Statistical Modeling XI a - Recency Mapping, Logarithmic Transformation and Adjusted Min-Max Normalization on Outcome Data, Reversal Function and Proof of Injectivity, Customer-Level, Project-Level, and Customer/Project Grouped-Level Covariate Data
Zhongming Jiang
2023-10-10
knitr::opts_chunk$set(echo = TRUE)1 Package Invoking
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, unionlibrary(tidyr)
library(zoo)##
## Attaching package: 'zoo'## The following objects are masked from 'package:base':
##
## as.Date, as.Date.numericlibrary(data.table)##
## Attaching package: 'data.table'## The following objects are masked from 'package:dplyr':
##
## between, first, lastlibrary(ggplot2)
library(gridExtra)##
## Attaching package: 'gridExtra'## The following object is masked from 'package:dplyr':
##
## combinelibrary(rlang) ##
## Attaching package: 'rlang'## The following object is masked from 'package:data.table':
##
## :=library(lubridate)##
## Attaching package: 'lubridate'## The following objects are masked from 'package:data.table':
##
## hour, isoweek, mday, minute, month, quarter, second, wday, week,
## yday, year## The following objects are masked from 'package:base':
##
## date, intersect, setdiff, union2 Data Loading
TSCS_Y_filter <- read.csv("/Users/apple/Quantitative\ Marketing\ Research/Statistical\ Modeling\ IX/Statistical\ Modeling\ IX\ Data/TSCS_Y_filter.csv")
hypo_synth_trt <- read.csv("/Users/apple/Quantitative\ Marketing\ Research/Statistical\ Modeling\ X/Statistical\ Modeling\ X\ Data/hypo_synth_trt.csv")
df_users_thru_jan23 <- read.csv("/Users/apple/Quantitative\ Marketing\ Research/Reconciliation\ Analysis\ I/Converted\ Raw\ Data/df_users_thru_jan23.csv")
df_projects <- read.csv("/Users/apple/Quantitative\ Marketing\ Research/Reconciliation\ Analysis\ I/Converted\ Raw\ Data/df_projects.csv")
TSCS_Y_filter <- TSCS_Y_filter[, c(1:9, 15:16)]
hypo_synth_trt <- hypo_synth_trt[, c(1:9, 15:16)]3 Feature Scaling
3.1 Defining
map_to_biweek
R_col <- grep("^R_", names(TSCS_Y_filter), value = TRUE)
F_col <- grep("^F_", names(TSCS_Y_filter), value = TRUE)
M_col <- grep("^M_", names(TSCS_Y_filter), value = TRUE)
map_to_biweek <- function(value) {
if (value == 999) {
return(0)
}
else {
biweek_index <- (760 - value) %/% 14 + 1
return(pmin(biweek_index, 55))
}
}3.2 Mapping Recency From Descending Dates Into Ascending Biweek Indexes
for (col in R_col) {
hypo_synth_trt[[col]] <- sapply(hypo_synth_trt[[col]], map_to_biweek)
}
for (col in R_col) {
TSCS_Y_filter[[col]] <- sapply(TSCS_Y_filter[[col]], map_to_biweek)
}4 Descriptive Statistics
col_stats <- function(df, col_names) {
stats_df <- data.frame(Column = character(), Min = numeric(), Max = numeric(),
Mean = numeric(), Median = numeric(),
Q1 = numeric(), Q3 = numeric(), stringsAsFactors = FALSE)
for (col in col_names) {
min_val <- min(df[[col]], na.rm = TRUE)
max_val <- max(df[[col]], na.rm = TRUE)
mean_val <- mean(df[[col]], na.rm = TRUE)
median_val <- median(df[[col]], na.rm = TRUE)
q1_val <- quantile(df[[col]], 0.25, na.rm = TRUE)
q3_val <- quantile(df[[col]], 0.75, na.rm = TRUE)
stats_df <- rbind(stats_df, data.frame(Column = col,
Min = min_val, Max = max_val,
Mean = mean_val, Median = median_val,
Q1 = q1_val, Q3 = q3_val))
}
return(stats_df)
}4.1 Descriptive
Statistics for TSCS_Y_filter
col_stats(TSCS_Y_filter, R_col)## Column Min Max Mean Median Q1 Q3
## 25% R_trans 1 55 34.01584 37 22 49
## 25%1 R_redem 0 55 37.94933 42 27 52col_stats(TSCS_Y_filter, F_col)## Column Min Max Mean Median Q1 Q3
## 25% F_trans 0 39 1.643568 1 1 2
## 25%1 F_redem 0 377 3.876744 2 1 4col_stats(TSCS_Y_filter, M_col)## Column Min Max Mean Median Q1 Q3
## 25% M_trans 0 39800.00 651.9924 330.00 132.18 675.00
## 25%1 M_redem 0 37713.64 456.4384 221.54 95.63 468.754.2 Descriptive
Statistics for hypo_synth_trt
col_stats(hypo_synth_trt, R_col)## Column Min Max Mean Median Q1 Q3
## 25% R_trans 1 55 27.02661 25 9 42
## 25%1 R_redem 0 55 25.67110 24 11 40col_stats(hypo_synth_trt, F_col)## Column Min Max Mean Median Q1 Q3
## 25% F_trans 0 26 2.334062 1 1 3
## 25%1 F_redem 0 366 18.624230 8 3 23col_stats(hypo_synth_trt, M_col)## Column Min Max Mean Median Q1 Q3
## 25% M_trans 0 22150.0 975.3215 350.0 100.0 1025.00
## 25%1 M_redem 0 23508.9 903.9702 408.1 166.1 921.964.3 Visualizations in
Python: Histograms and Q-Q Plots for hypo_synth_trt
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns
import scipy.stats as stats
hypo_synth_trt = pd.read_csv(os.path.join(
'/Users', 'apple', 'Quantitative Marketing Research', 'Statistical Modeling X', 'Statistical Modeling X Data', 'hypo_synth_trt.csv'
))
F_columns = [col for col in hypo_synth_trt.columns if col.startswith('F_')]
M_columns = [col for col in hypo_synth_trt.columns if col.startswith('M_')]
R_columns = [col for col in hypo_synth_trt.columns if col.startswith('R_')]
def plot_columns(hypo_synth_trt, columns, title_prefix):
for col in columns:
fig, axs = plt.subplots(1, 2, figsize=(14, 5))
sns.histplot(hypo_synth_trt[col], bins=30, kde=False, ax=axs[0])
axs[0].set_title(f'{title_prefix} {col} - Histogram')
stats.probplot(hypo_synth_trt[col], plot=axs[1])
axs[1].set_title(f'{title_prefix} {col} - Q-Q Plot')
plt.tight_layout()
plt.show()
plot_columns(hypo_synth_trt, F_columns, 'F_')
plot_columns(hypo_synth_trt, M_columns, 'M_')
plot_columns(hypo_synth_trt, R_columns, 'R_')
Based on the histograms and Q-Q plots, we find out that
F_columns (F_trans,
F_redem): These variables exhibit right-skewness, as
evidenced by the long right tails in their histograms and the deviations
from the line in their Q-Q plots.
M_columns (M_trans,
M_redem): These variables also show strong right-skewness,
similar to the F_columns.
R_columns (R_trans,
R_redem): These variables appear to be somehow equally
distributed, especially when compared to the F_ and
M_ columns. The Q-Q plots also suggest a somehow closer fit
to a normal distribution.
5 Transformation and Normalization
For F_ and M_ columns: Given their
skewness, we may consider transformations like square
root (\(\sqrt{x}\)) and
logarithm (\(\log{(x+1)}\)) (or
Box-Cox) to make the data look more normally
distributed. After the transformation, we may also apply the Min-Max
normalization or Z-score standardization.
For R_ columns: Since these are distributed
continuously, we don’t need to transform them. Min-Max normalization or
Z-score standardization would be suitable without any
transformations.
5.1 Logarithm Transformation
For a detailed look-up, we will compare the original, under
square root transformation (\(\sqrt{x}\)), and under logarithm
transformation (\(\log{(x+1)}\)) on histograms of
F_col, M_col, and R_col.
gg_transf <- function(df, col_name) {
base_theme <- theme_minimal() +
theme(
plot.title = element_text(hjust = 0.5, size = 14, face = "bold"),
axis.title.x = element_text(size = 12),
axis.title.y = element_text(size = 12),
axis.text = element_text(size = 10)
)
p1 <- ggplot(df, aes_string(x = col_name)) +
geom_histogram(fill = "skyblue", alpha = 0.7, color = "blue") +
labs(title = paste("Original ", col_name),
x = col_name,
y = "Frequency") +
base_theme
p2 <- ggplot(df, aes(x = sqrt(df[[col_name]]))) +
geom_histogram(fill = "yellow", alpha = 0.7, color = "orange") +
labs(title = paste("Sqrt Transformed ", col_name),
x = paste("sqrt(", col_name, ")", sep = ""),
y = "Frequency") +
base_theme
p3 <- ggplot(df, aes(x = log(df[[col_name]] + 1))) +
geom_histogram(fill = "lightpink", alpha = 0.7, color = "red") +
labs(title = paste("Log Transformed ", col_name),
x = paste("log(", col_name, " + 1)", sep = ""),
y = "Frequency") +
base_theme
return(list(p1, p2, p3))
}F_plots <- lapply(F_col, function(col) gg_transf(TSCS_Y_filter, col))## Warning: `aes_string()` was deprecated in ggplot2 3.0.0.
## ℹ Please use tidy evaluation idioms with `aes()`.
## ℹ See also `vignette("ggplot2-in-packages")` for more information.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.M_plots <- lapply(M_col, function(col) gg_transf(TSCS_Y_filter, col))
R_plots <- lapply(R_col, function(col) gg_transf(TSCS_Y_filter, col))
all_plots <- do.call(c, c(F_plots, M_plots, R_plots))
do.call(grid.arrange, c(all_plots, ncol = 3))## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.## Warning: Use of `df[[col_name]]` is discouraged.
## ℹ Use `.data[[col_name]]` instead.## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.## Warning: Use of `df[[col_name]]` is discouraged.
## ℹ Use `.data[[col_name]]` instead.## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.## Warning: Use of `df[[col_name]]` is discouraged.
## ℹ Use `.data[[col_name]]` instead.## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.## Warning: Use of `df[[col_name]]` is discouraged.
## ℹ Use `.data[[col_name]]` instead.## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.## Warning: Use of `df[[col_name]]` is discouraged.
## ℹ Use `.data[[col_name]]` instead.## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.## Warning: Use of `df[[col_name]]` is discouraged.
## ℹ Use `.data[[col_name]]` instead.## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.## Warning: Use of `df[[col_name]]` is discouraged.
## ℹ Use `.data[[col_name]]` instead.## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.## Warning: Use of `df[[col_name]]` is discouraged.
## ℹ Use `.data[[col_name]]` instead.## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.## Warning: Use of `df[[col_name]]` is discouraged.
## ℹ Use `.data[[col_name]]` instead.## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.## Warning: Use of `df[[col_name]]` is discouraged.
## ℹ Use `.data[[col_name]]` instead.## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.## Warning: Use of `df[[col_name]]` is discouraged.
## ℹ Use `.data[[col_name]]` instead.## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.## Warning: Use of `df[[col_name]]` is discouraged.
## ℹ Use `.data[[col_name]]` instead.## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
The log transformation seems to work better in
making the distribution of each variable more symmetric. It appears to
be particularly effective for the F and M
variables. We will take log transformation for every
outcome variable.
log_transf <- function(x) {
return(log(x + 1))
}hypo_synth_trt_tf <- hypo_synth_trt
hypo_synth_trt_tf[F_col] <- lapply(hypo_synth_trt[F_col], log_transf)
hypo_synth_trt_tf[M_col] <- lapply(hypo_synth_trt[M_col], log_transf)
hypo_synth_trt_tf[R_col] <- lapply(hypo_synth_trt[R_col], log_transf)TSCS_Y_filter_tf <- TSCS_Y_filter
TSCS_Y_filter_tf[F_col] <- lapply(TSCS_Y_filter[F_col], log_transf)
TSCS_Y_filter_tf[M_col] <- lapply(TSCS_Y_filter[M_col], log_transf)
TSCS_Y_filter_tf[R_col] <- lapply(TSCS_Y_filter[R_col], log_transf)5.2 Adjusted Min-Max Normalization
Some normalization typically applied after logarithmic transformation includes:
Z-score standardization: \(\hat X = \frac{X-\mu}{\sigma}\)
Min-Max normalization: \(\hat X = \frac{X-X_{\min}}{X_{\max}-X_{\min}}\)
Max absolute scaling: \(\hat X = \frac{X}{|X_{\max}|}\)
Robust scaling: \(\hat X = \frac{X-X_{median}}{IQR}\)
I hate negative values since they will be less intuitive, so that excludes the use of (1) and (4). Since all data is taken under log transformation before I go to the normalization stage, the use of (3) will not yield negative values. The ranges of (2) and (3) will be \([0, 1]\), so either one will work. However, since Min-Max normalization is more common used, we will go with this one. I will follow an adjusted Min-Max normalization to widen the range from \([0, 1]\) to \([0, 10]\):
\[\hat{X} = \frac{10(X-X_{\min})}{X_{\max}-X_{\min}}\]
adjusted_minmax <- function(x) {
min_val <- min(x)
max_val <- max(x)
return(10 * ((x - min_val) / (max_val - min_val)))
}hypo_synth_trt_tf[F_col] <- lapply(hypo_synth_trt_tf[F_col], adjusted_minmax)
hypo_synth_trt_tf[M_col] <- lapply(hypo_synth_trt_tf[M_col], adjusted_minmax)
hypo_synth_trt_tf[R_col] <- lapply(hypo_synth_trt_tf[R_col], adjusted_minmax)TSCS_Y_filter_tf[F_col] <- lapply(TSCS_Y_filter_tf[F_col], adjusted_minmax)
TSCS_Y_filter_tf[M_col] <- lapply(TSCS_Y_filter_tf[M_col], adjusted_minmax)
TSCS_Y_filter_tf[R_col] <- lapply(TSCS_Y_filter_tf[R_col], adjusted_minmax)6 Reversal
6.1 Reverse Adjusted Min-Max Normalization
We can first reverse the adjusted Min-Max normalization by:
\(X = \left(\frac{\hat X}{10}\right)\cdot (X_{\max} - X_{\min}) + X_{\min}\)
6.2 Reverse Log Transformation
To reverse the log transformation, we can exponentiate to get the original value back:
\(X = e^{\hat X} - 1\)
6.3 Injectivity
Altogether, the final expression for reversal will be
\(X = \exp\left\{\left(\frac{\hat X}{10}\right)\cdot (X_{\max} - X_{\min}) + X_{\min}\right\} - 1\).
To rigorously prove that the transformation is reversible, we need to show that the function is injective (one-to-one) and surjective (onto). In this case, we will focus on proving that the function is injective.
Recall the definition of Injective (One-to-One): A function \(f: A \to B\) is said to be injective if for every \(a, a' \in A\), \(f(a) = f(a')\) implies \(a = a'\).
6.3.1 Proof of Injectivity
6.3.1.1 Step 1: Assume \(\hat{X}_1\) and \(\hat{X}_2\) map to the same \(X\)
Let’s first assume we have 2 different normalized and log-transformed values \(\hat{X}_1\) and \(\hat{X}_2\) that map to the same original value \(X\) under the reverse transformation. That is,
\[ X = \exp\left\{\left(\frac{\hat{X}_1}{10}\right)\cdot (X_{\max} - X_{\min}) + X_{\min}\right\} - 1, \] \[ X = \exp\left\{\left(\frac{\hat{X}_2}{10}\right)\cdot (X_{\max} - X_{\min}) + X_{\min}\right\} - 1. \]
6.3.1.2 Step 2: Equate and simplify the two expressions for \(X\)
\[ \exp\left\{\left(\frac{\hat{X}_1}{10}\right)\cdot (X_{\max} - X_{\min}) + X_{\min}\right\} - 1 = \exp\left\{\left(\frac{\hat{X}_2}{10}\right)\cdot (X_{\max} - X_{\min}) + X_{\min}\right\} - 1. \]
Simplifying, we get
\[ \exp\left\{\left(\frac{\hat{X}_1}{10}\right)\cdot (X_{\max} - X_{\min}) + X_{\min}\right\} = \exp\left\{\left(\frac{\hat{X}_2}{10}\right)\cdot (X_{\max} - X_{\min}) + X_{\min}\right\}. \]
Clearly, the exponential function is always injective as every strictly increasing function is injective. Hence, we can conclude that
\[ \left(\frac{\hat{X}_1}{10}\right)\cdot (X_{\max} - X_{\min}) + X_{\min} = \left(\frac{\hat{X}_2}{10}\right)\cdot (X_{\max} - X_{\min}) + X_{\min} \]
6.3.1.3 Step 3: Solve for \(\hat{X}_1\) and \(\hat{X}_2\)
Further simplifying, we obtain that
\[ \frac{\hat{X}_1}{10} = \frac{\hat{X}_2}{10} \] \[ \hat{X}_1 = \hat{X}_2. \]
Since we assumed that \(\hat{X}_1\) and \(\hat{X}_2\) are different but found that they must be the same, it raises a contradiction. Therefore, our original assumption that two different \(\hat{X}\) values could map to the same \(X\) must be FALSE.
6.3.2 Conclusion
The function is injective (one-to-one), meaning that each \(\hat{X}\) maps to a unique \(X\) under the reverse transformation. Therefore, the function is reversible.
6.4 Recovery Function
For code implement, I fail to successfully recover the transformed
data back to its original form. It seems numpy works
extremely better here due to numerical stability. In R, I cannot set the
tolerance for some reasons. You can take a look at the recovery
algorithm and recovery check function in Statistical Modeling XI
b - Logarithmic Transformation, Adjusted Min-Max Normalization, and
Reversal Functions.
7 Customer-Level Covariate Data
7.1 Mutation of
Customer-Level Account Creating Time T_acct
X_t <- df_users_thru_jan23[, c(1:2, 5)]
X_t$account_created_at <- as.Date(X_t$account_created_at, format = "%Y-%m-%d %H:%M:%S")
X_t <- mutate(X_t, account_created_at = as.Date(account_created_at),
days_since_ref = as.numeric(difftime(account_created_at, as.Date("2021-01-01"), units = "days")),
T_acct = floor(days_since_ref / 14) + 1)
X_u <- X_t[, c(1, 5, 3)]7.2 Mutation of
Customer-Level App Platform user_app_ with One-Hot
Encoding
X_u <- mutate(X_u, user_app_platform = replace_na(user_app_platform, "other"))
X_u$user_app_platform <- as.factor(X_u$user_app_platform)
colnames(X_u)[3] <- "user_app_"
X_app_onehot <- as.data.frame(model.matrix(~ user_app_ - 1, data = X_u))
X_U <- cbind(X_u[, c("user_id", "T_acct")], X_app_onehot)8 Project-Level Covariate Data
Codes for this part are written in Statistical Modeling XI c - Project-Level Covariate Data by One-Hot Encoding and Customer/Project Grouped-Level Covariate Data by BERT/Electra.
X_p <- read.csv("/Users/apple/Quantitative\ Marketing\ Research/Statistical\ Modeling\ XI/Statistical\ Modeling\ XI\ Data/X_p.csv")8.1 Incorporation of Broader Project IDs
Notice that X_p is project location specific (by
proj_loc_id), not project specific (by
proj_id). Hence, we will need to incorporate that part by
one of our original data df_projects.
proj_ID1 <- df_projects[, c(1, 3)]
colnames(proj_ID1) <- c("proj_id", "proj_loc_id")
X_p <- left_join(X_p, proj_ID1, by = "proj_loc_id")
X_P <- X_p[, c(181, 1:180)]9 Customer/Project Grouped-Level Covariate Data [Part 1, Part 2]
Codes for this part are also written in Statistical Modeling XI c - Project-Level Covariate Data by One-Hot Encoding and Customer/Project Grouped-Level Covariate Data by BERT/Electra.
