow	45684	1	0	37	5	5	10	0	7
6534	1974	Graduation	Together	47889	1	0	94	29	29	0	5	4
9485	1986	PhD	Married	45921	0	0	23	102	49	24	3	12
7053	1966	PhD	Single	78420	0	0	75	604	674	91	28	28
4654	1992	Graduation	Together	75114	0	0	40	571	523	63	60	24
9760	1963	PhD	Widow	52278	0	1	24	953	71	0	0	174
1048	1972	Master	Married	35641	1	0	11	63	67	8	9	28
10619	1994	Graduation	Single	95529	0	0	29	770	890	250	27	24
9308	1954	Graduation	Married	62820	0	0	51	398	265	138	61	53
10505	1960	Master	Together	73113	0	0	86	741	154	50	9	28
8362	1982	PhD	Married	84169	0	0	9	1478	403	0	19	0
2625	1954	2n Cycle	Single	42607	0	1	30	156	56	30	32	47
4637	1954	PhD	Single	74637	0	0	73	960	464	146	0	16
9972	1955	PhD	Together	46015	1	1	25	38	2	0	0	6
4483	1993	Graduation	Single	72354	0	0	67	315	473	220	12	182
4487	1969	Master	Single	39858	1	0	67	15	25	2	7	26
4988	1948	PhD	Married	34469	1	1	58	19	20	0	5	12
8931	1986	Graduation	Together	83033	1	0	82	812	431	237	149	33
5871	1979	Master	Together	24401	0	0	98	73	217	10	24	115
2008	1978	Graduation	Married	77583	0	0	93	372	384	250	12	108
3139	1982	2n Cycle	Single	74116	0	0	53	871	704	145	55	166
10037	1993	Graduation	Single	74293	0	0	66	375	335	93	91	81
10673	1976	PhD	Married	68397	0	1	6	760	466	17	13	80
5303	1974	PhD	Together	79632	0	0	42	471	510	99	21	12
538	1989	Graduation	Single	46107	1	0	78	31	27	16	9	33
7922	1951	PhD	Single	64950	0	1	29	819	72	12	0	63
5692	1989	Basic	Married	25443	1	0	82	1	3	8	9	7
4843	1952	Graduation	Single	75127	0	0	92	203	305	46	17	227
6383	1971	PhD	Together	32892	1	0	78	26	15	2	1	2
1628	1971	Graduation	Together	71796	0	0	54	354	311	167	75	32
1204	1970	PhD	Married	67536	0	1	45	1253	447	23	71	35
3673	1971	Graduation	Single	55239	0	1	59	371	238	23	24	106
760	1975	PhD	Divorced	60554	1	0	8	588	76	110	15	15
8957	1952	2n Cycle	Single	64831	1	1	51	480	249	75	86	144
4128	1962	PhD	Together	56067	0	1	51	517	54	16	6	120
6810	1983	Graduation	Divorced	82025	0	0	76	267	606	48	70	98
5386	1953	Graduation	Together	94384	0	0	62	1111	790	160	45	172
8700	1986	Basic	Single	14906	0	0	86	7	14	7	16	15
3202	1987	PhD	Married	51563	0	0	60	1166	48	0	0	36
1328	1982	2n Cycle	Married	57937	0	1	56	261	144	55	48	133
8405	1979	Graduation	Divorced	68274	1	1	83	135	51	23	25	46
6515	1977	Graduation	Together	39771	1	0	92	6	18	2	8	14
2882	1975	2n Cycle	Divorced	67893	0	1	31	711	142	49	18	47
7574	1979	PhD	Together	27922	1	0	80	11	13	2	4	11
6387	1976	PhD	Together	52190	1	1	39	42	17	0	0	18
5320	1973	Master	Divorced	44051	1	1	20	79	58	6	3	18
5048	1971	PhD	Single	42767	2	0	53	20	43	19	5	38
8146	1976	Master	Together	46106	1	1	84	30	8	2	0	14
10031	1976	PhD	Married	16927	1	1	50	20	23	3	1	4
5748	1965	Graduation	Married	59754	0	1	96	115	44	4	146	139
2134	1952	Graduation	Single	53700	0	1	94	263	233	69	41	83
1523	1973	Graduation	Married	59041	1	1	25	69	15	2	2	6
9665	1957	PhD	Divorced	54237	0	1	48	267	30	4	0	57
4640	1967	Graduation	Divorced	70647	0	1	65	561	171	25	123	114
3635	1962	PhD	Single	52597	0	1	69	492	37	7	0	42
3547	1969	Master	Together	41021	1	0	12	14	9	6	16	12
2456	1975	PhD	Married	40233	0	1	84	80	46	0	17	2
5633	1980	Graduation	Married	50183	1	1	47	97	84	13	10	15
7801	1959	Graduation	Together	54753	0	1	87	197	227	7	59	131
10489	1973	Graduation	Married	92955	0	0	35	693	925	31	24	84
7011	1973	Graduation	Married	33471	1	0	47	43	27	0	9	12
2620	1974	PhD	Married	34596	1	0	48	14	2	0	0	7
3933	1980	Graduation	Together	44010	1	0	46	186	234	86	72	48
10981	1988	Graduation	Married	84219	0	0	27	434	400	45	137	45
1734	1968	PhD	Together	40706	2	1	37	59	11	4	2	5
10995	1988	2n Cycle	Married	15716	1	0	8	16	30	8	7	26
6357	1959	2n Cycle	Divorced	59052	0	1	29	230	75	63	57	31
9209	1971	Master	Together	80573	0	0	85	829	430	60	92	15
10286	1962	Graduation	Married	83715	0	0	2	318	407	150	35	8
2611	1959	Master	Together	82576	0	0	66	1206	445	168	18	18
1600	1965	Master	Married	56962	2	1	60	292	77	10	3	26
3308	1952	Graduation	Married	35704	1	1	54	30	12	2	11	30
5407	1954	Graduation	Together	53103	0	1	70	729	133	11	0	195
2166	1960	2n Cycle	Widow	46779	1	1	55	12	3	0	0	7
3955	1965	Graduation	Divorced	4861	0	0	20	2	1	1	0	1
6634	1979	Master	Divorced	33462	1	0	78	22	18	0	0	11
3056	1978	Graduation	Divorced	63693	0	1	63	587	337	42	87	54
5718	1950	Graduation	Married	80763	0	0	17	674	108	192	42	231
6872	1974	PhD	Married	65352	0	1	43	284	84	4	7	23
8164	1978	PhD	Married	82170	0	0	13	1023	651	49	55	37
4580	1969	Graduation	Married	75759	0	0	46	1394	708	89	91	182
9305	1976	2n Cycle	Single	79689	0	0	65	311	640	180	37	121
453	1956	PhD	Widow	35340	1	1	1	27	12	0	1	5
8545	1954	Graduation	Divorced	85683	0	0	6	1296	311	45	69	51
9850	1972	2n Cycle	Married	24884	1	0	32	3	7	0	0	3
7378	1981	Master	Together	42021	1	0	34	393	136	7	5	27
7646	1989	Graduation	Single	64449	1	0	70	218	282	137	35	70
1640	1954	Graduation	Divorced	64587	1	1	49	66	16	0	6	20
5184	1995	Graduation	Single	34824	0	0	65	4	11	2	0	4
8492	1978	Graduation	Together	75437	0	0	25	795	545	95	58	0
11188	1957	Graduation	Together	26091	1	1	84	15	19	8	17	20
1212	1973	Graduation	Married	52845	1	0	7	384	292	130	41	64
9097	1956	Graduation	Divorced	46086	0	1	34	244	32	7	2	50
10473	1956	PhD	Widow	78028	0	1	38	158	288	25	0	38
7962	1987	PhD	Single	95169	0	0	1	1285	449	106	20	20
9984	1981	2n Cycle	Married	56337	1	1	25	349	144	28	5	182
5527	1987	Graduation	Together	22434	1	0	25	4	11	3	13	15
6374	1954	PhD	Married	36930	0	1	50	223	31	0	2	39
7453	1954	Graduation	Single	36130	0	1	46	157	127	68	56	37
8952	1953	Master	Married	65569	0	1	96	397	288	20	38	70
241	1952	Graduation	Together	83844	0	0	57	901	345	75	31	191
8975	1968	Graduation	Married	19514	1	1	47	14	21	2	1	28
6119	1963	PhD	Single	36736	1	1	52	10	3	0	0	4
5236	1979	Graduation	Together	77568	0	1	30	1230	396	232	178	158
5723	1976	PhD	Together	49187	0	1	63	81	31	2	1	0
1710	1978	Graduation	Single	30168	1	0	51	154	66	0	12	27
1970	1968	Master	Together	34053	0	1	14	63	21	7	0	12
5313	1971	Master	Married	38196	1	1	20	30	11	0	0	3
10634	1951	Master	Married	59412	0	0	56	90	165	30	43	11
7010	1965	2n Cycle	Married	70924	0	0	41	635	254	132	152	76
8562	1969	Graduation	Together	54165	0	0	72	127	73	15	6	11
3158	1973	Graduation	Married	32300	1	0	1	13	6	6	5	6
4436	1976	Graduation	Single	20180	0	0	27	18	24	15	20	18
5287	1973	Graduation	Married	34961	1	0	77	45	26	4	1	1
2445	1974	PhD	Together	28440	1	0	87	38	24	0	0	0
6059	1953	PhD	Together	64504	1	2	81	986	168	16	0	108
4550	1966	Master	Together	33564	0	1	51	61	3	0	0	7
4240	1978	Graduation	Married	17345	1	0	79	4	16	17	0	12
8911	1967	PhD	Married	56320	0	1	11	201	172	116	77	83
3706	1978	Graduation	Single	28647	1	0	54	19	29	0	12	26
3628	1987	Basic	Single	15038	1	0	93	4	11	19	12	26
10175	1958	PhD	Divorced	32173	0	1	0	18	2	0	0	2
8985	1964	2n Cycle	Together	68316	0	1	54	806	161	120	11	33
5204	1971	Graduation	Together	74538	0	0	21	380	733	110	112	28
9220	1971	Graduation	Single	91700	0	0	58	576	961	125	115	19
9888	1969	Graduation	Together	68695	0	0	3	458	356	106	50	40
5263	1977	2n Cycle	Married	31056	1	0	99	5	13	3	8	16
1020	1973	Graduation	Married	79593	0	0	70	350	568	110	133	145
9503	1980	Graduation	Single	28071	0	0	65	39	130	41	26	44
10613	1958	PhD	Together	37334	1	1	44	26	16	2	2	15
67	1972	Master	Single	46423	1	1	6	68	16	0	0	8
6019	1971	PhD	Married	37126	1	0	9	45	9	4	4	7
5863	1953	Graduation	Married	47703	0	1	95	359	134	13	26	123
3717	1959	Graduation	Married	61180	0	1	70	403	29	6	24	218
6730	1954	Graduation	Married	38998	1	1	92	34	14	0	0	5
10749	1991	Graduation	Single	8028	0	0	62	73	66	7	12	2
4998	1962	Graduation	Together	76081	0	0	85	292	415	63	33	200
6287	1986	Graduation	Together	34728	1	0	2	14	16	0	0	6
5985	1965	Master	Single	33168	0	1	0	80	37	0	1	3
4754	1966	Master	Married	33585	0	1	91	30	33	13	6	29
4002	1960	PhD	Married	77037	0	1	3	463	333	168	53	10
8870	1984	Graduation	Together	35196	1	0	68	75	141	43	39	187
966	1966	Graduation	Married	44529	0	1	98	538	91	17	6	26
4767	1965	2n Cycle	Married	70924	0	0	41	635	254	132	152	76
9725	1966	PhD	Together	28764	1	1	16	8	3	0	0	1
4475	1949	PhD	Married	69098	0	0	82	1315	780	145	0	178
5740	1970	2n Cycle	Divorced	25959	1	1	1	4	12	7	5	26
5731	1983	Master	Married	27100	1	0	64	12	13	2	0	10
7290	1985	Graduation	Single	70596	0	0	68	347	534	17	0	26
3846	1974	Graduation	Married	42557	0	1	98	192	53	0	5	15
8104	1951	PhD	Married	53312	0	0	32	241	12	0	0	25
4507	1952	Graduation	Single	72228	0	0	87	631	491	30	14	56
11013	1987	Graduation	Together	67605	0	0	84	336	282	184	54	54
4491	1949	Master	Married	62845	1	1	3	1099	45	0	0	34
3759	1958	Graduation	Together	65196	0	2	34	743	181	12	0	200
1162	1987	PhD	Single	42000	0	0	23	124	267	85	59	35
2055	1973	PhD	Divorced	35860	1	1	37	15	8	4	2	20
10766	1964	PhD	Married	65526	0	1	22	397	69	12	0	9
4415	1961	Graduation	Married	16860	1	1	19	10	4	3	3	14
3005	1992	Graduation	Single	83528	0	0	7	530	678	134	44	147
2223	1965	2n Cycle	Divorced	64176	0	1	52	1215	249	64	116	149
4817	1956	Graduation	Divorced	22304	0	0	91	3	7	0	4	2
2875	1978	Graduation	Married	67023	0	0	93	444	382	11	8	17
10536	1971	PhD	Together	32892	1	0	78	26	15	2	1	2
11112	1966	Graduation	Together	70713	0	1	23	736	279	82	76	190
3807	1955	Graduation	Together	59925	0	1	83	473	176	19	21	56
9197	1953	Graduation	Married	39722	0	1	92	32	5	2	0	8
10832	1958	Graduation	Together	46610	0	0	4	288	30	4	10	125
6421	1961	Graduation	Together	88347	0	0	32	1050	555	77	138	118
4207	1981	PhD	Married	87171	0	0	27	1001	107	58	44	44
577	1976	2n Cycle	Together	26907	1	1	10	9	7	0	3	2
10855	1968	Master	Single	50014	1	0	9	234	77	19	10	42
3081	1978	PhD	Married	41014	1	0	65	7	6	2	0	3
3535	1965	Graduation	Single	66294	0	0	68	251	334	65	92	117
247	1971	Graduation	Married	36715	1	0	16	172	125	21	13	16
8707	1956	Graduation	Married	79456	0	0	12	565	548	64	83	99
9523	1982	Graduation	Together	40479	1	0	95	5	8	2	0	0
6072	1970	Master	Single	75345	0	0	16	918	842	99	38	133
6295	1977	Graduation	Married	54233	0	1	46	652	158	21	0	142
10914	1970	Graduation	Single	24163	1	1	3	4	7	2	1	2
1509	1958	PhD	Together	84460	0	0	80	152	103	106	54	81
5577	1983	Graduation	Together	43776	1	0	77	8	9	2	1	3
7348	1958	PhD	Single	71691	0	0	0	336	411	240	32	43
1127	1973	PhD	Married	85844	0	0	62	938	843	25	95	38
1833	1974	PhD	Single	39190	1	0	91	68	18	19	8	12
4944	1959	Graduation	Together	71367	0	0	24	227	389	42	21	75
9080	1972	PhD	Single	38578	1	1	2	38	22	3	3	3
6466	1965	PhD	Married	57236	1	1	22	105	9	2	1	4
9964	1979	Graduation	Single	61825	0	1	56	162	100	55	30	27
4790	1958	Graduation	Divorced	79803	0	1	54	574	216	21	16	33
10245	1986	2n Cycle	Single	80910	0	0	71	160	369	67	39	41
1109	1982	Master	Together	27590	1	0	38	6	5	0	0	1
6001	1979	Graduation	Married	56775	0	1	62	614	160	58	35	35
5538	1975	Graduation	Divorced	83829	0	0	78	897	430	186	161	27
10552	1979	2n Cycle	Married	54210	0	1	18	70	109	80	9	45
1545	1986	Graduation	Married	38508	1	0	95	120	206	25	19	54
7409	1970	Graduation	Together	53187	1	0	66	211	30	7	7	10
4444	1972	Graduation	Married	30023	1	0	28	11	16	7	6	21
146	1960	PhD	Single	76045	0	0	78	760	400	17	93	0
6271	1952	PhD	Married	50870	0	1	13	53	8	0	0	2
10065	1970	2n Cycle	Married	15315	0	0	27	7	13	15	8	17
4741	1974	2n Cycle	Married	65463	1	0	17	391	70	21	32	16
246	1965	Graduation	Married	66480	1	1	71	199	57	20	21	6
375	1954	Graduation	Divorced	76773	0	0	79	516	449	86	33	16
1524	1983	2n Cycle	Single	81698	0	0	1	709	115	30	160	45
10022	1973	PhD	Single	54466	1	1	78	12	4	0	0	0
7451	1960	Master	Single	98777	0	0	23	1000	711	125	115	38
11010	1984	PhD	Single	16269	1	0	75	19	18	3	1	0
4356	1971	Graduation	Together	71819	0	1	70	1224	140	0	14	168
3885	1983	PhD	Married	33569	1	0	10	16	18	3	0	24
1175	1983	Master	Married	36262	0	0	24	88	54	64	28	153
880	1966	Basic	Together	22634	0	0	47	2	11	8	6	46
2320	1978	2n Cycle	Married	47025	0	1	98	508	59	23	5	29
850	1968	Graduation	Single	70566	0	1	4	381	215	84	28	21
4713	1979	PhD	Married	31605	1	0	15	74	42	2	1	6
675	1973	Master	Divorced	52034	1	1	67	146	93	7	13	73
5025	1979	Graduation	Single	48526	1	0	32	23	23	43	20	9
2308	1954	Graduation	Married	46734	0	1	40	110	137	26	23	29
5995	1962	Graduation	Divorced	39552	1	1	54	165	147	4	24	41
6749	1966	Graduation	Single	86358	1	1	78	957	494	82	47	95
1010	1977	Graduation	Together	46931	2	1	94	41	17	3	1	16
8977	1985	Basic	Single	16581	0	0	51	1	4	2	3	11
4756	1952	2n Cycle	Divorced	63998	0	0	42	176	818	0	33	112
3412	1951	Master	Married	67381	0	1	67	815	53	11	0	70
606	1967	Graduation	Single	25930	1	1	87	6	2	2	0	4
5961	1978	Graduation	Married	42693	1	0	29	8	20	6	3	16
2975	1976	Graduation	Together	85606	0	1	89	717	864	219	30	84
2894	1985	Graduation	Single	72903	0	0	74	1067	750	0	19	39
7613	1974	2n Cycle	Together	49669	1	0	97	166	107	11	8	29
10542	1968	PhD	Married	36778	1	1	63	29	34	2	4	4
8015	1962	PhD	Divorced	85696	0	0	88	714	395	116	0	12
10617	1989	Master	Divorced	10979	0	0	34	8	10	2	2	4
11166	1961	Graduation	Married	49678	0	1	81	229	56	3	2	20
849	1953	Master	Together	56129	0	1	65	320	133	39	72	48
523	1989	Graduation	Married	37155	1	0	51	23	26	7	15	3
4066	1978	2n Cycle	Divorced	21282	1	0	76	1	8	4	8	20
8414	1962	PhD	Single	33419	0	1	76	56	12	0	0	18
819	1945	Graduation	Widow	63285	0	0	84	508	249	50	38	134
4961	1974	Master	Together	21255	1	0	56	29	25	2	2	3
749	1981	Graduation	Together	42162	1	0	31	46	59	2	4	27
5430	1956	Graduation	Together	54450	1	1	0	454	171	8	19	32
7755	1954	PhD	Married	57744	0	1	91	350	39	0	0	19
10525	1986	Graduation	Single	26576	1	0	40	10	8	0	0	9
1453	1943	PhD	Widow	57513	0	0	59	735	183	52	20	30
8310	1964	Graduation	Together	68142	0	1	96	897	196	91	112	37
10710	1979	Graduation	Married	7500	0	1	61	5	3	3	0	5
5031	1974	Graduation	Together	83145	0	0	14	777	731	39	137	114
2613	1960	Master	Married	54197	0	1	16	162	37	6	13	13
213	1963	PhD	Single	23091	1	1	98	35	11	0	0	2
967	1976	Graduation	Married	46049	1	1	11	342	112	19	14	19
1077	1974	Graduation	Together	56715	0	0	52	258	239	237	172	9
7959	1961	Graduation	Married	79410	0	0	19	658	483	123	13	13
640	1951	Graduation	Married	57304	0	1	61	356	329	138	17	106
4252	1965	Graduation	Married	44375	0	1	73	213	28	7	7	41
8432	1956	Graduation	Together	54450	1	1	0	454	171	8	19	32
6218	1965	Graduation	Married	59594	0	1	74	457	29	0	0	9
6905	1994	Graduation	Together	80685	0	0	55	241	604	34	26	54
5922	1974	PhD	Married	40344	0	1	48	210	6	0	0	2
3598	1972	Graduation	Married	62710	0	1	53	441	83	7	29	11
6116	1968	2n Cycle	Married	48985	0	1	13	19	18	10	7	8
6263	1968	Graduation	Together	35322	1	2	34	28	37	12	7	13
10486	1948	Graduation	Married	77142	0	0	54	476	162	29	151	97
2410	1969	Graduation	Single	81657	0	0	69	364	425	158	60	50
193	1996	Basic	Married	14421	0	0	81	0	2	3	3	8
3363	1974	2n Cycle	Married	20130	0	0	99	0	3	7	6	12
8278	1990	PhD	Married	74214	0	0	3	863	547	86	99	33
10660	1957	Master	Married	66726	1	1	61	349	35	0	0	47
8686	1979	Basic	Together	23724	1	0	65	5	15	0	18	14
1604	1960	Master	Married	47353	0	1	93	184	19	8	8	4
5907	1952	Master	Married	33444	1	1	24	8	8	0	0	2
10669	1981	Graduation	Married	54386	0	1	8	277	64	62	21	25
2918	1981	Graduation	Divorced	28510	1	1	72	44	19	0	4	19
5735	1991	Master	Single	90638	0	0	29	1156	915	94	144	96
359	1950	Graduation	Together	48070	0	1	33	373	83	6	9	19
8387	1957	Graduation	Married	43140	0	1	68	134	76	6	0	11
1829	1961	PhD	Divorced	54959	0	1	55	1148	60	0	0	24
3839	1958	Basic	Single	15056	1	1	76	6	3	21	6	40
9392	1971	Graduation	Single	26954	1	0	17	4	11	0	0	1
2292	1985	Graduation	Single	22327	1	0	94	5	8	2	0	5
10466	1965	Graduation	Married	44393	1	1	86	24	20	2	2	10
9855	1952	PhD	Single	62000	0	1	25	899	101	0	0	20
4088	1962	PhD	Together	31497	0	1	22	108	28	13	1	4
5231	1974	2n Cycle	Married	45894	0	2	15	27	7	0	2	13
590	1970	Master	Divorced	78579	0	0	35	816	549	216	66	99
8732	1969	Master	Widow	67369	0	1	81	1298	70	37	14	42
2315	1960	Graduation	Divorced	58401	0	1	55	10	11	17	29	29
3515	1952	Graduation	Single	62307	0	1	94	87	34	10	6	10
2245	1969	Master	Married	43641	1	1	50	57	51	4	2	23
6283	1968	Master	Divorced	63841	0	1	64	635	100	20	7	131
2246	1965	2n Cycle	Married	46891	0	1	91	43	23	29	15	61
6606	1969	Master	Married	70091	1	0	11	964	137	15	0	11
5545	1972	PhD	Married	78075	0	0	72	572	259	34	35	80
7342	1961	2n Cycle	Widow	59184	0	1	6	341	113	259	151	66
837	1977	Graduation	Married	54809	1	1	0	63	57	13	13	22
9500	1959	Graduation	Married	58113	0	1	66	221	169	102	78	84
3602	1958	Master	Married	51412	0	1	42	140	29	4	5	14
234	1979	Graduation	Divorced	15287	1	0	60	1	8	4	3	13
2995	1957	Master	Together	66636	0	0	64	291	689	84	10	0
1118	1956	Master	Married	50965	0	1	87	544	85	8	6	29
7789	1965	PhD	Married	84618	0	0	96	684	801	21	66	0
3068	1990	Graduation	Married	18351	0	0	1	1	9	0	14	7
8955	1957	PhD	Together	40451	0	2	54	35	4	0	0	10
945	1965	Graduation	Together	36317	0	1	53	87	25	3	2	13
5644	1957	Graduation	Together	42213	0	1	96	309	24	4	3	20
7192	1955	Graduation	Together	65748	0	1	58	172	93	95	78	34
2324	1972	Graduation	Together	77044	0	1	12	625	242	50	34	76
697	1969	Graduation	Together	74918	0	0	78	972	913	25	19	59
3439	1972	Graduation	Married	56721	1	1	64	157	39	6	13	75
1506	1975	Graduation	Single	42160	1	1	26	48	45	3	15	20
232	1965	Graduation	Single	61559	0	1	8	279	88	32	14	34
8876	1963	PhD	Together	33629	1	1	49	132	16	0	0	4
4500	1991	PhD	Together	68682	0	0	56	919	505	99	30	45
9739	1963	Graduation	Single	34377	0	1	55	62	22	3	1	26
10395	1986	Basic	Single	8940	1	0	25	1	3	4	6	42
1176	1973	Graduation	Married	26228	1	0	50	2	4	3	1	9
1627	1957	2n Cycle	Divorced	77297	0	0	84	408	109	48	122	41
938	1981	Graduation	Married	40211	1	1	30	51	7	2	1	25
2740	1958	PhD	Widow	33438	1	1	81	62	16	3	2	6
257	1959	PhD	Married	75032	0	1	74	952	180	47	12	12
4058	1955	PhD	Single	61284	0	0	76	618	106	20	7	45
7736	1986	Graduation	Married	22518	1	0	36	11	12	2	2	27
8210	1975	Master	Married	54730	0	1	64	318	17	4	7	56
833	1955	Master	Married	38452	1	1	62	56	14	0	0	2
6230	1971	Graduation	Divorced	44421	1	1	53	110	59	7	1	7
7325	1986	PhD	Together	38197	1	0	86	23	11	2	1	3
1307	1978	Graduation	Divorced	41986	0	1	15	27	8	8	3	12
1502	1983	Graduation	Together	28427	1	0	67	18	19	3	3	6
6211	1976	PhD	Together	37395	1	0	47	18	9	0	1	11
843	1971	Graduation	Married	64722	1	0	47	303	280	60	147	15
4174	1956	Master	Together	55249	0	1	81	97	19	2	0	11
9757	1972	Graduation	Together	84906	0	0	98	997	414	99	30	76
6918	1989	Graduation	Married	28691	1	0	56	5	13	8	0	4
286	1952	Graduation	Single	44213	1	1	48	95	35	0	4	7
11086	1984	Basic	Single	25707	1	0	18	1	2	3	6	3
1921	1967	PhD	Married	59062	2	1	74	46	12	3	0	9
4138	1962	Graduation	Single	76624	0	1	68	411	147	54	115	66
7718	1947	Master	Together	66000	0	0	36	244	270	101	0	45
1291	1978	PhD	Together	27683	1	0	90	152	121	12	12	45
6862	1971	Graduation	Divorced	1730	0	0	65	1	3	1	1	1
4136	1992	Basic	Single	7500	1	0	63	10	18	8	26	40
803	1968	Graduation	Together	40521	1	1	82	12	5	0	0	4
4298	1973	PhD	Together	20427	1	0	63	5	4	0	0	1
10833	1975	Graduation	Married	65106	0	1	55	790	133	12	0	19
9606	1965	PhD	Married	69969	0	0	64	882	514	38	29	44
8534	1952	Graduation	Married	67433	0	2	51	615	259	12	48	30
5153	1967	PhD	Married	77766	0	1	97	1004	265	115	59	27
961	1972	Graduation	Married	74716	0	1	92	133	421	13	195	71
5011	1963	Graduation	Divorced	68118	0	1	51	595	123	10	23	154
6653	1970	PhD	Married	55158	1	1	72	293	87	4	11	23
9094	1955	2n Cycle	Married	62972	0	1	39	313	47	20	0	192
810	1975	Graduation	Married	74190	0	1	49	151	86	168	91	64
5493	1976	Graduation	Married	39356	1	1	21	15	2	0	0	6
2147	1969	Graduation	Together	76653	0	0	91	736	946	219	189	126
5107	1973	PhD	Divorced	35860	1	1	37	15	8	4	2	20
3979	1983	PhD	Divorced	90687	0	0	98	982	672	23	34	51
6049	1982	Master	Together	73450	0	0	85	1142	415	90	69	37
8147	1960	Graduation	Married	31454	1	1	40	28	11	0	0	9
1857	1952	Graduation	Single	47139	1	1	2	46	12	0	2	23
3910	1975	Graduation	Divorced	83829	0	0	78	897	430	186	161	27
5207	1963	PhD	Married	53378	1	1	41	489	152	8	6	132
11114	1970	Graduation	Together	19656	1	0	94	25	9	6	8	32
5429	1948	PhD	Married	45579	0	1	10	145	33	2	1	1
9400	1958	2n Cycle	Single	85485	0	0	73	630	611	44	18	54
1740	1944	Graduation	Married	55956	0	0	22	760	104	50	9	38
7488	1963	Master	Single	64191	0	1	30	420	186	151	38	15
195	1972	Graduation	Single	38808	1	0	21	125	52	3	19	30
635	1966	Master	Married	57183	1	1	51	464	64	7	0	70
7527	1968	Master	Divorced	23748	1	0	97	6	29	12	15	8
10319	1971	Graduation	Married	66303	0	1	56	1090	96	16	12	60
2296	1975	Master	Married	37368	1	0	4	3	11	2	2	10
10637	1964	Graduation	Married	40800	1	2	77	24	27	8	30	10
2931	1978	Graduation	Divorced	71847	0	0	95	737	106	55	63	210
907	1975	Graduation	Married	46149	0	1	36	254	71	4	0	27
3698	1983	Graduation	Together	78687	0	0	13	817	687	145	55	241
9516	1971	2n Cycle	Divorced	49118	0	0	90	620	239	99	98	119
679	1957	PhD	Married	37633	1	1	49	13	20	0	0	1
7384	1951	Master	Together	39767	0	0	18	113	204	34	26	47
5043	1951	Basic	Married	26997	0	0	89	7	78	133	49	144
5267	1970	Graduation	Divorced	33986	1	0	43	16	18	2	1	5
339	1972	PhD	Married	57091	0	1	82	462	24	6	0	4
2516	1969	2n Cycle	Married	46831	1	1	84	22	10	6	4	34
9010	1972	Master	Married	83151	0	0	80	968	842	137	42	210
378	1971	Graduation	Married	52531	0	0	68	283	151	51	72	125
4808	1956	Graduation	Married	15759	0	0	12	1	5	6	0	3
5068	1971	Graduation	Single	22804	1	0	75	14	7	2	1	1
7628	1973	2n Cycle	Married	43050	1	0	10	30	24	6	3	8
7128	1977	PhD	Single	42997	1	1	91	4	5	0	1	5
2811	1963	PhD	Single	48918	1	1	21	52	9	0	0	1
3551	1954	Master	Together	60033	0	1	28	62	57	19	11	48
1663	1978	PhD	Together	34043	1	0	97	20	14	3	0	10
5543	1966	Graduation	Together	57811	0	1	49	545	114	37	21	78
1577	1946	Graduation	Married	78569	0	0	14	558	622	207	175	95
10641	1978	Graduation	Single	7500	1	1	5	6	4	13	4	25
5336	1971	Master	Together	157733	1	0	37	39	9	2	0	8
6024	1953	Graduation	Together	94384	0	0	62	1111	790	160	45	172
1878	1985	2n Cycle	Married	23148	0	0	83	4	8	6	3	10
3099	1970	Graduation	Divorced	44267	1	1	48	183	65	3	5	49
6055	1979	Graduation	Married	71626	0	0	94	546	376	94	145	72
5841	1966	Graduation	Together	60894	0	1	61	606	155	10	0	54
3972	1976	Graduation	Together	50200	1	1	70	266	51	8	6	64
4394	1965	PhD	Married	81051	0	0	43	1142	249	38	29	14
5758	1982	Graduation	Married	65169	0	0	23	1074	69	0	0	46
6658	1972	Graduation	Together	59868	0	1	37	771	154	54	10	154
4603	1960	PhD	Married	65695	0	1	50	371	189	0	58	6
8427	1956	Master	Single	64857	0	0	78	556	717	210	0	43
10260	1965	Master	Together	45143	0	1	74	202	74	11	5	14
7143	1955	2n Cycle	Together	74805	0	1	14	209	209	41	162	37
8789	1989	2n Cycle	Married	59060	1	0	77	35	111	36	40	12
6197	1962	PhD	Single	27238	1	1	39	37	17	0	0	3
4554	1965	Graduation	Together	47009	0	1	89	171	73	59	10	90
4937	1973	2n Cycle	Married	46094	1	1	62	12	20	3	2	5
1920	1972	Graduation	Married	40321	1	1	59	44	21	6	0	27
8749	1984	Graduation	Together	37235	1	0	68	20	9	4	6	20
1650	1960	Master	Married	81843	0	0	13	779	537	34	69	138
10377	1958	Master	Together	46692	0	1	37	170	97	24	12	88
9206	1968	Graduation	Together	77382	0	1	36	491	231	112	105	134
10971	1977	Graduation	Single	37774	2	0	28	173	107	7	2	176
6398	1974	Basic	Married	18393	1	0	2	7	13	16	0	4
9212	1962	Master	Married	72828	0	1	17	1205	235	19	14	205
7937	1982	Graduation	Married	24711	0	0	86	10	25	6	3	7
839	1975	PhD	Married	45503	1	0	54	97	44	6	1	18
4246	1982	Master	Single	6560	0	0	2	67	26	4	3	262
158	1945	PhD	Together	71604	0	0	3	345	528	98	75	97
4832	1979	Graduation	Married	27244	1	0	84	6	17	3	24	46
5621	1969	Graduation	Married	48752	1	1	8	73	100	71	15	0
1945	1962	Graduation	Married	71434	0	1	4	711	217	172	96	168
5147	1948	Graduation	Single	90842	0	0	57	774	118	182	187	93
2535	1978	Master	Married	88097	1	0	24	163	480	0	126	75
11039	1975	Graduation	Married	51948	0	1	51	82	54	71	30	41
9495	1982	Graduation	Together	71853	0	0	29	358	413	141	97	32
9635	1983	Master	Married	35876	0	0	13	66	40	4	3	14
2173	1952	Graduation	Widow	40049	0	1	23	13	7	0	3	3
942	1982	Graduation	Single	39660	1	0	36	139	78	20	13	36
9386	1962	Graduation	Together	50127	0	1	88	274	21	4	6	15
5510	1977	Master	Married	43263	0	1	2	262	61	0	10	102
873	1949	Master	Married	62845	1	1	3	1099	45	0	0	34
2253	1990	Graduation	Married	18929	0	0	15	32	8	23	4	18
5181	1982	Basic	Single	24367	1	0	58	2	2	0	11	5
979	1975	Graduation	Single	33249	1	0	11	6	21	19	14	42
10390	1959	2n Cycle	Married	26887	0	1	27	6	4	3	4	6
4698	1983	PhD	Married	50150	0	0	32	135	92	65	61	11
7793	1976	Graduation	Together	62061	0	1	12	641	84	0	30	38
