From 1f9ea111cdb526660471ff6b95e83ec8edf077cd Mon Sep 17 00:00:00 2001 From: Alex Reinhart Date: Fri, 22 Jan 2021 19:04:30 -0500 Subject: [PATCH 01/21] First draft of holiday post, for preview --- content/blog/2021-01-22-holiday-surveys.Rmd | 407 +++++++++ content/blog/2021-01-22-holiday-surveys.html | 395 +++++++++ .../figure-html/spent-time-1.svg | 101 +++ .../figure-html/tested-recently-1.svg | 97 +++ .../figure-html/traveled-recently-1.svg | 780 ++++++++++++++++++ .../figure-html/went-shopping-1.svg | 104 +++ .../figure-html/wore-mask-1.svg | 100 +++ 7 files changed, 1984 insertions(+) create mode 100644 content/blog/2021-01-22-holiday-surveys.Rmd create mode 100644 content/blog/2021-01-22-holiday-surveys.html create mode 100644 static/blog/2021-01-22-holiday-surveys_files/figure-html/spent-time-1.svg create mode 100644 static/blog/2021-01-22-holiday-surveys_files/figure-html/tested-recently-1.svg create mode 100644 static/blog/2021-01-22-holiday-surveys_files/figure-html/traveled-recently-1.svg create mode 100644 static/blog/2021-01-22-holiday-surveys_files/figure-html/went-shopping-1.svg create mode 100644 static/blog/2021-01-22-holiday-surveys_files/figure-html/wore-mask-1.svg diff --git a/content/blog/2021-01-22-holiday-surveys.Rmd b/content/blog/2021-01-22-holiday-surveys.Rmd new file mode 100644 index 000000000..0dc5ab6c8 --- /dev/null +++ b/content/blog/2021-01-22-holiday-surveys.Rmd @@ -0,0 +1,407 @@ +--- +title: "Home for the holidays? The impact of US holidays on social behaviors and preventative measures" +author: "Leanna Morinishi, Kris Barkume, Esther Kim, and Alex Reinhart" +date: 2021-01-22 +tags: + - COVIDcast + - symptom surveys + - R +summary: | + How did Thanksgiving and Christmas affect travel, social, and preventative + behaviors in the USA during the COVID-19 pandemic? +related: + - 2020-12-10-masks-public + - 2020-10-06-survey-wave-4 +acknowledgements: | + Facebook's survey team, including Andy Garcia, Travis Leleu, Patrick Xu, Sarah + LaRocca, and Katherine Morris assisted with the analysis for this post. Kelsey + Mulcahy at Facebook Data For Good helped coordinate data access for numerous + researchers. +output: + blogdown::html_page: + toc: true +--- + +With pandemic fatigue setting in across the United States after a long year +filled with uncertainty, many felt the temptation to celebrate a “normal” +Thanksgiving and Christmas. However, with cases steeply rising across the US, +the risk of transmission when gathering with friends and family only increased +throughout the fall. Many health organizations strongly discouraged large +gatherings during the holidays and a number of states expanded COVID-19 +restrictions to prevent further escalation in cases. +[Reports](https://www.washingtonpost.com/travel/2020/12/21/christmas-flights-cdc-restrictions-covid/) +from airlines suggest air travel was up significantly during the holiday season, +but [Delphi’s COVID-19 Surveys](https://delphi.cmu.edu/covidcast/surveys/) can +provide a broader picture of the travel Americans took during the holiday +season. In taking greater risks with travel, did Americans change their +behaviors in other preventative measures like mask wearing during this time? + +For the following analyses, we use publicly available aggregate data from the +[COVIDcast Epidata +API](https://cmu-delphi.github.io/delphi-epidata/api/covidcast.html) that have +been [weighted to better match state +demographics](https://cmu-delphi.github.io/delphi-epidata/api/covidcast-signals/fb-survey.html#survey-weighting). +Here we focus on behavioral signals which have been available since September 8, +2020, when [Wave 4 of the survey was +deployed](https://delphi.cmu.edu/blog/2020/10/12/new-and-improved-covid-symptom-survey-tracks-testing-and-mask-wearing/), +and are now visible in the [Delphi Group’s survey +dashboard](https://delphi.cmu.edu/covidcast/survey-results/). Additionally, we +only consider data after November 11, 2020 to avoid any major effects due to the +US election on November 3. All data below will be based on 7-day rolling +averages of survey responses. + +## Travel and Other Social Behaviors During US Holidays + +Despite [warnings from the +CDC](https://www.cdc.gov/coronavirus/2019-ncov/daily-life-coping/holidays.html) +that the “safest way to celebrate is at home with people who live with you”, the +[TSA screened approximately 9.5 million airline +passengers](https://www.tsa.gov/news/press/releases/2020/12/01/tsa-holiday-screening-volumes-tick-above-1m-several-days-during) +during the 2020 Thanksgiving holiday travel period (about 35-45% of 2019 volumes +during the same time frame). +[Reports](https://www.washingtonpost.com/travel/2020/12/21/christmas-flights-cdc-restrictions-covid/) +from airlines suggested that travel reached its highest levels since the start +of the pandemic during the Christmas holiday with about 1% of the US population +taking flights in just the few days surrounding the holiday. + +```{r traveled-recently, message=FALSE, fig.width=10, out.extra = 'class="wide-figure"'} +library(covidcast) +library(ggplot2) +library(stringr) +library(dplyr) +library(grid) +library(gridExtra) + +start_after_election <- "2020-11-10" +end_day <- "2021-01-05" + +statelist <- c('AK', 'AZ', 'CA', 'CO', 'ID', 'MT', 'NV', 'NM', 'OR', 'UT', + 'WA', 'WY', 'HI', 'IL', 'IN', 'IA', 'KS', 'MI', 'MN', 'MO', + 'NE', 'ND', 'OH', 'SD', 'WI', 'CT', 'ME', 'MA', 'NH', 'NJ', + 'NY', 'PA', 'RI', 'VT', 'AL', 'AR', 'DE', 'FL', 'GA', 'KY', + 'LA', 'MD', 'MS', 'NC', 'OK', 'SC', 'TN', 'TX', 'WV', 'VA') +regions <- rep(c('West', 'Midwest', 'Northeast', 'South'), + times = c(13, 12, 9, 16)) + +travel <- covidcast_signal("fb-survey", + "smoothed_wtravel_outside_state_5d", + start_day = start_after_election, end_day = end_day, + geo_type = "state") + +travel_normed <- travel %>% + rename(state = geo_value, date = time_value) %>% + select(date, state, value, sample_size) %>% + mutate(state = str_to_upper(state)) %>% + filter(state %in% statelist) %>% + mutate(Region = plyr::mapvalues(state, statelist, regions)) %>% + group_by(state) %>% + mutate(normed = value * 100 / first(value) - 100) %>% + ungroup() %>% + group_by(date, Region) %>% + summarise_at("normed", list(mean = ~mean(.), sd = ~sd(.), se = ~sd(.)