X_up1 <- read.csv("/Users/apple/Quantitative\ Marketing\ Research/Statistical\ Modeling\ XI/Statistical\ Modeling\ XI\ Data/X_up1.csv")
X_up2 <- read.csv("/Users/apple/Quantitative\ Marketing\ Research/Statistical\ Modeling\ XI/Statistical\ Modeling\ XI\ Data/X_up2.csv")10 Separate Overview
10.1 Y
Outcome Data After Log Transformation and Adjusted Min-Max
Normalization
Y_tf <- TSCS_Y_filter_tf
colnames(Y_tf)[10:11] <- c("user_id", "proj_id")
hypoY_tf <- hypo_synth_trt_tf
colnames(hypoY_tf)[10:11] <- c("user_id", "proj_id")10.1.1 Entire Data Excluding One-And-Gone Customers
dim(Y_tf)## [1] 1229085 11head(Y_tf)## id T D F_trans M_trans R_trans F_redem M_redem R_redem user_id proj_id
## 1 4 1 0 0 0 9.89086 1.167918 4.020763 8.902375 30615 44
## 2 4 2 0 0 0 9.89086 1.167918 4.020763 8.902375 30615 44
## 3 4 3 0 0 0 9.89086 1.167918 4.020763 8.902375 30615 44
## 4 4 4 0 0 0 9.89086 1.167918 4.020763 8.902375 30615 44
## 5 4 5 0 0 0 9.89086 1.167918 4.020763 8.902375 30615 44
## 6 4 6 0 0 0 9.89086 1.167918 4.020763 8.902375 30615 4410.1.2 Hypothetical Fragments
dim(hypoY_tf)## [1] 5035 11head(hypoY_tf)## id T D F_trans M_trans R_trans F_redem M_redem R_redem user_id
## 1 2779 1 0 2.103099 5.857484 1.216807 0.000000 0.000000 9.955237 30
## 2 2779 2 0 2.103099 5.857484 1.216807 0.000000 0.000000 9.955237 30
## 3 2779 3 0 2.103099 5.857484 1.216807 0.000000 0.000000 9.955237 30
## 4 2779 4 0 2.103099 5.857484 1.216807 0.000000 0.000000 9.955237 30
## 5 2779 5 0 2.103099 5.857484 1.216807 1.173759 2.408221 5.165863 30
## 6 2779 6 0 2.103099 5.857484 1.216807 2.347518 4.399994 5.458466 30
## proj_id
## 1 10
## 2 10
## 3 10
## 4 10
## 5 10
## 6 1010.2 X_U
Customer-Level Covariate Data
X_U$user_id <- as.integer(X_U$user_id)dim(X_U)## [1] 196119 5head(X_U)## user_id T_acct user_app_android user_app_ios user_app_other
## 1 1 -168 0 1 0
## 2 21 -162 0 1 0
## 3 22 -162 0 1 0
## 4 23 -162 0 1 0
## 5 24 -162 0 0 1
## 6 25 -162 0 0 110.3 X_P
Project-Level Covariate Data
dim(X_P)## [1] 899 181head(X_P)## proj_id proj_loc proj_loc_id is_featured longitude
## 1 719 Ensemble 3338 0 -77.09725
## 2 771 Hopmonk Tavern - Sebastopol 4908 1 -122.82269
## 3 694 138° by Matt Meyer 2641 1 -115.05004
## 4 763 1799 Prime 4862 1 -77.04449
## 5 317 40 North 2681 0 -97.75171
## 6 753 A | Mano 4834 1 -122.42403
## latitude rating review_num price_level yelp_tag_Acne.Treatment
## 1 38.98973 4.0 51 2.183682 0
## 2 38.40114 3.5 825 2.000000 0
## 3 36.02254 4.5 1158 3.000000 0
## 4 38.80421 4.0 255 3.000000 0
## 5 30.27497 4.5 283 2.000000 0
## 6 37.77690 4.0 1575 2.000000 0
## yelp_tag_Afghan yelp_tag_Airport.Shuttles yelp_tag_Airport.Terminals
## 1 0 0 0
## 2 0 0 0
## 3 0 0 0
## 4 0 0 0
## 5 0 0 0
## 6 0 0 0
## yelp_tag_American..New. yelp_tag_American..Traditional. yelp_tag_Arabic
## 1 0 0 0
## 2 1 0 0
## 3 1 0 0
## 4 0 0 0
## 5 0 0 0
## 6 0 0 0
## yelp_tag_Argentine yelp_tag_Art.Museums yelp_tag_Asian.Fusion
## 1 0 0 0
## 2 0 0 0
## 3 0 0 0
## 4 0 0 0
## 5 0 0 0
## 6 0 0 0
## yelp_tag_Australian yelp_tag_Bagels yelp_tag_Bakeries yelp_tag_Bangladeshi
## 1 0 0 0 0
## 2 0 0 0 0
## 3 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## yelp_tag_Barbeque yelp_tag_Bars yelp_tag_Basque yelp_tag_Beer
## 1 1 0 0 0
## 2 0 0 0 0
## 3 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## yelp_tag_Beer.Bar yelp_tag_Beer.Gardens yelp_tag_Belgian yelp_tag_Bikes
## 1 0 0 0 0
## 2 0 0 0 0
## 3 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## yelp_tag_Brasseries yelp_tag_Breakfast...Brunch yelp_tag_Breweries
## 1 0 0 0
## 2 0 0 0
## 3 0 1 0
## 4 0 0 0
## 5 0 0 0
## 6 0 0 0
## yelp_tag_Brewpubs yelp_tag_British yelp_tag_Bubble.Tea yelp_tag_Burgers
## 1 0 0 0 0
## 2 0 0 0 0
## 3 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## yelp_tag_Butcher yelp_tag_CSA yelp_tag_Cafes yelp_tag_Cajun.Creole
## 1 0 0 0 0
## 2 0 0 0 0
## 3 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## yelp_tag_Cambodian yelp_tag_Cannabis.Clinics yelp_tag_Cannabis.Dispensaries
## 1 0 0 0
## 2 0 0 0
## 3 0 0 0
## 4 0 0 0
## 5 0 0 0
## 6 0 0 0
## yelp_tag_Cantonese yelp_tag_Caribbean yelp_tag_Caterers
## 1 0 0 0
## 2 0 0 0
## 3 0 0 0
## 4 0 0 0
## 5 0 0 0
## 6 0 0 0
## yelp_tag_Champagne.Bars yelp_tag_Cheesesteaks yelp_tag_Chicken.Shop
## 1 0 0 1
## 2 0 0 0
## 3 0 0 0
## 4 0 0 0
## 5 0 0 0
## 6 0 0 0
## yelp_tag_Chicken.Wings yelp_tag_Chinese yelp_tag_Chocolatiers...Shops
## 1 0 0 0
## 2 0 0 0
## 3 0 0 0
## 4 0 0 0
## 5 0 0 0
## 6 0 0 0
## yelp_tag_Cideries yelp_tag_Cocktail.Bars yelp_tag_Coffee...Tea
## 1 0 0 0
## 2 0 0 0
## 3 0 0 0
## 4 0 0 0
## 5 0 0 0
## 6 0 1 0
## yelp_tag_Coffee.Roasteries yelp_tag_Colleges...Universities
## 1 0 0
## 2 0 0
## 3 0 0
## 4 0 0
## 5 0 0
## 6 0 0
## yelp_tag_Colombian yelp_tag_Comfort.Food yelp_tag_Comic.Books
## 1 0 0 0
## 2 0 0 0
## 3 0 0 0
## 4 0 0 0
## 5 0 0 0
## 6 0 0 0
## yelp_tag_Cooking.Schools yelp_tag_Cosmetic.Dentists yelp_tag_Cuban
## 1 0 0 0
## 2 0 0 0
## 3 0 0 0
## 4 0 0 0
## 5 0 0 0
## 6 0 0 0
## yelp_tag_Dance.Clubs yelp_tag_Delis yelp_tag_Desserts yelp_tag_Dim.Sum
## 1 0 0 0 0
## 2 0 0 0 0
## 3 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## yelp_tag_Diners yelp_tag_Donuts yelp_tag_Empanadas yelp_tag_Ethiopian
## 1 0 0 0 0
## 2 0 0 0 0
## 3 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## yelp_tag_Falafel yelp_tag_Fast.Food yelp_tag_Floral.Designers
## 1 0 0 0
## 2 0 0 0
## 3 0 0 0
## 4 0 0 0
## 5 0 0 0
## 6 0 0 0
## yelp_tag_Florists yelp_tag_Food.Court yelp_tag_Food.Delivery.Services
## 1 0 0 0
## 2 0 0 0
## 3 0 0 0
## 4 0 0 0
## 5 0 0 0
## 6 0 0 0
## yelp_tag_Food.Stands yelp_tag_Food.Trucks yelp_tag_French
## 1 0 0 0
## 2 0 0 0
## 3 0 0 0
## 4 0 0 0
## 5 0 0 0
## 6 0 0 0
## yelp_tag_Furniture.Stores yelp_tag_Gastropubs yelp_tag_General.Dentistry
## 1 0 0 0
## 2 0 0 0
## 3 0 0 0
## 4 0 0 0
## 5 0 0 0
## 6 0 0 0
## yelp_tag_German yelp_tag_Gift.Shops yelp_tag_Gluten.Free yelp_tag_Greek
## 1 0 0 0 0
## 2 0 0 0 0
## 3 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## yelp_tag_Grocery yelp_tag_Halal yelp_tag_Health.Markets yelp_tag_Home.Decor
## 1 0 0 0 0
## 2 0 0 0 0
## 3 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## yelp_tag_Hookah.Bars yelp_tag_Hospitals yelp_tag_Hot.Dogs yelp_tag_Hotels
## 1 0 0 0 0
## 2 0 0 0 0
## 3 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## yelp_tag_Ice.Cream...Frozen.Yogurt yelp_tag_Indian yelp_tag_Italian
## 1 0 0 0
## 2 0 0 0
## 3 0 0 0
## 4 0 0 0
## 5 0 0 0
## 6 0 0 1
## yelp_tag_Izakaya yelp_tag_Japanese yelp_tag_Jewelry
## 1 0 0 0
## 2 0 0 0
## 3 0 0 0
## 4 0 0 0
## 5 0 0 0
## 6 0 0 0
## yelp_tag_Juice.Bars...Smoothies yelp_tag_Knife.Sharpening yelp_tag_Korean
## 1 0 0 0
## 2 0 0 0
## 3 0 0 0
## 4 0 0 0
## 5 0 0 0
## 6 0 0 0
## yelp_tag_Laser.Hair.Removal yelp_tag_Latin.American yelp_tag_Lebanese
## 1 0 0 0
## 2 0 0 0
## 3 0 0 0
## 4 0 0 0
## 5 0 0 0
## 6 0 0 0
## yelp_tag_Limos yelp_tag_Live.Raw.Food yelp_tag_Local.Flavor yelp_tag_Lounges
## 1 0 0 0 0
## 2 0 0 0 0
## 3 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## yelp_tag_Massage yelp_tag_Massage.Therapy yelp_tag_Meat.Shops
## 1 0 0 0
## 2 0 0 0
## 3 0 0 0
## 4 0 0 0
## 5 0 0 0
## 6 0 0 0
## yelp_tag_Mediterranean yelp_tag_Mexican yelp_tag_Middle.Eastern
## 1 0 0 0
## 2 0 0 0
## 3 0 0 0
## 4 0 0 0
## 5 0 0 0
## 6 0 0 0
## yelp_tag_Middle.Schools...High.Schools yelp_tag_Modern.European
## 1 0 0
## 2 0 0
## 3 0 0
## 4 0 0
## 5 0 0
## 6 0 0
## yelp_tag_Music.Venues yelp_tag_New.Mexican.Cuisine yelp_tag_Noodles
## 1 0 0 0
## 2 1 0 0
## 3 0 0 0
## 4 0 0 0
## 5 0 0 0
## 6 0 0 0
## yelp_tag_Nutritionists yelp_tag_Organic.Stores yelp_tag_Pan.Asian
## 1 0 0 0
## 2 0 0 0
## 3 0 0 0
## 4 0 0 0
## 5 0 0 0
## 6 0 0 0
## yelp_tag_Party...Event.Planning yelp_tag_Pasta.Shops
## 1 0 0
## 2 0 0
## 3 0 0
## 4 0 0
## 5 0 0
## 6 0 0
## yelp_tag_Patisserie.Cake.Shop yelp_tag_Personal.Chefs yelp_tag_Peruvian
## 1 0 0 0
## 2 0 0 0
## 3 0 0 0
## 4 0 0 0
## 5 0 0 0
## 6 0 0 0
## yelp_tag_Pet.Boarding yelp_tag_Pet.Groomers yelp_tag_Pet.Training
## 1 0 0 0
## 2 0 0 0
## 3 0 0 0
## 4 0 0 0
## 5 0 0 0
## 6 0 0 0
## yelp_tag_Pizza yelp_tag_Poke yelp_tag_Pop.Up.Restaurants
## 1 1 0 0
## 2 0 0 0
## 3 0 0 0
## 4 0 0 0
## 5 1 0 0
## 6 1 0 0
## yelp_tag_Professional.Sports.Teams yelp_tag_Pubs yelp_tag_Ramen
## 1 0 0 0
## 2 0 1 0
## 3 0 0 0
## 4 0 0 0
## 5 0 0 0
## 6 0 0 0
## yelp_tag_Restaurants yelp_tag_Salad yelp_tag_Sandwiches yelp_tag_Seafood
## 1 0 0 0 0
## 2 0 0 0 0
## 3 0 0 0 0
## 4 0 0 0 1
## 5 0 0 0 0
## 6 0 0 0 0
## yelp_tag_Skin.Care yelp_tag_Smokehouse yelp_tag_Soul.Food yelp_tag_Soup
## 1 0 0 0 0
## 2 0 0 0 0
## 3 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## yelp_tag_Southern yelp_tag_Spanish yelp_tag_Speakeasies
## 1 0 0 0
## 2 0 0 0
## 3 0 0 0
## 4 0 0 0
## 5 0 0 0
## 6 0 0 0
## yelp_tag_Specialty.Food yelp_tag_Sports.Bars yelp_tag_Stadiums...Arenas
## 1 0 0 0
## 2 0 0 0
## 3 0 0 0
## 4 0 0 0
## 5 0 0 0
## 6 0 0 0
## yelp_tag_Steakhouses yelp_tag_Street.Vendors yelp_tag_Sushi.Bars
## 1 0 0 0
## 2 0 0 0
## 3 1 0 0
## 4 1 0 0
## 5 0 0 0
## 6 0 0 0
## yelp_tag_Tacos yelp_tag_Taiwanese yelp_tag_Tapas.Bars
## 1 0 0 0
## 2 0 0 0
## 3 0 0 0
## 4 0 0 0
## 5 0 0 0
## 6 0 0 0
## yelp_tag_Tapas.Small.Plates yelp_tag_Tex.Mex yelp_tag_Thai yelp_tag_Tiki.Bars
## 1 0 0 0 0
## 2 0 0 0 0
## 3 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## yelp_tag_Train.Stations yelp_tag_Turkish yelp_tag_Used yelp_tag_Vegan
## 1 0 0 0 0
## 2 0 0 0 0
## 3 0 0 0 0
## 4 0 0 0 0
## 5 0 0 0 0
## 6 0 0 0 0
## yelp_tag_Vegetarian yelp_tag_Venues...Event.Spaces yelp_tag_Vietnamese
## 1 0 0 0
## 2 0 0 0
## 3 0 0 0
## 4 0 0 0
## 5 0 0 0
## 6 0 0 0
## yelp_tag_Vintage...Consignment yelp_tag_Waffles yelp_tag_Whiskey.Bars
## 1 0 0 0
## 2 0 0 0
## 3 0 0 0
## 4 0 0 0
## 5 0 0 0
## 6 0 0 0
## yelp_tag_Wholesalers yelp_tag_Wine...Spirits yelp_tag_Wine.Bars
## 1 0 0 0
## 2 0 0 0
## 3 0 0 0
## 4 0 0 1
## 5 0 0 0
## 6 0 0 0
## yelp_tag_Wine.Tours yelp_tag_Wineries yelp_tag_Wraps
## 1 0 0 0
## 2 0 0 0
## 3 0 0 0
## 4 0 0 0
## 5 0 0 0
## 6 0 0 010.4 X_UP
Customer/Project Grouped Level Covariate Data
10.4.1 Part 1 -
X_UP1
colnames(X_up1)[1] <- c("proj_id")
X_UP1 <- X_up1[, c(1:2, 7:1037)]dim(X_UP1)## [1] 100884 1033head(X_UP1)## proj_id user_id is_app_purchase is_excess stripe_brand_American.Express
## 1 185 8514 0 1 0
## 2 185 24617 0 0 0
## 3 692 34150 0 0 1
## 4 224 30345 0 1 0
## 5 224 34097 0 1 0
## 6 692 34135 0 1 0
## stripe_brand_Discover stripe_brand_MasterCard stripe_brand_Visa
## 1 0 0 1
## 2 0 1 0
## 3 0 0 0
## 4 0 0 1
## 5 0 0 1
## 6 0 0 1
## stripe_brand_other utm_campaign_electra_0 utm_campaign_electra_1
## 1 0 -0.1617841 0.4218709
## 2 0 -0.1617841 0.4218709
## 3 0 -0.1617841 0.4218709
## 4 0 -0.1617841 0.4218709
## 5 0 -0.1617841 0.4218709
## 6 0 -0.1617841 0.4218709
## utm_campaign_electra_2 utm_campaign_electra_3 utm_campaign_electra_4
## 1 -0.3397089 -0.3296347 0.6607494
## 2 -0.3397089 -0.3296347 0.6607494
## 3 -0.3397089 -0.3296347 0.6607494
## 4 -0.3397089 -0.3296347 0.6607494
## 5 -0.3397089 -0.3296347 0.6607494
## 6 -0.3397089 -0.3296347 0.6607494
## utm_campaign_electra_5 utm_campaign_electra_6 utm_campaign_electra_7
## 1 -0.2618078 1.331474 1.273609
## 2 -0.2618078 1.331474 1.273609
## 3 -0.2618078 1.331474 1.273609
## 4 -0.2618078 1.331474 1.273609
## 5 -0.2618078 1.331474 1.273609
## 6 -0.2618078 1.331474 1.273609
## utm_campaign_electra_8 utm_campaign_electra_9 utm_campaign_electra_10
## 1 0.557407 0.08102085 -0.2275893
## 2 0.557407 0.08102085 -0.2275893
## 3 0.557407 0.08102085 -0.2275893
## 4 0.557407 0.08102085 -0.2275893
## 5 0.557407 0.08102085 -0.2275893
## 6 0.557407 0.08102085 -0.2275893
## utm_campaign_electra_11 utm_campaign_electra_12 utm_campaign_electra_13
## 1 -1.12965 -0.5890277 -0.3951426
## 2 -1.12965 -0.5890277 -0.3951426
## 3 -1.12965 -0.5890277 -0.3951426
## 4 -1.12965 -0.5890277 -0.3951426
## 5 -1.12965 -0.5890277 -0.3951426
## 6 -1.12965 -0.5890277 -0.3951426
## utm_campaign_electra_14 utm_campaign_electra_15 utm_campaign_electra_16
## 1 0.3278331 0.8929365 -0.3198567
## 2 0.3278331 0.8929365 -0.3198567
## 3 0.3278331 0.8929365 -0.3198567
## 4 0.3278331 0.8929365 -0.3198567
## 5 0.3278331 0.8929365 -0.3198567
## 6 0.3278331 0.8929365 -0.3198567
## utm_campaign_electra_17 utm_campaign_electra_18 utm_campaign_electra_19
## 1 -0.266558 -0.3727815 1.525843
## 2 -0.266558 -0.3727815 1.525843
## 3 -0.266558 -0.3727815 1.525843
## 4 -0.266558 -0.3727815 1.525843
## 5 -0.266558 -0.3727815 1.525843
## 6 -0.266558 -0.3727815 1.525843
## utm_campaign_electra_20 utm_campaign_electra_21 utm_campaign_electra_22
## 1 -0.480889 -0.05777773 0.4388311
## 2 -0.480889 -0.05777773 0.4388311
## 3 -0.480889 -0.05777773 0.4388311
## 4 -0.480889 -0.05777773 0.4388311
## 5 -0.480889 -0.05777773 0.4388311
## 6 -0.480889 -0.05777773 0.4388311
## utm_campaign_electra_23 utm_campaign_electra_24 utm_campaign_electra_25
## 1 -0.5920643 -0.3073829 0.1104951
## 2 -0.5920643 -0.3073829 0.1104951
## 3 -0.5920643 -0.3073829 0.1104951
## 4 -0.5920643 -0.3073829 0.1104951
## 5 -0.5920643 -0.3073829 0.1104951
## 6 -0.5920643 -0.3073829 0.1104951
## utm_campaign_electra_26 utm_campaign_electra_27 utm_campaign_electra_28
## 1 -0.4268085 0.7659105 1.1511
## 2 -0.4268085 0.7659105 1.1511
## 3 -0.4268085 0.7659105 1.1511
## 4 -0.4268085 0.7659105 1.1511
## 5 -0.4268085 0.7659105 1.1511
## 6 -0.4268085 0.7659105 1.1511
## utm_campaign_electra_29 utm_campaign_electra_30 utm_campaign_electra_31
## 1 0.02511778 -0.5680319 0.82588
## 2 0.02511778 -0.5680319 0.82588
## 3 0.02511778 -0.5680319 0.82588
## 4 0.02511778 -0.5680319 0.82588
## 5 0.02511778 -0.5680319 0.82588
## 6 0.02511778 -0.5680319 0.82588
## utm_campaign_electra_32 utm_campaign_electra_33 utm_campaign_electra_34
## 1 -0.1993788 -0.1681639 0.9563652
## 2 -0.1993788 -0.1681639 0.9563652
## 3 -0.1993788 -0.1681639 0.9563652
## 4 -0.1993788 -0.1681639 0.9563652
## 5 -0.1993788 -0.1681639 0.9563652
## 6 -0.1993788 -0.1681639 0.9563652
## utm_campaign_electra_35 utm_campaign_electra_36 utm_campaign_electra_37
## 1 1.299747 0.3708099 -0.9737185
## 2 1.299747 0.3708099 -0.9737185
## 3 1.299747 0.3708099 -0.9737185
## 4 1.299747 0.3708099 -0.9737185
## 5 1.299747 0.3708099 -0.9737185
## 6 1.299747 0.3708099 -0.9737185
## utm_campaign_electra_38 utm_campaign_electra_39 utm_campaign_electra_40
## 1 -0.5933617 -0.04463015 -1.549379
## 2 -0.5933617 -0.04463015 -1.549379
## 3 -0.5933617 -0.04463015 -1.549379
## 4 -0.5933617 -0.04463015 -1.549379
## 5 -0.5933617 -0.04463015 -1.549379
## 6 -0.5933617 -0.04463015 -1.549379
## utm_campaign_electra_41 utm_campaign_electra_42 utm_campaign_electra_43
## 1 0.2265 -0.1711794 0.3768376
## 2 0.2265 -0.1711794 0.3768376
## 3 0.2265 -0.1711794 0.3768376
## 4 0.2265 -0.1711794 0.3768376
## 5 0.2265 -0.1711794 0.3768376
## 6 0.2265 -0.1711794 0.3768376
## utm_campaign_electra_44 utm_campaign_electra_45 utm_campaign_electra_46
## 1 1.296851 0.9889915 -0.3006535
## 2 1.296851 0.9889915 -0.3006535
## 3 1.296851 0.9889915 -0.3006535
## 4 1.296851 0.9889915 -0.3006535
## 5 1.296851 0.9889915 -0.3006535
## 6 1.296851 0.9889915 -0.3006535
## utm_campaign_electra_47 utm_campaign_electra_48 utm_campaign_electra_49
## 1 -1.404824 0.1555616 0.9423681
## 2 -1.404824 0.1555616 0.9423681
## 3 -1.404824 0.1555616 0.9423681
## 4 -1.404824 0.1555616 0.9423681
## 5 -1.404824 0.1555616 0.9423681
## 6 -1.404824 0.1555616 0.9423681
## utm_campaign_electra_50 utm_campaign_electra_51 utm_campaign_electra_52
## 1 0.7050474 -1.719776 -0.5485303
## 2 0.7050474 -1.719776 -0.5485303
## 3 0.7050474 -1.719776 -0.5485303
## 4 0.7050474 -1.719776 -0.5485303
## 5 0.7050474 -1.719776 -0.5485303
## 6 0.7050474 -1.719776 -0.5485303
## utm_campaign_electra_53 utm_campaign_electra_54 utm_campaign_electra_55
## 1 