1745	1962	PhD	Divorced	85696	0	0	88	714	395	116	0	12
10590	1956	PhD	Together	76542	0	0	91	794	573	0	29	14
5080	1993	Graduation	Single	70515	0	0	12	420	452	182	64	140
8369	1987	Graduation	Together	18227	1	0	21	1	7	4	3	11
5232	1965	Graduation	Married	69139	0	1	23	86	75	33	15	6
2407	1982	Graduation	Married	69109	0	0	10	823	459	124	29	95
3834	1962	Graduation	Single	69627	0	1	35	231	215	171	30	53
7912	1978	Graduation	Married	38136	1	0	69	8	27	0	20	33
7712	1946	PhD	Single	62159	0	0	68	182	259	77	70	29
1065	1963	Graduation	Single	80695	0	0	85	557	984	193	37	18
7275	1971	Master	Single	33316	1	1	34	79	31	4	4	12
1343	1968	Graduation	Together	58554	1	1	55	368	68	38	0	88
1384	1992	Basic	Married	17256	1	0	10	6	14	8	8	22
9967	1974	Graduation	Divorced	53034	1	1	30	160	196	15	11	50
6181	1950	2n Cycle	Together	52203	0	0	36	488	238	56	108	28
10507	1977	2n Cycle	Divorced	59601	0	1	14	691	69	0	7	23
2674	1958	Master	Single	75154	0	1	79	543	205	160	143	82
2698	1976	Graduation	Single	47025	0	1	52	254	108	20	0	26
3231	1973	Graduation	Married	37971	1	0	97	5	10	2	2	7
4096	1968	Master	Divorced	41335	1	0	24	112	21	16	14	5
10476	1958	Graduation	Married	67267	0	1	0	134	59	15	2	30
5948	1975	Graduation	Single	57338	0	1	96	143	52	11	8	17
9140	1960	2n Cycle	Together	50523	1	1	89	51	24	4	7	1
10258	1965	Master	Single	35791	2	1	94	27	5	0	0	3
5675	1960	PhD	Divorced	50611	0	1	98	459	24	6	0	4
4743	1969	PhD	Married	56242	0	1	72	689	167	11	8	88
8805	1960	Graduation	Single	48904	0	1	1	283	38	0	13	27
1542	1975	Graduation	Single	56243	1	2	26	347	35	4	3	7
6770	1985	Graduation	Married	21355	1	0	5	5	14	0	5	31
8773	1971	Master	Together	57420	0	1	22	280	18	0	0	24
10420	1955	Master	Divorced	46390	0	1	56	95	64	2	9	38
7514	1956	2n Cycle	Together	54342	1	1	74	84	34	11	10	28
793	1973	Graduation	Married	20895	1	0	24	18	17	3	0	4
10909	1948	Graduation	Married	92344	0	0	9	992	694	51	19	119
8702	1976	2n Cycle	Together	26907	1	1	10	9	7	0	3	2
4791	1980	Graduation	Together	44964	1	1	35	19	17	2	0	2
2963	1979	Graduation	Together	75507	0	0	56	709	374	104	80	80
8216	1972	Master	Married	53761	1	1	7	158	76	13	7	71
8140	1973	Graduation	Together	22682	1	0	51	10	29	4	2	36
10146	1972	PhD	Together	38887	1	0	17	25	13	0	0	3
5289	1975	2n Cycle	Single	41658	1	1	30	8	12	15	4	29
2587	1972	PhD	Married	29791	1	0	21	14	6	0	0	0
4405	1956	Master	Married	63915	0	2	2	622	115	30	0	15
8663	1974	Graduation	Divorced	39996	1	1	85	11	3	0	0	1
2589	1972	Graduation	Divorced	26759	1	0	65	25	16	8	5	2
3421	1968	Master	Divorced	63841	0	1	64	635	100	20	7	131
10490	1969	PhD	Married	51039	1	1	11	100	79	65	0	109
4094	1961	Graduation	Married	60544	1	1	92	201	43	3	5	35
9958	1972	Graduation	Married	65685	0	1	54	642	49	0	7	57
2534	1953	Graduation	Married	37716	0	1	4	97	41	6	2	41
4188	1957	Graduation	Single	36864	0	1	53	204	39	17	0	89
6613	1970	Master	Married	44511	1	0	39	513	133	46	14	14
10827	1967	PhD	Married	36947	1	1	49	88	21	4	1	29
5491	1951	Master	Together	47352	0	1	70	172	112	8	0	15
8402	1953	Master	Married	67087	0	1	40	329	222	130	35	43
8783	1950	Graduation	Married	57045	0	1	40	296	104	11	13	17
10010	1953	PhD	Divorced	36957	1	1	43	100	16	2	1	31
618	1977	PhD	Married	69389	0	1	17	422	238	69	46	15
9121	1972	Graduation	Married	80134	1	0	40	1218	272	104	0	80
361	1969	Master	Married	43142	1	1	84	5	7	2	1	4
4310	1944	Graduation	Married	80589	0	0	25	507	520	242	40	26
2678	1990	Graduation	Single	34412	1	0	62	52	50	4	36	55
6376	1979	Graduation	Single	57537	1	0	83	191	139	51	8	100
524	1966	Basic	Together	22634	0	0	47	2	11	8	6	46
10341	1948	Graduation	Together	51315	0	0	45	68	39	16	30	41
5654	1972	Graduation	Married	36026	2	1	34	20	10	6	4	17
4098	1973	Graduation	Married	24639	1	1	3	20	16	0	4	1
5824	1972	PhD	Together	34578	2	1	1	7	1	0	0	0
7000	1972	2n Cycle	Single	65704	0	0	18	279	74	38	8	246
2561	1966	Graduation	Single	63810	0	1	45	977	253	16	12	101
5229	1969	PhD	Together	54132	0	1	81	30	8	0	0	3
4086	1959	Graduation	Married	18690	0	0	77	6	7	23	4	19
2428	1970	Graduation	Married	28164	1	0	23	3	26	11	8	12
8254	1974	PhD	Married	34596	1	0	48	14	2	0	0	7
2836	1972	PhD	Married	43269	1	0	61	10	7	0	0	1
8418	1958	2n Cycle	Single	38741	1	1	60	7	17	8	6	13
1362	1972	Graduation	Single	31907	0	0	75	33	64	175	16	74
7152	1983	Master	Married	27100	1	0	64	12	13	2	0	10
10033	1973	2n Cycle	Divorced	31163	1	0	54	2	10	11	2	10
9349	1985	Graduation	Married	92533	0	0	84	693	118	110	147	42
274	1973	Graduation	Single	34853	1	1	75	9	15	2	3	2
3388	1967	Graduation	Divorced	70844	1	1	16	129	67	3	67	2
922	1979	2n Cycle	Married	31086	1	1	79	16	11	3	0	16
8588	1961	Graduation	Married	60544	1	1	92	201	43	3	5	35
2518	1986	2n Cycle	Together	20491	0	0	16	5	5	4	2	10
574	1964	Graduation	Married	42523	0	0	96	14	11	3	26	35
3220	1983	Graduation	Married	39922	1	0	30	29	59	19	1	36
5967	1952	Graduation	Together	33402	1	1	60	26	19	10	5	8
1183	1949	Master	Married	36408	1	1	11	9	4	3	2	3
6856	1979	Graduation	Together	21645	1	0	75	14	23	4	5	19
4530	1948	Master	Widow	78427	0	0	36	972	595	180	26	138
1553	1946	Graduation	Together	82657	0	0	71	966	672	246	105	126
4682	1958	Graduation	Married	51876	0	0	88	99	102	28	48	6
8204	1971	2n Cycle	Married	78041	0	0	93	482	553	72	160	17
5221	1957	Graduation	Married	52852	0	1	93	714	99	11	0	47
1232	1982	PhD	Together	70038	0	0	54	587	348	71	54	130
1927	1973	2n Cycle	Together	69401	0	1	41	399	159	58	8	39
5788	1972	Graduation	Together	46053	1	0	46	56	92	19	7	25
6652	1965	Graduation	Married	77343	0	0	28	227	573	98	54	31
6246	1953	Graduation	Single	73892	0	0	40	703	601	0	58	43
5975	1967	PhD	Single	40304	1	0	82	37	17	0	0	3
6875	1965	PhD	Together	32727	0	0	38	167	180	86	13	70
4399	1969	Graduation	Together	68695	0	0	3	458	356	106	50	40
4042	1971	Graduation	Divorced	43300	0	1	87	91	52	2	1	31
2157	1972	Graduation	Together	26290	1	1	49	15	16	11	5	22
10133	1970	Graduation	Single	93790	0	0	16	1302	731	89	114	45
2525	1974	PhD	Married	38410	0	0	65	153	123	116	64	14
8233	1950	Master	Widow	64866	0	1	9	508	21	7	5	10
9483	1959	Graduation	Together	57957	0	1	24	290	177	77	5	29
2945	1955	PhD	Together	46015	1	1	25	38	2	0	0	6
10403	1978	Graduation	Together	16531	1	0	43	2	6	7	5	11
5074	1986	Master	Married	28072	1	0	10	30	10	2	0	5
10524	1963	Master	Divorced	49476	0	1	29	386	95	54	41	196
4690	1953	Graduation	Married	50725	0	1	45	443	75	0	10	48
7521	1952	Graduation	Together	83844	0	0	57	901	345	75	31	191
7196	1950	PhD	Married	41145	1	1	20	9	3	0	0	1
4406	1970	Graduation	Together	67419	0	1	29	846	352	91	56	42
9672	1970	2n Cycle	Married	23162	1	1	82	8	9	19	4	22
4864	1977	Graduation	Married	34380	1	0	68	72	58	13	1	24
4706	1966	Graduation	Single	34704	0	1	65	29	5	0	1	5
4070	1969	PhD	Married	94871	0	2	99	169	553	188	0	144
25	1958	Graduation	Married	65148	0	1	9	460	422	33	12	153
3697	1954	Graduation	Together	39898	0	1	20	69	26	12	7	12
217	1956	Master	Single	64857	0	0	78	556	717	210	0	43
4220	1970	PhD	Married	59892	0	1	26	73	13	0	1	0
5286	1987	Master	Single	41020	0	0	68	112	54	7	7	36
9559	1961	PhD	Married	57072	0	1	79	944	60	0	0	30
2849	1979	Graduation	Single	60474	0	1	25	265	303	234	9	170
7787	1960	Graduation	Together	62807	0	1	83	526	135	10	21	99
3102	1981	2n Cycle	Together	19414	1	0	32	2	12	3	5	7
5868	1980	Graduation	Married	19107	1	0	49	2	9	10	5	16
8370	1976	2n Cycle	Together	75484	0	1	50	378	259	197	194	34
9988	1976	Master	Single	70379	0	1	84	553	142	65	67	8
2939	1970	Master	Together	79419	0	0	96	751	687	20	15	31
5529	1946	PhD	Together	64014	2	1	56	406	30	0	0	8
9743	1955	Graduation	Married	76998	0	1	85	1449	161	69	35	107
5763	1972	Master	Together	49854	1	0	63	123	171	39	0	30
3478	1971	PhD	Married	60585	1	1	17	267	309	55	42	21
7494	1950	PhD	Divorced	42873	1	1	11	209	40	3	2	15
1763	1988	Graduation	Together	87679	0	0	62	1259	815	97	148	33
7250	1978	Graduation	Together	57867	1	0	48	344	178	15	23	17
2005	1990	Graduation	Married	35765	1	0	86	22	30	0	5	15
10770	1959	Graduation	Married	65492	0	0	73	247	295	210	85	47
6885	1977	Graduation	Divorced	32952	1	0	36	38	12	3	1	1
2072	1969	PhD	Together	53374	0	1	34	896	101	13	10	34
9463	1959	Graduation	Together	71706	0	1	16	931	253	91	98	14
6318	1988	Graduation	Married	68487	0	0	48	758	385	33	89	89
4093	1975	Master	Together	53253	1	1	61	216	57	20	9	125
5751	1973	2n Cycle	Divorced	31163	1	0	54	2	10	11	2	10
3340	1977	Graduation	Married	42014	1	0	56	244	108	4	15	50
3594	1973	Master	Married	54108	1	1	74	539	91	8	6	97
3584	1955	PhD	Single	49667	0	0	35	1181	120	17	13	39
3643	1974	Master	Married	63206	0	0	65	750	125	11	8	26
851	1972	Master	Married	57136	1	1	48	306	109	21	109	92
7706	1975	2n Cycle	Together	46772	0	1	88	350	189	197	151	57
3967	1971	PhD	Married	78931	0	0	19	331	170	58	152	35
10128	1958	Graduation	Together	53977	0	1	21	620	165	0	24	82
486	1988	Graduation	Married	84219	0	0	27	434	400	45	137	45
9	1975	Master	Single	46098	1	1	86	57	27	0	0	36
9451	1965	Graduation	Married	73538	0	1	92	811	428	99	137	107
9264	1986	Graduation	Married	79529	0	0	1	423	706	73	197	197
3865	1977	2n Cycle	Together	20981	0	0	14	2	10	6	13	30
2853	1980	Graduation	Single	51766	1	0	74	60	87	6	20	51
1490	1962	Graduation	Married	55759	0	1	84	675	85	10	7	77
6310	1978	Graduation	Married	33039	1	0	4	30	12	8	8	12
10380	1972	Master	Married	37787	1	0	50	40	40	4	3	18
3887	1970	Graduation	Single	27242	1	0	2	3	26	20	1	39
4278	1983	PhD	Single	87188	0	0	73	910	724	49	74	55
8643	1971	Graduation	Together	69930	0	0	21	252	827	219	70	196
1998	1976	Graduation	Single	37697	1	0	82	34	21	11	4	8
10795	1973	PhD	Married	37401	1	0	14	19	19	3	1	3
11110	1973	Graduation	Single	3502	1	0	56	2	1	0	0	1
2408	1976	Graduation	Married	58597	1	1	20	490	184	10	28	21
202	1948	PhD	Widow	82032	0	0	54	332	377	149	125	57
7998	1958	Graduation	Together	28087	1	1	77	53	17	13	0	21
830	1987	PhD	Single	74004	0	0	5	784	560	42	176	48
3536	1960	Graduation	Together	19740	0	1	65	7	3	10	4	20
6050	1975	2n Cycle	Married	57036	0	1	33	1171	219	19	14	47
125	1958	2n Cycle	Together	53083	1	1	65	215	33	3	0	13
3463	1975	PhD	Married	69283	0	1	41	674	134	0	26	8
2804	1975	Master	Single	46098	1	1	86	57	27	0	0	36
3745	1988	2n Cycle	Married	23331	1	0	92	5	7	0	10	45
9771	1988	2n Cycle	Single	23331	1	0	97	104	101	24	15	5
451	1989	Graduation	Single	9255	1	0	91	9	7	2	0	4
10530	1959	PhD	Widow	67786	0	0	0	431	441	80	20	102
1079	1971	PhD	Married	71969	0	1	59	1000	76	0	0	10
8920	1967	Master	Single	59235	1	0	4	448	469	80	0	91
6678	1989	Graduation	Together	31928	1	0	5	33	24	4	2	5
3852	1961	Master	Together	74881	1	1	48	505	270	36	27	54
528	1978	Graduation	Married	65819	0	0	99	267	701	149	165	63
73	1953	PhD	Single	51411	1	2	81	14	3	0	0	1
5589	1964	Graduation	Divorced	51983	0	1	95	631	115	10	7	30
10212	1986	Master	Together	42386	1	0	43	65	16	0	4	11
6365	1987	2n Cycle	Married	30390	0	0	5	10	12	25	1	20
5636	1963	Graduation	Single	30983	0	0	50	51	50	12	1	49
591	1957	Graduation	Widow	66033	0	1	76	293	179	46	59	65
2217	1975	2n Cycle	Married	37284	1	1	46	11	2	2	1	6
2544	1951	Master	Divorced	57530	0	1	68	50	27	6	7	1
7725	1965	2n Cycle	Married	76800	0	0	33	173	255	35	71	81
8091	1956	Graduation	Married	63943	0	1	50	423	368	13	97	21
7321	1962	Graduation	Together	76081	0	0	85	292	415	63	33	200
5462	1974	Graduation	Married	67445	0	1	63	757	217	29	80	11
7791	1967	Master	Married	37054	1	1	89	12	6	0	1	5
955	1962	Master	Together	47175	1	1	81	167	44	6	2	19
4037	1976	Graduation	Divorced	31859	1	0	77	3	3	8	0	5
6642	1961	Graduation	Divorced	27215	2	1	50	30	22	8	9	28
2793	1976	PhD	Divorced	70179	0	1	10	532	168	69	44	133
5424	1983	Graduation	Married	39922	1	0	30	29	59	19	1	36
879	1976	Master	Married	49681	0	2	66	411	26	0	0	21
9530	1988	Graduation	Married	24645	1	0	16	5	4	4	1	0
4828	1954	Graduation	Divorced	79865	0	1	12	71	278	185	121	38
10699	1985	Graduation	Married	44322	1	0	30	46	40	3	0	3
1497	1952	Graduation	Single	47958	0	1	8	268	88	15	3	22
7476	1964	Master	Single	63972	0	1	93	928	254	0	12	12
4390	1954	Graduation	Together	75315	0	1	14	459	171	142	23	31
10478	1950	PhD	Married	55517	1	1	53	483	108	0	6	36
1081	1957	PhD	Married	75283	1	2	26	733	180	12	19	66
4261	1946	PhD	Single	82800	0	0	23	1006	115	59	68	45
9916	1954	Graduation	Married	38998	1	1	92	34	14	0	0	5
5350	1991	Master	Single	90638	0	0	29	1156	915	94	144	96
8135	1986	Master	Married	27161	1	0	41	7	23	7	0	11
8685	1977	Graduation	Married	42014	1	0	56	244	108	4	15	50
4967	1960	PhD	Together	38201	0	1	19	233	23	0	0	12
2130	1982	Graduation	Together	45203	2	0	4	35	67	10	8	24
9298	1947	PhD	Together	81574	0	0	89	1252	465	46	35	0
8175	1992	Graduation	Married	34935	0	0	71	34	66	3	10	20
6257	1976	Master	Single	60482	0	1	81	255	134	37	14	24
3790	1956	Graduation	Together	34633	2	1	31	8	5	0	0	1
9952	1947	Master	Together	78093	0	0	53	368	639	13	43	10
3503	1950	Graduation	Divorced	82460	0	0	78	255	573	52	32	15
5223	1966	Master	Together	45903	0	1	80	33	10	2	10	3
4608	1987	Graduation	Divorced	81361	0	0	18	163	424	27	65	76
1626	1973	PhD	Divorced	35860	1	1	37	15	8	4	2	20
4764	1952	Master	Together	40442	1	1	52	45	52	25	22	13
2471	1965	Graduation	Married	61482	0	0	39	48	68	16	66	43
5892	1980	Graduation	Married	34968	1	0	11	158	45	8	2	2
2612	1987	Graduation	Married	75794	0	0	33	754	625	63	32	48
4971	1962	PhD	Together	31497	0	1	22	108	28	13	1	4
5185	1955	Graduation	Married	74268	0	0	83	199	315	97	174	41
10069	1988	Basic	Together	13724	1	0	43	2	5	2	15	27
2262	1965	Master	Together	45143	0	1	74	202	74	11	5	14
1131	1967	PhD	Single	52569	0	1	54	85	3	0	0	7
1041	1973	PhD	Single	48432	0	1	3	322	50	4	3	42
24	1960	Master	Together	17144	1	1	96	18	19	0	2	6
3409	1984	Graduation	Single	36108	1	0	68	141	129	3	11	47
7022	1971	Graduation	Married	76445	1	0	2	739	309	140	80	35
7943	1975	PhD	Married	36663	1	0	40	18	6	3	3	5
5272	1965	Master	Married	53843	0	1	64	378	88	19	4	73
5453	1956	Master	Married	90226	0	0	26	1083	649	253	151	108
2565	1955	Master	Divorced	70638	0	0	69	1016	215	16	12	63
800	1960	Graduation	Together	44512	1	1	57	23	6	0	0	2
11092	1961	Graduation	Married	27116	1	1	78	12	21	2	2	3
5062	1963	PhD	Married	54072	1	1	71	35	4	0	0	0
8969	1977	Graduation	Married	71855	0	1	59	548	422	0	112	28
4656	1990	2n Cycle	Single	51250	1	0	28	342	230	34	32	40
4480	1973	Master	Married	60432	0	1	61	365	15	4	3	11
9971	1964	PhD	Married	65526	0	1	22	397	69	12	0	9
6729	1988	Graduation	Single	68655	0	0	95	456	832	75	118	38
1773	1978	2n Cycle	Married	12393	0	0	38	5	15	11	7	13
9242	1990	Graduation	Single	64509	0	0	19	836	575	24	25	77
1764	1975	Graduation	Single	33955	1	0	92	100	128	23	7	10
6215	1977	Graduation	Married	31353	1	1	24	10	10	3	1	7
10099	1984	Graduation	Married	55434	1	0	21	238	215	169	69	76
5423	1983	Graduation	Together	28359	1	0	35	6	5	2	1	2
940	1987	Graduation	Single	57100	1	0	9	158	99	15	11	17
3011	1965	Graduation	Married	69139	0	1	23	86	75	33	15	6
3298	1956	Master	Married	52973	0	1	92	856	76	12	9	199
8286	1965	PhD	Together	51717	0	1	55	98	17	0	1	5
9668	1971	Graduation	Married	18793	1	0	14	4	20	0	17	20
5120	1982	2n Cycle	Together	66664	0	0	78	398	447	220	96	32
6097	1959	Graduation	Single	50664	1	1	64	313	104	6	4	126
7019	1963	Graduation	Together	54414	1	1	49	109	16	24	26	18
7408	1952	PhD	Married	54549	0	1	8	216	6	0	0	9
8041	1971	PhD	Widow	47111	0	1	35	595	153	120	112	41
252	1963	PhD	Divorced	41003	0	0	11	123	142	71	44	88
9986	1982	Graduation	Together	19444	1	0	8	16	23	3	2	10
3276	1976	2n Cycle	Together	36301	1	0	53	11	35	3	5	12
3859	1947	PhD	Together	73059	0	1	36	410	420	0	82	71
3570	1969	PhD	Together	42731	1	0	64	159	51	6	2	24
3783	1959	PhD	Married	52854	1	1	43	105	10	0	1	0
10207	1978	Graduation	Together	22775	1	0	40	5	8	0	0	1
10906	1948	PhD	Together	46681	0	2	52	269	69	15	19	38
3427	1955	PhD	Married	59821	0	1	11	629	70	0	0	35
5209	1954	Graduation	Divorced	50002	0	1	21	443	71	21	16	82
10711	1945	Graduation	Married	69755	0	0	23	217	373	111	23	93
10785	1969	Graduation	Married	44078	1	1	17	24	10	2	0	4
2814	1976	Master	Together	30560	1	0	6	9	5	4	5	7
6866	1969	Master	Together	35924	1	1	56	8	14	2	3	7
1665	1964	PhD	Divorced	64140	0	2	71	1459	61	0	15	215
6575	1981	Graduation	Together	56386	1	1	51	230	214	13	32	75
3829	1979	Basic	Together	24594	1	0	94	1	6	10	0	9
3091	1981	2n Cycle	Together	75774	1	0	27	340	134	258	14	56
10141	1960	Master	Divorced	39228	0	0	1	7	6	0	3	3
5177	1974	Master	Married	58494	0	1	56	298	68	4	0	19
7005	1981	Graduation	Single	58684	0	0	71	479	179	28	7	85
6409	1967	Graduation	Divorced	57136	0	0	18	267	599	34	12	127
7485	1950	PhD	Widow	56551	1	1	48	67	32	17	2	16
8079	1982	Graduation	Married	22448	1	0	86	3	8	23	2	18
8395	1961	Graduation	Single	82014	0	0	48	980	265	35	163	31
10352	1963	Graduation	Widow	34213	1	1	2	50	28	6	3	26
4931	1977	Graduation	Together	157146	0	0	13	1	1725	2	1	1
13	1947	PhD	Widow	25358	0	1	57	19	5	0	0	8
1834	1978	Master	Single	35544	1	0	77	30	23	4	1	4
2285	1954	Master	Together	36634	0	1	0	213	76	4	3	30
2295	1954	PhD	Married	62670	0	1	57	539	92	80	46	38
1378	1972	2n Cycle	Together	50334	0	1	24	284	160	84	16	134
2781	1981	Graduation	Single	72066	0	0	55	1003	536	134	51	34
1165	1958	PhD	Single	50729	1	1	62	239	143	45	4	52
1404	1968	Graduation	Together	34916	2	0	89	51	82	33	0	42
6457	1976	Graduation	Divorced	64892	0	1	77	527	230	32	24	65
2639	1966	Graduation	Single	43602	1	1	45	19	12	10	3	19
8299	1989	PhD	Single	33996	0	0	46	40	15	8	0	6
6437	1985	2n Cycle	Single	41473	1	0	80	21	20	15	3	9
6912	1967	PhD	Married	63246	0	2	60	593	91	29	22	7
7327	1959	PhD	Married	36732	1	1	71	21	3	10	1	7
5299	1970	PhD	Married	69084	1	0	43	1181	199	39	30	30
4127	1967	PhD	Married	77766	0	1	97	1004	265	115	59	27
8143	1985	PhD	Single	37929	0	0	49	202	46	3	2	10
1964	1951	Graduation	Together	86610	0	0	66	446	768	33	196	53
3690	1986	Master	Married	80141	0	0	20	1184	673	52	40	40
3433	1955	2n Cycle	Married	72635	0	0	54	390	323	104	35	107
3389	1970	Graduation	Married	69016	0	1	61	726	363	123	107	161
4712	1991	2n Cycle	Together	20193	0	0	18	8	22	24	11	9
1170	1975	Graduation	Married	27573	1	0	45	50	110	39	15	15
6347	1979	Basic	Single	15862	1	0	26	1	4	11	9	10
4065	1976	PhD	Married	49544	1	0	0	308	73	0	0	23
8230	1980	Graduation	Married	33228	1	0	28	22	31	7	4	5
1215	1978	Graduation	Together	70440	0	0	49	690	499	76	102	88
5939	1971	Graduation	Together	38232	1	1	84	43	28	7	6	33
2156	1955	PhD	Married	22554	1	1	38	27	10	0	0	4
7788	1983	PhD	Married	23536	1	0	53	6	3	0	0	1
10323	1952	Graduation	Married	49413	0	1	88	205	41	3	2	46
7947	1969	Graduation	Married	42231	1	1	99	24	8	0	1	4
1891	1980	Master	Divorced	78789	0	0	12	667	850	21	83	83
2570	1968	Graduation	Together	56534	0	1	35	691	61	10	0	46
9256	1971	Graduation	Single	58350	0	1	5	493	206	116	80	80
295	1989	Graduation	Single	81217	0	0	77	493	324	146	40	84
7397	1951	Graduation	Single	49090	0	1	45	494	82	7	0	100
6349	1987	Master	Divorced	61787	0	0	71	621	414	78	48	85
10790	1985	PhD	Married	18169	1	0	40	9	5	0	0	7
10398	1981	2n Cycle	Single	24336	1	0	82	1	2	8	2	12
2431	1990	Graduation	Married	18222	0	0	70	12	19	12	6	14
550	1952	Graduation	Divorced	62335	0	1	87	243	217	85	6	26
1890	1971	2n Cycle	Together	42033	1	1	95	11	4	2	0	7
10742	1983	PhD	Married	86580	0	0	72	532	127	26	20	20
10356	1957	PhD	Divorced	41437	1	1	5	29	2	0	0	1
4676	1951	Master	Widow	73705	0	2	86	612	520	258	107	107
8852	1976	Graduation	Married	61064	0	1	80	387	342	0	45	180
3565	1955	Master	Married	38452	1	1	62	56	14	0	0	2
5294	1989	Graduation	Single	18358	1	0	49	6	19	16	4	4
1958	1973	PhD	Together	55012	0	1	85	582	65	0	0	13
7349	1973	Basic	Together	9722	1	0	7	6	16	6	16	42
8799	1984	PhD	Married	38175	1	0	6	70	69	2	3	3
1351	1956	Master	Together	58656	0	1	25	962	194	16	24	12
1045	1965	Graduation	Together	52117	0	1	55	112	107	30	0	20
7732	1978	Graduation	Married	64813	1	0	81	293	124	179	97	52
8070	1973	PhD	Married	54222	0	1	98	199	31	3	12	7
477	1986	Graduation	Married	83512	0	0	31	1060	835	80	20	101
7832	1959	Master	Married	77520	0	1	30	940	396	0	88	58
2202	1978	Graduation	Together	41154	0	1	98	44	11	2	3	7
7396	1966	Graduation	Married	80398	0	0	92	342	936	207	35	26
4055	1992	Basic	Single	18746	1	0	41	2	11	12	9	20
10340	1984	Graduation	Together	35196	1	0	68	75	141	43	39	187
10091	1956	Graduation	Single	60230	0	1	78	520	367	39	81	40
7629	1977	Graduation	Married	22108	1	1	46	5	9	6	2	6
10640	1974	Graduation	Together	44392	1	1	71	87	71	7	12	29
3498	1976	PhD	Married	55424	0	1	6	462	184	10	53	107
6742	1979	Graduation	Married	17688	1	0	82	2	1	3	1	2
1172	1983	PhD	Married	92491	0	0	71	979	935	29	25	22
569	1991	Graduation	Single	90273	0	0	32	704	853	120	74	111
4686	1962	PhD	Widow	82571	0	0	28	861	558	62	95	79
1381	1982	PhD	Single	38513	1	0	20	172	115	16	0	18
2634	1979	Master	Single	16653	1	0	10	5	31	15	4	7
10905	1955	Graduation	Together	42586	1	1	7	194	56	0	0	0
1744	1965	Basic	Single	23529	0	1	67	9	13	3	2	20
1000	1961	Master	Together	74881	1	1	48	505	270	36	27	54
3828	1951	Graduation	Married	71107	0	1	61	533	217	198	174	195
8605	1964	PhD	Together	46910	1	1	36	48	14	0	0	6
10304	1959	Graduation	Married	18690	0	0	77	6	7	23	4	19
4351	1955	Graduation	Divorced	37244	1	1	90	18	10	0	0	25
10129	1966	Graduation	Together	82427	0	0	35	482	509	104	107	107
2499	1958	2n Cycle	Single	75342	0	1	38	204	97	21	118	26
10092	1954	Graduation	Divorced	70044	0	1	46	1073	250	153	14	14
7500	1967	Graduation	Single	79146	1	1	33	245	223	21	43	16
5796	1963	Graduation	Married	77437	0	0	70	560	442	29	44	29
10556	1959	Graduation	Married	54984	0	1	51	173	131	32	3	6
1064	1971	PhD	Married	42403	1	0	18	22	11	0	5	3
48	1964	Graduation	Together	55761	0	1	97	136	12	0	3	32
7610	1983	Graduation	Together	37292	1	0	32	275	86	10	23	66
263	1945	PhD	Single	45576	0	0	9	56	29	2	14	25
10814	1947	Graduation	Together	70321	0	0	6	303	751	82	26	191
9710	1969	PhD	Divorced	58086	0	1	80	708	62	0	0	15
9292	1952	Graduation	Married	81795	0	0	74	324	693	27	118	88
10250	1947	Basic	Together	28389	0	0	49	1	3	7	4	8
7881	1946	Master	Married	66835	0	0	21	620	195	34	17	141
5847	1969	Graduation	Divorced	69901	0	1	95	312	206	102	92	149
737	1949	PhD	Married	80360	0	0	56	1493	454	112	43	43
3571	1961	PhD	Together	63342	0	1	48	918	118	13	10	21
7807	1974	Graduation	Married	44989	0	1	26	98	106	49	10	106
3878	1980	2n Cycle	Single	31859	1	0	3	3	7	15	8	11
5092	1949	PhD	Widow	51569	0	1	39	380	47	6	0	34
2154	1971	Graduation	Widow	30372	1	1	33	15	12	7	3	7
5394	1979	Basic	Single	16014	1	1	42	3	4	7	8	7
3798	1968	Graduation	Married	41120	1	1	80	24	23	0	8	24
3524	1971	Master	Single	39763	1	0	9	80	60	4	6	16
5247	1955	PhD	Married	38725	1	1	52	31	6	2	1	5
5883	1972	Graduation	Married	77981	1	0	78	138	204	16	126	60
2118	1964	2n Cycle	Married	62905	0	1	68	166	96	119	107	59
8812	1979	2n Cycle	Divorced	13533	1	0	45	12	8	8	0	17
6616	1975	Graduation	Together	59481	0	1	47	178	85	71	66	58
2797	1977	Graduation	Married	72117	0	1	34	707	171	65	60	50
4328	1986	2n Cycle	Married	21955	1	0	81	5	7	17	14	11
9167	1956	Graduation	Married	67131	0	1	72	465	250	93	35	62
10560	1980	PhD	Single	36802	1	0	23	16	2	0	0	1
2631	1982	Graduation	Together	71853	0	0	29	358	413	141	97	32
8312	1961	Basic	Married	28249	0	0	80	1	7	2	14	10
5534	1975	Master	Married	47808	0	1	30	123	26	2	0	72
5093	1974	PhD	Divorced	25509	1	0	15	40	30	10	7	11
7592	1946	PhD	Married	51012	0	0	86	102	63	2	9	24
8895	1985	Graduation	Single	70596	0	0	68	347	534	17	0	26
8584	1952	PhD	Together	85431	0	0	54	376	462	168	53	53
2694	1967	Graduation	Married	42664	0	1	44	21	3	0	0	0
8910	1955	Graduation	Together	42586	1	1	7	194	56	0	0	0
7433	1985	Graduation	Single	29760	1	0	87	64	68	7	5	17
164	1977	PhD	Married	28973	0	0	59	206	46	3	2	12
10477	1973	PhD	Together	39435	1	0	16	71	18	0	0	13
2681	1984	2n Cycle	Married	65370	0	0	1	71	112	138	89	29
5150	1979	Basic	Single	20194	1	0	64	0	7	11	10	15
5283	1976	PhD	Single	42473	1	1	72	93	21	0	4	25
9645	1968	Graduation	Married	64590	0	0	98	920	168	36	46	30
10678	1959	Graduation	Together	71232	0	1	91	653	170	34	26	17
7261	1971	Graduation	Together	34600	1	1	8	199	60	8	3	15
9648	1967	Graduation	Single	46904	1	1	20	153	56	0	9	31
2870	1973	Graduation	Married	49094	0	1	6	376	38	11	8	69
8008	1983	Graduation	Together	36075	1	0	54	46	30	12	1	30
1513	1979	2n Cycle	Together	60839	1	1	72	600	128	223	150	128
6173	1979	Graduation	Together	77298	0	1	46	425	292	23	35	79
1419	1950	Graduation	Together	34026	1	1	11	18	15	12	8	17
9150	1963	PhD	Single	48918	1	1	21	52	9	0	0	1
7960	1962	2n Cycle	Together	82122	0	0	89	734	350	151	25	100
1250	1976	Graduation	Single	37697	1	0	82	34	21	11	4	8
9905	1952	Graduation	Together	34074	1	1	69	135	41	10	1	67