/sqrt(n()) )) + +regionmap <- travel %>% + filter(geo_value %in% str_to_lower(statelist)) %>% + mutate(value=plyr::mapvalues(geo_value, str_to_lower(statelist), regions), + value=as.integer(factor(value))) + +grid_label <- textGrob("Data from Delphi COVIDcast, delphi.cmu.edu", + hjust = 1, x = 1, gp = gpar(fontsize = 9)) + +g1 <- travel_normed %>% + ggplot() + + geom_vline(xintercept = as.Date("2020-11-26"), + linetype = "dashed", size = 1.5, color = "darkgrey") + + geom_vline(xintercept = as.Date("2020-12-25"), + linetype = "dashed", size = 1.5, color = "darkgrey") + + geom_line(aes(x = date, y = mean, color = Region)) + + geom_ribbon(aes(x = date, ymin = mean - se, ymax = mean + se, fill = Region), + alpha=0.2) + + scale_x_date(date_breaks = "2 weeks", + date_labels = "%b %d %Y", + date_minor_breaks = "1 week") + + labs(x = "Date", y = "% Out-of-state travel in last 5 days", + title = "Relative out-of-state travel by US region", + subtitle = "From Delphi's surveys, conducted through Facebook") + + theme_bw() + + theme(legend.position = c(.075, .9)) + + guides(color = FALSE) + +g2 <- plot(regionmap, + title = "US Regions", range = c(1, 4), + choro_col = c("#F8766D", "#7CAE00", "#00BFC4", "#C77CFF")) + +lay <- rbind(c(1,1,1,2), + c(1,1,1,2)) +grid.arrange(g1, g2, nrow = 1, bottom = grid_label, layout_matrix=lay) +``` + +In the COVID-19 survey, we see an increase in self-reported out-of-state travel +in this time frame by surveyed adults. The figure above depicts the normalized +percent of survey respondents who recently traveled out-of-state for 4 US +regions (mean ± s.e. of states in region). Because different states have +different baseline travel behaviors, values in the above figure are relative to +out-of-state travel reported on November 11, 2020. While there was some +variation between states, it appears that out-of-state travel around +Thanksgiving and Christmas day (vertical gray dashed lines) rose steeply in all +regions in the US. We note that since we are using a 7-day average, a travel +peak on or very close to Thanksgiving day would show up 3 to 4 days later in our +data, which is what we observe. + +While the increase in out-of-state travel appears dramatic during Thanksgiving, +the observed increase is less than the typical increase in travel around the +holiday. The [Bureau of Transportation +Statistics](https://www.bts.gov/archive/publications/america_on_the_go/us_holiday_travel/entire) +notes that long distance trips (as defined by travel greater than 50 miles away) +usually increase by 54% in the 6 days surrounding Thanksgiving. In contrast, the +percentage increase in travel found in the survey was closer to 20%. For the +Christmas through New Years time period, the increase in individuals reporting +out-of-state travel in the survey is ~30%, which more closely matches prior year +estimates from the Bureau of Transportation Statistics of 23%. Overall though, +the out-of-state travel reported in the CSS is still down compared to earlier +months in the pandemic. + +```{r spent-time, message=FALSE, fig.width=9, out.extra = 'class="wide-figure"'} +spent_time <- covidcast_signal("fb-survey", + "smoothed_wspent_time_1d", + start_day = start_after_election, end_day = end_day, + geo_type = "state") + +spent_time_stats <- spent_time %>% + rename(state = geo_value, date = time_value) %>% + select(date, state, value, sample_size) %>% + mutate(state = str_to_upper(state)) %>% + filter(state %in% statelist) %>% + mutate(Region = plyr::mapvalues(state, statelist, regions)) %>% + group_by(date, Region) %>% + summarise_at("value", list(mean = ~mean(.), sd = ~sd(.), se = ~sd(.)/sqrt(n()) )) + +spent_time_stats %>% + ggplot() + + geom_vline(xintercept = as.Date("2020-11-26"), + linetype = "dashed", size = 1.5, color = "darkgrey") + + geom_vline(xintercept = as.Date("2020-12-25"), + linetype = "dashed", size = 1.5, color = "darkgrey") + + geom_line(aes(x = date, y = mean, color = Region)) + + geom_line(aes(x = date, y = mean, color = Region)) + + geom_ribbon(aes(x = date, ymin = mean - se, ymax = mean + se, fill = Region), + alpha = 0.2) + + scale_x_date(date_breaks = "2 weeks", + date_labels = "%b %d %Y", + date_minor_breaks = "1 week") + + labs(x = "Date", y = "% Spent time with non-household member in past 24h", + title = "Percent surveyed that spent time with a non-household member by US region", + subtitle = "Data from Delphi COVIDcast, delphi.cmu.edu") + + theme_bw() + + theme(legend.position = c(.075,.15)) + + guides(color = FALSE) + +``` + +Through the survey, we also find that more people in many states spent time with +people outside of their household in social gatherings for Thanksgiving and +Christmas when compared to the preceding week. In the above figure, the percent +of surveyed adults who recently spent time with non-household members clearly +rises around the holidays for all 4 US regions (mean ± s.e. of states in +region). + +Experts had suggested quarantining before