0.9620121 -0.2600525 -0.05886782
## 2 0.9620121 -0.2600525 -0.05886782
## 3 0.9620121 -0.2600525 -0.05886782
## 4 0.9620121 -0.2600525 -0.05886782
## 5 0.9620121 -0.2600525 -0.05886782
## 6 0.9620121 -0.2600525 -0.05886782
## utm_campaign_electra_56 utm_campaign_electra_57 utm_campaign_electra_58
## 1 -0.2085583 0.8606939 1.596748
## 2 -0.2085583 0.8606939 1.596748
## 3 -0.2085583 0.8606939 1.596748
## 4 -0.2085583 0.8606939 1.596748
## 5 -0.2085583 0.8606939 1.596748
## 6 -0.2085583 0.8606939 1.596748
## utm_campaign_electra_59 utm_campaign_electra_60 utm_campaign_electra_61
## 1 1.278718 0.8319917 1.28464
## 2 1.278718 0.8319917 1.28464
## 3 1.278718 0.8319917 1.28464
## 4 1.278718 0.8319917 1.28464
## 5 1.278718 0.8319917 1.28464
## 6 1.278718 0.8319917 1.28464
## utm_campaign_electra_62 utm_campaign_electra_63 utm_campaign_electra_64
## 1 -0.03881504 0.487425 0.01679109
## 2 -0.03881504 0.487425 0.01679109
## 3 -0.03881504 0.487425 0.01679109
## 4 -0.03881504 0.487425 0.01679109
## 5 -0.03881504 0.487425 0.01679109
## 6 -0.03881504 0.487425 0.01679109
## utm_campaign_electra_65 utm_campaign_electra_66 utm_campaign_electra_67
## 1 0.1569242 0.1734773 -0.2581609
## 2 0.1569242 0.1734773 -0.2581609
## 3 0.1569242 0.1734773 -0.2581609
## 4 0.1569242 0.1734773 -0.2581609
## 5 0.1569242 0.1734773 -0.2581609
## 6 0.1569242 0.1734773 -0.2581609
## utm_campaign_electra_68 utm_campaign_electra_69 utm_campaign_electra_70
## 1 -0.004433925 -0.7549909 -0.310351
## 2 -0.004433925 -0.7549909 -0.310351
## 3 -0.004433925 -0.7549909 -0.310351
## 4 -0.004433925 -0.7549909 -0.310351
## 5 -0.004433925 -0.7549909 -0.310351
## 6 -0.004433925 -0.7549909 -0.310351
## utm_campaign_electra_71 utm_campaign_electra_72 utm_campaign_electra_73
## 1 0.2892755 -0.08209609 0.7671524
## 2 0.2892755 -0.08209609 0.7671524
## 3 0.2892755 -0.08209609 0.7671524
## 4 0.2892755 -0.08209609 0.7671524
## 5 0.2892755 -0.08209609 0.7671524
## 6 0.2892755 -0.08209609 0.7671524
## utm_campaign_electra_74 utm_campaign_electra_75 utm_campaign_electra_76
## 1 -0.7559319 -1.477174 -1.249333
## 2 -0.7559319 -1.477174 -1.249333
## 3 -0.7559319 -1.477174 -1.249333
## 4 -0.7559319 -1.477174 -1.249333
## 5 -0.7559319 -1.477174 -1.249333
## 6 -0.7559319 -1.477174 -1.249333
## utm_campaign_electra_77 utm_campaign_electra_78 utm_campaign_electra_79
## 1 0.1989483 0.08756518 -0.8784191
## 2 0.1989483 0.08756518 -0.8784191
## 3 0.1989483 0.08756518 -0.8784191
## 4 0.1989483 0.08756518 -0.8784191
## 5 0.1989483 0.08756518 -0.8784191
## 6 0.1989483 0.08756518 -0.8784191
## utm_campaign_electra_80 utm_campaign_electra_81 utm_campaign_electra_82
## 1 -0.7305924 0.9095035 -1.233058
## 2 -0.7305924 0.9095035 -1.233058
## 3 -0.7305924 0.9095035 -1.233058
## 4 -0.7305924 0.9095035 -1.233058
## 5 -0.7305924 0.9095035 -1.233058
## 6 -0.7305924 0.9095035 -1.233058
## utm_campaign_electra_83 utm_campaign_electra_84 utm_campaign_electra_85
## 1 -0.3349984 1.003683 0.4913051
## 2 -0.3349984 1.003683 0.4913051
## 3 -0.3349984 1.003683 0.4913051
## 4 -0.3349984 1.003683 0.4913051
## 5 -0.3349984 1.003683 0.4913051
## 6 -0.3349984 1.003683 0.4913051
## utm_campaign_electra_86 utm_campaign_electra_87 utm_campaign_electra_88
## 1 0.1295493 1.104141 0.5496843
## 2 0.1295493 1.104141 0.5496843
## 3 0.1295493 1.104141 0.5496843
## 4 0.1295493 1.104141 0.5496843
## 5 0.1295493 1.104141 0.5496843
## 6 0.1295493 1.104141 0.5496843
## utm_campaign_electra_89 utm_campaign_electra_90 utm_campaign_electra_91
## 1 0.8700292 0.571897 -0.5795735
## 2 0.8700292 0.571897 -0.5795735
## 3 0.8700292 0.571897 -0.5795735
## 4 0.8700292 0.571897 -0.5795735
## 5 0.8700292 0.571897 -0.5795735
## 6 0.8700292 0.571897 -0.5795735
## utm_campaign_electra_92 utm_campaign_electra_93 utm_campaign_electra_94
## 1 1.601902 0.5774536 -0.6199248
## 2 1.601902 0.5774536 -0.6199248
## 3 1.601902 0.5774536 -0.6199248
## 4 1.601902 0.5774536 -0.6199248
## 5 1.601902 0.5774536 -0.6199248
## 6 1.601902 0.5774536 -0.6199248
## utm_campaign_electra_95 utm_campaign_electra_96 utm_campaign_electra_97
## 1 0.2896566 -0.1228757 -0.3136835
## 2 0.2896566 -0.1228757 -0.3136835
## 3 0.2896566 -0.1228757 -0.3136835
## 4 0.2896566 -0.1228757 -0.3136835
## 5 0.2896566 -0.1228757 -0.3136835
## 6 0.2896566 -0.1228757 -0.3136835
## utm_campaign_electra_98 utm_campaign_electra_99 utm_campaign_electra_100
## 1 -0.1705595 0.7300619 0.4364704
## 2 -0.1705595 0.7300619 0.4364704
## 3 -0.1705595 0.7300619 0.4364704
## 4 -0.1705595 0.7300619 0.4364704
## 5 -0.1705595 0.7300619 0.4364704
## 6 -0.1705595 0.7300619 0.4364704
## utm_campaign_electra_101 utm_campaign_electra_102 utm_campaign_electra_103
## 1 -0.7753491 -0.8347682 1.576271
## 2 -0.7753491 -0.8347682 1.576271
## 3 -0.7753491 -0.8347682 1.576271
## 4 -0.7753491 -0.8347682 1.576271
## 5 -0.7753491 -0.8347682 1.576271
## 6 -0.7753491 -0.8347682 1.576271
## utm_campaign_electra_104 utm_campaign_electra_105 utm_campaign_electra_106
## 1 -0.6857189 -0.9569049 0.916354
## 2 -0.6857189 -0.9569049 0.916354
## 3 -0.6857189 -0.9569049 0.916354
## 4 -0.6857189 -0.9569049 0.916354
## 5 -0.6857189 -0.9569049 0.916354
## 6 -0.6857189 -0.9569049 0.916354
## utm_campaign_electra_107 utm_campaign_electra_108 utm_campaign_electra_109
## 1 -0.1189136 -0.7832938 -0.3058213
## 2 -0.1189136 -0.7832938 -0.3058213
## 3 -0.1189136 -0.7832938 -0.3058213
## 4 -0.1189136 -0.7832938 -0.3058213
## 5 -0.1189136 -0.7832938 -0.3058213
## 6 -0.1189136 -0.7832938 -0.3058213
## utm_campaign_electra_110 utm_campaign_electra_111 utm_campaign_electra_112
## 1 0.1429047 -0.703248 0.6701729
## 2 0.1429047 -0.703248 0.6701729
## 3 0.1429047 -0.703248 0.6701729
## 4 0.1429047 -0.703248 0.6701729
## 5 0.1429047 -0.703248 0.6701729
## 6 0.1429047 -0.703248 0.6701729
## utm_campaign_electra_113 utm_campaign_electra_114 utm_campaign_electra_115
## 1 0.4464919 -0.0336917 -1.016657
## 2 0.4464919 -0.0336917 -1.016657
## 3 0.4464919 -0.0336917 -1.016657
## 4 0.4464919 -0.0336917 -1.016657
## 5 0.4464919 -0.0336917 -1.016657
## 6 0.4464919 -0.0336917 -1.016657
## utm_campaign_electra_116 utm_campaign_electra_117 utm_campaign_electra_118
## 1 0.5816988 0.9513784 0.638589
## 2 0.5816988 0.9513784 0.638589
## 3 0.5816988 0.9513784 0.638589
## 4 0.5816988 0.9513784 0.638589
## 5 0.5816988 0.9513784 0.638589
## 6 0.5816988 0.9513784 0.638589
## utm_campaign_electra_119 utm_campaign_electra_120 utm_campaign_electra_121
## 1 0.9679141 -0.2574433 -1.07062
## 2 0.9679141 -0.2574433 -1.07062
## 3 0.9679141 -0.2574433 -1.07062
## 4 0.9679141 -0.2574433 -1.07062
## 5 0.9679141 -0.2574433 -1.07062
## 6 0.9679141 -0.2574433 -1.07062
## utm_campaign_electra_122 utm_campaign_electra_123 utm_campaign_electra_124
## 1 0.4650137 0.9284786 0.1661752
## 2 0.4650137 0.9284786 0.1661752
## 3 0.4650137 0.9284786 0.1661752
## 4 0.4650137 0.9284786 0.1661752
## 5 0.4650137 0.9284786 0.1661752
## 6 0.4650137 0.9284786 0.1661752
## utm_campaign_electra_125 utm_campaign_electra_126 utm_campaign_electra_127
## 1 0.4514848 0.4213519 0.5195445
## 2 0.4514848 0.4213519 0.5195445
## 3 0.4514848 0.4213519 0.5195445
## 4 0.4514848 0.4213519 0.5195445
## 5 0.4514848 0.4213519 0.5195445
## 6 0.4514848 0.4213519 0.5195445
## utm_campaign_electra_128 utm_campaign_electra_129 utm_campaign_electra_130
## 1 0.5342844 1.431743 0.4692486
## 2 0.5342844 1.431743 0.4692486
## 3 0.5342844 1.431743 0.4692486
## 4 0.5342844 1.431743 0.4692486
## 5 0.5342844 1.431743 0.4692486
## 6 0.5342844 1.431743 0.4692486
## utm_campaign_electra_131 utm_campaign_electra_132 utm_campaign_electra_133
## 1 -1.235278 -0.1359374 -1.065426
## 2 -1.235278 -0.1359374 -1.065426
## 3 -1.235278 -0.1359374 -1.065426
## 4 -1.235278 -0.1359374 -1.065426
## 5 -1.235278 -0.1359374 -1.065426
## 6 -1.235278 -0.1359374 -1.065426
## utm_campaign_electra_134 utm_campaign_electra_135 utm_campaign_electra_136
## 1 0.3337857 -1.533103 -0.4096677
## 2 0.3337857 -1.533103 -0.4096677
## 3 0.3337857 -1.533103 -0.4096677
## 4 0.3337857 -1.533103 -0.4096677
## 5 0.3337857 -1.533103 -0.4096677
## 6 0.3337857 -1.533103 -0.4096677
## utm_campaign_electra_137 utm_campaign_electra_138 utm_campaign_electra_139
## 1 1.671818 -0.2087414 0.6025178
## 2 1.671818 -0.2087414 0.6025178
## 3 1.671818 -0.2087414 0.6025178
## 4 1.671818 -0.2087414 0.6025178
## 5 1.671818 -0.2087414 0.6025178
## 6 1.671818 -0.2087414 0.6025178
## utm_campaign_electra_140 utm_campaign_electra_141 utm_campaign_electra_142
## 1 -0.5105017 0.1565615 0.1772867
## 2 -0.5105017 0.1565615 0.1772867
## 3 -0.5105017 0.1565615 0.1772867
## 4 -0.5105017 0.1565615 0.1772867
## 5 -0.5105017 0.1565615 0.1772867
## 6 -0.5105017 0.1565615 0.1772867
## utm_campaign_electra_143 utm_campaign_electra_144 utm_campaign_electra_145
## 1 0.7668118 0.8741374 -0.3291559
## 2 0.7668118 0.8741374 -0.3291559
## 3 0.7668118 0.8741374 -0.3291559
## 4 0.7668118 0.8741374 -0.3291559
## 5 0.7668118 0.8741374 -0.3291559
## 6 0.7668118 0.8741374 -0.3291559
## utm_campaign_electra_146 utm_campaign_electra_147 utm_campaign_electra_148
## 1 -1.265954 0.4676379 1.248528
## 2 -1.265954 0.4676379 1.248528
## 3 -1.265954 0.4676379 1.248528
## 4 -1.265954 0.4676379 1.248528
## 5 -1.265954 0.4676379 1.248528
## 6 -1.265954 0.4676379 1.248528
## utm_campaign_electra_149 utm_campaign_electra_150 utm_campaign_electra_151
## 1 -0.693313 0.04517317 1.022502
## 2 -0.693313 0.04517317 1.022502
## 3 -0.693313 0.04517317 1.022502
## 4 -0.693313 0.04517317 1.022502
## 5 -0.693313 0.04517317 1.022502
## 6 -0.693313 0.04517317 1.022502
## utm_campaign_electra_152 utm_campaign_electra_153 utm_campaign_electra_154
## 1 -0.04725192 0.1831528 1.355366
## 2 -0.04725192 0.1831528 1.355366
## 3 -0.04725192 0.1831528 1.355366
## 4 -0.04725192 0.1831528 1.355366
## 5 -0.04725192 0.1831528 1.355366
## 6 -0.04725192 0.1831528 1.355366
## utm_campaign_electra_155 utm_campaign_electra_156 utm_campaign_electra_157
## 1 0.03904004 -0.4802073 0.7746821
## 2 0.03904004 -0.4802073 0.7746821
## 3 0.03904004 -0.4802073 0.7746821
## 4 0.03904004 -0.4802073 0.7746821
## 5 0.03904004 -0.4802073 0.7746821
## 6 0.03904004 -0.4802073 0.7746821
## utm_campaign_electra_158 utm_campaign_electra_159 utm_campaign_electra_160
## 1 -0.2670953 1.442763 -0.5358003
## 2 -0.2670953 1.442763 -0.5358003
## 3 -0.2670953 1.442763 -0.5358003
## 4 -0.2670953 1.442763 -0.5358003
## 5 -0.2670953 1.442763 -0.5358003
## 6 -0.2670953 1.442763 -0.5358003
## utm_campaign_electra_161 utm_campaign_electra_162 utm_campaign_electra_163
## 1 0.7286096 -0.4687356 -1.210719e-05
## 2 0.7286096 -0.4687356 -1.210719e-05
## 3 0.7286096 -0.4687356 -1.210719e-05
## 4 0.7286096 -0.4687356 -1.210719e-05
## 5 0.7286096 -0.4687356 -1.210719e-05
## 6 0.7286096 -0.4687356 -1.210719e-05
## utm_campaign_electra_164 utm_campaign_electra_165 utm_campaign_electra_166
## 1 0.7772284 -1.001749 -1.132856
## 2 0.7772284 -1.001749 -1.132856
## 3 0.7772284 -1.001749 -1.132856
## 4 0.7772284 -1.001749 -1.132856
## 5 0.7772284 -1.001749 -1.132856
## 6 0.7772284 -1.001749 -1.132856
## utm_campaign_electra_167 utm_campaign_electra_168 utm_campaign_electra_169
## 1 0.8876926 0.4305449 -0.08684016
## 2 0.8876926 0.4305449 -0.08684016
## 3 0.8876926 0.4305449 -0.08684016
## 4 0.8876926 0.4305449 -0.08684016
## 5 0.8876926 0.4305449 -0.08684016
## 6 0.8876926 0.4305449 -0.08684016
## utm_campaign_electra_170 utm_campaign_electra_171 utm_campaign_electra_172
## 1 -0.1770711 1.128303 -1.291896
## 2 -0.1770711 1.128303 -1.291896
## 3 -0.1770711 1.128303 -1.291896
## 4 -0.1770711 1.128303 -1.291896
## 5 -0.1770711 1.128303 -1.291896
## 6 -0.1770711 1.128303 -1.291896
## utm_campaign_electra_173 utm_campaign_electra_174 utm_campaign_electra_175
## 1 -0.05193593 0.3642043 1.068328
## 2 -0.05193593 0.3642043 1.068328
## 3 -0.05193593 0.3642043 1.068328
## 4 -0.05193593 0.3642043 1.068328
## 5 -0.05193593 0.3642043 1.068328
## 6 -0.05193593 0.3642043 1.068328
## utm_campaign_electra_176 utm_campaign_electra_177 utm_campaign_electra_178
## 1 -0.6725016 -1.416671 -1.036035
## 2 -0.6725016 -1.416671 -1.036035
## 3 -0.6725016 -1.416671 -1.036035
## 4 -0.6725016 -1.416671 -1.036035
## 5 -0.6725016 -1.416671 -1.036035
## 6 -0.6725016 -1.416671 -1.036035
## utm_campaign_electra_179 utm_campaign_electra_180 utm_campaign_electra_181
## 1 -0.2401149 -0.00126414 -0.20327
## 2 -0.2401149 -0.00126414 -0.20327
## 3 -0.2401149 -0.00126414 -0.20327
## 4 -0.2401149 -0.00126414 -0.20327
## 5 -0.2401149 -0.00126414 -0.20327
## 6 -0.2401149 -0.00126414 -0.20327
## utm_campaign_electra_182 utm_campaign_electra_183 utm_campaign_electra_184
## 1 -0.1718531 -0.1386738 0.1208126
## 2 -0.1718531 -0.1386738 0.1208126
## 3 -0.1718531 -0.1386738 0.1208126
## 4 -0.1718531 -0.1386738 0.1208126
## 5 -0.1718531 -0.1386738 0.1208126
## 6 -0.1718531 -0.1386738 0.1208126
## utm_campaign_electra_185 utm_campaign_electra_186 utm_campaign_electra_187
## 1 0.01152568 -0.08531789 -0.8615841
## 2 0.01152568 -0.08531789 -0.8615841
## 3 0.01152568 -0.08531789 -0.8615841
## 4 0.01152568 -0.08531789 -0.8615841
## 5 0.01152568 -0.08531789 -0.8615841
## 6 0.01152568 -0.08531789 -0.8615841
## utm_campaign_electra_188 utm_campaign_electra_189 utm_campaign_electra_190
## 1 -1.211974 0.2885772 0.4029627
## 2 -1.211974 0.2885772 0.4029627
## 3 -1.211974 0.2885772 0.4029627
## 4 -1.211974 0.2885772 0.4029627
## 5 -1.211974 0.2885772 0.4029627
## 6 -1.211974 0.2885772 0.4029627
## utm_campaign_electra_191 utm_campaign_electra_192 utm_campaign_electra_193
## 1 0.02874792 -0.801912 -0.6681219
## 2 0.02874792 -0.801912 -0.6681219
## 3 0.02874792 -0.801912 -0.6681219
## 4 0.02874792 -0.801912 -0.6681219
## 5 0.02874792 -0.801912 -0.6681219
## 6 0.02874792 -0.801912 -0.6681219
## utm_campaign_electra_194 utm_campaign_electra_195 utm_campaign_electra_196
## 1 0.3879986 1.11515 0.5083802
## 2 0.3879986 1.11515 0.5083802
## 3 0.3879986 1.11515 0.5083802
## 4 0.3879986 1.11515 0.5083802
## 5 0.3879986 1.11515 0.5083802
## 6 0.3879986 1.11515 0.5083802
## utm_campaign_electra_197 utm_campaign_electra_198 utm_campaign_electra_199
## 1 0.2314755 0.6529756 0.5827609
## 2 0.2314755 0.6529756 0.5827609
## 3 0.2314755 0.6529756 0.5827609
## 4 0.2314755 0.6529756 0.5827609
## 5 0.2314755 0.6529756 0.5827609
## 6 0.2314755 0.6529756 0.5827609
## utm_campaign_electra_200 utm_campaign_electra_201 utm_campaign_electra_202
## 1 0.916155 0.31917 -0.1648841
## 2 0.916155 0.31917 -0.1648841
## 3 0.916155 0.31917 -0.1648841
## 4 0.916155 0.31917 -0.1648841
## 5 0.916155 0.31917 -0.1648841
## 6 0.916155 0.31917 -0.1648841
## utm_campaign_electra_203 utm_campaign_electra_204 utm_campaign_electra_205
## 1 0.4756174 -0.314161 0.9172419
## 2 0.4756174 -0.314161 0.9172419
## 3 0.4756174 -0.314161 0.9172419
## 4 0.4756174 -0.314161 0.9172419
## 5 0.4756174 -0.314161 0.9172419
## 6 0.4756174 -0.314161 0.9172419
## utm_campaign_electra_206 utm_campaign_electra_207 utm_campaign_electra_208
## 1 0.4983186 1.024701 0.6140098
## 2 0.4983186 1.024701 0.6140098
## 3 0.4983186 1.024701 0.6140098
## 4 0.4983186 1.024701 0.6140098
## 5 0.4983186 1.024701 0.6140098
## 6 0.4983186 1.024701 0.6140098
## utm_campaign_electra_209 utm_campaign_electra_210 utm_campaign_electra_211
## 1 0.2495824 0.5407016 0.6880953
## 2 0.2495824 0.5407016 0.6880953
## 3 0.2495824 0.5407016 0.6880953
## 4 0.2495824 0.5407016 0.6880953
## 5 0.2495824 0.5407016 0.6880953
## 6 0.2495824 0.5407016 0.6880953
## utm_campaign_electra_212 utm_campaign_electra_213 utm_campaign_electra_214
## 1 0.532827 -0.1285802 -0.7554181
## 2 0.532827 -0.1285802 -0.7554181
## 3 0.532827 -0.1285802 -0.7554181
## 4 0.532827 -0.1285802 -0.7554181
## 5 0.532827 -0.1285802 -0.7554181
## 6 0.532827 -0.1285802 -0.7554181
## utm_campaign_electra_215 utm_campaign_electra_216 