10691	1960	Master	Married	28520	1	1	55	11	10	0	2	20
7002	1955	Graduation	Single	62535	0	1	13	163	90	0	45	52
2952	1977	Master	Single	36273	1	0	80	29	30	3	2	9
8439	1964	Graduation	Together	63404	0	2	97	734	70	11	44	17
762	1981	2n Cycle	Together	75774	1	0	27	340	134	258	14	56
2831	1976	Graduation	Together	78416	0	1	99	453	279	188	38	183
6977	1974	Graduation	Together	75702	0	1	87	1073	629	145	37	37
6289	1951	Master	Together	59385	1	1	85	135	10	0	4	36
4168	1966	Graduation	Single	37070	1	1	30	231	137	4	15	39
8397	1951	Graduation	Married	44689	1	1	82	18	5	0	0	11
9284	1958	Graduation	Together	53977	0	1	21	620	165	0	24	82
6237	1966	PhD	Single	7144	0	2	92	81	33	5	2	291
3130	1964	Graduation	Single	18701	1	1	95	12	2	10	6	10
1619	1956	Graduation	Married	90369	0	0	2	292	981	224	23	17
1990	1974	PhD	Single	63159	0	0	74	965	586	89	86	37
5513	1966	Graduation	Together	37758	1	1	49	27	10	0	0	1
269	1963	PhD	Single	46757	0	1	71	777	163	0	51	122
8093	1969	Master	Married	79734	0	0	72	572	232	23	62	17
10513	1992	Graduation	Together	63207	0	0	68	438	565	91	169	70
10177	1954	Graduation	Divorced	72071	0	1	4	531	300	150	138	150
2549	1983	PhD	Together	21840	1	0	80	17	9	0	0	1
5782	1982	2n Cycle	Together	58582	0	1	15	402	106	101	77	42
10057	1951	Graduation	Single	72282	0	0	70	503	419	90	139	153
10307	1956	Graduation	Married	50387	0	2	91	369	87	12	14	34
8566	1961	PhD	Together	32583	1	1	10	5	3	0	0	1
2415	1962	Graduation	Together	62568	0	1	99	362	398	80	35	61
5684	1971	Master	Divorced	44635	1	1	25	56	9	0	0	3
8334	1971	Master	Single	33316	1	1	34	79	31	4	4	12
9166	1968	Graduation	Married	63967	0	1	57	387	141	73	35	162
1440	1978	2n Cycle	Together	52513	0	0	84	367	241	104	188	232
78	1969	Graduation	Married	25293	1	0	51	15	11	0	2	9
5441	1965	PhD	Widow	54111	0	1	97	267	54	8	3	50
5302	1986	Graduation	Together	78394	0	0	13	298	697	216	24	166
4687	1958	Master	Married	80739	0	0	92	674	736	39	0	92
1087	1975	Master	Together	22669	1	0	30	16	36	37	22	48
6859	1987	Graduation	Single	29236	1	0	30	37	24	16	9	9
9860	1959	Graduation	Together	44911	0	1	11	159	22	2	1	31
7129	1962	PhD	Married	54693	0	1	72	686	142	23	26	35
5866	1974	Graduation	Together	48186	1	0	39	97	66	12	7	34
10521	1977	Graduation	Married	54809	1	1	0	63	57	13	13	22
7393	1978	Graduation	Together	41580	1	1	15	56	24	4	0	3
7849	1970	PhD	Married	80336	0	0	12	209	456	160	142	66
332	1957	Graduation	Married	47743	0	1	56	198	43	0	12	20
9847	1955	2n Cycle	Married	62972	0	1	39	313	47	20	0	192
531	1954	PhD	Divorced	57333	0	1	55	941	397	76	58	176
9576	1982	PhD	Together	32313	1	0	60	86	56	2	4	7
6906	1953	Master	Widow	84953	0	0	73	167	602	63	72	72
7419	1968	Master	Divorced	27071	1	0	90	8	19	0	2	3
3170	1957	Master	Together	68148	0	0	86	389	408	37	57	85
8527	1965	Master	Together	65735	1	1	37	239	119	4	15	11
7872	1975	PhD	Married	86836	0	0	7	179	273	0	21	63
9931	1963	PhD	Married	4023	1	1	29	5	1	1	1	1
10595	1990	Graduation	Married	30093	0	0	19	2	28	13	4	16
4609	1966	PhD	Married	57705	0	1	14	383	53	6	4	40
5010	1988	Graduation	Single	25008	1	0	72	2	8	6	1	9
4427	1995	2n Cycle	Single	83257	0	0	56	536	590	38	107	67
11148	1975	Graduation	Together	22280	1	0	85	2	4	3	1	2
1168	1978	PhD	Married	72159	0	0	62	322	899	34	40	53
9595	1961	Graduation	Together	64260	0	0	1	539	816	20	0	30
10163	1984	PhD	Single	82733	0	0	28	712	420	65	38	38
2886	1971	Master	Divorced	74290	0	1	70	1121	72	0	12	12
6710	1951	Master	Single	58217	2	1	84	68	13	3	5	13
5316	1976	Master	Together	21024	0	0	89	36	18	6	2	18
9029	1972	PhD	Married	70116	0	0	73	707	603	95	58	29
521	1985	Graduation	Together	54006	1	0	42	174	203	6	24	97
1459	1966	PhD	Married	69063	0	1	16	666	124	69	8	26
10241	1975	2n Cycle	Divorced	11448	0	0	16	0	0	6	2	6
1630	1979	Graduation	Single	61825	0	1	56	162	100	55	30	27
3254	1971	Graduation	Married	70886	1	0	65	407	239	103	88	53
9064	1982	Graduation	Married	69109	0	0	10	823	459	124	29	95
3678	1973	Graduation	Widow	60208	1	1	13	488	71	15	0	59
4227	1968	Master	Together	32889	1	1	78	28	13	4	2	8
9467	1984	Graduation	Single	34738	1	0	51	3	10	3	0	2
8486	1971	Master	Together	30538	1	0	27	284	52	8	3	20
2186	1977	2n Cycle	Together	82326	0	0	30	938	754	159	81	183
3286	1967	PhD	Divorced	26642	1	0	71	13	15	2	2	8
8602	1964	Graduation	Divorced	69932	0	1	97	412	153	150	105	57
3722	1972	Graduation	Single	44503	1	1	83	31	8	0	0	8
6715	1948	PhD	Single	60200	0	1	3	502	132	0	6	26
4796	1952	Graduation	Divorced	49638	0	1	71	18	3	3	5	0
9612	1987	2n Cycle	Single	23830	0	0	3	1	6	4	8	16
3766	1959	Master	Widow	33051	0	0	15	100	243	108	94	219
1399	1958	Graduation	Married	72905	0	0	52	407	445	181	165	203
1570	1951	PhD	Together	69702	0	1	8	664	240	50	19	57
3426	1975	Graduation	Divorced	70300	1	0	89	1045	338	60	46	46
3074	1984	PhD	Married	70643	0	0	66	1218	304	23	143	33
8341	1969	PhD	Married	30396	1	0	22	15	6	0	1	12
5180	1968	PhD	Divorced	50616	0	1	56	128	16	0	1	4
6461	1969	Master	Single	62772	0	1	74	581	157	43	8	108
7679	1985	PhD	Single	30298	0	0	48	6	12	6	1	0
10702	1984	Graduation	Single	52413	1	0	67	185	133	56	56	12
7505	1957	PhD	Married	44155	1	1	24	22	9	0	0	14
5113	1971	PhD	Divorced	86979	0	0	67	584	835	65	83	35
10858	1975	Graduation	Together	76532	1	1	38	355	177	90	138	30
2961	1982	Graduation	Married	42081	1	0	86	175	110	54	6	27
2747	1988	PhD	Married	67546	0	0	90	864	768	150	38	172
3010	1989	Master	Together	88420	0	0	87	957	612	99	95	153
5790	1985	Graduation	Married	31158	1	0	62	25	16	20	0	5
6892	1968	Graduation	Divorced	61671	0	1	23	641	56	0	0	28
1743	1974	Graduation	Single	69719	0	0	99	273	208	177	14	43
3578	1949	Graduation	Divorced	49160	0	1	29	122	43	25	10	15
8462	1978	Basic	Together	24882	1	0	52	1	10	29	0	36
5558	1954	PhD	Single	90933	0	0	90	1020	430	62	63	79
4619	1945	PhD	Single	113734	0	0	9	6	3	1	262	3
8780	1950	PhD	Together	59292	0	1	71	378	68	19	14	14
10789	1964	PhD	Married	45759	1	1	13	42	18	3	0	4
10779	1983	Graduation	Single	22148	0	0	16	15	14	0	4	11
5896	1987	Master	Married	73395	0	0	94	272	80	20	7	11
2337	1971	Graduation	Divorced	29819	1	0	77	9	24	2	1	2
10951	1968	Graduation	Married	45688	0	1	20	279	18	0	0	9
544	1954	Graduation	Married	62820	0	0	51	398	265	138	61	53
17	1971	PhD	Married	60491	0	1	81	637	237	12	19	76
10680	1986	Graduation	Together	33235	1	0	71	45	16	2	1	6
3265	1959	Graduation	Married	35701	0	0	36	21	9	7	3	5
5623	1980	Master	Married	31535	1	0	95	15	13	0	0	19
5832	1960	2n Cycle	Together	92556	0	0	32	493	352	184	23	28
5544	1970	Graduation	Single	67384	0	1	32	957	175	158	53	107
6417	1971	Master	Together	80573	0	0	85	829	430	60	92	15
5831	1967	Graduation	Married	77870	0	1	93	1017	500	65	50	133
7101	1963	PhD	Widow	52278	0	1	24	953	71	0	0	174
10176	1968	Graduation	Single	57107	0	1	44	159	120	0	0	137
2326	1990	Graduation	Married	18929	0	0	15	32	8	23	4	18
4385	1981	PhD	Single	36038	1	0	82	23	15	0	2	7
2929	1976	Graduation	Single	20180	0	0	27	18	24	15	20	18
10686	1965	PhD	Together	34230	1	1	72	15	4	0	0	2
2546	1977	2n Cycle	Single	31878	0	1	7	23	5	10	5	23
3283	1972	2n Cycle	Married	70932	0	1	57	200	100	46	185	185
3138	1956	Graduation	Single	91249	0	0	84	1324	119	71	108	27
4994	1943	Master	Single	77598	0	0	53	1193	281	129	66	33
7966	1959	Graduation	Single	80982	1	1	48	505	401	104	22	22
3112	1977	Master	Married	22701	1	0	2	2	9	0	4	5
10872	1969	PhD	Married	55212	0	1	65	1103	45	0	0	34
2181	1970	Graduation	Married	70617	0	0	45	353	753	40	46	27
1867	1957	Graduation	Single	64849	0	0	42	652	350	94	84	108
1518	1965	Master	Married	62694	1	1	29	379	157	25	91	91
5734	1974	PhD	Married	61917	1	1	83	46	36	2	2	1
2878	1947	PhD	Married	67472	0	1	93	162	127	8	17	69
1458	1982	Master	Married	21059	1	0	40	8	19	3	3	8
7007	1968	Master	Married	29543	2	0	47	17	18	3	4	18
6200	1951	Graduation	Married	75903	0	1	50	340	185	130	38	100
1403	1975	2n Cycle	Together	34984	1	1	40	8	15	3	5	3
4827	1956	PhD	Single	54998	0	1	3	154	202	39	30	8
6250	1949	PhD	Widow	54356	0	1	62	710	30	20	0	0
9291	1959	Master	Married	34242	0	1	25	8	4	0	0	1
2478	1973	Graduation	Married	25410	1	0	48	2	4	13	13	4
1139	1984	PhD	Married	73356	0	0	56	1050	322	0	14	112
5138	1950	Graduation	Together	28320	0	1	68	19	14	3	2	4
5393	1977	Graduation	Single	23763	1	0	64	22	6	6	2	6
10413	1984	Graduation	Married	72570	0	0	67	274	216	151	141	224
5015	1976	Master	Married	34529	1	0	94	68	38	3	6	41
10868	1951	Graduation	Widow	70792	0	0	82	344	654	104	11	114
10676	1982	Graduation	Married	63211	0	0	3	145	459	205	26	145
2495	1974	Master	Married	83891	0	1	24	217	350	111	85	15
7842	1968	Graduation	Single	36065	1	1	54	18	34	10	2	3
9955	1954	Graduation	Together	39898	0	1	20	69	26	12	7	12
6663	1940	PhD	Single	51141	0	0	96	144	7	0	0	6
2162	1976	Graduation	Married	56939	0	1	19	256	103	90	29	49
3434	1951	Graduation	Single	80872	0	0	60	483	567	94	12	108
7919	1976	PhD	Together	72335	0	0	2	1285	653	28	21	0
5626	1964	PhD	Single	61798	0	0	13	338	89	11	8	13
6428	1950	PhD	Widow	76842	0	0	37	605	345	84	54	32
8514	1976	Graduation	Together	29478	1	0	59	8	7	3	1	1
10448	1956	Graduation	Single	46998	0	1	55	172	86	45	6	27
2109	1990	Graduation	Single	96843	0	0	60	448	951	40	17	17
7530	1950	PhD	Widow	56551	1	1	48	67	32	17	2	16
8925	1965	Master	Married	70053	0	1	38	512	98	81	179	89
3009	1962	PhD	Widow	71670	0	0	8	1462	128	0	0	160
6355	1978	Graduation	Married	44359	1	1	19	20	14	7	3	1
3517	1952	Graduation	Single	40887	1	1	32	50	44	10	10	43
1158	1966	Graduation	Divorced	48877	0	1	27	102	15	2	0	24
6203	1947	Graduation	Together	74485	0	0	58	499	815	173	49	49
7165	1972	Graduation	Together	64474	0	1	59	381	172	56	86	93
3595	1963	Graduation	Together	77226	0	1	29	631	239	128	76	21
8537	1949	Graduation	Widow	72643	0	0	60	526	553	123	94	53
4331	1978	Master	Together	85738	0	0	41	913	376	17	26	13
6281	1966	Graduation	Divorced	55686	0	1	27	673	199	37	47	26
4338	1983	Graduation	Single	39062	1	0	28	23	9	0	0	12
2452	1971	Graduation	Together	34600	1	1	8	199	60	8	3	15
9507	1975	Graduation	Married	40794	0	1	18	261	73	4	23	50
8360	1971	2n Cycle	Married	54690	1	1	76	111	37	7	9	18
10311	1969	Graduation	Married	4428	0	1	0	16	12	2	4	321
5117	1963	2n Cycle	Married	32632	0	0	32	63	137	153	19	53
4867	1968	PhD	Single	38236	1	1	2	58	18	2	0	10
9289	1979	Graduation	Married	36781	1	0	16	29	17	0	3	13
10913	1984	Master	Single	31385	1	0	56	3	12	0	1	9
3032	1984	Graduation	Married	24570	1	0	97	28	62	11	14	44
8524	1974	PhD	Divorced	25509	1	0	15	40	30	10	7	11
3334	1951	Graduation	Married	94642	0	0	35	879	797	106	143	143
4470	1962	Master	Married	58646	0	1	3	62	44	6	5	22
1406	1975	Graduation	Single	53201	1	1	49	280	81	20	0	27
8619	1957	Graduation	Together	21994	0	1	4	9	6	3	1	3
10821	1978	Graduation	Married	57113	1	1	45	182	33	0	2	42
4552	1991	Graduation	Married	51373	0	0	37	83	101	64	26	117
898	1986	Graduation	Married	23477	1	0	39	38	54	3	8	29
9797	1956	Graduation	Married	58116	0	1	38	228	130	4	11	51
10949	1963	PhD	Divorced	72968	0	0	8	1092	592	145	37	55
8212	1971	Master	Married	39791	0	1	89	85	27	13	13	21
6248	1947	Master	Single	91712	0	0	47	1276	746	94	29	48
10164	1958	Graduation	Single	94472	0	1	75	1017	417	108	100	16
4547	1960	Graduation	Together	13672	1	1	86	6	9	2	1	5
6815	1980	2n Cycle	Married	96547	0	0	4	448	125	52	101	62
4122	1975	Graduation	Married	79205	0	0	73	504	117	179	28	44
10841	1975	PhD	Together	56559	0	1	46	226	133	41	31	31
5370	1973	PhD	Married	32644	1	0	38	239	141	0	7	23
176	1980	2n Cycle	Single	67506	0	1	73	90	67	33	36	67
4860	1970	Graduation	Single	24206	1	0	66	7	8	3	2	3
10757	1967	PhD	Divorced	28420	1	0	36	4	5	2	0	0
4023	1970	Graduation	Married	22979	1	0	29	16	19	20	21	22
6679	1966	Graduation	Single	33279	0	0	29	10	3	0	0	0
9923	1972	Master	Single	46423	1	1	6	68	16	0	0	8
7181	1977	Graduation	Married	30368	0	1	97	35	13	2	0	2
3599	1970	Graduation	Married	63684	0	1	61	575	428	208	93	80
405	1964	Graduation	Divorced	41638	0	1	68	315	31	4	0	91
6870	1959	PhD	Divorced	68805	0	1	73	182	49	17	13	20
832	1966	PhD	Together	65814	0	1	90	561	113	10	14	35
2002	1958	Graduation	Divorced	71964	0	0	81	587	932	180	34	86
3657	1986	Graduation	Single	39146	1	0	1	94	33	13	12	12
500	1977	Graduation	Together	96876	0	0	79	908	735	40	194	21
1951	1981	Basic	Married	34445	0	0	92	228	122	208	129	30
3262	1958	Graduation	Single	68281	0	0	31	995	417	42	48	41
4102	1975	2n Cycle	Married	37284	1	1	46	11	2	2	1	6
7042	1983	Graduation	Married	36790	0	0	14	3	14	15	21	10
10598	1967	Graduation	Together	27943	1	1	89	12	16	4	1	3
255	1951	Graduation	Divorced	22263	1	1	31	17	2	0	0	2
2375	1972	Graduation	Together	30261	1	2	75	8	5	0	3	6
9829	1978	Graduation	Together	28587	1	0	42	22	17	12	10	13
6214	1982	Master	Married	43815	1	0	53	14	29	4	7	15
4954	1956	Graduation	Married	48195	1	1	53	106	68	52	7	5
7861	1952	Master	Married	77027	0	1	23	820	242	45	0	11
4837	1965	PhD	Married	71322	0	1	57	753	226	69	10	204
9423	1979	Master	Married	32765	1	0	49	13	17	7	3	3
4198	1965	Graduation	Together	29672	1	1	6	9	3	0	4	8
153	1953	Graduation	Divorced	23272	0	0	29	19	6	4	2	12
9323	1949	Master	Together	49912	0	1	5	520	223	32	49	42
10001	1985	2n Cycle	Together	7500	1	0	98	5	17	13	14	34
3945	1947	PhD	Widow	68117	0	1	80	618	215	0	17	36
3799	1955	Graduation	Married	67225	0	1	4	315	322	46	7	143
8625	1976	Graduation	Married	17649	1	0	70	15	23	0	5	1
3491	1975	Graduation	Together	55914	0	1	32	384	364	119	101	232
983	1984	Graduation	Married	40059	1	0	82	110	92	28	10	145
9119	1950	Graduation	Together	60905	0	1	27	208	76	36	17	38
4786	1977	Graduation	Married	75330	1	1	94	555	257	93	61	61
5872	1951	Graduation	Single	60689	0	1	23	240	216	63	6	24
6568	1984	Graduation	Married	38680	1	0	97	11	36	15	5	12
5628	1982	Graduation	Together	61416	0	0	25	848	323	201	61	78
5631	1991	Graduation	Single	49767	0	0	92	202	197	55	42	149
4974	1970	Graduation	Single	83273	1	2	98	433	650	16	102	102
8416	1981	Graduation	Married	29009	1	0	19	6	15	10	5	2
5454	1979	Master	Married	45057	1	0	80	37	7	3	0	3
4095	1971	Graduation	Married	37150	1	0	80	167	64	49	34	116
5474	1970	Graduation	Single	43020	1	0	79	45	99	4	25	43
4268	1959	Graduation	Married	53154	0	1	50	129	21	0	1	7
10701	1973	Graduation	Married	65308	0	0	60	713	264	120	80	34
3507	1970	Graduation	Single	76467	1	0	44	676	426	210	44	58
2079	1947	2n Cycle	Married	81044	0	0	0	450	535	73	98	26
626	1951	Graduation	Married	32871	1	1	28	22	12	0	2	5
4426	1975	Graduation	Single	55801	1	1	35	367	51	6	4	95
2591	1959	Graduation	Widow	76320	0	1	49	526	214	69	53	35
10509	1955	Master	Single	36927	1	1	46	51	16	0	0	4
6382	1953	Graduation	Together	48794	1	1	97	25	11	3	0	15
6673	1965	Graduation	Single	23478	0	0	51	28	27	12	17	39
7441	1973	Graduation	Divorced	71128	1	0	80	958	447	20	0	31
1071	1976	PhD	Divorced	70179	0	1	10	532	168	69	44	133
10061	1950	Graduation	Married	59462	0	1	29	724	143	0	8	196
8775	1969	Graduation	Together	38361	1	0	74	39	56	20	8	14
2345	1982	PhD	Together	70038	0	0	54	587	348	71	54	130
322	1978	Graduation	Together	42554	1	1	93	29	11	0	0	0
10897	1974	Graduation	Married	67445	0	1	63	757	217	29	80	11
123	1951	Graduation	Widow	67046	0	1	92	544	133	23	151	107
6103	1948	Graduation	Married	42192	0	0	40	40	15	17	6	7
7899	1952	PhD	Married	77610	0	1	70	1245	332	21	33	16
10500	1984	Graduation	Married	31761	1	0	96	19	20	16	14	28
1655	1979	Graduation	Together	34350	1	0	81	16	15	2	1	11
2406	1949	Graduation	Together	54591	0	1	63	376	94	12	9	24
2712	1956	Graduation	Married	71866	0	1	85	184	178	103	39	33
5517	1969	Graduation	Married	25293	1	0	51	15	11	0	2	9
10643	1987	PhD	Single	42000	0	0	23	124	267	85	59	35
2254	1983	Graduation	Married	69520	0	0	95	627	414	121	80	93
10281	1970	Graduation	Divorced	64713	1	0	11	180	241	13	54	54
6958	1977	Master	Married	27889	1	0	42	14	4	0	0	8
954	1960	Basic	Widow	22123	0	0	77	3	24	34	7	31
4643	1973	Graduation	Married	27803	1	0	40	8	46	38	9	49
6497	1960	Graduation	Married	51651	0	1	32	293	23	13	6	92
5396	1988	Graduation	Married	68487	0	0	48	758	385	33	89	89
1052	1969	Graduation	Married	56796	0	1	24	656	161	62	47	37
2802	1992	2n Cycle	Married	87000	0	0	61	196	607	67	17	49
6343	1959	Graduation	Married	79823	0	1	6	835	380	114	73	43
6507	1980	Graduation	Single	30828	1	0	16	16	15	2	0	12
7901	1971	Master	Married	34109	0	1	39	9	5	2	1	4
4865	1974	Master	Divorced	53367	1	1	2	229	140	10	3	11
2686	1969	Basic	Together	22390	0	0	49	0	4	15	1	5
3107	1976	Graduation	Together	71322	0	1	31	121	124	24	15	42
7734	1993	Graduation	Together	79244	0	0	58	471	125	212	61	245
1146	1949	Master	Together	49912	0	1	5	520	223	32	49	42
11031	1950	PhD	Married	48699	1	1	90	26	10	2	0	1
7428	1975	Graduation	Together	80144	0	0	47	240	445	250	192	108
975	1956	Graduation	Single	54252	1	1	25	178	26	8	4	44
1103	1976	Master	Married	81929	1	0	60	1486	278	49	0	185
3422	1975	Graduation	Married	76068	0	1	67	1115	128	33	12	76
1055	1976	Master	Married	53204	1	1	40	29	8	2	0	6
6544	1949	PhD	Together	67911	0	1	63	529	356	63	28	0
1241	1984	2n Cycle	Married	14796	1	0	1	13	8	7	4	16
2909	1974	PhD	Married	78128	0	1	89	934	230	16	24	36
5802	1972	Basic	Married	14188	0	0	40	2	11	16	12	27
1407	1986	Basic	Married	20425	1	0	5	4	5	3	16	17
6183	1962	Master	Married	58646	0	1	3	62	44	6	5	22
340	1970	Graduation	Divorced	72967	0	1	1	158	179	0	0	125
5991	1949	Master	Married	48150	0	1	24	173	39	3	2	47
3104	1961	Graduation	Single	82332	0	0	89	830	968	51	79	19
9729	1955	Graduation	Widow	58275	1	1	48	189	253	56	43	64
1008	1981	PhD	Together	44953	0	0	31	728	133	11	8	124
11091	1953	Graduation	Together	34587	1	1	68	7	9	2	0	2
3969	1974	Master	Together	43018	0	1	46	35	17	7	6	64
1916	1954	Master	Married	45736	0	1	92	188	180	20	3	43
9907	1969	Master	Together	66476	0	1	80	742	152	25	9	57
87	1981	2n Cycle	Married	27733	1	0	16	0	5	26	2	17
8659	1952	PhD	Together	69805	0	1	50	750	174	13	10	20
6262	1962	Master	Single	72217	0	0	93	816	450	55	56	154
6147	1971	Graduation	Divorced	25818	1	0	51	5	8	2	2	9
8832	1976	Master	Together	37509	1	0	24	37	56	12	8	5
10067	1976	2n Cycle	Together	25176	1	1	79	4	4	0	0	5
7532	1980	Graduation	Married	43586	0	1	26	99	11	4	0	16
4915	1956	2n Cycle	Married	53230	0	1	86	176	98	136	21	229
2115	1957	Graduation	Together	50116	1	1	68	54	10	0	0	2
2088	1972	Graduation	Together	84906	0	0	98	997	414	99	30	76
2493	1966	Graduation	Married	61286	0	1	34	356	107	19	9	117
6292	1986	PhD	Married	82333	0	0	60	1311	359	46	89	17
1631	1965	PhD	Together	65220	0	0	3	890	292	0	25	12
10104	1974	Graduation	Together	33590	2	1	65	4	2	0	0	2
3006	1976	Graduation	Divorced	30992	1	0	83	17	14	7	3	2
3919	1976	Master	Single	72309	0	0	64	960	883	50	38	0
11181	1949	PhD	Married	156924	0	0	85	2	2	1	1	1
642	1980	Basic	Married	16005	1	0	69	1	2	20	30	47
4369	1957	Master	Married	65487	0	0	48	240	500	199	0	163
10127	1965	Graduation	Married	58692	0	1	21	301	61	4	7	11
271	1969	Graduation	Widow	40590	1	1	30	154	50	6	11	37
4973	1970	Graduation	Single	20587	1	0	39	2	6	4	1	9
2948	1954	Master	Divorced	62637	0	1	76	104	48	4	12	5
2715	1966	Master	Divorced	29435	1	1	11	70	37	4	2	64
10432	1974	Graduation	Divorced	19346	1	0	26	2	9	3	6	2
9216	1971	Graduation	Married	35788	1	1	34	23	11	3	1	4
7124	1968	Graduation	Divorced	36997	1	1	72	43	12	8	0	27
9727	1957	Graduation	Married	23539	0	0	13	4	11	16	1	25
5136	1973	Graduation	Single	65333	0	1	58	654	92	0	15	30
9790	1957	Graduation	Single	78499	0	0	12	912	170	47	36	97
1818	1971	PhD	Together	29732	1	0	23	25	8	0	1	4
1100	1960	Master	Together	41275	1	2	33	24	22	0	2	9
7873	1973	PhD	Together	63516	1	1	30	141	114	15	14	5
10609	1962	PhD	Married	42769	0	1	15	71	13	3	1	0
6950	1958	Master	Married	49572	1	1	25	35	16	0	1	1
7233	1972	Graduation	Married	69209	0	0	4	496	849	229	48	128
9481	1976	Graduation	Married	17148	1	0	80	9	11	13	10	16
7699	1969	Graduation	Widow	40590	1	1	30	154	50	6	11	37
2711	1976	Master	Together	30560	1	0	6	9	5	4	5	7
8933	1983	2n Cycle	Married	32146	1	0	16	26	23	4	7	3
8726	1964	2n Cycle	Divorced	41713	1	1	57	77	44	10	10	25
1515	1975	Master	Together	34176	0	1	9	11	7	4	2	2
5186	1955	PhD	Married	58482	0	1	59	576	115	19	7	7
10157	1965	Graduation	Single	59686	0	1	78	89	89	34	42	5
5667	1964	PhD	Married	60896	0	1	90	1013	399	60	46	153
902	1980	Graduation	Together	62994	1	0	74	224	48	4	12	12
977	1957	Graduation	Together	47320	0	1	10	200	111	50	15	19
7313	1949	2n Cycle	Widow	74859	0	0	63	570	614	133	102	73
7600	1992	Basic	Single	15253	1	0	13	1	3	8	1	13
9706	1974	PhD	Single	31560	1	0	98	62	20	4	0	7
2429	1954	Graduation	Divorced	72071	0	1	4	531	300	150	138	150
3520	1990	Master	Single	91172	0	0	94	162	818	0	28	56
10394	1984	Graduation	Married	90000	0	0	91	675	133	94	192	241
4548	1981	Graduation	Single	41967	1	1	66	23	10	0	2	15
9362	1965	Graduation	Single	69263	0	1	14	492	32	13	5	21
3968	1970	2n Cycle	Divorced	65706	0	0	77	918	129	13	0	129
4084	1975	Graduation	Together	60934	0	1	41	224	155	192	93	54
6721	1951	Graduation	Married	71965	0	1	21	572	286	50	38	248
2829	1955	Graduation	Married	65210	0	1	25	626	70	0	7	28
1772	1975	PhD	Married	79174	0	0	2	1074	518	193	92	129
1544	1967	Master	Divorced	81380	0	0	51	741	689	224	68	103
492	1973	PhD	Single	48432	0	1	3	322	50	4	3	42
4377	1971	Graduation	Married	52914	0	1	32	254	44	30	10	227
4541	1955	Graduation	Together	38946	0	1	84	116	82	6	6	41
1321	1974	Graduation	Married	26067	1	0	49	22	18	0	2	12
8858	1972	PhD	Married	44325	0	1	69	516	21	0	0	5
3266	1964	Graduation	Married	42523	0	0	96	14	11	3	26	35
11187	1978	Basic	Single	26487	1	0	23	2	10	12	14	23
8207	1957	2n Cycle	Married	53233	0	1	18	28	9	3	0	0
9723	1960	Graduation	Married	67716	0	1	8	530	217	62	9	56
2666	1972	Master	Married	76234	0	1	21	519	167	130	0	41
5721	1956	PhD	Married	84117	0	0	60	611	749	59	45	26
10652	1957	Master	Together	65487	0	0	48	240	500	199	0	163
1646	1972	Basic	Married	25224	1	0	36	4	12	11	2	8
4418	1983	Master	Single	89616	0	0	36	671	655	145	111	15
2656	1971	Graduation	Divorced	40851	1	1	63	23	7	0	4	24
7990	1947	Graduation	Married	27469	0	0	2	9	2	3	2	0
8722	1957	2n Cycle	Married	82347	0	0	38	556	845	202	133	63
7118	1957	Graduation	Married	73803	0	1	61	833	363	52	26	174
2980	1952	Master	Single	8820	1	1	52	12	13	4	2	4
1839	1974	Graduation	Single	43322	0	0	25	56	48	10	2	18
10722	1973	Graduation	Together	55593	0	1	63	293	124	11	4	106
2632	1954	Graduation	Married	50501	1	1	10	297	38	13	0	152
9014	1975	Graduation	Married	37085	1	1	65	39	16	2	0	3
7620	1990	Basic	Single	16185	1	0	71	5	16	21	8	45
10968	1969	Graduation	Single	57731	0	1	0	266	300	65	8	44
11133	1973	PhD	Single	48432	0	1	3	322	50	4	3	42
2736	1978	Graduation	Married	73807	0	1	88	366	156	71	78	54
1876	1990	Graduation	Married	18929	0	0	15	32	8	23	4	18
5959	1968	Graduation	Single	35893	1	1	80	158	23	0	0	18
1092	1980	Graduation	Married	61014	0	1	17	269	495	182	43	29
4333	1954	Graduation	Together	32144	1	1	76	41	10	0	0	3
3850	1963	Basic	Together	14918	0	1	52	3	3	15	4	15
6168	1963	Graduation	Divorced	45146	1	1	28	33	5	0	0	15
607	1955	2n Cycle	Divorced	41769	0	1	31	302	131	32	0	27
10469	1981	Graduation	Together	88325	0	0	42	519	860	93	27	53
6983	1950	Master	Divorced	38054	1	1	24	23	17	2	1	0
3661	1995	2n Cycle	Single	80617	0	0	42	594	631	72	55	32
9303	1976	Graduation	Married	5305	0	1	12	12	7	1	3	5
692	1954	Graduation	Together	36807	1	1	88	4	5	0	0	5
736	1983	Graduation	Together	28427	1	0	67	18	19	3	3	6
9589	1948	PhD	Widow	82032	0	0	54	332	377	149	125	57
4838	1978	Graduation	Together	22775	1	0	40	5	8	0	0	1
9246	1985	Master	Together	40101	1	0	73	171	129	26	24	62
6261	1979	Graduation	Married	58025	0	1	81	270	88	11	48	22
7366	1982	Master	Single	75777	0	0	12	712	538	69	13	80
10659	1979	2n Cycle	Together	7500	1	0	7	2	11	3	8	21
1448	1963	Master	Married	33562	1	2	33	21	12	0	3	3
4286	1970	PhD	Single	57642	0	1	24	580	58	8	0	27
4749	1968	Graduation	Together	58554	1	1	55	368	68	38	0	88
4478	1979	Graduation	Married	63777	1	1	87	457	106	15	17	53
4201	1962	Graduation	Single	57967	0	1	39	229	137	4	0	91
8720	1978	2n Cycle	Together	NA	0	0	53	32	1607	12	4	22
10084	1972	Graduation	Married	24434	2	0	9	3	8	20	0	17
7004	1984	Graduation	Single	11012	1	0	82	24	26	7	1	23
9817	1970	Master	Single	44802	0	0	71	853	143	13	10	20
8080	1986	Graduation	Single	26816	0	0	50	5	6	3	4	3
9432	1977	Graduation	Together	666666	1	0	23	9	18	8	1	12
8372	1974	Graduation	Married	34421	1	0	81	3	7	6	2	9
10870	1967	Graduation	Married	61223	0	1	46	709	182	42	118	247
4001	1946	PhD	Together	64014	2	1	56	406	30	0	0	8
7270	1981	Graduation	Divorced	56981	0	0	91	908	217	32	12	24
8235	1956	Master	Together	69245	0	1	8	428	214	80	30	61
9405	1954	PhD	Married	52869	1	1	40	84	61	2	1	21