the holiday to lower the risk of +spreading COVID-19 during family gatherings. We see a steady decrease in the +number of people reporting contact outside of the household in the 14 days +before Thanksgiving across all regions, possibly due to rising case counts +across the nation. However this strong trend is not observed for the Christmas +holiday. The Northeast and South show only very modest decreases in outside +contact in the days just before Christmas, and rates of contact outside the +household in the Midwest and West actually rose steadily during this time. +Overall, we don’t see strong evidence in the data of people proactively +quarantining between the Thanksgiving and Christmas holidays to reduce the +potential for community spread of COVID-19. + +```{r went-shopping, message=FALSE, fig.width=9, out.extra = 'class="wide-figure"'} +shopped <- covidcast_signal("fb-survey", + "smoothed_wshop_1d", + start_day = start_after_election, end_day = end_day, + geo_type = "state") + +shopped_stats <- shopped %>% + rename(state = geo_value, date = time_value) %>% + select(date, state, value, sample_size) %>% + mutate(state = str_to_upper(state)) %>% + filter(state %in% statelist) %>% + mutate(Region = plyr::mapvalues(state, statelist, regions)) %>% + group_by(date, Region) %>% + summarise_at("value", list(mean = ~mean(.), sd = ~sd(.), se = ~sd(.)/sqrt(n()) )) + +shopped_stats %>% + ggplot() + + geom_vline(xintercept = as.Date("2020-11-26"), + linetype = "dashed", size = 1.5, color = "darkgrey") + + geom_vline(xintercept = as.Date("2020-12-25"), + linetype = "dashed", size = 1.5, color = "darkgrey") + + geom_line(aes(x = date, y = mean, color = Region)) + + geom_line(aes(x = date, y = mean, color = Region)) + + geom_ribbon(aes(x = date, ymin = mean - se, ymax = mean + se, fill = Region), + alpha = 0.2) + + scale_x_date(date_breaks = "2 weeks", + date_labels = "%b %d %Y", + date_minor_breaks = "1 week") + + labs(x = "Date", y = "% Went shopping in past 24h", + title = "Percent surveyed that went shopping recently by US region", + subtitle = "Data from Delphi COVIDcast, delphi.cmu.edu") + + theme_bw() + + theme(legend.position = c(.075, .15)) + + guides(color = FALSE) +``` + +Additionally, Thanksgiving and Christmas are major shopping holidays. When asked +if they had gone to the “market, grocery store, or pharmacy” in the past 24 +hours, a high percentage of survey respondents responded they had on +Thanksgiving, Christmas Eve, and Christmas Day (mean ± s.e. of states in +region). Notably, there were steep falls in shopping in the following weeks, +perhaps as people instead chose to spend time indoors with their families. +Typically the days after Thanksgiving and Christmas are among the 10 busiest +in-store retail days of the year, though this trend does not necessarily extend +to grocery stores, pharmacies and the like. As such, the lack of evidence for +the typical post-holiday shopping binges likely reflects the specificity of the +survey question. + +## Preventative Measures and Testing During the US Holidays + +```{r wore-mask, message=FALSE, fig.width=9, out.extra = 'class="wide-figure"'} +masked <- covidcast_signal("fb-survey", + "smoothed_wwearing_mask", + start_day = start_after_election, end_day = end_day, + geo_type = "state") + +masked_stats <- masked %>% + rename(state = geo_value, date = time_value) %>% + select(date, state, value, sample_size) %>% + mutate(state = str_to_upper(state)) %>% + filter(state %in% statelist) %>% + mutate(Region = plyr::mapvalues(state, statelist, regions)) %>% + group_by(date, Region) %>% + summarise_at("value", list(mean = ~mean(.), sd = ~sd(.), se = ~sd(.)/sqrt(n()) )) + +masked_stats %>% + ggplot() + + geom_vline(xintercept = as.Date("2020-11-26"), + linetype = "dashed", size = 1.5, color = "darkgrey") + + geom_vline(xintercept = as.Date("2020-12-25"), + linetype = "dashed", size = 1.5, color = "darkgrey") + + geom_line(aes(x = date, y = mean, color = Region)) + + geom_line(aes(x = date, y = mean, color = Region)) + + geom_ribbon(aes(x = date, ymin = mean - se, ymax = mean + se, fill = Region), + alpha = 0.2) + + scale_x_date(date_breaks = "2 weeks", + date_labels = "%b %d %Y", + date_minor_breaks = "1 week") + + labs(x = "Date", y = "% Wore a mask in public in past 5 days", + title = "Percent surveyed that wore a mask in public by US region", + subtitle = "Data from Delphi COVIDcast, delphi.cmu.edu") + + theme_bw() + + theme(legend.position = c(.075, .15)) + + guides(color = FALSE) + +``` + +While people in the US may have traveled more, shopped more, and spent more time +with non-household members during the holidays, they also reported participating +in preventative measures in public to a greater degree. For example, the percent +of people who say they wore masks most or all of the time while in public in the +past 5 days increased across the nation prior to Thanksgiving and held steady +through the end of the year (mean ± s.e. of states in region). + +```{r tested-recently, message=FALSE, fig.width=9, out.extra = 'class="wide-figure"'} +tested <- covidcast_signal("fb-survey", + "smoothed_wtested_14d", + start_day = start_after_election, end_day = end_day, + geo_type = "state") + +tested_normed <- tested %>% + rename(state = geo_value, date = time_value) %>% + select(date, state, value, sample_size) %>% + mutate(state = str_to_upper(state)) %>% + filter(state %in% statelist) %>% + mutate(Region = plyr::mapvalues(state, statelist, regions)) %>% + group_by(state) %>% + mutate(normed = value*100/first(value) - 100) %>% ungroup() %>% + group_by(date, Region) %>% + summarise_at("normed", list(mean = ~mean(.), sd = ~sd(.), se = ~sd(.)