utm_campaign_electra_217
## 1 -0.3855986 0.4595648 0.6505634
## 2 -0.3855986 0.4595648 0.6505634
## 3 -0.3855986 0.4595648 0.6505634
## 4 -0.3855986 0.4595648 0.6505634
## 5 -0.3855986 0.4595648 0.6505634
## 6 -0.3855986 0.4595648 0.6505634
## utm_campaign_electra_218 utm_campaign_electra_219 utm_campaign_electra_220
## 1 -6.537192 -0.1529842 -0.2756357
## 2 -6.537192 -0.1529842 -0.2756357
## 3 -6.537192 -0.1529842 -0.2756357
## 4 -6.537192 -0.1529842 -0.2756357
## 5 -6.537192 -0.1529842 -0.2756357
## 6 -6.537192 -0.1529842 -0.2756357
## utm_campaign_electra_221 utm_campaign_electra_222 utm_campaign_electra_223
## 1 0.2271189 2.160825 0.605533
## 2 0.2271189 2.160825 0.605533
## 3 0.2271189 2.160825 0.605533
## 4 0.2271189 2.160825 0.605533
## 5 0.2271189 2.160825 0.605533
## 6 0.2271189 2.160825 0.605533
## utm_campaign_electra_224 utm_campaign_electra_225 utm_campaign_electra_226
## 1 -0.5917938 0.4953441 -0.854877
## 2 -0.5917938 0.4953441 -0.854877
## 3 -0.5917938 0.4953441 -0.854877
## 4 -0.5917938 0.4953441 -0.854877
## 5 -0.5917938 0.4953441 -0.854877
## 6 -0.5917938 0.4953441 -0.854877
## utm_campaign_electra_227 utm_campaign_electra_228 utm_campaign_electra_229
## 1 -0.5574982 -0.5349622 0.5284069
## 2 -0.5574982 -0.5349622 0.5284069
## 3 -0.5574982 -0.5349622 0.5284069
## 4 -0.5574982 -0.5349622 0.5284069
## 5 -0.5574982 -0.5349622 0.5284069
## 6 -0.5574982 -0.5349622 0.5284069
## utm_campaign_electra_230 utm_campaign_electra_231 utm_campaign_electra_232
## 1 0.03917949 0.269012 0.4650917
## 2 0.03917949 0.269012 0.4650917
## 3 0.03917949 0.269012 0.4650917
## 4 0.03917949 0.269012 0.4650917
## 5 0.03917949 0.269012 0.4650917
## 6 0.03917949 0.269012 0.4650917
## utm_campaign_electra_233 utm_campaign_electra_234 utm_campaign_electra_235
## 1 0.3318793 -0.6473539 0.564353
## 2 0.3318793 -0.6473539 0.564353
## 3 0.3318793 -0.6473539 0.564353
## 4 0.3318793 -0.6473539 0.564353
## 5 0.3318793 -0.6473539 0.564353
## 6 0.3318793 -0.6473539 0.564353
## utm_campaign_electra_236 utm_campaign_electra_237 utm_campaign_electra_238
## 1 0.6654466 -0.6054308 -1.055239
## 2 0.6654466 -0.6054308 -1.055239
## 3 0.6654466 -0.6054308 -1.055239
## 4 0.6654466 -0.6054308 -1.055239
## 5 0.6654466 -0.6054308 -1.055239
## 6 0.6654466 -0.6054308 -1.055239
## utm_campaign_electra_239 utm_campaign_electra_240 utm_campaign_electra_241
## 1 0.04333027 0.9070359 0.4420817
## 2 0.04333027 0.9070359 0.4420817
## 3 0.04333027 0.9070359 0.4420817
## 4 0.04333027 0.9070359 0.4420817
## 5 0.04333027 0.9070359 0.4420817
## 6 0.04333027 0.9070359 0.4420817
## utm_campaign_electra_242 utm_campaign_electra_243 utm_campaign_electra_244
## 1 -0.6152145 -0.7045399 0.1416899
## 2 -0.6152145 -0.7045399 0.1416899
## 3 -0.6152145 -0.7045399 0.1416899
## 4 -0.6152145 -0.7045399 0.1416899
## 5 -0.6152145 -0.7045399 0.1416899
## 6 -0.6152145 -0.7045399 0.1416899
## utm_campaign_electra_245 utm_campaign_electra_246 utm_campaign_electra_247
## 1 0.4748948 0.4851248 -0.3916705
## 2 0.4748948 0.4851248 -0.3916705
## 3 0.4748948 0.4851248 -0.3916705
## 4 0.4748948 0.4851248 -0.3916705
## 5 0.4748948 0.4851248 -0.3916705
## 6 0.4748948 0.4851248 -0.3916705
## utm_campaign_electra_248 utm_campaign_electra_249 utm_campaign_electra_250
## 1 -0.3312436 0.004605778 0.08523874
## 2 -0.3312436 0.004605778 0.08523874
## 3 -0.3312436 0.004605778 0.08523874
## 4 -0.3312436 0.004605778 0.08523874
## 5 -0.3312436 0.004605778 0.08523874
## 6 -0.3312436 0.004605778 0.08523874
## utm_campaign_electra_251 utm_campaign_electra_252 utm_campaign_electra_253
## 1 0.1461952 -0.8093705 0.7046801
## 2 0.1461952 -0.8093705 0.7046801
## 3 0.1461952 -0.8093705 0.7046801
## 4 0.1461952 -0.8093705 0.7046801
## 5 0.1461952 -0.8093705 0.7046801
## 6 0.1461952 -0.8093705 0.7046801
## utm_campaign_electra_254 utm_campaign_electra_255 utm_medium_electra_0
## 1 -0.9326262 -0.156554 -0.1617841
## 2 -0.9326262 -0.156554 -0.1617841
## 3 -0.9326262 -0.156554 -0.1617841
## 4 -0.9326262 -0.156554 -0.1617841
## 5 -0.9326262 -0.156554 -0.1617841
## 6 -0.9326262 -0.156554 -0.1617841
## utm_medium_electra_1 utm_medium_electra_2 utm_medium_electra_3
## 1 0.4218709 -0.3397089 -0.3296347
## 2 0.4218709 -0.3397089 -0.3296347
## 3 0.4218709 -0.3397089 -0.3296347
## 4 0.4218709 -0.3397089 -0.3296347
## 5 0.4218709 -0.3397089 -0.3296347
## 6 0.4218709 -0.3397089 -0.3296347
## utm_medium_electra_4 utm_medium_electra_5 utm_medium_electra_6
## 1 0.6607494 -0.2618078 1.331474
## 2 0.6607494 -0.2618078 1.331474
## 3 0.6607494 -0.2618078 1.331474
## 4 0.6607494 -0.2618078 1.331474
## 5 0.6607494 -0.2618078 1.331474
## 6 0.6607494 -0.2618078 1.331474
## utm_medium_electra_7 utm_medium_electra_8 utm_medium_electra_9
## 1 1.273609 0.557407 0.08102085
## 2 1.273609 0.557407 0.08102085
## 3 1.273609 0.557407 0.08102085
## 4 1.273609 0.557407 0.08102085
## 5 1.273609 0.557407 0.08102085
## 6 1.273609 0.557407 0.08102085
## utm_medium_electra_10 utm_medium_electra_11 utm_medium_electra_12
## 1 -0.2275893 -1.12965 -0.5890277
## 2 -0.2275893 -1.12965 -0.5890277
## 3 -0.2275893 -1.12965 -0.5890277
## 4 -0.2275893 -1.12965 -0.5890277
## 5 -0.2275893 -1.12965 -0.5890277
## 6 -0.2275893 -1.12965 -0.5890277
## utm_medium_electra_13 utm_medium_electra_14 utm_medium_electra_15
## 1 -0.3951426 0.3278331 0.8929365
## 2 -0.3951426 0.3278331 0.8929365
## 3 -0.3951426 0.3278331 0.8929365
## 4 -0.3951426 0.3278331 0.8929365
## 5 -0.3951426 0.3278331 0.8929365
## 6 -0.3951426 0.3278331 0.8929365
## utm_medium_electra_16 utm_medium_electra_17 utm_medium_electra_18
## 1 -0.3198567 -0.266558 -0.3727815
## 2 -0.3198567 -0.266558 -0.3727815
## 3 -0.3198567 -0.266558 -0.3727815
## 4 -0.3198567 -0.266558 -0.3727815
## 5 -0.3198567 -0.266558 -0.3727815
## 6 -0.3198567 -0.266558 -0.3727815
## utm_medium_electra_19 utm_medium_electra_20 utm_medium_electra_21
## 1 1.525843 -0.480889 -0.05777773
## 2 1.525843 -0.480889 -0.05777773
## 3 1.525843 -0.480889 -0.05777773
## 4 1.525843 -0.480889 -0.05777773
## 5 1.525843 -0.480889 -0.05777773
## 6 1.525843 -0.480889 -0.05777773
## utm_medium_electra_22 utm_medium_electra_23 utm_medium_electra_24
## 1 0.4388311 -0.5920643 -0.3073829
## 2 0.4388311 -0.5920643 -0.3073829
## 3 0.4388311 -0.5920643 -0.3073829
## 4 0.4388311 -0.5920643 -0.3073829
## 5 0.4388311 -0.5920643 -0.3073829
## 6 0.4388311 -0.5920643 -0.3073829
## utm_medium_electra_25 utm_medium_electra_26 utm_medium_electra_27
## 1 0.1104951 -0.4268085 0.7659105
## 2 0.1104951 -0.4268085 0.7659105
## 3 0.1104951 -0.4268085 0.7659105
## 4 0.1104951 -0.4268085 0.7659105
## 5 0.1104951 -0.4268085 0.7659105
## 6 0.1104951 -0.4268085 0.7659105
## utm_medium_electra_28 utm_medium_electra_29 utm_medium_electra_30
## 1 1.1511 0.02511778 -0.5680319
## 2 1.1511 0.02511778 -0.5680319
## 3 1.1511 0.02511778 -0.5680319
## 4 1.1511 0.02511778 -0.5680319
## 5 1.1511 0.02511778 -0.5680319
## 6 1.1511 0.02511778 -0.5680319
## utm_medium_electra_31 utm_medium_electra_32 utm_medium_electra_33
## 1 0.82588 -0.1993788 -0.1681639
## 2 0.82588 -0.1993788 -0.1681639
## 3 0.82588 -0.1993788 -0.1681639
## 4 0.82588 -0.1993788 -0.1681639
## 5 0.82588 -0.1993788 -0.1681639
## 6 0.82588 -0.1993788 -0.1681639
## utm_medium_electra_34 utm_medium_electra_35 utm_medium_electra_36
## 1 0.9563652 1.299747 0.3708099
## 2 0.9563652 1.299747 0.3708099
## 3 0.9563652 1.299747 0.3708099
## 4 0.9563652 1.299747 0.3708099
## 5 0.9563652 1.299747 0.3708099
## 6 0.9563652 1.299747 0.3708099
## utm_medium_electra_37 utm_medium_electra_38 utm_medium_electra_39
## 1 -0.9737185 -0.5933617 -0.04463015
## 2 -0.9737185 -0.5933617 -0.04463015
## 3 -0.9737185 -0.5933617 -0.04463015
## 4 -0.9737185 -0.5933617 -0.04463015
## 5 -0.9737185 -0.5933617 -0.04463015
## 6 -0.9737185 -0.5933617 -0.04463015
## utm_medium_electra_40 utm_medium_electra_41 utm_medium_electra_42
## 1 -1.549379 0.2265 -0.1711794
## 2 -1.549379 0.2265 -0.1711794
## 3 -1.549379 0.2265 -0.1711794
## 4 -1.549379 0.2265 -0.1711794
## 5 -1.549379 0.2265 -0.1711794
## 6 -1.549379 0.2265 -0.1711794
## utm_medium_electra_43 utm_medium_electra_44 utm_medium_electra_45
## 1 0.3768376 1.296851 0.9889915
## 2 0.3768376 1.296851 0.9889915
## 3 0.3768376 1.296851 0.9889915
## 4 0.3768376 1.296851 0.9889915
## 5 0.3768376 1.296851 0.9889915
## 6 0.3768376 1.296851 0.9889915
## utm_medium_electra_46 utm_medium_electra_47 utm_medium_electra_48
## 1 -0.3006535 -1.404824 0.1555616
## 2 -0.3006535 -1.404824 0.1555616
## 3 -0.3006535 -1.404824 0.1555616
## 4 -0.3006535 -1.404824 0.1555616
## 5 -0.3006535 -1.404824 0.1555616
## 6 -0.3006535 -1.404824 0.1555616
## utm_medium_electra_49 utm_medium_electra_50 utm_medium_electra_51
## 1 0.9423681 0.7050474 -1.719776
## 2 0.9423681 0.7050474 -1.719776
## 3 0.9423681 0.7050474 -1.719776
## 4 0.9423681 0.7050474 -1.719776
## 5 0.9423681 0.7050474 -1.719776
## 6 0.9423681 0.7050474 -1.719776
## utm_medium_electra_52 utm_medium_electra_53 utm_medium_electra_54
## 1 -0.5485303 0.9620121 -0.2600525
## 2 -0.5485303 0.9620121 -0.2600525
## 3 -0.5485303 0.9620121 -0.2600525
## 4 -0.5485303 0.9620121 -0.2600525
## 5 -0.5485303 0.9620121 -0.2600525
## 6 -0.5485303 0.9620121 -0.2600525
## utm_medium_electra_55 utm_medium_electra_56 utm_medium_electra_57
## 1 -0.05886782 -0.2085583 0.8606939
## 2 -0.05886782 -0.2085583 0.8606939
## 3 -0.05886782 -0.2085583 0.8606939
## 4 -0.05886782 -0.2085583 0.8606939
## 5 -0.05886782 -0.2085583 0.8606939
## 6 -0.05886782 -0.2085583 0.8606939
## utm_medium_electra_58 utm_medium_electra_59 utm_medium_electra_60
## 1 1.596748 1.278718 0.8319917
## 2 1.596748 1.278718 0.8319917
## 3 1.596748 1.278718 0.8319917
## 4 1.596748 1.278718 0.8319917
## 5 1.596748 1.278718 0.8319917
## 6 1.596748 1.278718 0.8319917
## utm_medium_electra_61 utm_medium_electra_62 utm_medium_electra_63
## 1 1.28464 -0.03881504 0.487425
## 2 1.28464 -0.03881504 0.487425
## 3 1.28464 -0.03881504 0.487425
## 4 1.28464 -0.03881504 0.487425
## 5 1.28464 -0.03881504 0.487425
## 6 1.28464 -0.03881504 0.487425
## utm_medium_electra_64 utm_medium_electra_65 utm_medium_electra_66
## 1 0.01679109 0.1569242 0.1734773
## 2 0.01679109 0.1569242 0.1734773
## 3 0.01679109 0.1569242 0.1734773
## 4 0.01679109 0.1569242 0.1734773
## 5 0.01679109 0.1569242 0.1734773
## 6 0.01679109 0.1569242 0.1734773
## utm_medium_electra_67 utm_medium_electra_68 utm_medium_electra_69
## 1 -0.2581609 -0.004433925 -0.7549909
## 2 -0.2581609 -0.004433925 -0.7549909
## 3 -0.2581609 -0.004433925 -0.7549909
## 4 -0.2581609 -0.004433925 -0.7549909
## 5 -0.2581609 -0.004433925 -0.7549909
## 6 -0.2581609 -0.004433925 -0.7549909
## utm_medium_electra_70 utm_medium_electra_71 utm_medium_electra_72
## 1 -0.310351 0.2892755 -0.08209609
## 2 -0.310351 0.2892755 -0.08209609
## 3 -0.310351 0.2892755 -0.08209609
## 4 -0.310351 0.2892755 -0.08209609
## 5 -0.310351 0.2892755 -0.08209609
## 6 -0.310351 0.2892755 -0.08209609
## utm_medium_electra_73 utm_medium_electra_74 utm_medium_electra_75
## 1 0.7671524 -0.7559319 -1.477174
## 2 0.7671524 -0.7559319 -1.477174
## 3 0.7671524 -0.7559319 -1.477174
## 4 0.7671524 -0.7559319 -1.477174
## 5 0.7671524 -0.7559319 -1.477174
## 6 0.7671524 -0.7559319 -1.477174
## utm_medium_electra_76 utm_medium_electra_77 utm_medium_electra_78
## 1 -1.249333 0.1989483 0.08756518
## 2 -1.249333 0.1989483 0.08756518
## 3 -1.249333 0.1989483 0.08756518
## 4 -1.249333 0.1989483 0.08756518
## 5 -1.249333 0.1989483 0.08756518
## 6 -1.249333 0.1989483 0.08756518
## utm_medium_electra_79 utm_medium_electra_80 utm_medium_electra_81
## 1 -0.8784191 -0.7305924 0.9095035
## 2 -0.8784191 -0.7305924 0.9095035
## 3 -0.8784191 -0.7305924 0.9095035
## 4 -0.8784191 -0.7305924 0.9095035
## 5 -0.8784191 -0.7305924 0.9095035
## 6 -0.8784191 -0.7305924 0.9095035
## utm_medium_electra_82 utm_medium_electra_83 utm_medium_electra_84
## 1 -1.233058 -0.3349984 1.003683
## 2 -1.233058 -0.3349984 1.003683
## 3 -1.233058 -0.3349984 1.003683
## 4 -1.233058 -0.3349984 1.003683
## 5 -1.233058 -0.3349984 1.003683
## 6 -1.233058 -0.3349984 1.003683
## utm_medium_electra_85 utm_medium_electra_86 utm_medium_electra_87
## 1 0.4913051 0.1295493 1.104141
## 2 0.4913051 0.1295493 1.104141
## 3 0.4913051 0.1295493 1.104141
## 4 0.4913051 0.1295493 1.104141
## 5 0.4913051 0.1295493 1.104141
## 6 0.4913051 0.1295493 1.104141
## utm_medium_electra_88 utm_medium_electra_89 utm_medium_electra_90
## 1 0.5496843 0.8700292 0.571897
## 2 0.5496843 0.8700292 0.571897
## 3 0.5496843 0.8700292 0.571897
## 4 0.5496843 0.8700292 0.571897
## 5 0.5496843 0.8700292 0.571897
## 6 0.5496843 0.8700292 0.571897
## utm_medium_electra_91 utm_medium_electra_92 utm_medium_electra_93
## 1 -0.5795735 1.601902 0.5774536
## 2 -0.5795735 1.601902 0.5774536
## 3 -0.5795735 1.601902 0.5774536
## 4 -0.5795735 1.601902 0.5774536
## 5 -0.5795735 1.601902 0.5774536
## 6 -0.5795735 1.601902 0.5774536
## utm_medium_electra_94 utm_medium_electra_95 utm_medium_electra_96
## 1 -0.6199248 0.2896566 -0.1228757
## 2 -0.6199248 0.2896566 -0.1228757
## 3 -0.6199248 0.2896566 -0.1228757
## 4 -0.6199248 0.2896566 -0.1228757
## 5 -0.6199248 0.2896566 -0.1228757
## 6 -0.6199248 0.2896566 -0.1228757
## utm_medium_electra_97 utm_medium_electra_98 utm_medium_electra_99
## 1 -0.3136835 -0.1705595 0.7300619
## 2 -0.3136835 -0.1705595 0.7300619
## 3 -0.3136835 -0.1705595 0.7300619
## 4 -0.3136835 -0.1705595 0.7300619
## 5 -0.3136835 -0.1705595 0.7300619
## 6 -0.3136835 -0.1705595 0.7300619
## utm_medium_electra_100 utm_medium_electra_101 utm_medium_electra_102
## 1 0.4364704 -0.7753491 -0.8347682
## 2 0.4364704 -0.7753491 -0.8347682
## 3 0.4364704 -0.7753491 -0.8347682
## 4 0.4364704 -0.7753491 -0.8347682
## 5 0.4364704 -0.7753491 -0.8347682
## 6 0.4364704 -0.7753491 -0.8347682
## utm_medium_electra_103 utm_medium_electra_104 utm_medium_electra_105
## 1 1.576271 -0.6857189 -0.9569049
## 2 1.576271 -0.6857189 -0.9569049
## 3 1.576271 -0.6857189 -0.9569049
## 4 1.576271 -0.6857189 -0.9569049
## 5 1.576271 -0.6857189 -0.9569049
## 6 1.576271 -0.6857189 -0.9569049
## utm_medium_electra_106 utm_medium_electra_107 utm_medium_electra_108
## 1 0.916354 -0.1189136 -0.7832938
## 2 0.916354 -0.1189136 -0.7832938
## 3 0.916354 -0.1189136 -0.7832938
## 4 0.916354 -0.1189136 -0.7832938
## 5 0.916354 -0.1189136 -0.7832938
## 6 0.916354 -0.1189136 -0.7832938
## utm_medium_electra_109 utm_medium_electra_110 utm_medium_electra_111
## 1 -0.3058213 0.1429047 -0.703248
## 2 -0.3058213 0.1429047 -0.703248
## 3 -0.3058213 0.1429047 -0.703248
## 4 -0.3058213 0.1429047 -0.703248
## 5 -0.3058213 0.1429047 -0.703248
## 6 -0.3058213 0.1429047 -0.703248
## utm_medium_electra_112 utm_medium_electra_113 utm_medium_electra_114
## 1 0.6701729 0.4464919 -0.0336917
## 2 0.6701729 0.4464919 -0.0336917
## 3 0.6701729 0.4464919 -0.0336917
## 4 0.6701729 0.4464919 -0.0336917
## 5 0.6701729 0.4464919 -0.0336917
## 6 0.6701729 0.4464919 -0.0336917
## utm_medium_electra_115 utm_medium_electra_116 utm_medium_electra_117
## 1 -1.016657 0.5816988 0.9513784
## 2 -1.016657 0.5816988 0.9513784
## 3 -1.016657 0.5816988 0.9513784
## 4 -1.016657 0.5816988 0.9513784
## 5 -1.016657 0.5816988 0.9513784
## 6 -1.016657 0.5816988 0.9513784
## utm_medium_electra_118 utm_medium_electra_119 utm_medium_electra_120
## 1 0.638589 0.9679141 -0.2574433
## 2 0.638589 0.9679141 -0.2574433
## 3 0.638589 0.9679141 -0.2574433
## 4 0.638589 0.9679141 -0.2574433
## 5 0.638589 0.9679141 -0.2574433
## 6 0.638589 0.9679141 -0.2574433
## utm_medium_electra_121 utm_medium_electra_122 utm_medium_electra_123
## 1 -1.07062 0.4650137 0.9284786
## 2 -1.07062 0.4650137 0.9284786
## 3 -1.07062 0.4650137 0.9284786
## 4 -1.07062 0.4650137 0.9284786
## 5 -1.07062 0.4650137 0.9284786
## 6 -1.07062 0.4650137 0.9284786
## utm_medium_electra_124 