str(df)

## 'data.frame':    2217 obs. of  13 variables:
##  $ ID              : int  5524 2174 4141 6182 5324 7446 965 6177 4855 5899 ...
##  $ Year_Birth      : int  1957 1954 1965 1984 1981 1967 1971 1985 1974 1950 ...
##  $ Education       : chr  "Graduation" "Graduation" "Graduation" "Graduation" ...
##  $ Marital_Status  : chr  "Single" "Single" "Together" "Together" ...
##  $ Income          : int  58138 46344 71613 26646 58293 62513 55635 33454 30351 5648 ...
##  $ Kidhome         : int  0 1 0 1 1 0 0 1 1 1 ...
##  $ Teenhome        : int  0 1 0 0 0 1 1 0 0 1 ...
##  $ Recency         : int  58 38 26 26 94 16 34 32 19 68 ...
##  $ MntWines        : int  635 11 426 11 173 520 235 76 14 28 ...
##  $ MntMeatProducts : int  546 6 127 20 118 98 164 56 24 6 ...
##  $ MntFishProducts : int  172 2 111 10 46 0 50 3 3 1 ...
##  $ MntSweetProducts: int  88 1 21 3 27 42 49 1 3 1 ...
##  $ MntGoldProds    : int  88 6 42 5 15 14 27 23 2 13 ...