/sqrt(n()) )) + +tested_normed %>% + ggplot() + + geom_vline(xintercept = as.Date("2020-11-26"), + linetype = "dashed", size = 1.5, color = "darkgrey") + + geom_vline(xintercept = as.Date("2020-12-25"), + linetype = "dashed", size = 1.5, color = "darkgrey") + + geom_line(aes(x = date, y = mean, color = Region)) + + geom_line(aes(x = date, y = mean, color = Region)) + + geom_ribbon(aes(x = date, ymin = mean - se, ymax = mean + se, fill = Region), + alpha = 0.2) + + scale_x_date(date_breaks = "2 weeks", + date_labels = "%b %d %Y", + date_minor_breaks = "1 week") + + labs(x = "Date", y = "% Tested in past 14 days", + title = "Percent surveyed that were tested recently by US region", + subtitle = "Data from Delphi COVIDcast, delphi.cmu.edu") + + theme_bw() + + theme(legend.position = c(.075, .15)) + + guides(color = FALSE) + +``` + +Several news agencies reported that the demand for COVID-19 tests [surged before +Thanksgiving](https://www.wsj.com/articles/how-do-i-get-a-covid-19-test-before-thanksgiving-11605918004). +While this was in large part due to rising COVID-19 cases nationwide, it is also +possible that many people chose to test before seeing friends or family during +the holidays. The CDC had urged Americans not to travel for the holidays, but +stated that [for those “who decide to travel, testing can help you do so more +safely.”](https://www.cdc.gov/coronavirus/2019-ncov/daily-life-coping/holidays.html) +In addition, several government agencies [expanded +testing](https://governor.nc.gov/news/north-carolina-provides-covid-19-tests-colleges-universities-across-state-support-testing) +prior to the holiday season to support testing for people who elected to travel +and gather. + +In the above figure, we do see an increase in survey respondents who had +recently been tested for COVID-19 prior to Thanksgiving, and a slight increase +before Christmas (mean ± s.e. of states in region). However, these effects are +fairly weak, and dominated by longer-term trends that likely reflect case count +trends in the region. For example, from mid-November through the end of the year +we see a ~20% fall in self-reported testing in the Midwest, probably an effect +of the [~50% decrease in COVID-19 cases in the +region](https://covidtracking.com/data/charts/regional-cases-per-million) in the +same time period. We therefore see only weak evidence of prophylactic COVID-19 +testing before the holidays. + +Altogether, it is clear that many Americans opted to travel out-of-state and +gather with friends and family for the Thanksgiving and Christmas holidays. +Public health experts provided a variety of recommendations to reduce the risks +associated with holiday celebrations. Unfortunately, the survey data does not +indicate widespread adherence to these guidelines, as we see only weak evidence +of preemptive quarantining or testing for safer holiday gatherings. Overall, our +analysis suggests conflicting pandemic behaviors during the 2020 holidays, where +a vast majority of Americans used preventative measures like mask-wearing in +public, but simultaneously increased the risk for disease spread by gathering +with friends and family, shopping more, and traveling out-of-state. + +## See the Data Yourself! + +Since April 2020, Carnegie Mellon University’s Delphi Group and Facebook’s Data +for Good have partnered to conduct large-scale daily surveys to monitor the +spread and impact of the COVID-19 pandemic in the United States. To date, the +survey has collected more than 50 million responses. In this post, we show how +the data from the [COVID-19 survey](https://delphi.cmu.edu/covidcast/surveys/) +can be used to provide a broader picture of how American’s risk behaviors and +sentiments amidst a global pandemic. + +All of the above plots were built using aggregate data for the United States +that CMU/Delphi Group & Facebook provide to the public through the [COVIDcast +Epidata API](https://cmu-delphi.github.io/delphi-epidata/symptom-survey/), and +visualize in the [Delphi Group's survey +dashboard](https://delphi.cmu.edu/covidcast/). Public, aggregate data for the +global COVID-19 survey can be accessed via [University of Maryland's +API](https://covidmap.umd.edu/api.html). We encourage researchers, public health +officials, and the public to use the survey data and tools for their own +analyses. Microdata is also [available upon +request](https://dataforgood.fb.com/docs/covid-19-symptom-survey-request-for-data-access/) +to academic and nonprofit researchers under data license agreements. diff --git a/content/blog/2021-01-22-holiday-surveys.html b/content/blog/2021-01-22-holiday-surveys.html new file mode 100644 index 000000000..343f67f12 --- /dev/null +++ b/content/blog/2021-01-22-holiday-surveys.html @@ -0,0 +1,395 @@ +--- +title: "Home for the holidays? The impact of US holidays on social behaviors and preventative measures" +author: "Leanna Morinishi, Kris Barkume, Esther Kim, and Alex Reinhart" +date: 2021-01-22 +tags: + - COVIDcast + - symptom surveys + - R +summary: | + How did Thanksgiving and Christmas affect travel, social, and preventative + behaviors in the USA during the COVID-19 pandemic? +related: + - 2020-12-10-masks-public + - 2020-10-06-survey-wave-4 +acknowledgements: | + Facebook's survey team, including Andy Garcia, Travis Leleu, Patrick Xu, Sarah + LaRocca, and Katherine Morris assisted with the analysis for this post. Kelsey + Mulcahy at Facebook Data For Good helped coordinate data access for numerous + researchers. +output: + blogdown::html_page: + toc: true +--- + + + + +
+ +
+ +