utm_medium_electra_125 utm_medium_electra_126
## 1 0.1661752 0.4514848 0.4213519
## 2 0.1661752 0.4514848 0.4213519
## 3 0.1661752 0.4514848 0.4213519
## 4 0.1661752 0.4514848 0.4213519
## 5 0.1661752 0.4514848 0.4213519
## 6 0.1661752 0.4514848 0.4213519
## utm_medium_electra_127 utm_medium_electra_128 utm_medium_electra_129
## 1 0.5195445 0.5342844 1.431743
## 2 0.5195445 0.5342844 1.431743
## 3 0.5195445 0.5342844 1.431743
## 4 0.5195445 0.5342844 1.431743
## 5 0.5195445 0.5342844 1.431743
## 6 0.5195445 0.5342844 1.431743
## utm_medium_electra_130 utm_medium_electra_131 utm_medium_electra_132
## 1 0.4692486 -1.235278 -0.1359374
## 2 0.4692486 -1.235278 -0.1359374
## 3 0.4692486 -1.235278 -0.1359374
## 4 0.4692486 -1.235278 -0.1359374
## 5 0.4692486 -1.235278 -0.1359374
## 6 0.4692486 -1.235278 -0.1359374
## utm_medium_electra_133 utm_medium_electra_134 utm_medium_electra_135
## 1 -1.065426 0.3337857 -1.533103
## 2 -1.065426 0.3337857 -1.533103
## 3 -1.065426 0.3337857 -1.533103
## 4 -1.065426 0.3337857 -1.533103
## 5 -1.065426 0.3337857 -1.533103
## 6 -1.065426 0.3337857 -1.533103
## utm_medium_electra_136 utm_medium_electra_137 utm_medium_electra_138
## 1 -0.4096677 1.671818 -0.2087414
## 2 -0.4096677 1.671818 -0.2087414
## 3 -0.4096677 1.671818 -0.2087414
## 4 -0.4096677 1.671818 -0.2087414
## 5 -0.4096677 1.671818 -0.2087414
## 6 -0.4096677 1.671818 -0.2087414
## utm_medium_electra_139 utm_medium_electra_140 utm_medium_electra_141
## 1 0.6025178 -0.5105017 0.1565615
## 2 0.6025178 -0.5105017 0.1565615
## 3 0.6025178 -0.5105017 0.1565615
## 4 0.6025178 -0.5105017 0.1565615
## 5 0.6025178 -0.5105017 0.1565615
## 6 0.6025178 -0.5105017 0.1565615
## utm_medium_electra_142 utm_medium_electra_143 utm_medium_electra_144
## 1 0.1772867 0.7668118 0.8741374
## 2 0.1772867 0.7668118 0.8741374
## 3 0.1772867 0.7668118 0.8741374
## 4 0.1772867 0.7668118 0.8741374
## 5 0.1772867 0.7668118 0.8741374
## 6 0.1772867 0.7668118 0.8741374
## utm_medium_electra_145 utm_medium_electra_146 utm_medium_electra_147
## 1 -0.3291559 -1.265954 0.4676379
## 2 -0.3291559 -1.265954 0.4676379
## 3 -0.3291559 -1.265954 0.4676379
## 4 -0.3291559 -1.265954 0.4676379
## 5 -0.3291559 -1.265954 0.4676379
## 6 -0.3291559 -1.265954 0.4676379
## utm_medium_electra_148 utm_medium_electra_149 utm_medium_electra_150
## 1 1.248528 -0.693313 0.04517317
## 2 1.248528 -0.693313 0.04517317
## 3 1.248528 -0.693313 0.04517317
## 4 1.248528 -0.693313 0.04517317
## 5 1.248528 -0.693313 0.04517317
## 6 1.248528 -0.693313 0.04517317
## utm_medium_electra_151 utm_medium_electra_152 utm_medium_electra_153
## 1 1.022502 -0.04725192 0.1831528
## 2 1.022502 -0.04725192 0.1831528
## 3 1.022502 -0.04725192 0.1831528
## 4 1.022502 -0.04725192 0.1831528
## 5 1.022502 -0.04725192 0.1831528
## 6 1.022502 -0.04725192 0.1831528
## utm_medium_electra_154 utm_medium_electra_155 utm_medium_electra_156
## 1 1.355366 0.03904004 -0.4802073
## 2 1.355366 0.03904004 -0.4802073
## 3 1.355366 0.03904004 -0.4802073
## 4 1.355366 0.03904004 -0.4802073
## 5 1.355366 0.03904004 -0.4802073
## 6 1.355366 0.03904004 -0.4802073
## utm_medium_electra_157 utm_medium_electra_158 utm_medium_electra_159
## 1 0.7746821 -0.2670953 1.442763
## 2 0.7746821 -0.2670953 1.442763
## 3 0.7746821 -0.2670953 1.442763
## 4 0.7746821 -0.2670953 1.442763
## 5 0.7746821 -0.2670953 1.442763
## 6 0.7746821 -0.2670953 1.442763
## utm_medium_electra_160 utm_medium_electra_161 utm_medium_electra_162
## 1 -0.5358003 0.7286096 -0.4687356
## 2 -0.5358003 0.7286096 -0.4687356
## 3 -0.5358003 0.7286096 -0.4687356
## 4 -0.5358003 0.7286096 -0.4687356
## 5 -0.5358003 0.7286096 -0.4687356
## 6 -0.5358003 0.7286096 -0.4687356
## utm_medium_electra_163 utm_medium_electra_164 utm_medium_electra_165
## 1 -1.210719e-05 0.7772284 -1.001749
## 2 -1.210719e-05 0.7772284 -1.001749
## 3 -1.210719e-05 0.7772284 -1.001749
## 4 -1.210719e-05 0.7772284 -1.001749
## 5 -1.210719e-05 0.7772284 -1.001749
## 6 -1.210719e-05 0.7772284 -1.001749
## utm_medium_electra_166 utm_medium_electra_167 utm_medium_electra_168
## 1 -1.132856 0.8876926 0.4305449
## 2 -1.132856 0.8876926 0.4305449
## 3 -1.132856 0.8876926 0.4305449
## 4 -1.132856 0.8876926 0.4305449
## 5 -1.132856 0.8876926 0.4305449
## 6 -1.132856 0.8876926 0.4305449
## utm_medium_electra_169 utm_medium_electra_170 utm_medium_electra_171
## 1 -0.08684016 -0.1770711 1.128303
## 2 -0.08684016 -0.1770711 1.128303
## 3 -0.08684016 -0.1770711 1.128303
## 4 -0.08684016 -0.1770711 1.128303
## 5 -0.08684016 -0.1770711 1.128303
## 6 -0.08684016 -0.1770711 1.128303
## utm_medium_electra_172 utm_medium_electra_173 utm_medium_electra_174
## 1 -1.291896 -0.05193593 0.3642043
## 2 -1.291896 -0.05193593 0.3642043
## 3 -1.291896 -0.05193593 0.3642043
## 4 -1.291896 -0.05193593 0.3642043
## 5 -1.291896 -0.05193593 0.3642043
## 6 -1.291896 -0.05193593 0.3642043
## utm_medium_electra_175 utm_medium_electra_176 utm_medium_electra_177
## 1 1.068328 -0.6725016 -1.416671
## 2 1.068328 -0.6725016 -1.416671
## 3 1.068328 -0.6725016 -1.416671
## 4 1.068328 -0.6725016 -1.416671
## 5 1.068328 -0.6725016 -1.416671
## 6 1.068328 -0.6725016 -1.416671
## utm_medium_electra_178 utm_medium_electra_179 utm_medium_electra_180
## 1 -1.036035 -0.2401149 -0.00126414
## 2 -1.036035 -0.2401149 -0.00126414
## 3 -1.036035 -0.2401149 -0.00126414
## 4 -1.036035 -0.2401149 -0.00126414
## 5 -1.036035 -0.2401149 -0.00126414
## 6 -1.036035 -0.2401149 -0.00126414
## utm_medium_electra_181 utm_medium_electra_182 utm_medium_electra_183
## 1 -0.20327 -0.1718531 -0.1386738
## 2 -0.20327 -0.1718531 -0.1386738
## 3 -0.20327 -0.1718531 -0.1386738
## 4 -0.20327 -0.1718531 -0.1386738
## 5 -0.20327 -0.1718531 -0.1386738
## 6 -0.20327 -0.1718531 -0.1386738
## utm_medium_electra_184 utm_medium_electra_185 utm_medium_electra_186
## 1 0.1208126 0.01152568 -0.08531789
## 2 0.1208126 0.01152568 -0.08531789
## 3 0.1208126 0.01152568 -0.08531789
## 4 0.1208126 0.01152568 -0.08531789
## 5 0.1208126 0.01152568 -0.08531789
## 6 0.1208126 0.01152568 -0.08531789
## utm_medium_electra_187 utm_medium_electra_188 utm_medium_electra_189
## 1 -0.8615841 -1.211974 0.2885772
## 2 -0.8615841 -1.211974 0.2885772
## 3 -0.8615841 -1.211974 0.2885772
## 4 -0.8615841 -1.211974 0.2885772
## 5 -0.8615841 -1.211974 0.2885772
## 6 -0.8615841 -1.211974 0.2885772
## utm_medium_electra_190 utm_medium_electra_191 utm_medium_electra_192
## 1 0.4029627 0.02874792 -0.801912
## 2 0.4029627 0.02874792 -0.801912
## 3 0.4029627 0.02874792 -0.801912
## 4 0.4029627 0.02874792 -0.801912
## 5 0.4029627 0.02874792 -0.801912
## 6 0.4029627 0.02874792 -0.801912
## utm_medium_electra_193 utm_medium_electra_194 utm_medium_electra_195
## 1 -0.6681219 0.3879986 1.11515
## 2 -0.6681219 0.3879986 1.11515
## 3 -0.6681219 0.3879986 1.11515
## 4 -0.6681219 0.3879986 1.11515
## 5 -0.6681219 0.3879986 1.11515
## 6 -0.6681219 0.3879986 1.11515
## utm_medium_electra_196 utm_medium_electra_197 utm_medium_electra_198
## 1 0.5083802 0.2314755 0.6529756
## 2 0.5083802 0.2314755 0.6529756
## 3 0.5083802 0.2314755 0.6529756
## 4 0.5083802 0.2314755 0.6529756
## 5 0.5083802 0.2314755 0.6529756
## 6 0.5083802 0.2314755 0.6529756
## utm_medium_electra_199 utm_medium_electra_200 utm_medium_electra_201
## 1 0.5827609 0.916155 0.31917
## 2 0.5827609 0.916155 0.31917
## 3 0.5827609 0.916155 0.31917
## 4 0.5827609 0.916155 0.31917
## 5 0.5827609 0.916155 0.31917
## 6 0.5827609 0.916155 0.31917
## utm_medium_electra_202 utm_medium_electra_203 utm_medium_electra_204
## 1 -0.1648841 0.4756174 -0.314161
## 2 -0.1648841 0.4756174 -0.314161
## 3 -0.1648841 0.4756174 -0.314161
## 4 -0.1648841 0.4756174 -0.314161
## 5 -0.1648841 0.4756174 -0.314161
## 6 -0.1648841 0.4756174 -0.314161
## utm_medium_electra_205 utm_medium_electra_206 utm_medium_electra_207
## 1 0.9172419 0.4983186 1.024701
## 2 0.9172419 0.4983186 1.024701
## 3 0.9172419 0.4983186 1.024701
## 4 0.9172419 0.4983186 1.024701
## 5 0.9172419 0.4983186 1.024701
## 6 0.9172419 0.4983186 1.024701
## utm_medium_electra_208 utm_medium_electra_209 utm_medium_electra_210
## 1 0.6140098 0.2495824 0.5407016
## 2 0.6140098 0.2495824 0.5407016
## 3 0.6140098 0.2495824 0.5407016
## 4 0.6140098 0.2495824 0.5407016
## 5 0.6140098 0.2495824 0.5407016
## 6 0.6140098 0.2495824 0.5407016
## utm_medium_electra_211 utm_medium_electra_212 utm_medium_electra_213
## 1 0.6880953 0.532827 -0.1285802
## 2 0.6880953 0.532827 -0.1285802
## 3 0.6880953 0.532827 -0.1285802
## 4 0.6880953 0.532827 -0.1285802
## 5 0.6880953 0.532827 -0.1285802
## 6 0.6880953 0.532827 -0.1285802
## utm_medium_electra_214 utm_medium_electra_215 utm_medium_electra_216
## 1 -0.7554181 -0.3855986 0.4595648
## 2 -0.7554181 -0.3855986 0.4595648
## 3 -0.7554181 -0.3855986 0.4595648
## 4 -0.7554181 -0.3855986 0.4595648
## 5 -0.7554181 -0.3855986 0.4595648
## 6 -0.7554181 -0.3855986 0.4595648
## utm_medium_electra_217 utm_medium_electra_218 utm_medium_electra_219
## 1 0.6505634 -6.537192 -0.1529842
## 2 0.6505634 -6.537192 -0.1529842
## 3 0.6505634 -6.537192 -0.1529842
## 4 0.6505634 -6.537192 -0.1529842
## 5 0.6505634 -6.537192 -0.1529842
## 6 0.6505634 -6.537192 -0.1529842
## utm_medium_electra_220 utm_medium_electra_221 utm_medium_electra_222
## 1 -0.2756357 0.2271189 2.160825
## 2 -0.2756357 0.2271189 2.160825
## 3 -0.2756357 0.2271189 2.160825
## 4 -0.2756357 0.2271189 2.160825
## 5 -0.2756357 0.2271189 2.160825
## 6 -0.2756357 0.2271189 2.160825
## utm_medium_electra_223 utm_medium_electra_224 utm_medium_electra_225
## 1 0.605533 -0.5917938 0.4953441
## 2 0.605533 -0.5917938 0.4953441
## 3 0.605533 -0.5917938 0.4953441
## 4 0.605533 -0.5917938 0.4953441
## 5 0.605533 -0.5917938 0.4953441
## 6 0.605533 -0.5917938 0.4953441
## utm_medium_electra_226 utm_medium_electra_227 utm_medium_electra_228
## 1 -0.854877 -0.5574982 -0.5349622
## 2 -0.854877 -0.5574982 -0.5349622
## 3 -0.854877 -0.5574982 -0.5349622
## 4 -0.854877 -0.5574982 -0.5349622
## 5 -0.854877 -0.5574982 -0.5349622
## 6 -0.854877 -0.5574982 -0.5349622
## utm_medium_electra_229 utm_medium_electra_230 utm_medium_electra_231
## 1 0.5284069 0.03917949 0.269012
## 2 0.5284069 0.03917949 0.269012
## 3 0.5284069 0.03917949 0.269012
## 4 0.5284069 0.03917949 0.269012
## 5 0.5284069 0.03917949 0.269012
## 6 0.5284069 0.03917949 0.269012
## utm_medium_electra_232 utm_medium_electra_233 utm_medium_electra_234
## 1 0.4650917 0.3318793 -0.6473539
## 2 0.4650917 0.3318793 -0.6473539
## 3 0.4650917 0.3318793 -0.6473539
## 4 0.4650917 0.3318793 -0.6473539
## 5 0.4650917 0.3318793 -0.6473539
## 6 0.4650917 0.3318793 -0.6473539
## utm_medium_electra_235 utm_medium_electra_236 utm_medium_electra_237
## 1 0.564353 0.6654466 -0.6054308
## 2 0.564353 0.6654466 -0.6054308
## 3 0.564353 0.6654466 -0.6054308
## 4 0.564353 0.6654466 -0.6054308
## 5 0.564353 0.6654466 -0.6054308
## 6 0.564353 0.6654466 -0.6054308
## utm_medium_electra_238 utm_medium_electra_239 utm_medium_electra_240
## 1 -1.055239 0.04333027 0.9070359
## 2 -1.055239 0.04333027 0.9070359
## 3 -1.055239 0.04333027 0.9070359
## 4 -1.055239 0.04333027 0.9070359
## 5 -1.055239 0.04333027 0.9070359
## 6 -1.055239 0.04333027 0.9070359
## utm_medium_electra_241 utm_medium_electra_242 utm_medium_electra_243
## 1 0.4420817 -0.6152145 -0.7045399
## 2 0.4420817 -0.6152145 -0.7045399
## 3 0.4420817 -0.6152145 -0.7045399
## 4 0.4420817 -0.6152145 -0.7045399
## 5 0.4420817 -0.6152145 -0.7045399
## 6 0.4420817 -0.6152145 -0.7045399
## utm_medium_electra_244 utm_medium_electra_245 utm_medium_electra_246
## 1 0.1416899 0.4748948 0.4851248
## 2 0.1416899 0.4748948 0.4851248
## 3 0.1416899 0.4748948 0.4851248
## 4 0.1416899 0.4748948 0.4851248
## 5 0.1416899 0.4748948 0.4851248
## 6 0.1416899 0.4748948 0.4851248
## utm_medium_electra_247 utm_medium_electra_248 utm_medium_electra_249
## 1 -0.3916705 -0.3312436 0.004605778
## 2 -0.3916705 -0.3312436 0.004605778
## 3 -0.3916705 -0.3312436 0.004605778
## 4 -0.3916705 -0.3312436 0.004605778
## 5 -0.3916705 -0.3312436 0.004605778
## 6 -0.3916705 -0.3312436 0.004605778
## utm_medium_electra_250 utm_medium_electra_251 utm_medium_electra_252
## 1 0.08523874 0.1461952 -0.8093705
## 2 0.08523874 0.1461952 -0.8093705
## 3 0.08523874 0.1461952 -0.8093705
## 4 0.08523874 0.1461952 -0.8093705
## 5 0.08523874 0.1461952 -0.8093705
## 6 0.08523874 0.1461952 -0.8093705
## utm_medium_electra_253 utm_medium_electra_254 utm_medium_electra_255
## 1 0.7046801 -0.9326262 -0.156554
## 2 0.7046801 -0.9326262 -0.156554
## 3 0.7046801 -0.9326262 -0.156554
## 4 0.7046801 -0.9326262 -0.156554
## 5 0.7046801 -0.9326262 -0.156554
## 6 0.7046801 -0.9326262 -0.156554
## utm_content_electra_0 utm_content_electra_1 utm_content_electra_2
## 1 -0.1617841 0.4218709 -0.3397089
## 2 -0.1617841 0.4218709 -0.3397089
## 3 -0.1617841 0.4218709 -0.3397089
## 4 -0.1617841 0.4218709 -0.3397089
## 5 -0.1617841 0.4218709 -0.3397089
## 6 -0.1617841 0.4218709 -0.3397089
## utm_content_electra_3 utm_content_electra_4 utm_content_electra_5
## 1 -0.3296347 0.6607494 -0.2618078
## 2 -0.3296347 0.6607494 -0.2618078
## 3 -0.3296347 0.6607494 -0.2618078
## 4 -0.3296347 0.6607494 -0.2618078
## 5 -0.3296347 0.6607494 -0.2618078
## 6 -0.3296347 0.6607494 -0.2618078
## utm_content_electra_6 utm_content_electra_7 utm_content_electra_8
## 1 1.331474 1.273609 0.557407
## 2 1.331474 1.273609 0.557407
## 3 1.331474 1.273609 0.557407
## 4 1.331474 1.273609 0.557407
## 5 1.331474 1.273609 0.557407
## 6 1.331474 1.273609 0.557407
## utm_content_electra_9 utm_content_electra_10 utm_content_electra_11
## 1 0.08102085 -0.2275893 -1.12965
## 2 0.08102085 -0.2275893 -1.12965
## 3 0.08102085 -0.2275893 -1.12965
## 4 0.08102085 -0.2275893 -1.12965
## 5 0.08102085 -0.2275893 -1.12965
## 6 0.08102085 -0.2275893 -1.12965
## utm_content_electra_12 utm_content_electra_13 utm_content_electra_14
## 1 -0.5890277 -0.3951426 0.3278331
## 2 -0.5890277 -0.3951426 0.3278331
## 3 -0.5890277 -0.3951426 0.3278331
## 4 -0.5890277 -0.3951426 0.3278331
## 5 -0.5890277 -0.3951426 0.3278331
## 6 -0.5890277 -0.3951426 0.3278331
## utm_content_electra_15 utm_content_electra_16 utm_content_electra_17
## 1 0.8929365 -0.3198567 -0.266558
## 2 0.8929365 -0.3198567 -0.266558
## 3 0.8929365 -0.3198567 -0.266558
## 4 0.8929365 -0.3198567 -0.266558
## 5 0.8929365 -0.3198567 -0.266558
## 6 0.8929365 -0.3198567 -0.266558
## utm_content_electra_18 utm_content_electra_19 utm_content_electra_20
## 1 -0.3727815 1.525843 -0.480889
## 2 -0.3727815 1.525843 -0.480889
## 3 -0.3727815 1.525843 -0.480889
## 4 -0.3727815 1.525843 -0.480889
## 5 -0.3727815 1.525843 -0.480889
## 6 -0.3727815 1.525843 -0.480889
## utm_content_electra_21 utm_content_electra_22 utm_content_electra_23
## 1 -0.05777773 0.4388311 -0.5920643
## 2 -0.05777773 0.4388311 -0.5920643
## 3 -0.05777773 0.4388311 -0.5920643
## 4 -0.05777773 0.4388311 -0.5920643
## 5 -0.05777773 0.4388311 -0.5920643
## 6 -0.05777773 0.4388311 -0.5920643
## utm_content_electra_24 utm_content_electra_25 utm_content_electra_26
## 1 -0.3073829 0.1104951 -0.4268085
## 2 -0.3073829 0.1104951 -0.4268085
## 3 -0.3073829 0.1104951 -0.4268085
## 4 -0.3073829 0.1104951 -0.4268085
## 5 -0.3073829 0.1104951 -0.4268085
## 6 -0.3073829 0.1104951 -0.4268085
## utm_content_electra_27 utm_content_electra_28 utm_content_electra_29
## 1 0.7659105 1.1511 0.02511778
## 2 0.7659105 1.1511 0.02511778
## 3 0.7659105 1.1511 0.02511778
## 4 0.7659105 1.1511 0.02511778
## 5 0.7659105 1.1511 0.02511778
## 6 0.7659105 1.1511 0.02511778
## utm_content_electra_30 utm_content_electra_31 utm_content_electra_32
## 1 -0.5680319 0.82588 -0.1993788
## 2 -0.5680319 0.82588 -0.1993788
## 3 -0.5680319 0.82588 -0.1993788
## 4 -0.5680319 0.82588 -0.1993788
## 5 -0.5680319 0.82588 -0.1993788
## 6 -0.5680319 0.82588 -0.1993788
## utm_content_electra_33 utm_content_electra_34 utm_content_electra_35
## 1 -0.1681639 0.9563652 1.299747
## 2 -0.1681639 0.9563652 1.299747
## 3 -0.1681639 0.9563652 1.299747
## 4 -0.1681639 0.9563652 1.299747
## 5 -0.1681639 0.9563652 1.299747
## 6 -0.1681639 0.9563652 1.299747
## utm_content_electra_36 utm_content_electra_37 utm_content_electra_38
## 1 0.3708099 -0.9737185 -0.5933617
## 2 0.3708099 -0.9737185 -0.5933617
## 3 0.3708099 -0.9737185 -0.5933617
## 4 0.3708099 -0.9737185 -0.5933617
## 5 0.3708099 -0.9737185 -0.5933617
## 6 0.3708099 -0.9737185 -0.5933617
## utm_content_electra_39 utm_content_electra_40 utm_content_electra_41
## 1 -0.04463015 -1.549379 0.2265
## 2 -0.04463015 -1.549379 0.2265
## 3 -0.04463015 -1.549379 0.2265
## 4 -0.04463015 -1.549379 0.2265
## 5 -0.04463015 -1.549379 0.2265
## 6 -0.04463015 -1.549379 0.2265
## utm_content_electra_42 utm_content_electra_43 utm_content_electra_44
## 1 -0.1711794 0.3768376 1.296851
## 2 -0.1711794 0.3768376 1.296851
## 3 -0.1711794 0.3768376 1.296851
## 4 -0.1711794 0.3768376 1.296851
## 5 -0.1711794 0.3768376 1.296851
## 6 -0.1711794 0.3768376 1.296851
## utm_content_electra_45 utm_content_electra_46 utm_content_electra_47
## 1 0.9889915 -0.3006535 -1.404824
## 2 0.9889915 -0.3006535 -1.404824
## 3 0.9889915 -0.3006535 -1.404824
## 4 0.9889915 -0.3006535 -1.404824
## 5 0.9889915 -0.3006535 -1.404824
## 6 0.9889915 -0.3006535 -1.404824
## utm_content_electra_48 utm_content_electra_49 utm_content_electra_50
## 1 0.1555616 0.9423681 0.7050474
## 2 0.1555616 0.9423681 0.7050474
## 3 0.1555616 0.9423681 0.7050474
## 4 0.1555616 0.9423681 0.7050474
## 5 0.1555616 0.9423681 0.7050474
## 6 0.1555616 0.9423681 0.7050474
## utm_content_electra_51 utm_content_electra_52 utm_content_electra_53
## 1 -1.719776 -0.5485303 0.9620121
## 2 -1.719776 -0.5485303 0.9620121
## 3 -1.719776 -0.5485303 0.9620121
## 4 -1.719776 -0.5485303 0.9620121
## 5 -1.719776 -0.5485303 0.9620121
## 6 -1.719776 -0.5485303 0.9620121
## utm_content_electra_54 utm_content_electra_55 utm_content_electra_56
## 1 -0.2600525 -0.05886782 -0.2085583
## 2 -0.2600525 -0.05886782 -0.2085583
## 3 -0.2600525 -0.05886782 -0.2085583
## 4 -0.2600525 -0.05886782 -0.2085583
## 5 -0.2600525 -0.05886782 -0.2085583
## 6 -0.2600525 -0.05886782 -0.2085583
## utm_content_electra_57 utm_content_electra_58 utm_content_electra_59
## 1 0.8606939 1.596748 1.278718
## 2 0.8606939 1.596748 1.278718
## 3 0.8606939 1.596748 1.278718
## 4 0.8606939 1.596748 1.278718
## 5 0.8606939 1.596748 1.278718
## 6 0.8606939 1.596748 1.278718
## utm_content_electra_60 utm_content_electra_61 utm_content_electra_62
## 1 0.8319917 1.28464 -0.03881504
## 2 0.8319917 1.28464 -0.03881504
## 3 0.8319917 1.28464 -0.03881504
## 4 0.8319917 1.28464 -0.03881504
## 5 0.8319917 1.28464 -0.03881504
## 6 0.8319917 1.28464 -0.03881504
## utm_content_electra_63 utm_content_electra_64 utm_content_electra_65
## 1 0.487425 0.01679109 0.1569242
## 2 0.487425 0.01679109 0.1569242
## 3 0.487425 0.01679109 0.1569242
## 4 0.487425 0.01679109 0.1569242
## 5 0.487425 0.01679109 0.1569242
## 6 0.487425 0.01679109 0.1569242
## utm_content_electra_66 utm_content_electra_67 utm_content_electra_68
## 1 0.1734773 -0.2581609 -0.004433925
## 2 0.1734773 -0.2581609 -0.004433925
## 3 0.1734773 -0.2581609 -0.004433925
## 4 0.1734773 -0.2581609 -0.004433925
## 5 0.1734773 -0.2581609 -0.004433925
## 6 0.1734773 -0.2581609 -0.004433925
## utm_content_electra_69 utm_content_electra_70 utm_content_electra_71
## 1 -0.7549909 -0.310351 0.2892755
## 2 -0.7549909 -0.310351 0.2892755
## 3 -0.7549909 -0.310351 0.2892755
## 4 -0.7549909 -0.310351 0.2892755
## 5 -0.7549909 -0.310351 0.2892755
## 6 -0.7549909 -0.310351 0.2892755
## utm_content_electra_72 utm_content_electra_73 utm_content_electra_74
## 1 -0.08209609 0.7671524 -0.7559319
## 2 -0.08209609 0.7671524 -0.7559319
## 3 -0.08209609 0.7671524 -0.7559319
## 4 -0.08209609 0.7671524 -0.7559319
## 5 -0.08209609 0.7671524 -0.7559319
## 6 -0.08209609 0.7671524 -0.7559319
## utm_content_electra_75 utm_content_electra_76 utm_content_electra_77
## 1 -1.477174 -1.249333 0.1989483
## 2 -1.477174 -1.249333 0.1989483
## 3 -1.477174 -1.249333 0.1989483
## 4 -1.477174 -1.249333 0.1989483
## 5 -1.477174 -1.249333 0.1989483
## 6 -1.477174 -1.249333 0.1989483
## utm_content_electra_78 utm_content_electra_79 utm_content_electra_80
## 1 0.08756518 -0.8784191 -0.7305924
## 2 0.08756518 -0.8784191 -0.7305924
## 3 0.08756518 -0.8784191 -0.7305924
## 4 0.08756518 -0.8784191 -0.7305924
## 5 0.08756518 -0.8784191 -0.7305924
## 6 0.08756518 -0.8784191 -0.7305924
## utm_content_electra_81 utm_content_electra_82 utm_content_electra_83
## 1 0.9095035 -1.233058 -0.3349984
## 2 0.9095035 -1.233058 -0.3349984
## 3 0.9095035 -1.233058 -0.3349984
## 4 0.9095035 -1.233058 -0.3349984
## 5 0.9095035 -1.233058 -0.3349984
## 6 0.9095035 -1.233058 -0.3349984
## utm_content_electra_84 utm_content_electra_85 utm_content_electra_86
## 1 1.003683 0.4913051 0.1295493
## 2 1.003683 0.4913051 0.1295493
## 3 1.003683 0.4913051 0.1295493
## 4 1.003683 0.4913051 0.1295493
## 5 1.003683 0.4913051 0.1295493
## 6 1.003683 0.4913051 0.1295493
## utm_content_electra_87 utm_content_electra_88 utm_content_electra_89
## 1 1.104141 0.5496843 0.8700292
## 2 1.104141 0.5496843 0.8700292
## 3 1.104141 0.5496843 0.8700292
## 4 1.104141 0.5496843 0.8700292
## 5 1.104141 0.5496843 0.8700292
## 6 1.104141 0.5496843 0.8700292
## utm_content_electra_90 utm_content_electra_91 utm_content_electra_92
## 1 0.571897 -0.5795735 1.601902
## 2 0.571897 -0.5795735 1.601902
## 3 0.571897 -0.5795735 1.601902
## 4 0.571897 -0.5795735 1.601902
## 5 0.571897 -0.5795735 1.601902
## 6 0.571897 -0.5795735 1.601902
## utm_content_electra_93 utm_content_electra_94 utm_content_electra_95
## 1 0.5774536 -0.6199248 0.2896566
## 2 0.5774536 -0.6199248 0.2896566
## 3 0.5774536 -0.6199248 0.2896566
## 4 0.5774536 -0.6199248 0.2896566
## 5 0.5774536 -0.6199248 0.2896566
## 6 0.5774536 -0.6199248 0.2896566
## utm_content_electra_96 utm_content_electra_97 utm_content_electra_98
## 1 -0.1228757 -0.3136835 -0.1705595
## 2 -0.1228757 -0.3136835 -0.1705595
## 3 -0.1228757 -0.3136835 -0.1705595
## 4 -0.1228757 -0.3136835 -0.1705595
## 5 -0.1228757 -0.3136835 -0.1705595
## 6 -0.1228757 -0.3136835 -0.1705595
## utm_content_electra_99 utm_content_electra_100 utm_content_electra_101
## 1 0.7300619 0.4364704 -0.7753491
## 2 0.7300619 0.4364704 -0.7753491
## 3 0.7300619 0.4364704 -0.7753491
## 4 0.7300619 0.4364704 -0.7753491
## 5 0.7300619 0.4364704 -0.7753491
## 6 0.7300619 0.4364704 -0.7753491
## utm_content_electra_102 utm_content_electra_103 utm_content_electra_104
## 1 -0.8347682 1.576271 -0.6857189
## 2 -0.8347682 1.576271 -0.6857189
## 3 -0.8347682 1.576271 -0.6857189
## 4 -0.8347682 1.576271 -0.6857189
## 5 -0.8347682 1.576271 -0.6857189
## 6 -0.8347682 1.576271 -0.6857189
## utm_content_electra_105 utm_content_electra_106 utm_content_electra_107
## 1 -0.9569049 0.916354 -0.1189136
## 2 -0.9569049 0.916354 -0.1189136
## 3 -0.9569049 0.916354 -0.1189136
## 4 -0.9569049 0.916354 -0.1189136
## 5 -0.9569049 0.916354 -0.1189136
## 6 -0.9569049 0.916354 -0.1189136
## utm_content_electra_108 utm_content_electra_109 utm_content_electra_110
## 1 -0.7832938 -0.3058213 0.1429047
## 2 -0.7832938 -0.3058213 0.1429047
## 3 -0.7832938 -0.3058213 0.1429047
## 4 -0.7832938 -0.3058213 0.1429047
## 5 -0.7832938 -0.3058213 0.1429047
## 6 -0.7832938 -0.3058213 0.1429047
## utm_content_electra_111 utm_content_electra_112 utm_content_electra_113
## 1 -0.703248 0.6701729 0.4464919
## 2 -0.703248 0.6701729 0.4464919
## 3 -0.703248 0.6701729 0.4464919
## 4 -0.703248 0.6701729 0.4464919
## 5 -0.703248 0.6701729 0.4464919
## 6 -0.703248 0.6701729 0.4464919
## utm_content_electra_114 utm_content_electra_115 utm_content_electra_116
## 1 -0.0336917 -1.016657 0.5816988
## 2 -0.0336917 -1.016657 0.5816988
## 3 -0.0336917 -1.016657 0.5816988
## 4 -0.0336917 -1.016657 0.5816988
## 5 -0.0336917 -1.016657 0.5816988
## 6 -0.0336917 -1.016657 0.5816988
## utm_content_electra_117 utm_content_electra_118 utm_content_electra_119
## 1 0.9513784 0.638589 0.9679141
## 2 0.9513784 0.638589 0.9679141
## 3 0.9513784 0.638589 0.9679141
## 4 0.9513784 0.638589 0.9679141
## 5 0.9513784 0.638589 0.9679141
## 6 0.9513784 0.638589 0.9679141
## utm_content_electra_120 utm_content_electra_121 utm_content_electra_122
## 1 -0.2574433 -1.07062 0.4650137
## 2 -0.2574433 -1.07062 0.4650137
## 3 -0.2574433 -1.07062 0.4650137
## 4 -0.2574433 -1.07062 0.4650137
## 5 -0.2574433 -1.07062 0.4650137
## 6 -0.2574433 -1.07062 0.4650137
## utm_content_electra_123 utm_content_electra_124 utm_content_electra_125
## 1 0.9284786 0.1661752 0.4514848
## 2 0.9284786 0.1661752 0.4514848
## 3 0.9284786 0.1661752 0.4514848
## 4 0.9284786 0.1661752 0.4514848
## 5 0.9284786 0.1661752 0.4514848
## 6 0.9284786 0.1661752 0.4514848
## utm_content_electra_126 utm_content_electra_127 utm_content_electra_128
## 1 0.4213519 0.5195445 0.5342844
## 2 0.4213519 0.5195445 0.5342844
## 3 0.4213519 0.5195445 0.5342844
## 4 0.4213519 0.5195445 0.5342844
## 5 0.4213519 0.5195445 0.5342844
## 6 0.4213519 0.5195445 0.5342844
## utm_content_electra_129 utm_content_electra_130 utm_content_electra_131
## 1 1.431743 0.4692486 -1.235278
## 2 1.431743 0.4692486 -1.235278
## 3 1.431743 0.4692486 -1.235278
## 4 1.431743 0.4692486 -1.235278
## 5 1.431743 0.4692486 -1.235278
## 6 1.431743 0.4692486 -1.235278
## utm_content_electra_132 utm_content_electra_133 utm_content_electra_134
## 1 -0.1359374 -1.065426 0.3337857
## 2 -0.1359374 -1.065426 0.3337857
## 3 -0.1359374 -1.065426 0.3337857
## 4 -0.1359374 -1.065426 0.3337857
## 5 -0.1359374 -1.065426 0.3337857
## 6 -0.1359374 -1.065426 0.3337857
## utm_content_electra_135 utm_content_electra_136 utm_content_electra_137
## 1 -1.533103 -0.4096677 1.671818
## 2 -1.533103 -0.4096677 1.671818
## 3 -1.533103 -0.4096677 1.671818
## 4 -1.533103 -0.4096677 1.671818
## 5 -1.533103 -0.4096677 1.671818
## 6 -1.533103 -0.4096677 1.671818
## utm_content_electra_138 utm_content_electra_139 utm_content_electra_140
## 1 -0.2087414 0.6025178 -0.5105017
## 2 -0.2087414 0.6025178 -0.5105017
## 3 -0.2087414 0.6025178 -0.5105017
## 4 -0.2087414 0.6025178 -0.5105017
## 5 -0.2087414 0.6025178 -0.5105017
## 6 -0.2087414 0.6025178 -0.5105017
## utm_content_electra_141 utm_content_electra_142 utm_content_electra_143
## 1 0.1565615 0.1772867 0.7668118
## 2 0.1565615 0.1772867 0.7668118
## 3 0.1565615 0.1772867 0.7668118
## 4 0.1565615 0.1772867 0.7668118
## 5 0.1565615 0.1772867 0.7668118
## 6 0.1565615 0.1772867 0.7668118
## utm_content_electra_144 utm_content_electra_145 utm_content_electra_146
## 1 0.8741374 -0.3291559 -1.265954
## 2 0.8741374 -0.3291559 -1.265954
## 3 0.8741374 -0.3291559 -1.265954
## 4 0.8741374 -0.3291559 -1.265954
## 5 0.8741374 -0.3291559 -1.265954
## 6 0.8741374 -0.3291559 -1.265954
## utm_content_electra_147 utm_content_electra_148 utm_content_electra_149
## 1 0.4676379 1.248528 -0.693313
## 2 0.4676379 1.248528 -0.693313
## 3 0.4676379 1.248528 -0.693313
## 4 0.4676379 1.248528 -0.693313
## 5 0.4676379 1.248528 -0.693313
## 6 0.4676379 1.248528 -0.693313
## utm_content_electra_150 utm_content_electra_151 utm_content_electra_152
## 1 0.04517317 1.022502 -0.04725192
## 2 0.04517317 1.022502 -0.04725192
## 3 0.04517317 1.022502 -0.04725192
## 4 0.04517317 1.022502 -0.04725192
## 5 0.04517317 1.022502 -0.04725192
## 6 0.04517317 1.022502 -0.04725192
## utm_content_electra_153 utm_content_electra_154 utm_content_electra_155
## 1 0.1831528 1.355366 0.03904004
## 2 0.1831528 1.355366 0.03904004
## 3 0.1831528 1.355366 0.03904004
## 4 0.1831528 1.355366 0.03904004
## 5 0.1831528 1.355366 0.03904004
## 6 0.1831528 1.355366 0.03904004
## utm_content_electra_156 utm_content_electra_157 utm_content_electra_158
## 1 -0.4802073 0.7746821 -0.2670953
## 2 -0.4802073 0.7746821 -0.2670953
## 3 -0.4802073 0.7746821 -0.2670953
## 4 -0.4802073 0.7746821 -0.2670953
## 5 -0.4802073 0.7746821 -0.2670953
## 6 -0.4802073 0.7746821 -0.2670953
## utm_content_electra_159 utm_content_electra_160 utm_content_electra_161
## 1 1.442763 -0.5358003 0.7286096
## 2 1.442763 -0.5358003 0.7286096
## 3 1.442763 -0.5358003 0.7286096
## 4 1.442763 -0.5358003 0.7286096
## 5 1.442763 -0.5358003 0.7286096
## 6 1.442763 -0.5358003 0.7286096
## utm_content_electra_162 utm_content_electra_163 utm_content_electra_164
## 1 -0.4687356 -1.210719e-05 0.7772284
## 2 -0.4687356 -1.210719e-05 0.7772284
## 3 -0.4687356 -1.210719e-05 0.7772284
## 4 -0.4687356 -1.210719e-05 0.7772284
## 5 -0.4687356 -1.210719e-05 0.7772284
## 6 -0.4687356 -1.210719e-05 0.7772284
## utm_content_electra_165 utm_content_electra_166 utm_content_electra_167
## 1 -1.001749 -1.132856 0.8876926
## 2 -1.001749 -1.132856 0.8876926
## 3 -1.001749 -1.132856 0.8876926
## 4 -1.001749 -1.132856 0.8876926
## 5 -1.001749 -1.132856 0.8876926
## 6 -1.001749 -1.132856 0.8876926
## utm_content_electra_168 utm_content_electra_169 utm_content_electra_170
## 1 0.4305449 -0.08684016 -0.1770711
## 2 0.4305449 -0.08684016 -0.1770711
## 3 0.4305449 -0.08684016 -0.1770711
## 4 0.4305449 -0.08684016 -0.1770711
## 5 0.4305449 -0.08684016 -0.1770711
## 6 0.4305449 -0.08684016 -0.1770711
## utm_content_electra_171 utm_content_electra_172 utm_content_electra_173
## 1 1.128303 -1.291896 -0.05193593
## 2 1.128303 -1.291896 -0.05193593
## 3 1.128303 -1.291896 -0.05193593
## 4 1.128303 -1.291896 -0.05193593
## 5 1.128303 -1.291896 -0.05193593
## 6 1.128303 -1.291896 -0.05193593
## utm_content_electra_174 utm_content_electra_175 utm_content_electra_176
## 1 0.3642043 1.068328 -0.6725016
## 2 0.3642043 1.068328 -0.6725016
## 3 0.3642043 1.068328 -0.6725016
## 4 0.3642043 1.068328 -0.6725016
## 5 0.3642043 1.068328 -0.6725016
## 6 0.3642043 1.068328 -0.6725016
## utm_content_electra_177 utm_content_electra_178 utm_content_electra_179
## 1 -1.416671 -1.036035 -0.2401149
## 2 -1.416671 -1.036035 -0.2401149
## 3 -1.416671 -1.036035 -0.2401149
## 4 -1.416671 -1.036035 -0.2401149
## 5 -1.416671 -1.036035 -0.2401149
## 6 -1.416671 -1.036035 -0.2401149
## utm_content_electra_180 utm_content_electra_181 utm_content_electra_182
## 1 -0.00126414 -0.20327 -0.1718531
## 2 -0.00126414 -0.20327 -0.1718531
## 3 -0.00126414 -0.20327 -0.1718531
## 4 -0.00126414 -0.20327 -0.1718531
## 5 -0.00126414 -0.20327 -0.1718531
## 6 -0.00126414 -0.20327 -0.1718531
## utm_content_electra_183 utm_content_electra_184 utm_content_electra_185
## 1 -0.1386738 0.1208126 0.01152568
## 2 -0.1386738 0.1208126 0.01152568
## 3 -0.1386738 0.1208126 0.01152568
## 4 -0.1386738 0.1208126 0.01152568
## 5 -0.1386738 0.1208126 0.01152568
## 6 -0.1386738 0.1208126 0.01152568
## utm_content_electra_186 utm_content_electra_187 utm_content_electra_188
## 1 -0.08531789 -0.8615841 -1.211974
## 2 -0.08531789 -0.8615841 -1.211974
## 3 -0.08531789 -0.8615841 -1.211974
## 4 -0.08531789 -0.8615841 -1.211974
## 5 -0.08531789 -0.8615841 -1.211974
## 6 -0.08531789 -0.8615841 -1.211974
## utm_content_electra_189 utm_content_electra_190 utm_content_electra_191
## 1 0.2885772 0.4029627 0.02874792
## 2 0.2885772 0.4029627 0.02874792
## 3 0.2885772 0.4029627 0.02874792
## 4 0.2885772 0.4029627 0.02874792
## 5 0.2885772 0.4029627 0.02874792
## 6 0.2885772 0.4029627 0.02874792
## utm_content_electra_192 utm_content_electra_193 utm_content_electra_194
## 1 -0.801912 -0.6681219 0.3879986
## 2 -0.801912 -0.6681219 0.3879986
## 3 -0.801912 -0.6681219 0.3879986
## 4 -0.801912 -0.6681219 0.3879986
## 5 -0.801912 -0.6681219 0.3879986
## 6 -0.801912 -0.6681219 0.3879986
## utm_content_electra_195 utm_content_electra_196 utm_content_electra_197
## 1 1.11515 0.5083802 0.2314755
## 