2.2 Chọn biến phụ thuộc

Giả sử là một cửa hàng bán lẻ, tôi muốn tìm hiểu xem tình trạng hôn nhân, độ tuổi, trình độ học vấn, thu nhập và số con trong gia đình có ảnh hưởng thế nào đến quyết mua hàng của khách hàng. Mặt hàng được quan tâm trong bài là mặt hàng rượu. Quyết định mua hàng được thể hiện qua số tiền mà khách hàng chi cho rượu trong vòng 2 năm qua.

Như vậy, biến phụ thuộc sẽ là:

• MntWines: Số tiền chi cho rượu trong vòng 2 năm qua.

Các biến độc lập là:

• Marital_Status: Tình trạng hôn nhân của khách hàng

• Year_Birth: Năm sinh

• Income: Thu nhập hộ gia đình

• Kidhome: Số con trong hộ gia đình khách hàng

• Teenhome: Số lượng thanh thiếu niên trong hộ gia đình khách hàng

---

BÀI TẬP 1

1.1 Mô tả biến dữ liệu nghiên cứu

Bộ dữ liệu được thu thập từ trang kaggle.com có địa chỉ https://www.kaggle.com/code/yashvi/reliance-stock-prices-with-news-sentiment/input

Dữ liệu ban đầu được chia làm 2 nhóm: Nhóm dữ liệu về tin tức thu thập được và nhóm dữ liệu về giá cổ phiếu X.

1.1.1 Biến tâm lý tin tức

Nền tảng thu thập tin tức được sử dụng trong bài là Twitter. Các tweet được thu thập từ ngày 21/10/2021 đến ngày 15/02/2022 với thẻ tìm kiếm là “#stocks”.

Phương pháp phân tích tâm lý tin tức được sử dụng trong nghiên cứu này là phương pháp đo lường tình cảm theo từ điển tâm lý Harvard IV-4 và từ điển tình cảm tài chính Loughran–McDonald. Mô hình phân tích tình cảm tin tức dựa trên từ điển được hiển thị trong Hình 1. Sau khi thu thập và xử lý dữ liệu từ các tin tức, dữ liệu đã chuyển đổi được so sánh với các từ trong từ điển được xác định trước, bao gồm các từ và cụm từ cụ thể theo miền và cường độ của chúng về mặt tình cảm.

knitr::include_graphics("C:/Users/MSII/Pictures/Saved Pictures/z4450324744830_d7eafe045785ecf2a23985e0d43ca7fe.jpg")

# Hình 1

1.1.2 Biến giá cổ phiếu

Đây giá đóng cửa cổ phiếu và khối lượng giao dịch của cổ phiếu X trong cùng giai đoạn.(Vì tác giả nguồn dữ liệu không thể hiện mã cổ phiếu hay quốc gia mà cổ phiếu được niêm yết nên bài nghiên cứu sẽ gọi mã cổ phiếu này là X)

1.2 Thống kê mô tả dữ liệu

1.2.1 Dữ liệu về tin tức

• published_at: Ngày và giờ khi bài viết được đăng tải.

• title: Tên bài viết.

• sentiment: Trạng thái tình cảm trong bài tweet là tiêu cực, tích cực hay trung lập.

• sentiment_score: Thang điểm tình cảm tính được thể hiện mức độ tiêu cực, tích cực hay trung lập mà bài viết thể hiện.

# Dữ liệu về tin tức
library(kableExtra)
library(knitr)

news <- read.csv("C:/Users/MSII/Downloads/reliance_news_sentiment (1).csv")
knitr::kable(news, format = "html") %>%
  kable_styling(full_width = TRUE) %>%
  scroll_box(width = "100%", height = "300px")