With pandemic fatigue setting in across the United States after a long year +filled with uncertainty, many felt the temptation to celebrate a “normal” +Thanksgiving and Christmas. However, with cases steeply rising across the US, +the risk of transmission when gathering with friends and family only increased +throughout the fall. Many health organizations strongly discouraged large +gatherings during the holidays and a number of states expanded COVID-19 +restrictions to prevent further escalation in cases. +Reports +from airlines suggest air travel was up significantly during the holiday season, +but Delphi’s COVID-19 Surveys can +provide a broader picture of the travel Americans took during the holiday +season. In taking greater risks with travel, did Americans change their +behaviors in other preventative measures like mask wearing during this time?

+

For the following analyses, we use publicly available aggregate data from the +COVIDcast Epidata +API that have +been weighted to better match state +demographics. +Here we focus on behavioral signals which have been available since September 8, +2020, when Wave 4 of the survey was +deployed, +and are now visible in the Delphi Group’s survey +dashboard. Additionally, we +only consider data after November 11, 2020 to avoid any major effects due to the +US election on November 3. All data below will be based on 7-day rolling +averages of survey responses.

+
+

Travel and Other Social Behaviors During US Holidays

+

Despite warnings from the +CDC +that the “safest way to celebrate is at home with people who live with you”, the +TSA screened approximately 9.5 million airline +passengers +during the 2020 Thanksgiving holiday travel period (about 35-45% of 2019 volumes +during the same time frame). +Reports +from airlines suggested that travel reached its highest levels since the start +of the pandemic during the Christmas holiday with about 1% of the US population +taking flights in just the few days surrounding the holiday.

+
library(covidcast)
+library(ggplot2)
+library(stringr)
+library(dplyr)
+library(grid)
+library(gridExtra)
+
+start_after_election <- "2020-11-10"
+end_day <- "2021-01-05"
+
+statelist <- c('AK', 'AZ', 'CA', 'CO', 'ID', 'MT', 'NV', 'NM', 'OR', 'UT',
+               'WA', 'WY', 'HI', 'IL', 'IN', 'IA', 'KS', 'MI', 'MN', 'MO',
+               'NE', 'ND', 'OH', 'SD', 'WI', 'CT', 'ME', 'MA', 'NH', 'NJ',
+               'NY', 'PA', 'RI', 'VT', 'AL', 'AR', 'DE', 'FL', 'GA', 'KY',
+               'LA', 'MD', 'MS', 'NC', 'OK', 'SC', 'TN', 'TX', 'WV', 'VA')
+regions <- rep(c('West', 'Midwest', 'Northeast', 'South'),
+               times = c(13, 12, 9, 16))
+
+travel <- covidcast_signal("fb-survey",
+                           "smoothed_wtravel_outside_state_5d",
+                           start_day = start_after_election, end_day = end_day,
+                           geo_type = "state")
+
+travel_normed <- travel %>%
+  rename(state = geo_value, date = time_value) %>%
+  select(date, state, value, sample_size) %>%
+  mutate(state = str_to_upper(state)) %>%
+  filter(state %in% statelist) %>%
+  mutate(Region = plyr::mapvalues(state, statelist, regions)) %>%
+  group_by(state) %>%
+  mutate(normed = value * 100 / first(value) - 100) %>%
+  ungroup() %>%
+  group_by(date, Region) %>%
+  summarise_at("normed", list(mean = ~mean(.), sd = ~sd(.), se = ~sd(.)/sqrt(n()) ))
+
+regionmap <- travel %>%
+  filter(geo_value %in% str_to_lower(statelist)) %>%
+  mutate(value=plyr::mapvalues(geo_value, str_to_lower(statelist), regions),
+         value=as.integer(factor(value)))
+
+grid_label <- textGrob("Data from Delphi COVIDcast, delphi.cmu.edu",
+                       hjust = 1, x = 1, gp = gpar(fontsize = 9))
+
+g1 <- travel_normed %>%
+  ggplot() +
+  geom_vline(xintercept = as.Date("2020-11-26"),
+             linetype = "dashed", size = 1.5, color = "darkgrey") +
+  geom_vline(xintercept = as.Date("2020-12-25"),
+             linetype = "dashed", size = 1.5, color = "darkgrey") +
+  geom_line(aes(x = date, y = mean, color = Region)) +
+  geom_ribbon(aes(x = date, ymin = mean - se, ymax = mean + se, fill = Region),
+              alpha=0.2) +
+  scale_x_date(date_breaks = "2 weeks",
+               date_labels = "%b %d %Y",
+               date_minor_breaks = "1 week") +
+  labs(x = "Date", y = "% Out-of-state travel in last 5 days",
+       title = "Relative out-of-state travel by US region",
+       subtitle = "From Delphi's surveys, conducted through Facebook") +
+  theme_bw() +
+  theme(legend.position = c(.075, .9)) +
+  guides(color = FALSE)
+
+g2 <- plot(regionmap,
+           title = "US Regions", range = c(1, 4),
+           choro_col = c("#F8766D", "#7CAE00", "#00BFC4", "#C77CFF"))
+
+lay <- rbind(c(1,1,1,2),
+             c(1,1,1,2))
+grid.arrange(g1, g2, nrow = 1, bottom = grid_label, layout_matrix=lay)
+

+

In the COVID-19 survey, we see an increase in self-reported out-of-state travel +in this time frame by surveyed adults. The figure above depicts the normalized +percent of survey respondents who recently traveled out-of-state for 4 US +regions (mean ± s.e. of states in region). Because different states have +different baseline travel behaviors, values in the above figure are relative to +out-of-state travel reported on November 11, 2020. While there was some +variation between states, it appears that out-of-state travel around +Thanksgiving and Christmas day (vertical gray dashed lines) rose steeply in all +regions in the US. We note that since we are using a 7-day average, a travel +peak on or very close to Thanksgiving day would show up 3 to 4 days later in our +data, which is what we observe.

+

While the increase in out-of-state travel appears dramatic during Thanksgiving, +the observed increase is less than the typical increase in travel around the +holiday. The Bureau of Transportation +Statistics +notes that long distance trips (as defined by travel greater than 50 miles away) +usually increase by 54% in the 6 days surrounding Thanksgiving. In contrast, the +percentage increase in travel found in the survey was closer to 20%. For the +Christmas through New Years time period, the increase in individuals reporting +out-of-state travel in the survey is ~30%, which more closely matches prior year +estimates from the Bureau of Transportation Statistics of 23%. Overall though, +the out-of-state travel reported in the CSS is still down compared to earlier +months in the pandemic.