2 1.11515 0.5083802 0.2314755
## 3 1.11515 0.5083802 0.2314755
## 4 1.11515 0.5083802 0.2314755
## 5 1.11515 0.5083802 0.2314755
## 6 1.11515 0.5083802 0.2314755
## utm_content_electra_198 utm_content_electra_199 utm_content_electra_200
## 1 0.6529756 0.5827609 0.916155
## 2 0.6529756 0.5827609 0.916155
## 3 0.6529756 0.5827609 0.916155
## 4 0.6529756 0.5827609 0.916155
## 5 0.6529756 0.5827609 0.916155
## 6 0.6529756 0.5827609 0.916155
## utm_content_electra_201 utm_content_electra_202 utm_content_electra_203
## 1 0.31917 -0.1648841 0.4756174
## 2 0.31917 -0.1648841 0.4756174
## 3 0.31917 -0.1648841 0.4756174
## 4 0.31917 -0.1648841 0.4756174
## 5 0.31917 -0.1648841 0.4756174
## 6 0.31917 -0.1648841 0.4756174
## utm_content_electra_204 utm_content_electra_205 utm_content_electra_206
## 1 -0.314161 0.9172419 0.4983186
## 2 -0.314161 0.9172419 0.4983186
## 3 -0.314161 0.9172419 0.4983186
## 4 -0.314161 0.9172419 0.4983186
## 5 -0.314161 0.9172419 0.4983186
## 6 -0.314161 0.9172419 0.4983186
## utm_content_electra_207 utm_content_electra_208 utm_content_electra_209
## 1 1.024701 0.6140098 0.2495824
## 2 1.024701 0.6140098 0.2495824
## 3 1.024701 0.6140098 0.2495824
## 4 1.024701 0.6140098 0.2495824
## 5 1.024701 0.6140098 0.2495824
## 6 1.024701 0.6140098 0.2495824
## utm_content_electra_210 utm_content_electra_211 utm_content_electra_212
## 1 0.5407016 0.6880953 0.532827
## 2 0.5407016 0.6880953 0.532827
## 3 0.5407016 0.6880953 0.532827
## 4 0.5407016 0.6880953 0.532827
## 5 0.5407016 0.6880953 0.532827
## 6 0.5407016 0.6880953 0.532827
## utm_content_electra_213 utm_content_electra_214 utm_content_electra_215
## 1 -0.1285802 -0.7554181 -0.3855986
## 2 -0.1285802 -0.7554181 -0.3855986
## 3 -0.1285802 -0.7554181 -0.3855986
## 4 -0.1285802 -0.7554181 -0.3855986
## 5 -0.1285802 -0.7554181 -0.3855986
## 6 -0.1285802 -0.7554181 -0.3855986
## utm_content_electra_216 utm_content_electra_217 utm_content_electra_218
## 1 0.4595648 0.6505634 -6.537192
## 2 0.4595648 0.6505634 -6.537192
## 3 0.4595648 0.6505634 -6.537192
## 4 0.4595648 0.6505634 -6.537192
## 5 0.4595648 0.6505634 -6.537192
## 6 0.4595648 0.6505634 -6.537192
## utm_content_electra_219 utm_content_electra_220 utm_content_electra_221
## 1 -0.1529842 -0.2756357 0.2271189
## 2 -0.1529842 -0.2756357 0.2271189
## 3 -0.1529842 -0.2756357 0.2271189
## 4 -0.1529842 -0.2756357 0.2271189
## 5 -0.1529842 -0.2756357 0.2271189
## 6 -0.1529842 -0.2756357 0.2271189
## utm_content_electra_222 utm_content_electra_223 utm_content_electra_224
## 1 2.160825 0.605533 -0.5917938
## 2 2.160825 0.605533 -0.5917938
## 3 2.160825 0.605533 -0.5917938
## 4 2.160825 0.605533 -0.5917938
## 5 2.160825 0.605533 -0.5917938
## 6 2.160825 0.605533 -0.5917938
## utm_content_electra_225 utm_content_electra_226 utm_content_electra_227
## 1 0.4953441 -0.854877 -0.5574982
## 2 0.4953441 -0.854877 -0.5574982
## 3 0.4953441 -0.854877 -0.5574982
## 4 0.4953441 -0.854877 -0.5574982
## 5 0.4953441 -0.854877 -0.5574982
## 6 0.4953441 -0.854877 -0.5574982
## utm_content_electra_228 utm_content_electra_229 utm_content_electra_230
## 1 -0.5349622 0.5284069 0.03917949
## 2 -0.5349622 0.5284069 0.03917949
## 3 -0.5349622 0.5284069 0.03917949
## 4 -0.5349622 0.5284069 0.03917949
## 5 -0.5349622 0.5284069 0.03917949
## 6 -0.5349622 0.5284069 0.03917949
## utm_content_electra_231 utm_content_electra_232 utm_content_electra_233
## 1 0.269012 0.4650917 0.3318793
## 2 0.269012 0.4650917 0.3318793
## 3 0.269012 0.4650917 0.3318793
## 4 0.269012 0.4650917 0.3318793
## 5 0.269012 0.4650917 0.3318793
## 6 0.269012 0.4650917 0.3318793
## utm_content_electra_234 utm_content_electra_235 utm_content_electra_236
## 1 -0.6473539 0.564353 0.6654466
## 2 -0.6473539 0.564353 0.6654466
## 3 -0.6473539 0.564353 0.6654466
## 4 -0.6473539 0.564353 0.6654466
## 5 -0.6473539 0.564353 0.6654466
## 6 -0.6473539 0.564353 0.6654466
## utm_content_electra_237 utm_content_electra_238 utm_content_electra_239
## 1 -0.6054308 -1.055239 0.04333027
## 2 -0.6054308 -1.055239 0.04333027
## 3 -0.6054308 -1.055239 0.04333027
## 4 -0.6054308 -1.055239 0.04333027
## 5 -0.6054308 -1.055239 0.04333027
## 6 -0.6054308 -1.055239 0.04333027
## utm_content_electra_240 utm_content_electra_241 utm_content_electra_242
## 1 0.9070359 0.4420817 -0.6152145
## 2 0.9070359 0.4420817 -0.6152145
## 3 0.9070359 0.4420817 -0.6152145
## 4 0.9070359 0.4420817 -0.6152145
## 5 0.9070359 0.4420817 -0.6152145
## 6 0.9070359 0.4420817 -0.6152145
## utm_content_electra_243 utm_content_electra_244 utm_content_electra_245
## 1 -0.7045399 0.1416899 0.4748948
## 2 -0.7045399 0.1416899 0.4748948
## 3 -0.7045399 0.1416899 0.4748948
## 4 -0.7045399 0.1416899 0.4748948
## 5 -0.7045399 0.1416899 0.4748948
## 6 -0.7045399 0.1416899 0.4748948
## utm_content_electra_246 utm_content_electra_247 utm_content_electra_248
## 1 0.4851248 -0.3916705 -0.3312436
## 2 0.4851248 -0.3916705 -0.3312436
## 3 0.4851248 -0.3916705 -0.3312436
## 4 0.4851248 -0.3916705 -0.3312436
## 5 0.4851248 -0.3916705 -0.3312436
## 6 0.4851248 -0.3916705 -0.3312436
## utm_content_electra_249 utm_content_electra_250 utm_content_electra_251
## 1 0.004605778 0.08523874 0.1461952
## 2 0.004605778 0.08523874 0.1461952
## 3 0.004605778 0.08523874 0.1461952
## 4 0.004605778 0.08523874 0.1461952
## 5 0.004605778 0.08523874 0.1461952
## 6 0.004605778 0.08523874 0.1461952
## utm_content_electra_252 utm_content_electra_253 utm_content_electra_254
## 1 -0.8093705 0.7046801 -0.9326262
## 2 -0.8093705 0.7046801 -0.9326262
## 3 -0.8093705 0.7046801 -0.9326262
## 4 -0.8093705 0.7046801 -0.9326262
## 5 -0.8093705 0.7046801 -0.9326262
## 6 -0.8093705 0.7046801 -0.9326262
## utm_content_electra_255 utm_source_electra_0 utm_source_electra_1
## 1 -0.156554 -0.1617841 0.4218709
## 2 -0.156554 -0.1617841 0.4218709
## 3 -0.156554 -0.1617841 0.4218709
## 4 -0.156554 -0.1617841 0.4218709
## 5 -0.156554 -0.1617841 0.4218709
## 6 -0.156554 -0.1617841 0.4218709
## utm_source_electra_2 utm_source_electra_3 utm_source_electra_4
## 1 -0.3397089 -0.3296347 0.6607494
## 2 -0.3397089 -0.3296347 0.6607494
## 3 -0.3397089 -0.3296347 0.6607494
## 4 -0.3397089 -0.3296347 0.6607494
## 5 -0.3397089 -0.3296347 0.6607494
## 6 -0.3397089 -0.3296347 0.6607494
## utm_source_electra_5 utm_source_electra_6 utm_source_electra_7
## 1 -0.2618078 1.331474 1.273609
## 2 -0.2618078 1.331474 1.273609
## 3 -0.2618078 1.331474 1.273609
## 4 -0.2618078 1.331474 1.273609
## 5 -0.2618078 1.331474 1.273609
## 6 -0.2618078 1.331474 1.273609
## utm_source_electra_8 utm_source_electra_9 utm_source_electra_10
## 1 0.557407 0.08102085 -0.2275893
## 2 0.557407 0.08102085 -0.2275893
## 3 0.557407 0.08102085 -0.2275893
## 4 0.557407 0.08102085 -0.2275893
## 5 0.557407 0.08102085 -0.2275893
## 6 0.557407 0.08102085 -0.2275893
## utm_source_electra_11 utm_source_electra_12 utm_source_electra_13
## 1 -1.12965 -0.5890277 -0.3951426
## 2 -1.12965 -0.5890277 -0.3951426
## 3 -1.12965 -0.5890277 -0.3951426
## 4 -1.12965 -0.5890277 -0.3951426
## 5 -1.12965 -0.5890277 -0.3951426
## 6 -1.12965 -0.5890277 -0.3951426
## utm_source_electra_14 utm_source_electra_15 utm_source_electra_16
## 1 0.3278331 0.8929365 -0.3198567
## 2 0.3278331 0.8929365 -0.3198567
## 3 0.3278331 0.8929365 -0.3198567
## 4 0.3278331 0.8929365 -0.3198567
## 5 0.3278331 0.8929365 -0.3198567
## 6 0.3278331 0.8929365 -0.3198567
## utm_source_electra_17 utm_source_electra_18 utm_source_electra_19
## 1 -0.266558 -0.3727815 1.525843
## 2 -0.266558 -0.3727815 1.525843
## 3 -0.266558 -0.3727815 1.525843
## 4 -0.266558 -0.3727815 1.525843
## 5 -0.266558 -0.3727815 1.525843
## 6 -0.266558 -0.3727815 1.525843
## utm_source_electra_20 utm_source_electra_21 utm_source_electra_22
## 1 -0.480889 -0.05777773 0.4388311
## 2 -0.480889 -0.05777773 0.4388311
## 3 -0.480889 -0.05777773 0.4388311
## 4 -0.480889 -0.05777773 0.4388311
## 5 -0.480889 -0.05777773 0.4388311
## 6 -0.480889 -0.05777773 0.4388311
## utm_source_electra_23 utm_source_electra_24 utm_source_electra_25
## 1 -0.5920643 -0.3073829 0.1104951
## 2 -0.5920643 -0.3073829 0.1104951
## 3 -0.5920643 -0.3073829 0.1104951
## 4 -0.5920643 -0.3073829 0.1104951
## 5 -0.5920643 -0.3073829 0.1104951
## 6 -0.5920643 -0.3073829 0.1104951
## utm_source_electra_26 utm_source_electra_27 utm_source_electra_28
## 1 -0.4268085 0.7659105 1.1511
## 2 -0.4268085 0.7659105 1.1511
## 3 -0.4268085 0.7659105 1.1511
## 4 -0.4268085 0.7659105 1.1511
## 5 -0.4268085 0.7659105 1.1511
## 6 -0.4268085 0.7659105 1.1511
## utm_source_electra_29 utm_source_electra_30 utm_source_electra_31
## 1 0.02511778 -0.5680319 0.82588
## 2 0.02511778 -0.5680319 0.82588
## 3 0.02511778 -0.5680319 0.82588
## 4 0.02511778 -0.5680319 0.82588
## 5 0.02511778 -0.5680319 0.82588
## 6 0.02511778 -0.5680319 0.82588
## utm_source_electra_32 utm_source_electra_33 utm_source_electra_34
## 1 -0.1993788 -0.1681639 0.9563652
## 2 -0.1993788 -0.1681639 0.9563652
## 3 -0.1993788 -0.1681639 0.9563652
## 4 -0.1993788 -0.1681639 0.9563652
## 5 -0.1993788 -0.1681639 0.9563652
## 6 -0.1993788 -0.1681639 0.9563652
## utm_source_electra_35 utm_source_electra_36 utm_source_electra_37
## 1 1.299747 0.3708099 -0.9737185
## 2 1.299747 0.3708099 -0.9737185
## 3 1.299747 0.3708099 -0.9737185
## 4 1.299747 0.3708099 -0.9737185
## 5 1.299747 0.3708099 -0.9737185
## 6 1.299747 0.3708099 -0.9737185
## utm_source_electra_38 utm_source_electra_39 utm_source_electra_40
## 1 -0.5933617 -0.04463015 -1.549379
## 2 -0.5933617 -0.04463015 -1.549379
## 3 -0.5933617 -0.04463015 -1.549379
## 4 -0.5933617 -0.04463015 -1.549379
## 5 -0.5933617 -0.04463015 -1.549379
## 6 -0.5933617 -0.04463015 -1.549379
## utm_source_electra_41 utm_source_electra_42 utm_source_electra_43
## 1 0.2265 -0.1711794 0.3768376
## 2 0.2265 -0.1711794 0.3768376
## 3 0.2265 -0.1711794 0.3768376
## 4 0.2265 -0.1711794 0.3768376
## 5 0.2265 -0.1711794 0.3768376
## 6 0.2265 -0.1711794 0.3768376
## utm_source_electra_44 utm_source_electra_45 utm_source_electra_46
## 1 1.296851 0.9889915 -0.3006535
## 2 1.296851 0.9889915 -0.3006535
## 3 1.296851 0.9889915 -0.3006535
## 4 1.296851 0.9889915 -0.3006535
## 5 1.296851 0.9889915 -0.3006535
## 6 1.296851 0.9889915 -0.3006535
## utm_source_electra_47 utm_source_electra_48 utm_source_electra_49
## 1 -1.404824 0.1555616 0.9423681
## 2 -1.404824 0.1555616 0.9423681
## 3 -1.404824 0.1555616 0.9423681
## 4 -1.404824 0.1555616 0.9423681
## 5 -1.404824 0.1555616 0.9423681
## 6 -1.404824 0.1555616 0.9423681
## utm_source_electra_50 utm_source_electra_51 utm_source_electra_52
## 1 0.7050474 -1.719776 -0.5485303
## 2 0.7050474 -1.719776 -0.5485303
## 3 0.7050474 -1.719776 -0.5485303
## 4 0.7050474 -1.719776 -0.5485303
## 5 0.7050474 -1.719776 -0.5485303
## 6 0.7050474 -1.719776 -0.5485303
## utm_source_electra_53 utm_source_electra_54 utm_source_electra_55
## 1 0.9620121 -0.2600525 -0.05886782
## 2 0.9620121 -0.2600525 -0.05886782
## 3 0.9620121 -0.2600525 -0.05886782
## 4 0.9620121 -0.2600525 -0.05886782
## 5 0.9620121 -0.2600525 -0.05886782
## 6 0.9620121 -0.2600525 -0.05886782
## utm_source_electra_56 utm_source_electra_57 utm_source_electra_58
## 1 -0.2085583 0.8606939 1.596748
## 2 -0.2085583 0.8606939 1.596748
## 3 -0.2085583 0.8606939 1.596748
## 4 -0.2085583 0.8606939 1.596748
## 5 -0.2085583 0.8606939 1.596748
## 6 -0.2085583 0.8606939 1.596748
## utm_source_electra_59 utm_source_electra_60 utm_source_electra_61
## 1 1.278718 0.8319917 1.28464
## 2 1.278718 0.8319917 1.28464
## 3 1.278718 0.8319917 1.28464
## 4 1.278718 0.8319917 1.28464
## 5 1.278718 0.8319917 1.28464
## 6 1.278718 0.8319917 1.28464
## utm_source_electra_62 utm_source_electra_63 utm_source_electra_64
## 1 -0.03881504 0.487425 0.01679109
## 2 -0.03881504 0.487425 0.01679109
## 3 -0.03881504 0.487425 0.01679109
## 4 -0.03881504 0.487425 0.01679109
## 5 -0.03881504 0.487425 0.01679109
## 6 -0.03881504 0.487425 0.01679109
## utm_source_electra_65 utm_source_electra_66 utm_source_electra_67
## 1 0.1569242 0.1734773 -0.2581609
## 2 0.1569242 0.1734773 -0.2581609
## 3 0.1569242 0.1734773 -0.2581609
## 4 0.1569242 0.1734773 -0.2581609
## 5 0.1569242 0.1734773 -0.2581609
## 6 0.1569242 0.1734773 -0.2581609
## utm_source_electra_68 utm_source_electra_69 utm_source_electra_70
## 1 -0.004433925 -0.7549909 -0.310351
## 2 -0.004433925 -0.7549909 -0.310351
## 3 -0.004433925 -0.7549909 -0.310351
## 4 -0.004433925 -0.7549909 -0.310351
## 5 -0.004433925 -0.7549909 -0.310351
## 6 -0.004433925 -0.7549909 -0.310351
## utm_source_electra_71 utm_source_electra_72 utm_source_electra_73
## 1 0.2892755 -0.08209609 0.7671524
## 2 0.2892755 -0.08209609 0.7671524
## 3 0.2892755 -0.08209609 0.7671524
## 4 0.2892755 -0.08209609 0.7671524
## 5 0.2892755 -0.08209609 0.7671524
## 6 0.2892755 -0.08209609 0.7671524
## utm_source_electra_74 utm_source_electra_75 utm_source_electra_76
## 1 -0.7559319 -1.477174 -1.249333
## 2 -0.7559319 -1.477174 -1.249333
## 3 -0.7559319 -1.477174 -1.249333
## 4 -0.7559319 -1.477174 -1.249333
## 5 -0.7559319 -1.477174 -1.249333
## 6 -0.7559319 -1.477174 -1.249333
## utm_source_electra_77 utm_source_electra_78 utm_source_electra_79
## 1 0.1989483 0.08756518 -0.8784191
## 2 0.1989483 0.08756518 -0.8784191
## 3 0.1989483 0.08756518 -0.8784191
## 4 0.1989483 0.08756518 -0.8784191
## 5 0.1989483 0.08756518 -0.8784191
## 6 0.1989483 0.08756518 -0.8784191
## utm_source_electra_80 utm_source_electra_81 utm_source_electra_82
## 1 -0.7305924 0.9095035 -1.233058
## 2 -0.7305924 0.9095035 -1.233058
## 3 -0.7305924 0.9095035 -1.233058
## 4 -0.7305924 0.9095035 -1.233058
## 5 -0.7305924 0.9095035 -1.233058
## 6 -0.7305924 0.9095035 -1.233058
## utm_source_electra_83 utm_source_electra_84 utm_source_electra_85
## 1 -0.3349984 1.003683 0.4913051
## 2 -0.3349984 1.003683 0.4913051
## 3 -0.3349984 1.003683 0.4913051
## 4 -0.3349984 1.003683 0.4913051
## 5 -0.3349984 1.003683 0.4913051
## 6 -0.3349984 1.003683 0.4913051
## utm_source_electra_86 utm_source_electra_87 utm_source_electra_88
## 1 0.1295493 1.104141 0.5496843
## 2 0.1295493 1.104141 0.5496843
## 3 0.1295493 1.104141 0.5496843
## 4 0.1295493 1.104141 0.5496843
## 5 0.1295493 1.104141 0.5496843
## 6 0.1295493 1.104141 0.5496843
## utm_source_electra_89 utm_source_electra_90 utm_source_electra_91
## 1 0.8700292 0.571897 -0.5795735
## 2 0.8700292 0.571897 -0.5795735
## 3 0.8700292 0.571897 -0.5795735
## 4 0.8700292 0.571897 -0.5795735
## 5 0.8700292 0.571897 -0.5795735
## 6 0.8700292 0.571897 -0.5795735
## utm_source_electra_92 utm_source_electra_93 utm_source_electra_94
## 1 1.601902 0.5774536 -0.6199248
## 2 1.601902 0.5774536 -0.6199248
## 3 1.601902 0.5774536 -0.6199248
## 4 1.601902 0.5774536 -0.6199248
## 5 1.601902 0.5774536 -0.6199248
## 6 1.601902 0.5774536 -0.6199248
## utm_source_electra_95 utm_source_electra_96 utm_source_electra_97
## 1 0.2896566 -0.1228757 -0.3136835
## 2 0.2896566 -0.1228757 -0.3136835
## 3 0.2896566 -0.1228757 -0.3136835
## 4 0.2896566 -0.1228757 -0.3136835
## 5 0.2896566 -0.1228757 -0.3136835
## 6 0.2896566 -0.1228757 -0.3136835
## utm_source_electra_98 utm_source_electra_99 utm_source_electra_100
## 1 -0.1705595 0.7300619 0.4364704
## 2 -0.1705595 0.7300619 0.4364704
## 3 -0.1705595 0.7300619 0.4364704
## 4 -0.1705595 0.7300619 0.4364704
## 5 -0.1705595 0.7300619 0.4364704
## 6 -0.1705595 0.7300619 0.4364704
## utm_source_electra_101 utm_source_electra_102 utm_source_electra_103
## 1 -0.7753491 -0.8347682 1.576271
## 2 -0.7753491 -0.8347682 1.576271
## 3 -0.7753491 -0.8347682 1.576271
## 4 -0.7753491 -0.8347682 1.576271
## 5 -0.7753491 -0.8347682 1.576271
## 6 -0.7753491 -0.8347682 1.576271
## utm_source_electra_104 utm_source_electra_105 utm_source_electra_106
## 1 -0.6857189 -0.9569049 0.916354
## 2 -0.6857189 -0.9569049 0.916354
## 3 -0.6857189 -0.9569049 0.916354
## 4 -0.6857189 -0.9569049 0.916354
## 5 -0.6857189 -0.9569049 0.916354
## 6 -0.6857189 -0.9569049 0.916354
## utm_source_electra_107 utm_source_electra_108 utm_source_electra_109
## 1 -0.1189136 -0.7832938 -0.3058213
## 2 -0.1189136 -0.7832938 -0.3058213
## 3 -0.1189136 -0.7832938 -0.3058213
## 4 -0.1189136 -0.7832938 -0.3058213
## 5 -0.1189136 -0.7832938 -0.3058213
## 6 -0.1189136 -0.7832938 -0.3058213
## utm_source_electra_110 utm_source_electra_111 utm_source_electra_112
## 1 0.1429047 -0.703248 0.6701729
## 2 0.1429047 -0.703248 0.6701729
## 3 0.1429047 -0.703248 0.6701729
## 4 0.1429047 -0.703248 0.6701729
## 5 0.1429047 -0.703248 0.6701729
## 6 0.1429047 -0.703248 0.6701729
## utm_source_electra_113 utm_source_electra_114 utm_source_electra_115
## 1 0.4464919 -0.0336917 -1.016657
## 2 0.4464919 -0.0336917 -1.016657
## 3 0.4464919 -0.0336917 -1.016657
## 4 0.4464919 -0.0336917 -1.016657
## 5 0.4464919 -0.0336917 -1.016657
## 6 0.4464919 -0.0336917 -1.016657
## utm_source_electra_116 utm_source_electra_117 utm_source_electra_118
## 1 0.5816988 0.9513784 0.638589
## 2 0.5816988 0.9513784 0.638589
## 3 0.5816988 0.9513784 0.638589
## 4 0.5816988 0.9513784 0.638589
## 5 0.5816988 0.9513784 0.638589
## 6 0.5816988 0.9513784 0.638589
## utm_source_electra_119 utm_source_electra_120 utm_source_electra_121
## 1 0.9679141 -0.2574433 -1.07062
## 2 0.9679141 -0.2574433 -1.07062
## 3 0.9679141 -0.2574433 -1.07062
## 4 0.9679141 -0.2574433 -1.07062
## 5 0.9679141 -0.2574433 -1.07062
## 6 0.9679141 -0.2574433 -1.07062
## utm_source_electra_122 utm_source_electra_123 utm_source_electra_124
## 1 0.4650137 0.9284786 0.1661752
## 2 0.4650137 0.9284786 0.1661752
## 3 0.4650137 0.9284786 0.1661752
## 4 0.4650137 0.9284786 0.1661752
## 5 0.4650137 0.9284786 0.1661752
## 6 0.4650137 0.9284786 0.1661752
## utm_source_electra_125 utm_source_electra_126 utm_source_electra_127
## 1 0.4514848 0.4213519 0.5195445
## 2 0.4514848 0.4213519 0.5195445
## 3 0.4514848 0.4213519 0.5195445
## 4 0.4514848 0.4213519 0.5195445
## 5 0.4514848 0.4213519 0.5195445
## 6 0.4514848 0.4213519 0.5195445
## utm_source_electra_128 utm_source_electra_129 utm_source_electra_130
## 1 0.5342844 1.431743 0.4692486
## 2 0.5342844 1.431743 0.4692486
## 3 0.5342844 1.431743 0.4692486
## 4 0.5342844 1.431743 0.4692486
## 5 0.5342844 1.431743 0.4692486
## 6 0.5342844 1.431743 0.4692486
## utm_source_electra_131 utm_source_electra_132 utm_source_electra_133
## 1 -1.235278 -0.1359374 -1.065426
## 2 -1.235278 -0.1359374 -1.065426
## 3 -1.235278 -0.1359374 -1.065426
## 4 -1.235278 -0.1359374 -1.065426
## 5 -1.235278 -0.1359374 -1.065426
## 6 -1.235278 -0.1359374 -1.065426
## utm_source_electra_134 utm_source_electra_135 utm_source_electra_136
## 1 0.3337857 -1.533103 -0.4096677
## 2 0.3337857 -1.533103 -0.4096677
## 3 0.3337857 -1.533103 -0.4096677
## 4 0.3337857 -1.533103 -0.4096677
## 5 0.3337857 -1.533103 -0.4096677
## 6 0.3337857 -1.533103 -0.4096677
## utm_source_electra_137 utm_source_electra_138 utm_source_electra_139
## 1 1.671818 -0.2087414 0.6025178
## 2 1.671818 -0.2087414 0.6025178
## 3 1.671818 -0.2087414 0.6025178
## 4 1.671818 -0.2087414 0.6025178
## 5 1.671818 -0.2087414 0.6025178
## 6 1.671818 -0.2087414 0.6025178
## utm_source_electra_140 utm_source_electra_141 utm_source_electra_142
## 1 -0.5105017 0.1565615 0.1772867
## 2 -0.5105017 0.1565615 0.1772867
## 3 -0.5105017 0.1565615 0.1772867
## 4 -0.5105017 0.1565615 0.1772867
## 5 -0.5105017 0.1565615 0.1772867
## 6 -0.5105017 0.1565615 0.1772867
## utm_source_electra_143 utm_source_electra_144 utm_source_electra_145
## 1 0.7668118 0.8741374 -0.3291559
## 2 0.7668118 0.8741374 -0.3291559
## 3 0.7668118 0.8741374 -0.3291559
## 4 0.7668118 0.8741374 -0.3291559
## 5 0.7668118 0.8741374 -0.3291559
## 6 0.7668118 0.8741374 -0.3291559
## utm_source_electra_146 utm_source_electra_147 utm_source_electra_148
## 1 -1.265954 0.4676379 1.248528
## 2 -1.265954 0.4676379 1.248528
## 3 -1.265954 0.4676379 1.248528
## 4 -1.265954 0.4676379 1.248528
## 5 -1.265954 0.4676379 1.248528
## 6 -1.265954 0.4676379 1.248528
## utm_source_electra_149 utm_source_electra_150 utm_source_electra_151
## 1 -0.693313 0.04517317 1.022502
## 2 -0.693313 0.04517317 1.022502
## 3 -0.693313 0.04517317 1.022502
## 4 -0.693313 0.04517317 1.022502
## 5 -0.693313 0.04517317 1.022502
## 6 -0.693313 0.04517317 1.022502
## utm_source_electra_152 utm_source_electra_153 utm_source_electra_154
## 1 -0.04725192 0.1831528 1.355366
## 2 -0.04725192 0.1831528 1.355366
## 3 -0.04725192 0.1831528 1.355366
## 4 -0.04725192 0.1831528 1.355366
## 5 -0.04725192 0.1831528 1.355366
## 6 -0.04725192 0.1831528 1.355366
## utm_source_electra_155 utm_source_electra_156 utm_source_electra_157
## 1 0.03904004 -0.4802073 0.7746821
## 2 0.03904004 -0.4802073 0.7746821
## 3 0.03904004 -0.4802073 0.7746821
## 4 0.03904004 -0.4802073 0.7746821
## 5 0.03904004 -0.4802073 0.7746821
## 6 0.03904004 -0.4802073 0.7746821
## utm_source_electra_158 utm_source_electra_159 utm_source_electra_160
## 1 -0.2670953 1.442763 -0.5358003
## 2 -0.2670953 1.442763 -0.5358003
## 3 -0.2670953 1.442763 -0.5358003
## 4 -0.2670953 1.442763 -0.5358003
## 5 -0.2670953 1.442763 -0.5358003
## 6 -0.2670953 1.442763 -0.5358003
## utm_source_electra_161 utm_source_electra_162 utm_source_electra_163
## 1 0.7286096 -0.4687356 -1.210719e-05
## 2 0.7286096 -0.4687356 -1.210719e-05
## 3 0.7286096 -0.4687356 -1.210719e-05
## 4 0.7286096 -0.4687356 -1.210719e-05
## 5 0.7286096 -0.4687356 -1.210719e-05
## 6 0.7286096 -0.4687356 -1.210719e-05
## utm_source_electra_164 utm_source_electra_165 utm_source_electra_166
## 1 0.7772284 -1.001749 -1.132856
## 2 0.7772284 -1.001749 -1.132856
## 3 0.7772284 -1.001749 -1.132856
## 4 0.7772284 -1.001749 -1.132856
## 5 0.7772284 -1.001749 -1.132856
## 6 0.7772284 -1.001749 -1.132856
## utm_source_electra_167 utm_source_electra_168 utm_source_electra_169
## 1 0.8876926 0.4305449 -0.08684016
## 2 0.8876926 0.4305449 -0.08684016
## 3 0.8876926 0.4305449 -0.08684016
## 4 0.8876926 0.4305449 -0.08684016
## 5 0.8876926 0.4305449 -0.08684016
## 6 0.8876926 0.4305449 -0.08684016
## utm_source_electra_170 utm_source_electra_171 utm_source_electra_172
## 1 -0.1770711 1.128303 -1.291896
## 2 -0.1770711 1.128303 -1.291896
## 3 -0.1770711 1.128303 -1.291896
## 4 -0.1770711 1.128303 -1.291896
## 5 -0.1770711 1.128303 -1.291896
## 6 -0.1770711 1.128303 -1.291896
## utm_source_electra_173 utm_source_electra_174 utm_source_electra_175
## 1 -0.05193593 0.3642043 1.068328
## 2 -0.05193593 0.3642043 1.068328
## 3 -0.05193593 0.3642043 1.068328
## 4 -0.05193593 0.3642043 1.068328
## 5 -0.05193593 0.3642043 1.068328
## 6 -0.05193593 0.3642043 1.068328
## utm_source_electra_176 utm_source_electra_177 utm_source_electra_178
## 1 -0.6725016 -1.416671 -1.036035
## 2 -0.6725016 -1.416671 -1.036035
## 3 -0.6725016 -1.416671 -1.036035
## 4 -0.6725016 -1.416671 -1.036035
## 5 -0.6725016 -1.416671 -1.036035
## 6 -0.6725016 -1.416671 -1.036035
## utm_source_electra_179 utm_source_electra_180 utm_source_electra_181
## 1 -0.2401149 -0.00126414 -0.20327
## 2 -0.2401149 -0.00126414 -0.20327
## 3 -0.2401149 -0.00126414 -0.20327
## 4 -0.2401149 -0.00126414 -0.20327
## 5 -0.2401149 -0.00126414 -0.20327
## 6 -0.2401149 -0.00126414 -0.20327
## utm_source_electra_182 utm_source_electra_183 utm_source_electra_184
## 1 -0.1718531 -0.1386738 0.1208126
## 2 -0.1718531 -0.1386738 0.1208126
## 3 -0.1718531 -0.1386738 0.1208126
## 4 -0.1718531 -0.1386738 0.1208126
## 5 -0.1718531 -0.1386738 0.1208126
## 6 -0.1718531 -0.1386738 0.1208126
## utm_source_electra_185 utm_source_electra_186 utm_source_electra_187
## 1 0.01152568 -0.08531789 -0.8615841
## 2 0.01152568 -0.08531789 -0.8615841
## 3 0.01152568 -0.08531789 -0.8615841
## 4 0.01152568 -0.08531789 -0.8615841
## 5 0.01152568 -0.08531789 -0.8615841
## 6 0.01152568 -0.08531789 -0.8615841
## utm_source_electra_188 utm_source_electra_189 utm_source_electra_190
## 1 -1.211974 0.2885772 0.4029627
## 2 -1.211974 0.2885772 0.4029627
## 3 -1.211974 0.2885772 0.4029627
## 4 -1.211974 0.2885772 0.4029627
## 5 -1.211974 0.2885772 0.4029627
## 6 -1.211974 0.2885772 0.4029627
## utm_source_electra_191 utm_source_electra_192 utm_source_electra_193
## 1 0.02874792 -0.801912 -0.6681219
## 2 0.02874792 -0.801912 -0.6681219
## 3 0.02874792 -0.801912 -0.6681219
## 4 0.02874792 -0.801912 -0.6681219
## 5 0.02874792 -0.801912 -0.6681219
## 6 0.02874792 -0.801912 -0.6681219
## utm_source_electra_194 utm_source_electra_195 utm_source_electra_196
## 1 0.3879986 1.11515 0.5083802
## 2 0.3879986 1.11515 0.5083802
## 3 0.3879986 1.11515 0.5083802
## 4 0.3879986 1.11515 0.5083802
## 5 0.3879986 1.11515 0.5083802
## 6 0.3879986 1.11515 0.5083802
## utm_source_electra_197 utm_source_electra_198 utm_source_electra_199
## 1 0.2314755 0.6529756 0.5827609
## 2 0.2314755 0.6529756 0.5827609
## 3 0.2314755 0.6529756 0.5827609
## 4 0.2314755 0.6529756 0.5827609
## 5 0.2314755 0.6529756 0.5827609
## 6 0.2314755 0.6529756 0.5827609
## utm_source_electra_200 utm_source_electra_201 utm_source_electra_202
## 1 0.916155 0.31917 -0.1648841
## 2 0.916155 0.31917 -0.1648841
## 3 0.916155 0.31917 -0.1648841
## 4 0.916155 0.31917 -0.1648841
## 5 0.916155 0.31917 -0.1648841
## 6 0.916155 0.31917 -0.1648841
## utm_source_electra_203 utm_source_electra_204 utm_source_electra_205
## 1 0.4756174 -0.314161 0.9172419
## 2 0.4756174 -0.314161 0.9172419
## 3 0.4756174 -0.314161 0.9172419
## 4 0.4756174 -0.314161 0.9172419
## 5 0.4756174 -0.314161 0.9172419
## 6 0.4756174 -0.314161 0.9172419
## utm_source_electra_206 utm_source_electra_207 utm_source_electra_208
## 1 0.4983186 1.024701 0.6140098
## 2 0.4983186 1.024701 0.6140098
## 3 0.4983186 1.024701 0.6140098
## 4 0.4983186 1.024701 0.6140098
## 5 0.4983186 1.024701 0.6140098
## 6 0.4983186 1.024701 0.6140098
## utm_source_electra_209 utm_source_electra_210 utm_source_electra_211
## 1 0.2495824 0.5407016 0.6880953
## 2 0.2495824 0.5407016 0.6880953
## 3 0.2495824 0.5407016 0.6880953
## 4 0.2495824 0.5407016 0.6880953
## 5 0.2495824 0.5407016 0.6880953
## 6 0.2495824 0.5407016 0.6880953
## utm_source_electra_212 utm_source_electra_213 utm_source_electra_214
## 1 0.532827 -0.1285802 -0.7554181
## 2 0.532827 -0.1285802 -0.7554181
## 3 0.532827 -0.1285802 -0.7554181
## 4 0.532827 -0.1285802 -0.7554181
## 5 0.532827 -0.1285802 -0.7554181
## 6 0.532827 -0.1285802 -0.7554181
## utm_source_electra_215 utm_source_electra_216 utm_source_electra_217
## 1 -0.3855986 0.4595648 0.6505634
## 2 -0.3855986 0.4595648 0.6505634
## 3 -0.3855986 0.4595648 0.6505634
## 4 -0.3855986 0.4595648 0.6505634
## 5 -0.3855986 0.4595648 0.6505634
## 6 -0.3855986 0.4595648 0.6505634
## utm_source_electra_218 utm_source_electra_219 utm_source_electra_220
## 1 -6.537192 -0.1529842 -0.2756357
## 2 -6.537192 -0.1529842 -0.2756357
## 3 -6.537192 -0.1529842 -0.2756357
## 4 -6.537192 -0.1529842 -0.2756357
## 5 -6.537192 -0.1529842 -0.2756357
## 6 -6.537192 -0.1529842 -0.2756357
## utm_source_electra_221 utm_source_electra_222 utm_source_electra_223
## 1 0.2271189 2.160825 0.605533
## 2 0.2271189 2.160825 0.605533
## 3 0.2271189 2.160825 0.605533
## 4 0.2271189 2.160825 0.605533
## 5 0.2271189 2.160825 0.605533
## 6 0.2271189 2.160825 0.605533
## utm_source_electra_224 utm_source_electra_225 utm_source_electra_226
## 1 -0.5917938 0.4953441 -0.854877
## 2 -0.5917938 0.4953441 -0.854877
## 3 -0.5917938 0.4953441 -0.854877
## 4 -0.5917938 0.4953441 -0.854877
## 5 -0.5917938 0.4953441 -0.854877
## 6 -0.5917938 0.4953441 -0.854877
## utm_source_electra_227 utm_source_electra_228 utm_source_electra_229
## 1 -0.5574982 -0.5349622 0.5284069
## 2 -0.5574982 -0.5349622 0.5284069
## 3 -0.5574982 -0.5349622 0.5284069
## 4 -0.5574982 -0.5349622 0.5284069
## 5 -0.5574982 -0.5349622 0.5284069
## 6 -0.5574982 -0.5349622 0.5284069
## utm_source_electra_230 utm_source_electra_231 utm_source_electra_232
## 1 0.03917949 0.269012 0.4650917
## 2 0.03917949 0.269012 0.4650917
## 3 0.03917949 0.269012 0.4650917
## 4 0.03917949 0.269012 0.4650917
## 5 0.03917949 0.269012 0.4650917
## 6 0.03917949 0.269012 0.4650917
## utm_source_electra_233 utm_source_electra_234 utm_source_electra_235
## 1 0.3318793 -0.6473539 0.564353
## 2 0.3318793 -0.6473539 0.564353
## 3 0.3318793 -0.6473539 0.564353
## 4 0.3318793 -0.6473539 0.564353
## 5 0.3318793 -0.6473539 0.564353
## 6 0.3318793 -0.6473539 0.564353
## utm_source_electra_236 utm_source_electra_237 utm_source_electra_238
## 1 0.6654466 -0.6054308 -1.055239
## 2 0.6654466 -0.6054308 -1.055239
## 3 0.6654466 -0.6054308 -1.055239
## 4 0.6654466 -0.6054308 -1.055239
## 5 0.6654466 -0.6054308 -1.055239
## 6 0.6654466 -0.6054308 -1.055239
## utm_source_electra_239 utm_source_electra_240 utm_source_electra_241
## 1 0.04333027 0.9070359 0.4420817
## 2 0.04333027 0.9070359 0.4420817
## 3 0.04333027 0.9070359 0.4420817
## 4 0.04333027 0.9070359 0.4420817
## 5 0.04333027 0.9070359 0.4420817
## 6 0.04333027 0.9070359 0.4420817
## utm_source_electra_242 utm_source_electra_243 utm_source_electra_244
## 1 -0.6152145 -0.7045399 0.1416899
## 2 -0.6152145 -0.7045399 0.1416899
## 3 -0.6152145 -0.7045399 0.1416899
## 4 -0.6152145 -0.7045399 0.1416899
## 5 -0.6152145 -0.7045399 0.1416899
## 6 -0.6152145 -0.7045399 0.1416899
## utm_source_electra_245 utm_source_electra_246 utm_source_electra_247
## 1 0.4748948 0.4851248 -0.3916705
## 2 0.4748948 0.4851248 -0.3916705
## 3 0.4748948 0.4851248 -0.3916705
## 4 0.4748948 0.4851248 -0.3916705
## 5 0.4748948 0.4851248 -0.3916705
## 6 0.4748948 0.4851248 -0.3916705
## utm_source_electra_248 utm_source_electra_249 utm_source_electra_250
## 1 -0.3312436 0.004605778 0.08523874
## 2 -0.3312436 0.004605778 0.08523874
## 3 -0.3312436 0.004605778 0.08523874
## 4 -0.3312436 0.004605778 0.08523874
## 5 -0.3312436 0.004605778 0.08523874
## 6 -0.3312436 0.004605778 0.08523874
## utm_source_electra_251 utm_source_electra_252 utm_source_electra_253
## 1 0.1461952 -0.8093705 0.7046801
## 2 0.1461952 -0.8093705 0.7046801
## 3 0.1461952 -0.8093705 0.7046801
## 4 0.1461952 -0.8093705 0.7046801
## 5 0.1461952 -0.8093705 0.7046801
## 6 0.1461952 -0.8093705 0.7046801
## utm_source_electra_254 utm_source_electra_255
## 1 -0.9326262 -0.156554
## 2 -0.9326262 -0.156554
## 3 -0.9326262 -0.156554
## 4 -0.9326262 -0.156554
## 5 -0.9326262 -0.156554
## 6 -0.9326262 -0.15655410.4.2 Part 2 -
X_UP2
colnames(X_up2)[2] <- c("proj_id")
X_UP2 <- X_up2[, c(1:3, 7:27)]dim(X_UP2)## [1] 183687 24head(X_UP2)## user_id proj_id project_location_id Venue.Type...Detail_Bar
## 1 31389 676 168 0
## 2 34156 277 135 0
## 3 34146 676 168 0
## 4 19939 277 134 0
## 5 19806 277 134 0
## 6 33028 676 168 0
## Venue.Type...Detail_Cafe Venue.Type...Detail_Casual.Dining
## 1 0 0
## 2 0 0
## 3 0 0
## 4 0 0
## 5 0 0
## 6 0 0
## Venue.Type...Detail_Casual.Fine.Dining Venue.Type...Detail_Coffee.Shop
## 1 1 0
## 2 1 0
## 3 1 0
## 4 0 0
## 5 0 0
## 6 1 0
## Venue.Type...Detail_Fast.Casual Venue.Type...Detail_Fast.Food
## 1 0 0
## 2 0 0
## 3 0 0
## 4 0 0
## 5 0 0
## 6 0 0
## Venue.Type...Detail_Fine.Dining Venue.Type...Detail_Market
## 1 0 0
## 2 0 0
## 3 0 0
## 4 0 0
## 5 0 0
## 6 0 0
## Venue.Type...Detail_Nightclub Venue.Type...Detail_Unknown Check.Average_High
## 1 0 0 0
## 2 0 0 0
## 3 0 0 0
## 4 1 0 0
## 5 1 0 0
## 6 0 0 0
## Check.Average_Low Check.Average_Mid Check.Average_Very.High
## 1 0 1 0
## 2 0 1 0
## 3 0 1 0
## 4 0 1 0
## 5 0 1 0
## 6 0 1 0
## Check.Average_Very.Low Service.Type_Fast.Casual Service.Type_Full.Service
## 1 0 0 1
## 2 0 0 1
## 3 0 0 1
## 4 0 0 1
## 5 0 0 1
## 6 0 0 1
## Service.Type_Ghost.Kitchen Service.Type_QSR Service.Type_Unknown
## 1 0 0 0
## 2 0 0 0
## 3 0 0 0
## 4 0 0 0
## 5 0 0 0
## 6 0 0 0