published_at	title	sentiment	sentiment_score
2021-10-21T14:40:39+00:00	Exclusive: Industrialist Nikhil Merchant leads race for acquiring Reliance Naval	neutral	0.7113357
2021-10-21T13:52:13+00:00	India’s Reliance gets shareholders’ nod to add Aramco chairman as director	neutral	0.8001759
2021-10-21T12:45:52+00:00	Rogers misses quarterly revenue estimates	negative	0.9731851
2021-10-21T12:40:35+00:00	Exclusive: Tycoon Nikhil Merchant leads race for acquiring Reliance Naval	neutral	0.6193712
2021-10-21T11:43:53+00:00	BP to Open Fuel Station in India Amid Record Prices	positive	0.9299616
2021-10-21T11:40:35+00:00	Jio-bp’s first petrol pump set to open near Mumbai	neutral	0.5861390
2021-10-21T10:44:35+00:00	PetroChina : Resolutions Passed At The First Extraordinary General Meeting of 2021 And Appointment of Directors	neutral	0.9248684
2021-10-21T10:24:13+00:00	China Merchants Port : Interim Dividend for the Six Months Ended 30 June 2021	neutral	0.8988863
2021-10-21T09:24:12+00:00	Emperor International : Profit Alert	neutral	0.8935081
2021-10-21T08:46:00+00:00	Reliance Q2FY22 preview: Retail growth to drive earnings, EBITDA may rise 25%; RIL stock eyes Rs 3000	positive	0.9538223
2021-10-22T04:14:21+00:00	Rupee And Bond Update - October 22, 2021: Reliance Securities	neutral	0.9458364
2021-10-22T04:05:37+00:00	Stocks in news: RIL, TVS Motor, Macrotech Developers, YES Bank and more	neutral	0.9438842
2021-10-22T00:28:41+00:00	Youthful Thunder hope to build on effort vs. rebuilding Rockets	negative	0.9155107
2021-10-24T10:05:09+00:00	Reliance's green energy biz taking shape, likely to contribute 10% of EBITDA in 5 years	positive	0.7579034
2021-10-24T07:05:33+00:00	Mcap of five of top-10 most valued firms down by over Rs 1.42 lakh cr; HUL, RIL most hit	negative	0.9711887
2021-10-25T05:02:30+00:00	Soaring energy prices put spotlight on Europe’s drafty buildings	neutral	0.5041358
2021-10-25T03:50:37+00:00	Stocks in news: Reliance Industries, ICICI Bank, Tech Mahindra, MCX and more	negative	0.9698534
2021-10-25T03:48:44+00:00	Rupee And Bond Update - October 25, 2021: Reliance Securities	neutral	0.9464464
2021-10-25T03:11:41+00:00	Reliance Industries Q2 Review - Accelerated Growth Ambition To Drive Performance: ICICI Direct	positive	0.5807973
2021-10-25T03:08:19+00:00	Reliance Industries Q2 Review - Business Momentum Gathers Speed: Prabhudas Lilladher	neutral	0.9266191
2021-10-25T03:06:21+00:00	Stocks in Focus on October 25: Reliance Industries, Tata Consumer Products, Asian Paints, Steel Stocks to NBFCs and more	negative	0.9749091
2021-10-26T21:35:58+00:00	New Zealand insurance stress test highlights reliance on reinsurance	neutral	0.8377265
2021-10-26T16:02:56+00:00	Draftkings Dispute : Nominated Post	neutral	0.8982570
2021-10-26T15:40:42+00:00	Reliance Steel & Aluminum Co. (NYSE:RS) Receives Average Rating of “Buy” from Analysts	neutral	0.8936191
2021-10-26T15:26:20+00:00	CONNECTED TRANSACTIONS-ENTERING INTO THE EQUITY TRANSFER AGREEMENTS REGARDING THE ACQUISITION OF INTEREST IN A SUBSIDIARY（H SHARES）	neutral	0.9371824
2021-10-26T14:46:21+00:00	ANNOUNCEMENT OF THE OPERATING DATA FROM JANUARY TO SEPTEMBER OF 2021	neutral	0.8965451
2021-10-26T14:16:24+00:00	OVERSEAS REGULATORY ANNOUNCEMENT - ANNOUNCEMENT ON RESOLUTIONS OF THE BOARD OF DIRECTORS	neutral	0.9038736
2021-10-26T14:16:24+00:00	OVERSEAS REGULATORY ANNOUNCEMENT - ANNOUNCEMENT ON RESOLUTIONS OF THE FORTY-THIRD MEETING OF THE NINTH SESSION OF SUPERVISORY COMMITTEE	neutral	0.9142609
2021-10-26T14:05:33+00:00	From HCL To Reliance: Indian Companies Among Forbes’ World’s Best Employers In 2021	neutral	0.8871062
2021-10-26T13:28:52+00:00	Nykaa IPO - Strong Growth Potential: Reliance Securities	positive	0.6404903
2021-10-26T13:24:46+00:00	IOB observes Vigilance Awareness Week 2021	neutral	0.9253038
2021-10-27T17:48:35+00:00	‘Record Date’ for the purpose of Second and Final Call on 42,26,26,894 partly paid-up equity shares of face value of Rs.10 each issued and allotted on rights basis	neutral	0.9419448
2021-10-27T16:55:09+00:00	Future Retail asks Delhi court to quash Singapore arbitration panel's block on asset sale	negative	0.8922803
2021-10-27T16:46:01+00:00	Citing Climate, New York Nixes Two Natural Gas Power Plant Plans	negative	0.9167885
2021-10-27T14:55:38+00:00	Iconix Lifestyle India acquires IP rights of British brand Lee Cooper for India	positive	0.8786332
2021-10-27T14:28:32+00:00	ANNOUNCEMENT OF ANNUAL RESULTS FOR THE YEAR ENDED 31 JULY 2021	neutral	0.8973622
2021-10-27T14:01:03+00:00	ZetrOZ sam® Soft Tissue Healing Devices Help Veterans With Post-Op Recovery and Long-Term Pain Management	neutral	0.5474712
2021-10-27T13:24:45+00:00	Reliance Steel & Aluminum Co. (NYSE:RS) Shares Sold by Kennedy Capital Management Inc.	neutral	0.9431940
2021-10-27T12:44:23+00:00	Climate Emergency Includes the Threat of ‘Nuclear Winter’	neutral	0.6403924
2021-10-27T12:38:22+00:00	How to boost customer experience with omnichannel delivery notifications	neutral	0.5264540
2021-10-27T12:38:16+00:00	INSIDE INFORMATION - THIRD QUARTERLY REPORT OF 202110-27	neutral	0.8998573
2021-10-28T21:49:05+00:00	Reliance Steel & Aluminum’s (RS) CEO Jim Hoffman on Q3 2021 Results - Earnings Call Transcript	neutral	0.7835553
2021-10-28T17:00:53+00:00	Barbados’ energy goals slightly behind target	positive	0.6743331
2021-10-28T16:30:53+00:00	Amundi Purchases Shares of 647,738 Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.9372642
2021-10-28T16:23:41+00:00	Appointment of vice chairman and redesignation of non-executive director, etc - Form 6-K	neutral	0.9034682
2021-10-28T15:49:50+00:00	Qalara helping Odisha and India’s artisanal products reach new global consumers	positive	0.8265760
2021-10-28T15:09:01+00:00	Reliance Steel & Aluminum (NYSE:RS) Updates Q4 2021 Earnings Guidance	neutral	0.8430710
2021-10-28T14:45:29+00:00	Robinhood’s new earnings report raises concerns about the company’s reliance on crypto trading	negative	0.9721140
2021-10-28T14:34:37+00:00	How much more are we paying for homes that offer cleaner energy?	neutral	0.9089597
2021-10-28T14:26:18+00:00	Odisha Electricity Regulatory Commission directs Reliance Infrastructure Ltd to pay the outstanding dues amounting to Rs 4234-crore to Gridco	neutral	0.5042672
2021-10-28T14:13:34+00:00	General Announcement::PARTIAL REPURCHASE AND CANCELLATION OF SENIOR NOTES	neutral	0.6207175
2021-10-29T21:33:56+00:00	Japan looks to renewables, role of nuclear power elusive	neutral	0.8818359
2021-10-29T20:44:01+00:00	Jio’s Android phone aimed at making smartphones accessible to more Indians	neutral	0.5973417
2021-10-29T19:00:57+00:00	Clouds gather as delegates descend on Glasgow for COP26 summit	negative	0.8035924
2021-10-29T18:44:33+00:00	UK’s Johnson urges China’s Xi to move faster on climate goals	neutral	0.7690824
2021-10-29T17:44:15+00:00	Reliance’s JioPhone Next Goes On Sale On Diwali For Rs 6,499	neutral	0.9268153
2021-10-29T17:22:41+00:00	Reliance Worldwide Co. Limited (OTCMKTS:RLLWF) Short Interest Up 133.1% in October	positive	0.9478596
2021-10-29T14:45:25+00:00	People in U.S. far less active in 2021 than in pre-Industrial Revolution 1820, study says	negative	0.6048744
2021-10-29T14:15:32+00:00	Reliance JioPhone Next Prices Revealed, Starts At ₹6,499: All You Need To Know	neutral	0.9426031
2021-10-29T14:07:37+00:00	Blasting the Zombie Out of Water-Saving Technology	neutral	0.8816081
2021-10-29T13:32:57+00:00	State Street Corp Grows Stake in Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.7456079
2021-10-30T15:00:52+00:00	SonyLIV pays a tribute to Dr Homi Bhabha on his 112th birth anniversary – reveals an inspiring scene from Rocket Boys	neutral	0.8750165
2021-10-30T14:43:16+00:00	Putnam Investments LLC Decreases Stake in Reliance Steel & Aluminum Co. (NYSE:RS)	negative	0.8798079
2021-10-30T10:06:17+00:00	Planning to buy JioPhone Next? Check out these phones by Xiaomi, Realme before you buy	neutral	0.9238053
2021-10-30T07:51:18+00:00	What is real price of JioPhone Next: Is it Rs 1999 or Rs 6499, or do you pay more	neutral	0.9318437
2021-10-31T14:23:56+00:00	Kwasi Kwarteng warns UK must end reliance on importing energy	neutral	0.7826238
2021-10-31T14:06:47+00:00	More Britons exposed to financial shock than before Covid	negative	0.9614009
2021-10-31T01:00:40+00:00	Nigeria can still be rescued, depending on who takes over in 2023 —Adeniran	neutral	0.9201738
2021-11-01T18:27:48+00:00	Reliance announces opening of Jio Drive-in theatre, new-to-market F&B concepts & Mumbai’s newest members’ club	positive	0.7501265
2021-11-01T17:20:00+00:00	China to make protein for livestock from carbon monoxide	positive	0.9012587
2021-11-01T15:37:05+00:00	• Proposed Amendments to the Terms and Conditions of Convertible Bonds	neutral	0.9292014
2021-11-01T14:37:20+00:00	CHANGE OF NON-EXECUTIVE DIRECTOR AND CHANGES IN THE COMPOSITION OF BOARD COMMITTEES	neutral	0.8410014
2021-11-01T11:00:28+00:00	Cuba-Vietnam: on the road to vaccine self-reliance	positive	0.7079877
2021-11-01T10:07:07+00:00	Third Quarterly Report of 20212021-11-01	neutral	0.8899003
2021-11-01T09:47:04+00:00	Discloseable Transaction In Relation To The Provision Of Loan Facilities To An Independent Third Party	neutral	0.9298016
2021-11-01T09:30:58+00:00	Reliance Steel & Aluminum Co. (NYSE:RS) Shares Acquired by LPL Financial LLC	neutral	0.9178224
2021-11-01T08:36:03+00:00	China to make protein for livestock from carbon monoxide	positive	0.9172623
2021-11-01T06:55:30+00:00	COP26 Aims To Shut Out Coal For Good, But India Is Building 28 New Coal-Fired Power Stations	neutral	0.8437846
2021-11-02T18:54:25+00:00	Canada’s supply chains need overhaul amid ongoing shortages, critics say	negative	0.9493208
2021-11-02T18:53:44+00:00	As trade bottlenecks weigh on economy, Liberals urged to help reshape supply chains	positive	0.6723868
2021-11-02T16:18:54+00:00	Reliance Worldwide Co. Limited (ASX:RWC) Insider Christine Bartlett Buys 10,000 Shares	neutral	0.9350380
2021-11-02T15:10:13+00:00	POLL RESULTS OF THE EXTRAORDINARY GENERAL MEETING AND THE CLASS MEETING HELD ON 2 NOVEMBER 2021 AND THE ELECTION OF THE CHAIRMAN OF THE BOARD OF SUPERVISORS (in PDF)	neutral	0.9331527
2021-11-02T14:43:55+00:00	Track And Trace: 4 Reasons Companies Hesitate To Adopt Reusable Packaging -and A Way To Solve Them	neutral	0.7683284
2021-11-02T13:16:51+00:00	AQR Capital Management LLC Grows Stake in Reliance Steel & Aluminum Co. (NYSE:RS)	positive	0.9451656
2021-11-02T11:50:56+00:00	Seaport Res Ptn Analysts Raise Earnings Estimates for Reliance Steel & Aluminum Co. (NYSE:RS)	positive	0.9261823
2021-11-02T11:50:12+00:00	Announcements and Notices - [Date of Board Meeting]	neutral	0.8848925
2021-11-02T11:16:47+00:00	Charles Schwab Investment Management Inc. Boosts Position in Reliance Steel & Aluminum Co. (NYSE:RS)	positive	0.9342061
2021-11-02T10:36:28+00:00	Indian shares end lower as losses in metals, Reliance weigh	negative	0.9737453
2021-11-03T23:20:41+00:00	Reliance Steel & Aluminum (NYSE:RS) Raised to Buy at The Goldman Sachs Group	positive	0.8202295
2021-11-03T22:04:11+00:00	Caterpillar Inc. : Files Form 10-Q FQE 30 -61-	neutral	0.9496992
2021-11-03T20:31:04+00:00	Cooper Standard Reports Third Quarter Results -3-	neutral	0.9448679
2021-11-03T18:45:31+00:00	Over-reliance on gardaí in mental health crises sees children ‘criminalised’ - report	negative	0.7705254
2021-11-03T17:28:03+00:00	Virtual Event on November 9: How Backup Power Solutions Ensure Reliability and Resilience in the Nation’s Electric Grid	neutral	0.8073286
2021-11-03T15:54:44+00:00	Reliance Steel & Aluminum Co. (NYSE:RS) Holdings Lifted by Paloma Partners Management Co	positive	0.9519595
2021-11-03T12:46:49+00:00	• Proposed Amendments to the Terms and Conditions of Convertible Bonds Execution of the Fifth Supplemental Trust Deed and Clarification Announcement	neutral	0.9359572
2021-11-03T12:35:37+00:00	Reliance launches Jio Drive-In, India's first rooftop theatre with PVR	neutral	0.7941762
2021-11-03T11:24:41+00:00	Public Employees Retirement System of Ohio Purchases 3,579 Shares of Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.9356183
2021-11-03T10:54:29+00:00	Appointment of Vice Chairman of the Boad and Chief Executive Officer (2) Appointment of Executive Director…	neutral	0.9381807
2021-11-04T18:10:43+00:00	Reliance Steel & Aluminum Co. (NYSE:RS) Shares Acquired by Prudential Financial Inc.	neutral	0.9389331
2021-11-04T16:57:30+00:00	UK gears up to produce rare earth magnets, cut reliance on China	positive	0.8529100
2021-11-04T16:48:49+00:00	Reliance Steel & Aluminum Co. (NYSE:RS) Shares Bought by Prudential Financial Inc.	positive	0.8707132
2021-11-04T13:44:51+00:00	Reliance Steel & Aluminum (NYSE:RS) Releases Q4 2021 Earnings Guidance	neutral	0.8474143
2021-11-04T12:36:49+00:00	California State Teachers Retirement System Sells 2,353 Shares of Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.9410847
2021-11-04T10:20:49+00:00	Schonfeld Strategic Advisors LLC Acquires New Position in Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.8851252
2021-11-04T10:16:03+00:00	Coal-powered Balkan countries pollute more than whole of EU	neutral	0.8029261
2021-11-04T09:32:14+00:00	04 Nov 2021 - Unaudited Operating Statistics – Third Quarter of 2021	neutral	0.9093255
2021-11-04T09:12:35+00:00	ADJUSTMENT TO THE EXERCISE PRICE OF THE OUTSTANDING SHARE OPTIONS	neutral	0.8851497
2021-11-05T17:41:05+00:00	Man Group plc Has $24.68 Million Stake in Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.9477913
2021-11-05T16:27:44+00:00	Soaring Oil Prices Could Push for Clean Energy Faster	positive	0.7224380
2021-11-05T15:42:23+00:00	Four takeaways from the 2021 school election results in Minnesota	negative	0.9344626
2021-11-05T15:28:18+00:00	Third Quarterly Results Announcement For The Nine Months Ended 30 September 2021	neutral	0.8744890
2021-11-05T14:48:08+00:00	GRANT OF AWARDS UNDER THE SHARE INCENTIVE PLAN	neutral	0.9277928
2021-11-05T13:47:52+00:00	Google and Reliance Jio $87 Android Pragati OS JioPhone Next might now win the search giant its ‘Next Billion’ users?	neutral	0.9077656
2021-11-05T11:58:09+00:00	REPURCHASE OF SENIOR NOTES	neutral	0.8866500
2021-11-05T10:38:41+00:00	Point72 Asset Management L.P. Acquires New Position in Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.6230031
2021-11-05T10:27:49+00:00	Perficient Announces Pricing of $330 Million Private Offering of 0.125% Convertible Senior Notes - Form 8-K	neutral	0.9058694
2021-11-05T09:43:05+00:00	China’s Shenzhen urges lenders to reduce reliance on property loans	positive	0.6178982
2021-11-06T15:12:18+00:00	Could hydrogen be a better choice for green automobiles?	neutral	0.8810306
2021-11-06T15:04:41+00:00	Reliance Steel & Aluminum Co. (NYSE:RS) Expected to Announce Earnings of $4.98 Per Share	neutral	0.6019110
2021-11-06T11:24:42+00:00	Squarepoint Ops LLC Invests $2.34 Million in Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.9078632
2021-11-06T07:17:02+00:00	China’s Shenzhen urges lenders to reduce reliance on property loans	neutral	0.4720455
2021-11-06T07:16:59+00:00	China’s Shenzhen urges lenders to reduce reliance on property loans	neutral	0.7668890
2021-11-06T07:12:00+00:00	Mukesh Ambani not moving to London or anywhere else, says Reliance after buying James Bond mansion for Rs 600 crore	neutral	0.8407870
2021-11-06T07:10:19+00:00	Stoke Park Deal: Reliance Denies Report Of Ambani Family Moving To London	neutral	0.8908527
2021-11-06T07:01:18+00:00	RIL says Ambanis are not moving to London after country club purchase | Oneindia News	neutral	0.8612419
2021-11-07T17:22:42+00:00	Bornite Capital Management LP Invests $15.09 Million in Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.9115643
2021-11-07T13:11:03+00:00	UBS Asset Management Americas Inc. Trims Position in Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.5987145
2021-11-07T12:46:00+00:00	Experts cast doubts on EU’s bid to boost domestic chip production	neutral	0.5091735
2021-11-07T07:20:06+00:00	Urea crisis not over; battery, chip supply chains at mercy of China	negative	0.9644859
2021-11-08T17:23:12+00:00	Ambani’s Reliance Ends Decade-Long Shale Venture With Asset Sale	neutral	0.9425609
2021-11-08T16:28:14+00:00	Youths urged to acquire entrepreneurial skills for self-reliance	positive	0.6037973
2021-11-08T16:05:41+00:00	Reliance Exits North America Shale Gas Business	neutral	0.9227876
2021-11-08T15:48:13+00:00	General Announcement::VOLUNTARY ANNOUNCEMENT REPURCHASE AND RESALE OF NON-PUBLIC DOMESTIC CORPORATE BONDS DUE 2023	neutral	0.9164729
2021-11-08T15:44:54+00:00	Reliance Eagleford Upstream Holding Lp Signs Agreement For The Sale Of Its Assets In The Eagleford Shale Play In Texas USA	positive	0.8219506
2021-11-08T15:39:28+00:00	Climate benefits from modest dips in oil demand likely underestimated	neutral	0.7448395
2021-11-08T14:52:57+00:00	MetLife Investment Management LLC Sells 2,303 Shares of Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.9428012
2021-11-08T14:28:05+00:00	Indian agency seeks documents from Future on disputed Amazon deal	negative	0.7485465
2021-11-08T14:00:42+00:00	Future Retail Seeks To Defer Shareholder Meet For Reliance Deal	neutral	0.9135437
2021-11-08T13:12:55+00:00	Future-Amazon case: FRL moves SC to seek stay on Emergency Arbitrator order	neutral	0.5344794
2021-11-09T15:09:04+00:00	Reliance Nippon Life Insurance Launches ‘Nishchit Samrudhi’ plan, A multi benefit, guaranteed savings plus protection plan	positive	0.7900017
2021-11-09T15:05:22+00:00	LIST OF DIRECTORS AND THEIR ROLES AND FUNCTION (H SHARES)	neutral	0.9056331
2021-11-09T15:05:22+00:00	VOLUNTARY ANNOUNCEMENT-ENTERING INTO THE EQUITY TRANSFER AGREEMENT (H SHARES)	neutral	0.9104695
2021-11-09T15:05:21+00:00	RESIGNATION OF NON-EXECUTIVE DIRECTORS (2) PROPOSED APPOINTMENTS OF EXECUTIVE DIRECTORS AND (3) CHANGE IN THE COMPOSITION OF BOARD COMMITTEE (H SHARES)	neutral	0.7305792
2021-11-09T14:15:52+00:00	PARTIAL REPURCHASE AND CANCELLATION OF THE 2022 BONDS	neutral	0.7942429
2021-11-09T13:19:03+00:00	Latent View Analytics IPO - Niche Presence With Robust Opportunity: Reliance Securities	neutral	0.8539038
2021-11-09T07:13:30+00:00	India’s RIL exits North America shale gas business	neutral	0.5613968
2021-11-09T07:13:19+00:00	Balancing technology and personal interactions	neutral	0.8752072
2021-11-09T07:00:00+00:00	Euronext to ditch London Stock Exchange by 2024	neutral	0.8511690
2021-11-09T04:26:00+00:00	Work That Speaks | Ad Reviews | 1 To 8 November 2021	neutral	0.8803677
2021-11-10T23:54:06+00:00	Allow Stabilisation Fund to grow	positive	0.8747805
2021-11-10T18:09:25+00:00	Investor Presentation - Q2, FY2022	neutral	0.9444965
2021-11-10T16:26:52+00:00	Reliance Steel & Aluminum Co. (NYSE:RS) Shares Bought by Metropolitan Life Insurance Co NY	positive	0.9334640
2021-11-10T15:14:45+00:00	Metropolitan Life Insurance Co NY Acquires 12,020 Shares of Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.9068854
2021-11-10T14:39:20+00:00	BofA Securities 2021 India Conference	neutral	0.9415870
2021-11-10T13:31:04+00:00	Reliance Global Group Reports 54% Increase in Revenue for the Third Quarter of 2021	neutral	0.5363040
2021-11-10T09:25:19+00:00	10 Nov 2021 - Change in Director’s Information	neutral	0.8574550
2021-11-10T09:07:11+00:00	Twitter bulks up subscription strategy with US launch and ad-free news	neutral	0.5636632
2021-11-10T06:30:04+00:00	PRESS RELEASE : SYNLAB delivers strong 9M 2021 -3-	neutral	0.8578941
2021-11-10T00:34:53+00:00	COAS lauds HIT efforts to attain self-reliance	positive	0.5887579
2021-11-11T14:23:09+00:00	Telecom Department allots license and spectrum to Vodafone Idea Limited and Reliance Jio Infocomm for 5G testing in Gujarat	neutral	0.9413224
2021-11-11T13:05:00+00:00	PM’s reliance on market forces hand of voters	neutral	0.8582755
2021-11-11T10:47:13+00:00	Appointment of Executive Vice President2021-11-11	neutral	0.9094567
2021-11-11T10:47:13+00:00	ANNOUNCEMENT ON THE POLL RESULTS OF THE 2021 THIRD EXTRAORDINARY GENERAL MEETING2021-11-11	neutral	0.9132425
2021-11-11T10:37:31+00:00	NOTICE OF EXTRAORDINARY GENERAL MEETING	neutral	0.8938591
2021-11-11T09:07:51+00:00	Announcement DATE OF BOARD MEETING	neutral	0.8906184
2021-11-11T07:35:45+00:00	PIAC tells government to allow Stabilisation Fund to grow	positive	0.6642078
2021-11-11T07:04:53+00:00	Why Analysts Expect Reliance Jio To Cut JioPhone Next Smartphone Price	negative	0.8965878
2021-11-11T03:40:29+00:00	Rupee And Bond Update - November 11, 2021: Reliance Securities	neutral	0.9463471
2021-12-02T17:16:42+00:00	Short Interest in Reliance Steel & Aluminum Co. (NYSE:RS) Increases By 34.5%	positive	0.9339867
2021-12-02T16:03:30+00:00	RBI initiates insolvency proceedings against Reliance Capital at NCLT, Mumbai	neutral	0.9058504
2021-12-02T15:44:07+00:00	PVR partners with Kabir Khan and Reliance Entertainment for the exclusive release of ’83 @ PVR Promo	positive	0.8888870
2021-12-02T14:31:29+00:00	General Announcement::Additional Information to the Interim Results For the Six Months Ended 30 September 2021	neutral	0.9117289
2021-12-02T14:11:22+00:00	PROS : Four Ways Businesses Can Use Artificial Intelligence to Triumph in 2022	negative	0.9531888
2021-12-02T14:10:09+00:00	RBI files application to initiate insolvency proceedings against Reliance Capital	neutral	0.7034365
2021-12-02T12:54:42+00:00	Nisa Investment Advisors LLC Has $10.04 Million Position in Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.9425029
2021-12-02T12:26:41+00:00	Reliance Power Defaults On Interest Payment To Banks	neutral	0.5561255
2021-12-02T11:21:17+00:00	NetEase : Announcement – Proposed Spin-off and Separate Listing of Cloud Village Inc. on the Main Board of The Stock Exchange of Hong Kong Limited – Listing of Cloud Village Inc. and Commencement of Dealings of Cloud Village Inc. Shares - Form 6-K	neutral	0.9191430
2021-12-02T10:53:32+00:00	Anand Rathi Wealth IPO - Healthy Prospects; Valuations Look Pricey: Reliance Securities	positive	0.5366589
2021-12-03T18:24:42+00:00	Deroy & Devereaux Private Investment Counsel Inc. Sells 1,578 Shares of Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.9191665
2021-12-03T16:42:00+00:00	Amazon Charges Sellers Fees That Are High Enough To Offset Losses from Prime, a New Report Says	neutral	0.5695376
2021-12-03T14:35:37+00:00	Mukesh Ambani ‘Believes’ In Blockchain Tech, Bullish On Cryptocurrencies	positive	0.8485614
2021-12-03T13:41:22+00:00	InFinity Forum: Q&A session with Mukesh Ambani, CMD, Reliance Industries Limited	neutral	0.5694215
2021-12-03T13:12:11+00:00	Emperor International : US$250,000,000 4.50% Notes Due September 2023 - Purchase and Cancellation of Part of the Notes	neutral	0.8626110
2021-12-03T13:02:18+00:00	General Announcement::INSIDE INFORMATION	neutral	0.9019194
2021-12-03T12:50:47+00:00	Venturi Wealth Management LLC Sells 1,025 Shares of Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.9419594
2021-12-03T11:42:42+00:00	CENTRAL TRUST Co Acquires 896 Shares of Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.8589524
2021-12-03T11:11:43+00:00	Macy’s reliance on stores for e-commerce weighs on mulled split	neutral	0.7937030
2021-12-03T11:02:08+00:00	Post 5G rollout, India to have most advanced digital infra: Mukesh Ambani	positive	0.8449999
2021-12-04T10:42:02+00:00	Century International : Change of Company’s Website Address	neutral	0.8940095
2021-12-04T09:52:45+00:00	Jio starts offering up to 20% cashback on select prepaid plans: Full list, details	neutral	0.8666395
2021-12-04T06:47:12+00:00	Nifty IT, S&P BSE SME IPO top gainers on NSE, BSE this week	negative	0.9709340
2021-12-05T13:56:42+00:00	Copeland Capital Management LLC Purchases 3,766 Shares of Reliance Steel & Aluminum Co. (NYSE:RS)	positive	0.9100880
2021-12-05T13:15:37+00:00	Delhi HC to hear on Dec 6 Anil Ambani Group firm's plea against DMRC over arbitral award	neutral	0.8326016
2021-12-05T12:12:01+00:00	General Announcement::UPDATE ON 10.5% SENIOR NOTES DUE 2021	neutral	0.8989761
2021-12-05T09:08:06+00:00	TRENDS, announced the launch of its new store in Gunupur town of Rayagada district in Odisha	positive	0.7989182
2021-12-05T08:05:36+00:00	Seven of top-10 most valued cos add over Rs 1.29 lakh cr in m-cap; TCS lead gainer	neutral	0.6293450
2021-12-05T07:55:29+00:00	Indian salesmen threaten supply disruptions in protest against Reliance	negative	0.9281332
2021-12-05T07:51:56+00:00	Indian salesmen threaten supply disruptions in protest against Reliance	negative	0.9736478
2021-12-05T06:10:37+00:00	Indian salesmen threaten supply disruptions in protest against Reliance Industries	negative	0.9620722
2021-12-05T05:18:25+00:00	Indian salesmen threaten supply disruptions in protest against Reliance	negative	0.9347039
2021-12-05T05:11:18+00:00	Indian salesmen threaten supply disruptions in protest against Reliance	negative	0.9736478
2021-12-06T22:55:20+00:00	Ontario auditor general raises concerns about colleges’ reliance on international students	negative	0.9346535
2021-12-06T21:22:23+00:00	Shimao : Placing of Existing Shares and Top-up Subscription of New Shares under General Mandate	neutral	0.9324118
2021-12-06T17:13:42+00:00	Technology: A step forward or a huge mistake?	negative	0.9241275
2021-12-06T13:26:59+00:00	Reliance Capital’s Insolvency: NCLT Admits RBI’s Application	neutral	0.9196051
2021-12-06T12:17:28+00:00	NCLT allows RBI’s plea for bankruptcy proceedings against Reliance Capital	neutral	0.9130100
2021-12-06T12:10:10+00:00	NCLT admits RBI plea to initiate insolvency proceedings against Reliance Capital	negative	0.9256254
2021-12-06T11:02:26+00:00	Silk Road Logistics : Announcements and Notices - APPLICATION FOR A REVIEW OF THE DECISION OF THE STOCK EXCHANGE ON LISTING RULE 13.24	neutral	0.9085165
2021-12-06T09:30:38+00:00	DMRC says it will pay Rs 1,000 cr to Reliance Infra's arm in 48 hrs	negative	0.5756606
2021-12-06T09:13:05+00:00	Data centers could cause serious environmental damage — if we don’t regulate them now	neutral	0.8609204
2021-12-06T08:25:38+00:00	Reliance Capital supports RBI application of referring RCAP to NCLT	positive	0.7906342
2021-12-07T17:17:53+00:00	Canadian banks’ outsized reliance on mortgages could slow margin recovery	negative	0.9231219
2021-12-07T14:05:41+00:00	RBI retains Advisory Committee of Reliance Capital	neutral	0.8473612
2021-12-07T13:22:13+00:00	Shanghai Fosun Pharmaceutical : POLL RESULTS OF THE RESOLUTIONS PROPOSED AT THE 2021 THIRD EXTRAORDINARY GENERAL MEETING HELD ON TUESDAY, 7 DECEMBER 2021 AND ELECTION OF EXECUTIVE DIRECTORS（H SHARES）	neutral	0.9256444
2021-12-07T12:32:12+00:00	Reserve Bank of India retains the Advisory Committee of Reliance Capital Ltd	neutral	0.8925321
2021-12-07T12:25:39+00:00	Reliance Industries, Abu Dhabi chemical company form $2-bn production JV	neutral	0.7524577
2021-12-07T11:29:20+00:00	Abu Dhabi chemical company, India’s Reliance form $2 billion production JV	positive	0.8232016
2021-12-07T11:18:23+00:00	Abu Dhabi chemical company, India’s Reliance form $2 bln production JV	positive	0.7222205
2021-12-07T11:02:08+00:00	TA’ZIZ and Reliance Launch Strategic Joint Venture for $2 Billion Chemicals Projects in Ruwais	positive	0.8034063
2021-12-07T00:20:22+00:00	‘A parental responsibility’: Ireland needs an ombudsman for the future	neutral	0.8442011
2021-12-08T20:38:30+00:00	Tribes in 3 States to Link 120 Electric Charging Stations	positive	0.6410875
2021-12-08T18:10:41+00:00	Jio-bp and Mahindra Group sign MoU for EV and low-carbon solutions	positive	0.6955042
2021-12-08T16:42:10+00:00	Reliance Industries : Analyst Meet – Goldman Sachs CIO Tour	neutral	0.9373189
2021-12-08T15:42:05+00:00	RateGain Travel Tech IPO - Riding The Technology And Travel Wave; Valuations At Discount: Reliance Securities	neutral	0.9431424
2021-12-08T15:36:47+00:00	Rupee And Bond Update - December 08, 2021: Reliance Securities	neutral	0.9473620
2021-12-08T11:15:09+00:00	Shriram Properties IPO - A Play On Southern Realty Theme; Healthy Land Bank Value: Reliance Securities	neutral	0.6423789
2021-12-08T10:52:06+00:00	BExcellent : POLL RESULTS OF THE ANNUAL GENERAL MEETING HELD ON 8 DECEMBER 2021	neutral	0.9168718
2021-12-08T10:48:17+00:00	Mahindra Group ties up with Jio-BP for EV products	positive	0.8512470
2021-12-08T10:42:05+00:00	China Aircraft Leasing : NOTICE OF EXTRAORDINARY GENERAL MEETING	neutral	0.9043754
2021-12-08T09:32:24+00:00	Sino Ocean : Unaudited Operating Statistics for November 2021	neutral	0.8955680
2021-12-09T14:22:35+00:00	Shanghai Fosun Pharmaceutical : CONNECTED TRANSACTION - ENTERING INTO THE SHARE TRANSFER AGREEMENT	neutral	0.9221439
2021-12-09T13:22:12+00:00	Shanghai Fosun Pharmaceutical : CONNECTED TRANSACTION - ENTERING INTO THE EQUITY TRANSFER AGREEMENT	neutral	0.9159092
2021-12-09T13:22:12+00:00	Shanghai Fosun Pharmaceutical : CONNECTED TRANSACTION - CAPITAL REDUCTION OF TIANJIN XINGYAO	neutral	0.8800654
2021-12-09T11:40:42+00:00	Robeco Institutional Asset Management B.V. Sells 18,318 Shares of Reliance Steel & Aluminum Co. (NYSE:RS)	negative	0.9520180
2021-12-09T11:12:24+00:00	Xinhua Winshare Publishing and Media : Renewal Of Various Continuing Connected Transactions	neutral	0.9121981
2021-12-09T09:52:09+00:00	China Aircraft Leasing : U.S.$300,000,000 4.70% FIVE-YEAR GUARANTEED BONDS DUE 2022 - FURTHER PARTIAL REPURCHASE OF THE 2022 BONDS	neutral	0.9339868
2021-12-09T09:39:00+00:00	RIL stock may gain 80%: ‘Buy’ Reliance shares, new energy a multi-decade growth engine, says Goldman Sachs	positive	0.9409625
2021-12-09T07:35:37+00:00	Share Market Updates: Sensex gains over 100 points, Nifty holds 17,500; Vodafone Idea jumps 15%	positive	0.9387774
2021-12-09T06:22:07+00:00	General Announcement::TRADING HALT	neutral	0.7828016
2021-12-09T06:22:07+00:00	General Announcement::UNAUDITED OPERATING FIGURES FOR THE ELEVEN MONTHS ENDED 30 NOVEMBER 2021	neutral	0.8822236
2021-12-10T22:36:10+00:00	Microvast : Statement Regarding 8-K Filing on Former SPAC Financials - Form 8-K	neutral	0.9331288
2021-12-10T22:26:01+00:00	Microvast Statement Regarding 8-K Filing on Former SPAC Financials	neutral	0.9200550
2021-12-10T18:00:00+00:00	Keen Victorians stretch state’s COVID-testing capacity	negative	0.6865837
2021-12-10T18:00:00+00:00	Keen Victorians stretch state’s COVID-testing capacity	negative	0.6865837
2021-12-10T15:51:26+00:00	Heavy snow, thunderstorms hamper travel across large swath of U.S.	neutral	0.5324754
2021-12-10T14:42:15+00:00	General Announcement::Inside Information	neutral	0.8983386
2021-12-10T12:52:07+00:00	Emperor International : US$250,000,000 4.5% Notes Due September 2023 - Purchase and Cancellation of Part of the Notes	neutral	0.8468109
2021-12-10T09:44:50+00:00	Thrivent Financial for Lutherans Sells 1,924 Shares of Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.9416851
2021-12-10T08:42:24+00:00	China Ecotourism : • Change of Auditor	neutral	0.8494068
2021-12-10T08:05:09+00:00	Reliance raises stake in HFCL to 5% through QIP	positive	0.6296704
2021-12-11T10:54:47+00:00	Assenagon Asset Management S.A. Sells 32,811 Shares of Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.9389236
2021-12-11T01:59:17+00:00	UK warns over reliance on Russian gas as G7 ministers meet	negative	0.8532588
2021-12-12T18:51:08+00:00	Reliance, partner looking to buy bankrupt textile company Sintex	positive	0.5076668
2021-12-12T11:57:55+00:00	Ireland’s reliance on multinationals runs way deeper than corporate tax	positive	0.5863212
2021-12-12T10:50:08+00:00	Reliance, partner bid to acquire textile company Sintex	positive	0.6968358
2021-12-12T10:35:35+00:00	Reliance, partner in fray to acquire textile company Sintex	positive	0.7438807
2021-12-12T06:21:37+00:00	Asia’s Richest Man Looking to Buy Bankrupt Textile Firm in India	neutral	0.8947877
2021-12-12T05:45:52+00:00	7 of top-10 most-valued cos add over Rs 2.28 lakh crore to m-cap	positive	0.9287109
2021-12-12T05:13:00+00:00	7 of top-10 most-valued companies add over Rs 2.28 lakh crore to m-cap	positive	0.9057509
2021-12-13T21:28:39+00:00	Why Is Samsung Getting Into LG’s OLED Bed?	neutral	0.7888890
2021-12-13T18:01:02+00:00	Reliance Global leads financial gainers, Qudian and KE Holdings among losers	neutral	0.8451622
2021-12-13T15:28:12+00:00	Another Milestone Towards Atmanirbhar Bharat: India’s Acquisition of Russian Assault Rifle – Analysis	positive	0.8504785
2021-12-13T14:49:52+00:00	Automobiles - Weak Demand, Post Festival Inventory Correction Impact Performance In Nov: Reliance Securities	negative	0.9536852
2021-12-13T14:42:43+00:00	Reliance Worldwide Co. Limited (OTCMKTS:RLLWF) Short Interest Up 21,150.0% in November	positive	0.9454315
2021-12-13T10:57:44+00:00	Indian shares fall as Reliance weighs, investors await inflation data	negative	0.9714500
2021-12-13T10:57:23+00:00	Indian shares fall as Reliance weighs, investors await inflation data	negative	0.9697595
2021-12-13T10:56:19+00:00	Joint Announcement: Unaudited First Quarterly Results of a Subsidiary Media Asia Group Holdings Limited for the Three Months Ended 31 October 2021	neutral	0.9129986
2021-12-13T10:56:05+00:00	Esprit : APPOINTMENT OF INDEPENDENT NON-EXECUTIVE DIRECTOR	neutral	0.9170477
2021-12-13T10:12:45+00:00	Reliance Industries, two metals shares among stocks to buy; ICICI Direct sees 10-13% upside for each	negative	0.9739347
2021-12-14T22:36:12+00:00	Banks slowly reconsider overdraft fees	neutral	0.4585003
2021-12-14T21:38:44+00:00	Government considers seafood workforce inquiry recommendations	neutral	0.6364934
2021-12-14T17:48:51+00:00	Austria’s interior minister under fire for 2007 remarks about ‘climate poisoners’ from Israel, US	neutral	0.7144714
2021-12-14T17:46:19+00:00	Banks reconsider overdraft fees after pressure from lawmakers, regulators	negative	0.7916175
2021-12-14T15:23:46+00:00	India revoking 2019 Future deal would boost Reliance, hurt competition, says Amazon	negative	0.9459485
2021-12-14T15:11:34+00:00	Exclusive-Amazon says India revoking Future deal would boost Reliance, hurt competition	positive	0.9341636
2021-12-14T15:03:44+00:00	Exclusive-Amazon says India revoking Future deal would boost Reliance, hurt competition	negative	0.9263145
2021-12-14T14:55:52+00:00	Amazon says India revoking Future deal would boost Reliance, hurt competition	negative	0.9505951
2021-12-14T14:54:24+00:00	Amazon says India revoking Future deal would boost Reliance, hurt competition	negative	0.9505951
2021-12-14T14:53:32+00:00	AMAZON TELLS INDIA REGULATOR FUTURE DEAL WITH RELIANCE “WILL FURTHER RESTRICT COMPETITION IN THE INDIAN RETAIL MARKET”	neutral	0.9059625
2021-12-15T21:12:01+00:00	First Trust Dynamic Europe Equity Income Fund Issues Notice Regarding December 2021 Distribution	neutral	0.9217787
2021-12-15T21:12:00+00:00	First Trust Energy Infrastructure Fund Issues Notice Regarding December 2021 Distribution	neutral	0.8946537
2021-12-15T20:19:11+00:00	Energy Sense Data Spotlight: Unpacking Solar Adoption, Habits and Attitudes by Generation	neutral	0.9083928
2021-12-15T19:30:48+00:00	U.S. Coast Guard offloads more than $148 million of illegal narcotics in Miami	negative	0.7265220
2021-12-15T18:28:49+00:00	Reliance Steel & Aluminum Co. (NYSE:RS) Given Average Recommendation of “Buy” by Brokerages	neutral	0.8466288
2021-12-15T17:39:21+00:00	General Announcement::COMPLETION ANNOUNCEMENT RELATING TO THE DISCLOSEABLE TRANSACTIONS	neutral	0.9112344
2021-12-15T17:39:19+00:00	Bondholder’s Early Redemption (Put Option)::Voluntary	neutral	0.9179272
2021-12-15T16:10:54+00:00	SaskPower not passing on 2022 federal carbon price increase to its customers	positive	0.8558380
2021-12-15T15:42:02+00:00	Reliance Global Group CEO to Participate in the Benzinga All Access Event on December 16	neutral	0.9411167
2021-12-15T14:32:04+00:00	Thinking about buying stock in BELLUS Health, Gemini Therapeutics, BlackBerry, Reliance Global Group, or Ocugen?	neutral	0.9461808
2021-12-16T22:56:22+00:00	China, Russia Pledge to Reduce Reliance on US-Led Financial System	neutral	0.8044537
2021-12-16T17:55:29+00:00	U.S. Coast Guard towing exercise [Image 2 of 3]	neutral	0.7331024
2021-12-16T17:09:17+00:00	EIOPA insurance stress test shows industry resilience but also reliance on transitional measures	neutral	0.8637834
2021-12-16T16:07:22+00:00	VDL shoots herself in foot as new ‘green’ policy will see MORE reliance on Russia	positive	0.8014247
2021-12-16T15:40:44+00:00	Govt launches fourth round of auction, 99 coal mines put on sale	positive	0.7405503
2021-12-16T14:32:04+00:00	Thinking about buying stock in Canoo, Cidara Therapeutics, Ford Motor, Mesoblast, or Reliance Global?	neutral	0.9456474
2021-12-16T12:09:17+00:00	Xinhua Winshare Publishing and Media : Inside Information Development On The Controlling Shareholder’S Acceptance Of The Free Transfer Of State-Owned Property Rights	neutral	0.9449078
2021-12-16T11:49:11+00:00	AAG Energy : RENEWAL OF CONTINUING CONNECTED TRANSACTION UNDER THE 2022 COOPERATION FRAMEWORK AGREEMENT	neutral	0.9286228
2021-12-16T10:23:01+00:00	Reliance Steel & Aluminum Co. (NYSE:RS) Stock Holdings Cut by New York State Teachers Retirement System	negative	0.8498763
2021-12-16T07:09:12+00:00	Reliance Communications : PARTNER COMMUNICATIONS REPORTS THAT THE COURT HAS APPROVED A TRANSACTION SUBJECT TO CLOSING CONDITIONS TO PURCHASE THE COMPANY’S SHARES UNDER ADV. EHUD SOL’S RECEVIERSHIP	neutral	0.8885427
2021-12-17T16:49:15+00:00	Yext : ​​What You Need to Know to Innovate Your Online Experience	neutral	0.8488520
2021-12-17T16:09:31+00:00	TL Natural Gas : RESIGNATION OF AUDITORS	neutral	0.5965668
2021-12-17T15:02:59+00:00	Reliance Jewels launches Diamond Delights – a spectacular collection of Diamond necklace sets	positive	0.5502092
2021-12-17T14:37:13+00:00	Indian Competition Regulator Slaps $26.5 Mln Penalty on Amazon for Hiding Info in Future Group Deal	negative	0.9424307
2021-12-17T13:59:12+00:00	Fortinet : Defending Connected SAP Systems Against Emerging Threats Using Deception Technology	neutral	0.9089296