+
spent_time <- covidcast_signal("fb-survey",
+                               "smoothed_wspent_time_1d",
+                               start_day = start_after_election, end_day = end_day,
+                               geo_type = "state")
+
+spent_time_stats <- spent_time %>%
+  rename(state = geo_value, date = time_value) %>%
+  select(date, state, value, sample_size) %>%
+  mutate(state = str_to_upper(state)) %>%
+  filter(state %in% statelist) %>%
+  mutate(Region = plyr::mapvalues(state, statelist, regions)) %>%
+  group_by(date, Region) %>%
+  summarise_at("value", list(mean = ~mean(.), sd = ~sd(.), se = ~sd(.)/sqrt(n()) ))
+
+spent_time_stats %>%
+  ggplot() +
+  geom_vline(xintercept = as.Date("2020-11-26"),
+             linetype = "dashed", size = 1.5, color = "darkgrey") +
+  geom_vline(xintercept = as.Date("2020-12-25"),
+             linetype = "dashed", size = 1.5, color = "darkgrey") +
+  geom_line(aes(x = date, y = mean, color = Region)) +
+  geom_line(aes(x = date, y = mean, color = Region)) +
+  geom_ribbon(aes(x = date, ymin = mean - se, ymax = mean + se, fill = Region),
+              alpha = 0.2) +
+  scale_x_date(date_breaks = "2 weeks",
+               date_labels = "%b %d %Y",
+               date_minor_breaks = "1 week") +
+  labs(x = "Date", y = "% Spent time with non-household member in past 24h",
+       title = "Percent surveyed that spent time with a non-household member by US region",
+       subtitle = "Data from Delphi COVIDcast, delphi.cmu.edu") +
+  theme_bw() +
+  theme(legend.position = c(.075,.15)) +
+  guides(color = FALSE)
+

+

Through the survey, we also find that more people in many states spent time with +people outside of their household in social gatherings for Thanksgiving and +Christmas when compared to the preceding week. In the above figure, the percent +of surveyed adults who recently spent time with non-household members clearly +rises around the holidays for all 4 US regions (mean ± s.e. of states in +region).

+

Experts had suggested quarantining before the holiday to lower the risk of +spreading COVID-19 during family gatherings. We see a steady decrease in the +number of people reporting contact outside of the household in the 14 days +before Thanksgiving across all regions, possibly due to rising case counts +across the nation. However this strong trend is not observed for the Christmas +holiday. The Northeast and South show only very modest decreases in outside +contact in the days just before Christmas, and rates of contact outside the +household in the Midwest and West actually rose steadily during this time. +Overall, we don’t see strong evidence in the data of people proactively +quarantining between the Thanksgiving and Christmas holidays to reduce the +potential for community spread of COVID-19.

+
shopped <- covidcast_signal("fb-survey",
+                            "smoothed_wshop_1d",
+                            start_day = start_after_election, end_day = end_day,
+                            geo_type = "state")
+
+shopped_stats <- shopped %>%
+  rename(state = geo_value, date = time_value) %>%
+  select(date, state, value, sample_size) %>%
+  mutate(state = str_to_upper(state)) %>%
+  filter(state %in% statelist) %>%
+  mutate(Region = plyr::mapvalues(state, statelist, regions)) %>%
+  group_by(date, Region) %>%
+  summarise_at("value", list(mean = ~mean(.), sd = ~sd(.), se = ~sd(.)/sqrt(n()) ))
+
+shopped_stats %>%
+  ggplot() +
+  geom_vline(xintercept = as.Date("2020-11-26"),
+             linetype = "dashed", size = 1.5, color = "darkgrey") +
+  geom_vline(xintercept = as.Date("2020-12-25"),
+             linetype = "dashed", size = 1.5, color = "darkgrey") +
+  geom_line(aes(x = date, y = mean, color = Region)) +
+  geom_line(aes(x = date, y = mean, color = Region)) +
+  geom_ribbon(aes(x = date, ymin = mean - se, ymax = mean + se, fill = Region),
+              alpha = 0.2) +
+  scale_x_date(date_breaks = "2 weeks",
+               date_labels = "%b %d %Y",
+               date_minor_breaks = "1 week") +
+  labs(x = "Date", y = "% Went shopping in past 24h",
+       title = "Percent surveyed that went shopping recently by US region",
+       subtitle = "Data from Delphi COVIDcast, delphi.cmu.edu") +
+  theme_bw() +
+  theme(legend.position = c(.075, .15)) +
+  guides(color = FALSE)
+

+

Additionally, Thanksgiving and Christmas are major shopping holidays. When asked +if they had gone to the “market, grocery store, or pharmacy” in the past 24 +hours, a high percentage of survey respondents responded they had on +Thanksgiving, Christmas Eve, and Christmas Day (mean ± s.e. of states in +region). Notably, there were steep falls in shopping in the following weeks, +perhaps as people instead chose to spend time indoors with their families. +Typically the days after Thanksgiving and Christmas are among the 10 busiest +in-store retail days of the year, though this trend does not necessarily extend +to grocery stores, pharmacies and the like. As such, the lack of evidence for +the typical post-holiday shopping binges likely reflects the specificity of the +survey question.

+
+
+

Preventative Measures and Testing During the US Holidays

+
masked <- covidcast_signal("fb-survey",
+                           "smoothed_wwearing_mask",
+                           start_day = start_after_election, end_day = end_day,
+                           geo_type = "state")
+
+masked_stats <- masked %>%
+  rename(state = geo_value, date = time_value) %>%
+  select(date, state, value, sample_size) %>%
+  mutate(state = str_to_upper(state)) %>%
+  filter(state %in% statelist) %>%
+  mutate(Region = plyr::mapvalues(state, statelist, regions)) %>%
+  group_by(date, Region) %>%
+  summarise_at("value", list(mean = ~mean(.), sd = ~sd(.), se = ~sd(.)/sqrt(n()) ))
+
+masked_stats %>%
+  ggplot() +
+  geom_vline(xintercept = as.Date("2020-11-26"),
+             linetype = "dashed", size = 1.5, color = "darkgrey") +
+  geom_vline(xintercept = as.Date("2020-12-25"),
+             linetype = "dashed", size = 1.5, color = "darkgrey") +
+  geom_line(aes(x = date, y = mean, color = Region)) +
+  geom_line(aes(x = date, y = mean, color = Region)) +
+  geom_ribbon(aes(x = date, ymin = mean - se, ymax = mean + se, fill = Region),
+              alpha = 0.2) +
+  scale_x_date(date_breaks = "2 weeks",
+               date_labels = "%b %d %Y",
+               date_minor_breaks = "1 week") +
+  labs(x = "Date", y = "% Wore a mask in public in past 5 days",
+       title = "Percent surveyed that wore a mask in public by US region",
+       subtitle = "Data from Delphi COVIDcast, delphi.cmu.edu") +
+  theme_bw() +
+  theme(legend.position = c(.075, .15)) +
+  guides(color = FALSE)
+

+

While people in the US may have traveled more, shopped more, and spent more time +with non-household members during the holidays, they also reported participating +in preventative measures in public to a greater degree. For example, the percent +of people who say they wore masks most or all of the time while in public in the +past 5 days increased across the nation prior to Thanksgiving and held steady +through the end of the year (mean ± s.e. of states in region).

+
tested <- covidcast_signal("fb-survey",
+                           "smoothed_wtested_14d",
+                           start_day = start_after_election, end_day = end_day,
+                           geo_type = "state")
+
+tested_normed <- tested %>%
+  rename(state = geo_value, date = time_value) %>%
+  select(date, state, value, sample_size) %>%
+  mutate(state = str_to_upper(state)) %>%
+  filter(state %in% statelist) %>%
+  mutate(Region = plyr::mapvalues(state, statelist, regions)) %>%
+  group_by(state) %>%
+  mutate(normed = value*100/first(value) - 100) %>% ungroup() %>%
+  group_by(date, Region) %>%
+  summarise_at("normed", list(mean = ~mean(.), sd = ~sd(.), se = ~sd(.)/sqrt(n()) ))
+
+tested_normed %>%
+  ggplot() +
+  geom_vline(xintercept = as.Date("2020-11-26"),
+             linetype = "dashed", size = 1.5, color = "darkgrey") +
+  geom_vline(xintercept = as.Date("2020-12-25"),
+             linetype = "dashed", size = 1.5, color = "darkgrey") +
+  geom_line(aes(x = date, y = mean, color = Region)) +
+  geom_line(aes(x = date, y = mean, color = Region)) +
+  geom_ribbon(aes(x = date, ymin = mean - se, ymax = mean + se, fill = Region),
+              alpha = 0.2) +
+  scale_x_date(date_breaks = "2 weeks",
+               date_labels = "%b %d %Y",
+               date_minor_breaks = "1 week") +
+  labs(x = "Date", y = "% Tested in past 14 days",
+       title = "Percent surveyed that were tested recently by US region",
+       subtitle = "Data from Delphi COVIDcast, delphi.cmu.edu") +
+  theme_bw() +
+  theme(legend.position = c(.075, .15)) +
+  guides(color = FALSE)
+

+

Several news agencies reported that the demand for COVID-19 tests surged before +Thanksgiving. +While this was in large part due to rising COVID-19 cases nationwide, it is also +possible that many people chose to test before seeing friends or family during +the holidays. The CDC had urged Americans not to travel for the holidays, but +stated that for those “who decide to travel, testing can help you do so more +safely.” +In addition, several government agencies expanded +testing +prior to the holiday season to support testing for people who elected to travel +and gather.

+

In the above figure, we do see an increase in survey respondents who had +recently been tested for COVID-19 prior to Thanksgiving, and a slight increase +before Christmas (mean ± s.e. of states in region). However, these effects are +fairly weak, and dominated by longer-term trends that likely reflect case count +trends in the region. For example, from mid-November through the end of the year +we see a ~20% fall in self-reported testing in the Midwest, probably an effect +of the ~50% decrease in COVID-19 cases in the +region in the +same time period. We therefore see only weak evidence of prophylactic COVID-19 +testing before the holidays.

+

Altogether, it is clear that many Americans opted to travel out-of-state and +gather with friends and family for the Thanksgiving and Christmas holidays. +Public health experts provided a variety of recommendations to reduce the risks +associated with holiday celebrations. Unfortunately, the survey data does not +indicate widespread adherence to these guidelines, as we see only weak evidence +of preemptive quarantining or testing for safer holiday gatherings. Overall, our +analysis suggests conflicting pandemic behaviors during the 2020 holidays, where +a vast majority of Americans used preventative measures like mask-wearing in +public, but simultaneously increased the risk for disease spread by gathering +with friends and family, shopping more, and traveling out-of-state.

+
+
+

See the Data Yourself!

+

Since April 2020, Carnegie Mellon University’s Delphi Group and Facebook’s Data +for Good have partnered to conduct large-scale daily surveys to monitor the +spread and impact of the COVID-19 pandemic in the United States. To date, the +survey has collected more than 50 million responses. In this post, we show how +the data from the COVID-19 survey +can be used to provide a broader picture of how American’s risk behaviors and +sentiments amidst a global pandemic.

+

All of the above plots were built using aggregate data for the United States +that CMU/Delphi Group & Facebook provide to the public through the COVIDcast +Epidata API, and +visualize in the Delphi Group’s survey +dashboard. Public, aggregate data for the +global COVID-19 survey can be accessed via University of Maryland’s +API. We encourage researchers, public health +officials, and the public to use the survey data and tools for their own +analyses. Microdata is also available upon +request +to academic and nonprofit researchers under data license agreements.