2021-12-17T12:39:12+00:00	Shoucheng : CONNECTED TRANSACTION - ESTABLISHMENT OF PARTNERSHIP AND SUBSCRIPTION OF INTEREST IN THE PARTNERSHIP	neutral	0.9420084
2021-12-17T12:19:18+00:00	Shimao : Discloseable Transaction - Disposal of Shareholdings of the Target Companies	neutral	0.9224476
2021-12-17T12:03:56+00:00	Kshs 8.4B pharmaceutical plant to reduce Kenya’s reliance on imports	positive	0.8158945
2021-12-17T12:02:11+00:00	Get On the Path to a New High Tech Career at University of Phoenix	positive	0.4989405
2021-12-17T11:52:43+00:00	Aptus Capital Advisors LLC Acquires 1,728 Shares of Reliance Steel & Aluminum Co. (NYSE:RS)	positive	0.9187979
2021-12-18T17:00:43+00:00	Reliance Steel & Aluminum Co. (NYSE:RS) Shares Bought by Beacon Harbor Wealth Advisors Inc.	neutral	0.9375910
2021-12-18T15:50:42+00:00	Moody Aldrich Partners LLC Sells 3,532 Shares of Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.9413151
2021-12-18T15:14:43+00:00	Moody Aldrich Partners LLC Lowers Stake in Reliance Steel & Aluminum Co. (NYSE:RS)	negative	0.4894824
2021-12-18T13:06:42+00:00	WINTON GROUP Ltd Lowers Stake in Reliance Steel & Aluminum Co. (NYSE:RS)	negative	0.5824960
2021-12-18T10:12:06+00:00	Mukesh Ambani lays out five best books of 2021 that are helping him prep-up for 2022	neutral	0.8595493
2021-12-18T05:50:09+00:00	China Resources Power : In the First Eleven Months of 2021, Net Generation of Subsidiary Power Plants Increased by 16.3%, among which Wind Farms Increased by 56.9%, Photovoltaic Plants Increased by 60.9%	neutral	0.9186202
2021-12-18T03:49:52+00:00	UAE Move to Scrap F-35 Deal Reflects Waning US Power in Multipolar World, Analysts Say	negative	0.8904701
2021-12-23T21:47:32+00:00	E Home Household Service : Securities Purchase Agreement - Form 6-K	neutral	0.9391363
2021-12-23T19:37:04+00:00	Reliance Communications : Prospectus and Public Offerings	neutral	0.9403595
2021-12-23T17:28:34+00:00	India’s crude imports hit 10-month peak as refiners bank on strong demand	positive	0.9408993
2021-12-23T14:42:02+00:00	Reliance Global Group Announces Pricing of $20.0 Million Private Placement with Institutional Investors	neutral	0.9029688
2021-12-23T14:41:22+00:00	Reliance Global Group Announces Pricing Of $20.0 Million Private Placement With Institutional Investors	neutral	0.7222028
2021-12-23T12:07:06+00:00	IPE : NOTICE OF THE EXTRAORDINARY GENERAL MEETING	neutral	0.8918759
2021-12-23T11:37:06+00:00	Lai Sun Garment International : ELECTION OF LANGUAGE AND MEANS OF RECEIPT OF CORPORATE COMMUNICATIONS	neutral	0.9146633
2021-12-23T10:30:31+00:00	#BTEditorial – Mrs Knight faith in our justice system	negative	0.6737919
2021-12-23T09:47:10+00:00	China Aircraft Leasing : NOTICE OF LISTING ON THE STOCK EXCHANGE OF HONG KONG LIMITED - ISSUE OF U.S.\(100,000,000 4.85 per cent. GUARANTEED NOTES DUE 2024 BY CALC BONDS LIMITED UNDER ITS U.S.latex6e17c10e508d2ef076912076780d9b0e Denominated Fixed Rate Notes under the SEBI (Listing Obligations and Disclosure Requirements) Regulations 2015, (&amp;ldquo;SEBI Listing Regulations&amp;rdquo;) </td> <td style="text-align:left;"> neutral </td> <td style="text-align:right;"> 0.9446959 </td> </tr> <tr> <td style="text-align:left;"> 2021-12-31T10:57:20+00:00 </td> <td style="text-align:left;"> ETS : Discloseable and Connected Transaction in relation to the China Paint Building Lease </td> <td style="text-align:left;"> neutral </td> <td style="text-align:right;"> 0.9292585 </td> </tr> <tr> <td style="text-align:left;"> 2021-12-31T10:17:06+00:00 </td> <td style="text-align:left;"> Shoucheng : (1) CONNECTED TRANSACTION - ESTABLISHMENT OF PARTNERSHIP AND SUBSCRIPTION OF INTEREST IN THE PARTNERSHIP; AND (2) CONTINUING CONNECTED TRANSACTIONS - PROVISION OF EXECUTIVE PARTNERSHIP SERVICES </td> <td style="text-align:left;"> neutral </td> <td style="text-align:right;"> 0.9460551 </td> </tr> <tr> <td style="text-align:left;"> 2021-12-31T10:01:00+00:00 </td> <td style="text-align:left;"> Reliance New Energy Solar to Acquire Faradion Limited </td> <td style="text-align:left;"> positive </td> <td style="text-align:right;"> 0.8982713 </td> </tr> <tr> <td style="text-align:left;"> 2021-12-31T09:57:17+00:00 </td> <td style="text-align:left;"> Agricultural Bank of China : DEPARTURE OF DIRECTOR2021-12-31 </td> <td style="text-align:left;"> neutral </td> <td style="text-align:right;"> 0.7058372 </td> </tr> <tr> <td style="text-align:left;"> 2021-12-31T09:47:02+00:00 </td> <td style="text-align:left;"> Agricultural Bank of China : LIST OF DIRECTORS AND THEIR ROLE AND FUNCTION2021-12-31 </td> <td style="text-align:left;"> neutral </td> <td style="text-align:right;"> 0.8996150 </td> </tr> <tr> <td style="text-align:left;"> 2022-01-01T18:27:01+00:00 </td> <td style="text-align:left;"> Reliance Industries : Disclosure under Regulation 30 of the Securities and Exchange Board of India (Listing Obligations and Disclosure Requirements) Regulations, 2015 - Intimation of approval for proposed issuance of Senior Unsecured US\) Denominated Fixed Rate Notes	neutral	0.9430538
2022-01-01T16:34:21+00:00	India’s Reliance plans to raise up to $5 billion in U.S. debt	neutral	0.6464983
2022-01-01T16:07:02+00:00	China ZhengTong Auto Services : INSIDE INFORMATION UPDATE ON LEGAL PROCEEDINGS	neutral	0.9065408
2022-01-01T15:31:56+00:00	Reliance to raise $5 bn via overseas bonds to retire existing borrowings	positive	0.8232405
2022-01-01T15:28:49+00:00	India’s Reliance plans to raise up to \(5 bln in US\) debt	neutral	0.7548398
2022-01-01T12:00:36+00:00	Reliance to raise up to $5 billion, to use it mainly for refinancing existing borrowings	neutral	0.8416945
2022-01-18T21:43:39+00:00	Problem of homelessness in Traveller community highlighted at webinar	negative	0.7770039
2022-01-18T21:11:03+00:00	First Trust Dynamic Europe Equity Income Fund Issues Notice Regarding January 2022 Distribution	neutral	0.9235706
2022-01-18T19:04:01+00:00	2022 budget: Economists charge FG on revenue mobilisation policies, efforts	neutral	0.7613408
2022-01-18T16:30:44+00:00	Just Dial profit declines 61.2% in October-December quarter	negative	0.8890349
2022-01-18T16:23:01+00:00	Reliance Jio Remains Largest Telecom Firm By Active User Base In November	neutral	0.7887765
2022-01-18T16:05:09+00:00	Reliance Industries joins calls for India to tighten marketplace rules: Report	neutral	0.7200524
2022-01-18T15:15:11+00:00	DPIIT meeting on E-comm Policy: Retailers, MSMEs seek level playing field; marketplaces list SME initiatives	neutral	0.8706348
2022-01-18T15:06:41+00:00	Reliance joins calls for India to tighten marketplace rules, sources say	negative	0.5772839
2022-01-18T14:54:15+00:00	Reliance joins calls for India to tighten marketplace rules -sources	neutral	0.5086225
2022-01-18T13:21:02+00:00	Research Shows the Move to Modern Multicloud Environments Has Broken Traditional Approaches to Infrastructure Monitoring	negative	0.8638902
2022-01-19T14:42:12+00:00	Shanghai Fosun Pharmaceutical : OVERSEAS REGULATORY ANNOUNCEMENT (H SHARES)	neutral	0.9147732
2022-01-19T14:30:53+00:00	Reliance Steel & Aluminum (NYSE:RS) Given New $180.00 Price Target at KeyCorp	positive	0.8920749
2022-01-19T13:01:21+00:00	Ramkrishna Forgings Q3 Review - New High Margin Territory To Aid Rerating: Reliance Securities	neutral	0.7266352
2022-01-19T13:01:00+00:00	Report says Australia-owned satellites are needed to watch this space	neutral	0.5022034
2022-01-19T13:01:00+00:00	Report says Australia-owned satellites are needed to watch this space	neutral	0.5022034
2022-01-19T13:01:00+00:00	Report says Australia-owned satellites are needed to watch this space	neutral	0.5022034
2022-01-19T13:01:00+00:00	Report says Australia-owned satellites are needed to watch this space	neutral	0.5022034
2022-01-19T13:01:00+00:00	Report says Australia-owned satellites are needed to watch this space	neutral	0.5022034
2022-01-19T13:01:00+00:00	Report says Australia-owned satellites are needed to watch this space	neutral	0.5022034
2022-01-19T13:01:00+00:00	Report says Australia-owned satellites are needed to watch this space	neutral	0.5022034
2022-01-20T21:43:36+00:00	Volcan Compañía Minera A : Santander XXVI Latin American Conference January 2022	neutral	0.8285192
2022-01-20T20:41:22+00:00	‘It could happen again’: Journalist explains why Texas is woefully unprepared for another severe Arctic blast	negative	0.8521022
2022-01-20T18:30:00+00:00	New year, new opportunities for Victoria’s climate transition	neutral	0.5923769
2022-01-20T18:30:00+00:00	New year, new opportunities for Victoria’s climate transition	neutral	0.5923769
2022-01-20T18:30:00+00:00	New year, new opportunities for Victoria’s climate transition	neutral	0.5923769
2022-01-20T18:30:00+00:00	New year, new opportunities for Victoria’s climate transition	neutral	0.5923769
2022-01-20T18:30:00+00:00	New year, new opportunities for Victoria’s climate transition	neutral	0.5923769
2022-01-20T18:30:00+00:00	New year, new opportunities for Victoria’s climate transition	neutral	0.5923769
2022-01-20T15:10:50+00:00	Bokf Na Invests $3.23 Million in Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.8716070
2022-01-20T13:41:12+00:00	Emperor International : US$250,000,000 4.5% Notes Due September 2023 - Purchase and Cancellation of Part of the Notes	neutral	0.8545660
2022-01-21T19:33:13+00:00	Reliance Industries : Monitoring Agency Report	neutral	0.9334776
2022-01-21T19:33:10+00:00	Reliance Industries : Press Release (Revised)	neutral	0.9078989
2022-01-21T17:01:03+00:00	Bee Mobile Joins the Nodle / Polkadot IoT Alliance as a Strategic Network Developer	neutral	0.8367851
2022-01-21T16:55:40+00:00	Footfall recovery, festive demand boost Reliance Retail&#039;s Q3 biz to record levels	positive	0.9564232
2022-01-21T16:55:38+00:00	Reliance Jio adds 10.2 million customers in Dec quarter	positive	0.9384502
2022-01-21T16:33:07+00:00	Reliance Industries : 2021 - 2022 Financial Presentation - Q3 Results 21, January | 2022	neutral	0.9309799
2022-01-21T16:20:44+00:00	Intel Building $20B Ohio Chip Facility Amid Global Shortage	negative	0.9692756
2022-01-21T16:20:44+00:00	Intel Building $20B Ohio Chip Facility Amid Global Shortage	negative	0.9692756
2022-01-21T16:10:00+00:00	Reliance Industries posts record profits for Dec ’21 quarter	positive	0.9456023
2022-01-21T16:05:09+00:00	Reliance Retail Q3 net profit jumps 23.4% to Rs 2,259 cr	positive	0.9509048
2022-01-22T16:46:42+00:00	Pearl River Capital LLC Sells 2,450 Shares of Reliance Steel &#038; Aluminum Co. (NYSE:RS)	neutral	0.9392049
2022-01-22T16:34:51+00:00	Reliance Jio Q3 Review - A Tad Soft: Dolat Capital	neutral	0.6054373
2022-01-22T16:04:03+00:00	Reliance Industries : Statement of deviation(s) or variation(s) under Reg. 32	neutral	0.6950340
2022-01-22T10:54:42+00:00	Massachusetts Financial Services Co. MA Decreases Stock Position in Reliance Steel & Aluminum Co. (NYSE:RS)	positive	0.5944844
2022-01-22T10:12:42+00:00	Jio completes 5G coverage plans for top 1,000 cities in country	positive	0.9476309
2022-01-22T07:26:42+00:00	Reliance Steel & Aluminum Co. (NYSE:RS) Expected to Post Q4 2021 Earnings of $5.08 Per Share	neutral	0.8758959
2022-01-22T04:25:42+00:00	Reliance Jio completes 5G coverage planning in 1,000 cities across India	positive	0.6227409
2022-01-22T01:49:11+00:00	What Is a Debt-to-Equity Ratio? Definition, Calculation & Examples	neutral	0.9278237
2022-01-23T13:32:41+00:00	Grantham Mayo Van Otterloo &#038; Co. LLC Purchases 5,879 Shares of Reliance Steel &#038; Aluminum Co. (NYSE:RS)	neutral	0.9335577
2022-01-23T12:54:02+00:00	Shanghai Fosun Pharmaceutical : VOLUNTARY ANNOUNCEMENT- ACQUISITION OF EQUITY INTEREST IN A SUBSIDIARY (H SHARES)	neutral	0.9306461
2022-01-23T09:00:08+00:00	Grocery start-ups&#039; 10-min delivery promise sparks road safety risks	neutral	0.4241414
2022-01-24T21:46:16+00:00	Endeavour Silver : Disclosure for Restructuring Transactions - Form 6-K	neutral	0.9257105
2022-01-24T16:46:46+00:00	Ukraine tensions: How Europe’s eco policies increased reliance on Russian gas	positive	0.4751487
2022-01-24T16:42:20+00:00	India’s December crude oil imports at one-year peak	positive	0.9222219
2022-01-24T16:25:58+00:00	Study shows urban Britain’s potential as a ‘grow your own’ nation	positive	0.8952786
2022-01-24T15:24:13+00:00	Shanghai Fosun Pharmaceutical : CONNECTED TRANSACTION REGARDING THE TARGET FUND LPA AND CONTINUING CONNECTED TRANSACTION REGARDING THE TARGET FUND MANAGEMENT AGREEMENT AND FURTHER INFORMATION ON CONNECTED TRANSACTION REGARDING THE DALIAN FUND LPA	neutral	0.9383609
2022-01-24T14:34:31+00:00	Shimao : Discloseable Transaction &ndash; Disposal of 26.67% Interest in JV Company	neutral	0.9248508
2022-01-24T14:24:11+00:00	Xinhua Winshare Publishing and Media : List Of Directors And Their Role And Function	neutral	0.9258881
2022-01-24T14:24:11+00:00	Xinhua Winshare Publishing and Media : Change Of Company Secretary And Authorised Representatives And Waiver From Strict Compliance With Rules 3.28 And 8.17 Of The Listing Rules Resignation	neutral	0.8862510
2022-01-24T14:24:11+00:00	Xinhua Winshare Publishing and Media : Poll Results Of The Extraordinary General Meeting Held On 24 January 2022	neutral	0.9158134
2022-01-24T11:24:44+00:00	California Public Employees Retirement System Reduces Stock Position in Reliance Steel &#038; Aluminum Co. (NYSE:RS)	negative	0.9340047
2022-01-25T23:35:18+00:00	Here’s how Texans can get free at-home COVID-19 tests and N95 masks from the federal government	positive	0.5975342
2022-01-25T21:05:46+00:00	Couldn’t get a Jio SIM for your Samsung Z2? Here’s how you can!	neutral	0.8956314
2022-01-25T21:05:46+00:00	Video: Samsung Z2 Unboxing	neutral	0.7540745
2022-01-25T20:14:55+00:00	$1.2 billion Royal Beach development will bring thousands of new homes to Colwood	positive	0.6443462
2022-01-25T16:24:47+00:00	Reliance Steel &#038; Aluminum Co. (NYSE:RS) Shares Sold by Advisory Research Inc.	neutral	0.9434546
2022-01-25T15:25:31+00:00	Reliance Jio To Launch Budget JioPhone 5G Later This Year, Leaks Reveal	neutral	0.7286427
2022-01-25T15:21:02+00:00	ETQ Announces General Availability of a New Advanced Lab Investigation Application; New Version of Reliance NXG to More Easily Identify, Resolve and Analyze Quality Issues	neutral	0.7770666
2022-01-25T14:32:07+00:00	Future Retail in SC to avert defaulter tag; independent directors reject Amazon brought offer	negative	0.9544706
2022-01-25T14:23:04+00:00	Iran’s cost-of-living squeeze belies push for economic self-reliance	neutral	0.5122007
2022-01-25T13:07:26+00:00	Lai Sun Garment International : GRANT OF SHARE OPTIONS	neutral	0.9142895
2022-01-26T18:16:04+00:00	Coast Guard intercepts 191 Haitians near Bahamas	neutral	0.7665648
2022-01-26T15:20:54+00:00	Baby whale genetic testing may help save species, study says	positive	0.8229300
2022-01-26T15:07:16+00:00	EU needs to tackle Russia energy dependence	neutral	0.6399168
2022-01-26T14:19:38+00:00	Baby whale genetic testing may help save species, study says	positive	0.7877679
2022-01-26T13:26:23+00:00	First Tractor : ANNOUNCEMENT ON ESTIMATED INCREASE IN ANNUAL RESULTS FOR THE YEAR 2021 (in PDF)	neutral	0.8867668
2022-01-26T13:16:13+00:00	Lakeland Bancorp : Investor Presentation - 4th Quarter 2021	neutral	0.9353942
2022-01-26T12:57:29+00:00	Baby whale genetic testing may help save species, study says	positive	0.6648452
2022-01-26T12:00:03+00:00	How Capable Is The Iraqi Air Force?	positive	0.9421512
2022-01-26T09:26:16+00:00	Cyprus competitiveness hindered by weaknesses in several sectors	negative	0.9640520
2022-01-26T09:16:10+00:00	Agricultural Bank of China : ANNOUNCEMENT ON THE RESOLUTIONS OF THE BOARD OF DIRECTORS2022-01-26	neutral	0.9166974
2022-01-27T16:38:41+00:00	First Reliance Bancshares (OTCBB:FSRL) Posts Quarterly Earnings Results, Meets Expectations	positive	0.8824909
2022-01-27T16:36:17+00:00	India’s Reliance in talks to raise $1.6 bln for media JV as Viacom seeks lower stake -sources	positive	0.5405708
2022-01-27T15:36:19+00:00	Public Accounts Committee ‘not satisfied’ with reliance on hotels for direct provision	neutral	0.8957655
2022-01-27T14:09:21+00:00	Emperor International : US$250,000,000 4.5% Notes Due September 2023 - Purchase and Cancellation of Part of the Notes	neutral	0.8589826
2022-01-27T11:49:16+00:00	Silk Road Logistics : Announcements and Notices - CONNECTED TRANSACTION - LOAN AGREEMENT	neutral	0.8991175
2022-01-27T09:09:15+00:00	Greatwalle : Announcements and Notices -	neutral	0.8895441
2022-01-27T07:34:46+00:00	Reliance Steel &#038; Aluminum Co. (NYSE:RS) Expected to Post Quarterly Sales of $3.87 Billion	neutral	0.6771138
2022-01-27T07:34:41+00:00	Reliance Steel &#038; Aluminum Co. (NYSE:RS) Expected to Post Quarterly Sales of $3.87 Billion	neutral	0.6771138
2022-01-27T07:08:06+00:00	Reliance Steel &#038; Aluminum Co. (NYSE:RS) Expected to Post Quarterly Sales of $3.87 Billion	neutral	0.6771138
2022-01-27T07:08:06+00:00	Reliance Steel &#038; Aluminum Co. (NYSE:RS) Expected to Post Quarterly Sales of $3.87 Billion	neutral	0.6771138
2022-01-28T20:00:02+00:00	Treasury Considers Alternatives to ID.me Verification Citing Privacy Concerns, Bloomberg News Reports	neutral	0.6490523
2022-01-28T16:08:51+00:00	Reliance Steel &#038; Aluminum Co. (NYSE:RS) Stock Holdings Lifted by Lodge Hill Capital LLC	neutral	0.5550759
2022-01-28T15:08:48+00:00	Reliance Steel & Aluminum (NYSE:RS) Upgraded to Market Perform by Wolfe Research	positive	0.9480722
2022-01-28T15:03:09+00:00	Shimao : Discloseable Transaction - Disposal of Hotel Property	neutral	0.9146087
2022-01-28T14:34:44+00:00	Reliance Steel &#038; Aluminum Co. (NYSE:RS) Shares Sold by Oppenheimer Asset Management Inc.	neutral	0.9426784
2022-01-28T14:33:09+00:00	VOLUNTARY ANNOUNCEMENT: ACQUISITIONS OF EQUITY INTERESTS IN FIVE TARGET COMPANIES	neutral	0.9195366
2022-01-28T12:22:42+00:00	Reliance Steel &#038; Aluminum Co. (NYSE:RS) Shares Acquired by Mitsubishi UFJ Trust &#038; Banking Corp	neutral	0.9161859
2022-01-28T11:43:39+00:00	Maanshan Iron & Steel : ANNOUNCEMENT ON ESTIMATED GROWTH IN PROFIT IN ANNUAL RESULTS OF 2021	neutral	0.9009740
2022-01-28T08:22:17+00:00	Adani Wilmar IPO - A Fortune Of Edible Oil: Reliance Securities	neutral	0.9457279
2022-01-28T06:46:12+00:00	Reliance Communications : Corporate Insolvency Resolution Process	neutral	0.9323025
2022-01-29T18:06:55+00:00	South Africa hails new COVID jab plant in fight for self-reliance	positive	0.7184666
2022-01-29T16:54:52+00:00	Short Interest in Reliance Worldwide Co. Limited (OTCMKTS:RLLWF) Increases By 138.8%	positive	0.9427049
2022-01-29T15:56:49+00:00	Reliance Steel & Aluminum Co. (NYSE:RS) Shares Sold by Empirical Finance LLC	negative	0.9222962
2022-01-29T14:54:42+00:00	Reliance Steel &#038; Aluminum Co. (NYSE:RS) Shares Sold by Vident Investment Advisory LLC	neutral	0.9161948
2022-01-29T11:21:02+00:00	China Minsheng Banking : ANNOUNCEMENT ON THE CHANGES OF REGISTRATION INFORMATION OF BUSINESS LICENSE	neutral	0.9142410
2022-01-29T04:12:45+00:00	Austin’s ton lands Reliance Scheme Shivanandan Madholall Memorial trophy	positive	0.8333245
2022-01-30T19:11:14+00:00	Beyer urges Biden to reduce U.S. reliance on nuclear weapons	positive	0.7300218
2022-01-30T14:32:41+00:00	Brandywine Global Investment Management LLC Reduces Holdings in Reliance Steel & Aluminum Co. (NYSE:RS)	negative	0.9658955
2022-01-30T13:56:44+00:00	Brandywine Global Investment Management LLC Cuts Position in Reliance Steel &#038; Aluminum Co. (NYSE:RS)	negative	0.9151330
2022-01-30T13:56:42+00:00	Reliance Steel &#038; Aluminum Co. (NYSE:RS) Shares Sold by Brandywine Global Investment Management LLC	neutral	0.9253500
2022-01-30T11:44:47+00:00	Assetmark Inc. Has $2.02 Million Position in Reliance Steel &#038; Aluminum Co. (NYSE:RS)	neutral	0.9445513
2022-01-30T09:30:39+00:00	Nine of top 10 most valued cos lose Rs 3 lakh cr in m-cap; RIL top drag	negative	0.9673503
2022-01-30T04:16:15+00:00	Central Essequibo Cricket Committee Invitational 10-10 bowls off today	neutral	0.6506030
2022-01-30T03:31:16+00:00	Ambani’s $75 Billion Plan Aims to Make India a Hydrogen Hub	neutral	0.6657342
2022-01-31T17:02:16+00:00	Amazon-Future case: SC to pronounce verdict on pleas of Future group firms	negative	0.9373227
2022-01-31T16:50:58+00:00	Powdered milk production to discourage reliance on imports: Fakhar Imam	neutral	0.5254086
2022-01-31T15:08:15+00:00	Reliance Brands, Rahul Mishra Form Joint Venture to Boost RTW	positive	0.8896452
2022-01-31T14:00:37+00:00	RELIANCE BRANDS LIMITED AND RAHUL MISHRA: A GAME CHANGING PARTNERSHIP	positive	0.6837848
2022-01-31T13:35:39+00:00	Reliance Brands, designer Rahul Mishra finalise Ready to Wear joint venture	neutral	0.9320679
2022-01-31T12:44:55+00:00	Reliance Steel &#038; Aluminum Co. (NYSE:RS) Shares Sold by Epoch Investment Partners Inc.	neutral	0.9446231
2022-01-31T12:30:16+00:00	Nato chief flags European energy security concerns	neutral	0.5414530
2022-01-31T11:40:20+00:00	Reliance Brands Limited And Rahul Mishra: A Game Changing Partnership	neutral	0.5320867
2022-01-31T11:27:27+00:00	Brexit Britain’s bumper lithium stores could ‘replace oil’ and CUT reliance on Russia	positive	0.6004658
2022-01-31T11:05:01+00:00	Reliance, IT stocks lift Indian shares ahead of federal budget	positive	0.9402503
2022-02-01T23:18:13+00:00	Replacing Animal Agriculture And Shifting To Plant-Based Diet Could Drastically Curb Greenhouse Gas Emissions	neutral	0.8578200
2022-02-01T22:01:02+00:00	Electric Last Mile Solutions Announces Leadership Transition and Financial Update	neutral	0.8958317
2022-02-01T19:00:02+00:00	Phasing out animal agriculture could potentially stabilize greenhouse gas levels for decades, according to new model	neutral	0.6985008
2022-02-01T18:30:00+00:00	You’re being watched: How Big Data is changing our lives	neutral	0.9037165
2022-02-01T18:30:00+00:00	You’re being watched: How Big Data is changing our lives	neutral	0.9037165
2022-02-01T18:30:00+00:00	You’re being watched: How Big Data is changing our lives	neutral	0.9037165
2022-02-01T18:30:00+00:00	You’re being watched: How Big Data is changing our lives	neutral	0.9037165
2022-02-01T18:30:00+00:00	You’re being watched: How Big Data is changing our lives	neutral	0.9037165
2022-02-01T16:56:53+00:00	EU ropes in pension funds to boost post-Brexit clearing capacity	positive	0.8000875
2022-02-01T16:47:59+00:00	EU ropes in pension funds to boost post-Brexit clearing capacity	positive	0.5076385
2022-02-03T22:10:10+00:00	Gary Trades on Leading and Leaving the Ladder Down With Day Trading	neutral	0.8303995
2022-02-03T19:30:42+00:00	Reliance Steel & Aluminum Co. (NYSE:RS) Given Consensus Rating of “Buy” by Analysts	neutral	0.8974490
2022-02-03T19:03:08+00:00	No need for another IMF package with 5-6% GDP growth: Tarin	neutral	0.5951613
2022-02-03T15:11:53+00:00	PLI scheme for solar to help Reliance, Tata, Adani, 16 others to take India closer to 2030 renewable goal	positive	0.8801908
2022-02-03T13:37:15+00:00	Future-Reliance Deal: Supreme Court Reserves Order On NCLT Process	neutral	0.8950427
2022-02-03T12:56:41+00:00	NFJ Investment Group LLC Buys 73,256 Shares of Reliance Steel &#038; Aluminum Co. (NYSE:RS)	neutral	0.9164178
2022-02-03T10:00:43+00:00	Japan must quadruple foreign workers by 2040 to meet growth target – report	positive	0.5644180
2022-02-03T09:21:32+00:00	Lenders to India’s Future Retail call for its assets to be put up for auction	negative	0.7107820
2022-02-03T09:18:19+00:00	Lenders to India’s Future Retail call for its assets to be put up for auction	negative	0.6736425
2022-02-03T06:47:59+00:00	Siemens Gamesa confirms gloomy profit outlook and Q1 loss	negative	0.9428486
2022-02-04T21:16:40+00:00	Reliance Global : Delisting/Failure to Satisfy Listing Rule/Transfer of Listing - Form 8-K	neutral	0.8451878
2022-02-04T16:56:34+00:00	Redbox Entertainment, Bit Digital leads financial gainers; Reliance Global, SilverBox Engaged Merger among major losers	positive	0.7662839
2022-02-04T14:56:18+00:00	Narayana Hrudayalaya : Investor Presentation - Q3, FY2022	neutral	0.9457789
2022-02-04T14:53:23+00:00	Reliance Buys Stake In Silicon Valley Startup Two Platforms	neutral	0.9223406
2022-02-04T13:59:03+00:00	Rahul Gandhi Says Rise of Imports From China to Blame for India’s Worsening Unemployment	positive	0.8835945
2022-02-04T12:46:12+00:00	MANUFACTURING OF DEFENCE EQUIPMENT	neutral	0.8795145
2022-02-04T12:45:38+00:00	Airtel, Vi, Jio, MTNL given permission to conduct 5G trials: Govt	neutral	0.5518496
2022-02-04T11:48:41+00:00	Macquarie Group Ltd. Trims Stake in Reliance Steel & Aluminum Co. (NYSE:RS)	negative	0.9355111
2022-02-04T11:25:36+00:00	Reliance Capital Q3 net loss narrows to Rs 1,759 cr	negative	0.9757270
2022-02-04T11:11:17+00:00	Reliance Capital posts net loss of Rs 1,759 crore in Q3	negative	0.9629565
2022-02-05T16:59:27+00:00	IPL 2022 Auction LIVE Streaming: How to watch Mega Auction LIVE Streaming In your country, India	neutral	0.8655584
2022-02-05T12:36:17+00:00	Budget 2022: Pivot areas with a sight to propel India&#039;s growth	positive	0.8496477
2022-02-05T11:19:17+00:00	Reliance Jio faces service outage in Mumbai	negative	0.9621946
2022-02-05T11:07:02+00:00	Reliance Jio faces service outage in Mumbai since Saturday morning	negative	0.9708636
2022-02-05T09:36:00+00:00	Germany must cut reliance on Russian gas, minister says	negative	0.9671091
2022-02-05T08:16:11+00:00	Several Reliance Jio users in Mumbai unable to make calls, internet services disrupted	negative	0.9621872
2022-02-05T06:33:46+00:00	IndiGo Q3 Review - Rising Yield To Aid Turnaround Story: Reliance Securities	positive	0.8063313
2022-02-06T23:23:54+00:00	Solid Polybutadiene Market Huge Growth Opportunities and Trends to 2026 | ARALNXEO,UBE Industries Ltd,JSR Corporation,Kumho Petrochemical Co. Ltd,Reliance Industries Ltd.,SABIC	neutral	0.8789018
2022-02-06T15:28:01+00:00	Reliance Industries : NCLT Convened Meeting(s) Announcement - Reliance - Gasification Scheme	neutral	0.9234875
2022-02-06T14:14:59+00:00	Micro Venture Capital (VC) Funds Market : MatchStick Ventures, Reach Capital, Fifty Years Industries, LLC, Backstage Capital, Ocean Azul Partners, Reliance Capital Limited, Purpose Captial Impact Fund, Concrete Ventures LLC.	neutral	0.9006069
2022-02-06T11:54:19+00:00	Sintex Industries insolvency in final stages, company receives revised bids	neutral	0.5756739
2022-02-06T11:28:42+00:00	The Manufacturers Life Insurance Company Acquires 3,352 Shares of Reliance Steel &#038; Aluminum Co. (NYSE:RS)	neutral	0.9295580
2022-02-06T09:47:40+00:00	Diagnostics industry seeks correction of inverted duty structure to facilitate import substitution and self-reliance	neutral	0.8827173
2022-02-06T08:10:35+00:00	Eight of top-10 most valued firms added over Rs 1.51 lakh cr to m-cap	negative	0.9403568
2022-02-07T20:17:01+00:00	Running out of gas: Could Russia cause a European energy crisis?	negative	0.9655216
2022-02-07T15:30:39+00:00	Reliance Communications : PARTNER COMMUNICATIONS TO RELEASE FOURTH QUARTER AND ANNUAL RESULTS FOR 2021 ON FEBRUARY 28, 2022	neutral	0.9191173
2022-02-07T14:46:05+00:00	Exclusive-U.S. weighs Chevron request to take Venezuela oil for debt payments -sources	neutral	0.8836051
2022-02-07T14:20:09+00:00	European Reliance General Insurance S A : ANNOUNCEMENT ABOUT COMMENTS ON PRESS	neutral	0.9367577
2022-02-07T13:46:41+00:00	Reliance Steel &#038; Aluminum Co. (NYSE:RS) Shares Purchased by Dimensional Fund Advisors LP	neutral	0.8911914
2022-02-07T11:24:49+00:00	75,342 Shares in Reliance Steel &#038; Aluminum Co. (NYSE:RS) Bought by Natixis	neutral	0.8824834
2022-02-07T11:24:43+00:00	Natixis Makes New Investment in Reliance Steel & Aluminum Co. (NYSE:RS)	neutral	0.9030048
2022-02-07T11:16:13+00:00	Jio offers two days of free calls and data to users, check if you are eligible	negative	0.7383495
2022-02-07T10:18:03+00:00	Zoomlion Heavy Industry Science and Technology : ANNOUNCEMENT IN RELATION TO THE ACQUISITION OF 29.99% EQUITY INTEREST IN SHENZHEN ROADROVER TECHNOLOGY CO., LTD.	neutral	0.9405144
2022-02-07T10:00:51+00:00	Credit Suisse AG Grows Position in Reliance Steel & Aluminum Co. (NYSE:RS)	positive	0.9403097
2022-02-08T15:25:36+00:00	SC rejects Amazon’s request to file fresh written submission	neutral	0.7303119
2022-02-08T15:17:23+00:00	EU proposes €43bn Chips Act to tackle semiconductor shortage	positive	0.8399452
2022-02-08T13:21:04+00:00	Dominica’s CBI Programme is Making Fossil Fuels a Thing of the Past	neutral	0.6868442
2022-02-08T13:19:48+00:00	IPL 2022 Auction LIVE on Mobile, Check How to watch Mega Auction Live Streaming for free in your Laptop and Mobile for free	neutral	0.8684617
2022-02-08T11:39:38+00:00	Innovative chip factories may get 100% aid for funding gap, EU’s Vestager says	positive	0.8754602
2022-02-08T11:19:00+00:00	Innovative chip factories may get 100% state aid, EU’s Vestager says	positive	0.8339401
2022-02-08T11:09:04+00:00	Indian shares snap 3-day losing streak on Reliance, metals boost	positive	0.8718957
2022-02-08T10:54:50+00:00	Hsbc Holdings PLC Sells 3,322 Shares of Reliance Steel & Aluminum Co. (NYSE:RS)	positive	0.8847792
2022-02-08T10:10:41+00:00	Hsbc Holdings PLC Sells 3,322 Shares of Reliance Steel & Aluminum Co. (NYSE:RS)	negative	0.8388801
2022-02-08T10:10:41+00:00	Hsbc Holdings PLC Decreases Stock Position in Reliance Steel & Aluminum Co. (NYSE:RS)	negative	0.9659619
2022-02-09T12:06:42+00:00	Reliance Steel & Aluminum Co. (NYSE:RS) Shares Purchased by HighTower Advisors LLC	positive	0.9284732
2022-02-09T11:55:06+00:00	Circular Chimney Caps Market 2022-2030, By Top Key Company Profiles – Chimney King, Reliance Mfg., Fireplace Essentials, Stromberg, Chimney Cap Design, GLL	neutral	0.8705328
2022-02-09T11:50:31+00:00	Forget Shark Tank India, Here’s How Much Mukesh Ambani Has Invested In Indian Startups	neutral	0.9287278
2022-02-09T11:19:31+00:00	ZTO Express Cayman : Announcement &mdash; Date of Board Meeting - Form 6-K	neutral	0.9172129
2022-02-09T08:39:18+00:00	China Environmental Resources : DATE OF BOARD MEETING	neutral	0.9009678
2022-02-09T08:29:21+00:00	Reliance Communications : RELEASE FOURTH QUARTER AND ANNUAL RESULTS FOR 2021 ON FEBRUARY 28, 2022	neutral	0.9067180
2022-02-09T07:00:42+00:00	Reliance Global Group (NASDAQ:RELI) Trading Down 1.5%	negative	0.9756201
2022-02-09T07:00:41+00:00	Reliance Global Group (NASDAQ:RELI) Shares Down 1.5%	negative	0.9754947
2022-02-09T06:45:54+00:00	FRL-Reliance merger: SC notice to Future group on plea of Amazon	negative	0.8090582
2022-02-09T06:32:20+00:00	FRL-Reliance merger: Supreme Court notice to Future group on plea of Amazon	neutral	0.7941569
2022-02-10T21:39:31+00:00	A Look At The Explosion In The Popularity Of Digital Casinos	neutral	0.9237325
2022-02-10T21:39:00+00:00	Congress Must Pass Defense Spending Bill Quickly, Air Force Association Tells Hill Leaders	neutral	0.8030747
2022-02-10T18:46:33+00:00	UW researchers employ virtual reality technology to reimagine scientific exploration	neutral	0.9136832
2022-02-10T15:15:39+00:00	IPL Mega Auction 2022: Virat Kohli’s Royal Challengers Bangalore to go all out for Harshal Patel, Devdutt Padikkal, and an AB de Villiers clone	negative	0.9388433
2022-02-10T13:57:06+00:00	Reliance Jewels celebrates the season of love with special Valentine collection ‘Floreo’	positive	0.6300266
2022-02-10T12:53:43+00:00	409 AEG Airmen train Nigerien Armed Forces [Image 1 of 5]	positive	0.5821045
2022-02-10T12:15:37+00:00	EU announces plan to reduce reliance on China for microchips	positive	0.7647543
2022-02-10T11:51:16+00:00	Defence Budget 2022: Gearing up India’s domestic military-industrial complex	positive	0.9448556
2022-02-10T11:38:50+00:00	Ensign Peak Advisors Inc Reduces Stock Holdings in Reliance Steel &#038; Aluminum Co. (NYSE:RS)	negative	0.7021736
2022-02-10T11:01:07+00:00	Pacific Basin Shipping : Positive Profit Alert	neutral	0.8886210
2022-02-11T22:05:38+00:00	Allianz launches $235 million bid for Greece’s European Reliance	neutral	0.7499394
2022-02-11T22:04:33+00:00	Allianz launches $235 million bid for Greece’s European Reliance	neutral	0.5843374
2022-02-11T20:49:10+00:00	Allianz : announces share purchase agreements to acquire 72 percent of European Reliance; Launch of a voluntary tender offer for the European Reliance shares outstanding (English only)	positive	0.9127130
2022-02-11T20:49:07+00:00	Allianz : announces share purchase agreements to acquire 72 percent of European Reliance; Launch of a voluntary tender offer for European Reliance shares outstanding	neutral	0.6736712
2022-02-11T19:49:20+00:00	European Reliance General Insurance S A : ANNOUNCEMENT FOR IMPORTANT EVENTS	neutral	0.9395397
2022-02-11T19:49:20+00:00	European Reliance General Insurance S A : Announcement 805/2022 (no English translation available)	neutral	0.9483758
2022-02-11T18:38:13+00:00	Reliance Industries : Presentation for Equity Shareholders and Creditors in relation to the Scheme of Arrangement between Reliance Industries Limited & its shareholders and creditors and Reliance Syngas Limited & its shareholders and creditors	neutral	0.8523414
2022-02-11T15:35:38+00:00	Delhi HC to hear Amazon-Future cases over deal with Reliance on Feb 24	neutral	0.6716963
2022-02-11T12:24:28+00:00	First Aid Kit Packaging Market Analysts Predict Healthy Growth during 2022 – 2028 | Crownhill Packaging, A2B Plastics Ltd., The Durham Manufacturing Company, Reliance Medical, GAGGIONE S.A.S., Fieldtex Products Inc., SYSPAL Ltd	neutral	0.8637197
2022-02-11T12:16:25+00:00	M&M Q3 Review - Near-Term Challenges; Better Traction Ahead: Reliance Securities	positive	0.9448776
2022-02-12T21:10:33+00:00	California Voice: Online gambling measure would hurt Indian tribes	positive	0.5730277
2022-02-12T15:11:57+00:00	India’s Reliance plans to turn syngas into blue hydrogen	neutral	0.4970485
2022-02-12T13:05:33+00:00	Reliance Infrastructure December quarter loss at Rs 107 crore	negative	0.9670741
2022-02-12T13:00:48+00:00	Voya Investment Management LLC Cuts Stock Holdings in Reliance Steel & Aluminum Co. (NYSE:RS)	negative	0.9700021
2022-02-12T12:12:43+00:00	17,212 Shares in Reliance Steel &#038; Aluminum Co. (NYSE:RS) Bought by Zacks Investment Management	neutral	0.9192257
2022-02-12T11:05:41+00:00	Reliance Industries targets to become world&#039;s top blue hydrogen maker	neutral	0.8942056
2022-02-12T09:30:56+00:00	Reliance aims to be world’s largest blue hydrogen maker	neutral	0.9324523
2022-02-12T09:08:46+00:00	India’s Reliance plans to turn syngas into blue hydrogen	neutral	0.7612016
2022-02-12T08:56:43+00:00	India’s Reliance plans to turn syngas into blue hydrogen	neutral	0.7901378
2022-02-12T08:31:06+00:00	Pig culls and fertiliser shortages mean higher prices for British shoppers	negative	0.9630805
2022-02-13T23:16:00+00:00	Declaring ‘Renaisance’ for French Nuclear Industry, French President Promises Up to 14 New Reactors by 2050	neutral	0.6261904
2022-02-13T22:17:00+00:00	Russia Could Hit U.S. Chip Industry, White House Warns	negative	0.9075667
2022-02-13T18:36:02+00:00	‘The way the Savior loved’ — new welfare and self-reliance facility dedicated in Tucson metro	neutral	0.9019971
2022-02-13T15:34:45+00:00	Man Group plc Has $37.19 Million Holdings in Reliance Steel &#038; Aluminum Co. (NYSE:RS)	neutral	0.9467348
2022-02-13T11:32:07+00:00	Shanghai Fosun Pharmaceutical : ADOPTION OF EQUITY INCENTIVE SCHEME BY A SUBSIDIARY (H SHARES)	neutral	0.9387639
2022-02-13T10:05:37+00:00	Nine of top-10 most valued firms lose over Rs 1 lakh cr in m-cap, TCS top loser	negative	0.5725174
2022-02-13T06:25:37+00:00	Nine of top-19 most valued firms lose over Rs 1 lakh cr in m-cap, TCS top loser	negative	0.5272928
2022-02-13T05:20:08+00:00	Reliance Infrastructure registers loss at Rs 107 cr in Oct-Dec quarter	negative	0.9055025
2022-02-14T21:30:44+00:00	$5.17 EPS Expected for Reliance Steel &#038; Aluminum Co. (NYSE:RS) This Quarter	neutral	0.5621266
2022-02-14T19:53:10+00:00	J B Chemicals & Pharmaceuticals : Q3 FY22 Investor Presentation	neutral	0.9465033
2022-02-14T15:53:41+00:00	EFG International : Pain in Ukraine	negative	0.7795762
2022-02-14T13:50:09+00:00	Glance raises $200 mn from Jio; announces partnership with Reliance Retail	positive	0.8377534
2022-02-14T13:41:09+00:00	Jio Platforms invests $200 million in Google-backed Glance	positive	0.7043822
2022-02-14T13:33:07+00:00	Reliance Industries : Jio Platforms to Invest US$200 Million in Glance	negative	0.7260566
2022-02-14T13:25:34+00:00	Glance raises $200mn from Jio Platforms; partners with Reliance Retail	positive	0.8441820
2022-02-14T13:15:45+00:00	Reliance invests $200 million in InMobi’s Glance	neutral	0.9313170
2022-02-14T13:13:34+00:00	Reliance invests $200 million in InMobi’s Glance	neutral	0.8158841
2022-02-14T13:12:36+00:00	Reliance invests $200 mln in InMobi’s Glance	positive	0.6190965
2022-02-15T21:12:02+00:00	First Trust Dynamic Europe Equity Income Fund Issues Notice Regarding February 2022 Distribution	neutral	0.9250513
2022-02-15T21:11:01+00:00	First Trust Energy Infrastructure Fund Issues Notice Regarding February 2022 Distribution	neutral	0.9052618
2022-02-15T16:38:55+00:00	Reliance Global Group Inc (NASDAQ:RELI) Short Interest Update	negative	0.9708554
2022-02-15T14:17:56+00:00	End reliance on fossil fuels for public health, medical professionals say	negative	0.6977459
2022-02-15T13:51:47+00:00	After Glance, InMobi’s Roposo to enter business deal with Reliance Retail	positive	0.8704445
2022-02-15T12:07:30+00:00	Shoucheng : VOLUNTARY ANNOUNCEMENT - SHARE BUY-BACK PROGRAM	neutral	0.9136812
2022-02-15T12:07:30+00:00	Shoucheng : DECLARATION OF SPECIAL DIVIDEND AND CLOSURE OF REGISTER OF MEMBERS	neutral	0.7906951
2022-02-15T12:07:30+00:00	Shoucheng : APPOINTMENT OF VICE CHAIRMAN	neutral	0.9024565
2022-02-15T12:02:04+00:00	New Garmin Boat Switch offers premium digital switching features for more boaters than ever before	positive	0.7543796
2022-02-15T11:16:01+00:00	Worst drought in 30 years threatens Morocco’s harvest	negative	0.9421806

# Thống kê mô tả về biến thang điểm tình cảm trong dữ liệu về tin tức
summary(news$sentiment_score)

##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##  0.3569  0.7598  0.8937  0.8313  0.9309  0.9757

hist(news$sentiment_score)

Qua thống kê mô tả cho thấy, trong giai đoạn nghiên cứu, số điểm từ các từ/ cụm từ xuất hiện trong tin tức thu thập được, được tính ra dựa trên phương pháp đo lường tình cảm theo từ điển tâm lý Harvard. Số điểm thấp nhất ghi nhận được là 0.3569 điểm, số điểm cao nhất là 0.9757 điểm, trung bình số điểm ghi nhận được từ phương pháp trên là 0.8313 điểm.

Tần suất xuất hiện của điểm số cho thấy, đa số các bài viết thể hiện trạng thái đối với nội dung trong bài viết là tích cực, tiêu cực hay cả trung lập ở mức độ từ 0.8- 0.9 điểm. Một số ít bài viết thể hiện thái độ tích cực, tiêu cực hay trung lập thấp hơn rơi vào khoảng 0.4- 0.5 điểm. Điều này cho thấy, tác giả thể hiện rất rõ thái độ của mình trong các bài viết.

1.2.2 Dữ liệu về giá cổ phiếu

• Date: Ngày giao dịch.

• Close: Giá đóng cửa của cổ phiếu.

• Volume: Khối lượng giao dịch trong một phiên.

# Dữ liệu về chỉ số chứng khoán
library(kableExtra)
library(knitr)

X <- read.csv("C:/Users/MSII/Documents/qualitative data/reliance_stock_history (1).csv")
knitr::kable(X, format = "html") %>%
  kable_styling(full_width = TRUE) %>%
  scroll_box(width = "100%", height = "300px")

Date	Close	Volume
10/21/2021	2622.50	9612230
10/22/2021	2627.40	5086641
10/25/2021	2601.80	7934786
10/26/2021	2661.05	4498720
10/27/2021	2627.40	4565815
10/28/2021	2598.60	4562471
10/29/2021	2536.25	6568539
11/1/2021	2537.80	7144150
11/2/2021	2500.80	4874582
11/3/2021	2483.60	5530635
11/4/2021	2498.85	787160
11/8/2021	2501.95	9384733
11/9/2021	2521.70	7236552
11/10/2021	2549.90	4731328
11/11/2021	2554.55	4946305
12/3/2021	2408.25	8871172
12/6/2021	2362.60	4766974
12/7/2021	2381.85	5183409
12/8/2021	2418.10	4034341
12/9/2021	2456.45	6097126
12/10/2021	2458.95	3860176
12/13/2021	2411.45	5952396
12/14/2021	2380.15	5993389
12/15/2021	2373.20	4321697
12/16/2021	2403.90	4504519
12/17/2021	2340.45	9714489
12/23/2021	2365.25	4185594
12/24/2021	2372.80	3639616
12/27/2021	2370.25	1852732
12/28/2021	2398.40	2933055
12/29/2021	2402.50	7117041
12/30/2021	2359.10	13536180
12/31/2021	2368.15	4373768
1/19/2022	2521.60	4500486
1/20/2022	2477.45	7611477
1/21/2022	2477.85	6155759
1/24/2022	2377.90	10090314
1/25/2022	2373.25	11311456
1/27/2022	2338.10	9238200
1/28/2022	2335.85	6769154
1/31/2022	2386.60	5602820
2/1/2022	2378.70	6088821
2/3/2022	2352.75	4415710
2/4/2022	2331.30	5104761
2/7/2022	2317.10	4943289
2/8/2022	2356.05	5564589
2/9/2022	2383.50	5298451
2/10/2022	2381.05	5746696
2/11/2022	2376.40	7357863
2/14/2022	2338.55	4944759
2/15/2022	2417.95	5173323

# Mô tả về dữ liệu
str(X)

## 'data.frame':    51 obs. of  3 variables:
##  $ Date  : chr  "10/21/2021" "10/22/2021" "10/25/2021" "10/26/2021" ...
##  $ Close : num  2622 2627 2602 2661 2627 ...
##  $ Volume: int  9612230 5086641 7934786 4498720 4565815 4562471 6568539 7144150 4874582 5530635 ...

#Đồ thị đường của giá đóng cửa của cổ phiếu X
date <- as.Date(X$Date, format = "%m/%d/%Y")
close <- X$Close
library(ggplot2)
ggplot(X) +
  geom_line(aes(x = date, y = close, color = "Close")) +
    labs(x = "date", y = "close", title = "Close Price Over Time", color = "Close") +
  scale_color_manual(values = c("Close" = "blue"))

Đồ thị cho thấy giá cổ phiếu X có nhiều biến động trong quá khứ. Giai đoạn tháng 10/2021 giá cổ phiếu X khá cao sau đó giảm về lại ngưỡng 2500USD. Sau một giai đoạn ngắn phục hồi nhẹ, giá lại giảm sâu về ngưỡng 2300- 2400USD vào tháng 12. Vào giai đoạn cuối tháng 1, đầu tháng 2/ 2022 cổ phiếu X gặp cú sốc giá tăng mạnh đến ngưỡng hơn 2500USD rồi lại giảm sâu đột ngột về dưới 2350USD và dao động xung quanh từ ngưỡng này đến 2400USD cho đến tháng 2.

#Thống kê mô tả biến giá đóng cửa cổ phiếu X
library(fBasics)
basicStats(X$Close)

##                X..X.Close
## nobs            51.000000
## NAs              0.000000
## Minimum       2317.100098
## Maximum       2661.050049
## 1. Quartile   2371.525024
## 3. Quartile   2501.375000
## Mean          2438.782361
## Median        2402.500000
## Sum         124377.900392
## SE Mean         13.096297
## LCL Mean      2412.477675
## UCL Mean      2465.087046
## Variance      8747.162157
## Stdev           93.526265
## Skewness         0.789011
## Kurtosis        -0.615469

Qua thống kê mô tả ta có thể thấy, trong giai đoạn nghiên cứu, giá đóng cửa thấp nhất từng xuất hiện của cổ phiếu X là 2317(USD), giá cao nhất là 2661(USD), trung bình giá cổ phiếu X là 2439(USD).

#Đồ thị đường của khối lượng giao dịch cổ phiếu X
date <- as.Date(X$Date, format = "%m/%d/%Y")
volume <- X$Volume
library(ggplot2)
ggplot(X) +
    geom_line(aes(x = date, y = volume, color = "Volume")) +
    labs(x = "date", y = "Volume", title = "Volume Of X Over Time", color = "Volume") +
  scale_color_manual(values = c("Volume" = "yellow"))

Đồ thị cho thấy khối lượng giao dịch của cổ phiếu X không ổn định, cổ phiếu có khối lượng giao dịch khá biến động qua thời gian. Khối lượng cổ phiếu giảm sâu sau đó lại tăng mạnh đột ngột vào đầu 11/ 2021. Khối lượng tiếp tục biến động với biên độ dao động rộng, biến động mạnh tiếp theo là cuối tháng 12/2021, đầu tháng 1/2022 và đầu tháng 2/2022.

#Thống kê mô tả biến khối lượng giao dịch trong một phiên của cổ phiếu X
library(fBasics)
basicStats(X$Volume)

##                      X..X.Volume
## nobs                   51.000000
## NAs                     0.000000
## Minimum            787160.000000
## Maximum          13536180.000000
## 1. Quartile       4533495.000000
## 3. Quartile       7130595.500000
## Mean              5967063.705882
## Median            5298451.000000
## Sum             304320249.000000
## SE Mean            327622.061195
## LCL Mean          5309015.429544
## UCL Mean          6625111.982221
## Variance    5474146964070.731445
## Stdev             2339689.501637
## Skewness                0.869624
## Kurtosis                1.143624

Qua thống kê mô tả ta có thể thấy, trong giai đoạn nghiên cứu, phiên giao dịch có khối lượng giao dịch thấp nhất đạt 787160 cổ phiếu, cao nhất có khối lượng 13536180 cổ phiếu, trung bình cổ phiếu có khối lương giao dịch là 5967064 cổ phiếu.

Note that the echo = FALSE parameter was added to the code chunk to prevent printing of the R code that generated the plot.