+
diff --git a/static/blog/2021-01-22-holiday-surveys_files/figure-html/spent-time-1.svg b/static/blog/2021-01-22-holiday-surveys_files/figure-html/spent-time-1.svg new file mode 100644 index 000000000..43e47dcd8 --- /dev/null +++ b/static/blog/2021-01-22-holiday-surveys_files/figure-html/spent-time-1.svg @@ -0,0 +1,101 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +25 +30 +35 +40 + + + + + + + + +Nov 16 2020 +Nov 30 2020 +Dec 14 2020 +Dec 28 2020 +Date +% Spent time with non-household member in past 24h + +Region + + + + + + + + +Midwest +Northeast +South +West +Data from Delphi COVIDcast, delphi.cmu.edu +Percent surveyed that spent time with a non-household member by US region + diff --git a/static/blog/2021-01-22-holiday-surveys_files/figure-html/tested-recently-1.svg b/static/blog/2021-01-22-holiday-surveys_files/figure-html/tested-recently-1.svg new file mode 100644 index 000000000..7cae946ca --- /dev/null +++ b/static/blog/2021-01-22-holiday-surveys_files/figure-html/tested-recently-1.svg @@ -0,0 +1,97 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +-20 +0 +20 + + + + + + + +Nov 16 2020 +Nov 30 2020 +Dec 14 2020 +Dec 28 2020 +Date +% Tested in past 14 days + +Region + + + + + + + + +Midwest +Northeast +South +West +Data from Delphi COVIDcast, delphi.cmu.edu +Percent surveyed that were tested recently by US region + diff --git a/static/blog/2021-01-22-holiday-surveys_files/figure-html/traveled-recently-1.svg b/static/blog/2021-01-22-holiday-surveys_files/figure-html/traveled-recently-1.svg new file mode 100644 index 000000000..aa13c1ace --- /dev/null +++ b/static/blog/2021-01-22-holiday-surveys_files/figure-html/traveled-recently-1.svg @@ -0,0 +1,780 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +-20 +0 +20 + + + + + + + +Nov 16 2020 +Nov 30 2020 +Dec 14 2020 +Dec 28 2020 +Date +% Out-of-state travel in last 5 days + +Region + + + + + + + + +Midwest +Northeast +South +West +From Delphi's surveys, conducted through Facebook +Relative out-of-state travel by US region + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +1 +1.43 +1.86 +2.29 +2.71 +3.14 +3.57 + + + + + + + + + + + + + + +US Regions +Data from Delphi COVIDcast, delphi.cmu.edu + diff --git a/static/blog/2021-01-22-holiday-surveys_files/figure-html/went-shopping-1.svg b/static/blog/2021-01-22-holiday-surveys_files/figure-html/went-shopping-1.svg new file mode 100644 index 000000000..2e4b5e382 --- /dev/null +++ b/static/blog/2021-01-22-holiday-surveys_files/figure-html/went-shopping-1.svg @@ -0,0 +1,104 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +48 +51 +54 +57 +60 + + + + + + + + + +Nov 16 2020 +Nov 30 2020 +Dec 14 2020 +Dec 28 2020 +Date +% Went shopping in past 24h + +Region + + + + + + + + +Midwest +Northeast +South +West +Data from Delphi COVIDcast, delphi.cmu.edu +Percent surveyed that went shopping recently by US region + diff --git a/static/blog/2021-01-22-holiday-surveys_files/figure-html/wore-mask-1.svg b/static/blog/2021-01-22-holiday-surveys_files/figure-html/wore-mask-1.svg new file mode 100644 index 000000000..53f64188f --- /dev/null +++ b/static/blog/2021-01-22-holiday-surveys_files/figure-html/wore-mask-1.svg @@ -0,0 +1,100 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +80 +85 +90 +95 + + + + + + + + +Nov 16 2020 +Nov 30 2020 +Dec 14 2020 +Dec 28 2020 +Date +% Wore a mask in public in past 5 days + +Region + + + + + + + + +Midwest +Northeast +South +West +Data from Delphi COVIDcast, delphi.cmu.edu +Percent surveyed that wore a mask in public by US region + From 13efbea1687336f0aef353232fd0cbdba0fc18b3 Mon Sep 17 00:00:00 2001 From: Alex Reinhart Date: Fri, 22 Jan 2021 19:06:57 -0500 Subject: [PATCH 02/21] Add authors to meta --- content/blog/2021-01-22-holiday-surveys.Rmd | 6 ++++-- content/blog/2021-01-22-holiday-surveys.html | 6 ++++-- 2 files changed, 8 insertions(+), 4 deletions(-) diff --git a/content/blog/2021-01-22-holiday-surveys.Rmd b/content/blog/2021-01-22-holiday-surveys.Rmd index 0dc5ab6c8..2a457053c 100644 --- a/content/blog/2021-01-22-holiday-surveys.Rmd +++ b/content/blog/2021-01-22-holiday-surveys.Rmd @@ -7,8 +7,10 @@ tags: - symptom surveys - R summary: | - How did Thanksgiving and Christmas affect travel, social, and preventative - behaviors in the USA during the COVID-19 pandemic? + How did Thanksgiving and Christmas affect travel, social, and preventative + behaviors in the USA during the COVID-19 pandemic? +authors: + - alex related: - 2020-12-10-masks-public - 2020-10-06-survey-wave-4 diff --git a/content/blog/2021-01-22-holiday-surveys.html b/content/blog/2021-01-22-holiday-surveys.html index 343f67f12..922ff657e 100644 --- a/content/blog/2021-01-22-holiday-surveys.html +++ b/content/blog/2021-01-22-holiday-surveys.html @@ -7,8 +7,10 @@ - symptom surveys - R summary: | - How did Thanksgiving and Christmas affect travel, social, and preventative - behaviors in the USA during the COVID-19 pandemic? + How did Thanksgiving and Christmas affect travel, social, and preventative + behaviors in the USA during the COVID-19 pandemic? +authors: + - alex related: - 2020-12-10-masks-public - 2020-10-06-survey-wave-4 From 30b6bcb4e4e705efd2808ed3e31d35e35ee9e68e Mon Sep 17 00:00:00 2001 From: Alex Reinhart Date: Fri, 22 Jan 2021 19:10:22 -0500 Subject: [PATCH 03/21] Add missing authors to YAML --- content/blog/2021-01-22-holiday-surveys.Rmd | 5 ++++- content/blog/2021-01-22-holiday-surveys.html | 5 ++++- data/authors.yaml | 9 +++++++++ 3 files changed, 17 insertions(+), 2 deletions(-) diff --git a/content/blog/2021-01-22-holiday-surveys.Rmd b/content/blog/2021-01-22-holiday-surveys.Rmd index 2a457053c..942037c92 100644 --- a/content/blog/2021-01-22-holiday-surveys.Rmd +++ b/content/blog/2021-01-22-holiday-surveys.Rmd @@ -10,7 +10,10 @@ summary: | How did Thanksgiving and Christmas affect travel, social, and preventative behaviors in the USA during the COVID-19 pandemic? authors: - - alex + - lmorinishi + - kbarkume + - ekim + - alex related: - 2020-12-10-masks-public - 2020-10-06-survey-wave-4 diff --git a/content/blog/2021-01-22-holiday-surveys.html b/content/blog/2021-01-22-holiday-surveys.html index 922ff657e..034d0f23b 100644 --- a/content/blog/2021-01-22-holiday-surveys.html +++ b/content/blog/2021-01-22-holiday-surveys.html @@ -10,7 +10,10 @@ How did Thanksgiving and Christmas affect travel, social, and preventative behaviors in the USA during the COVID-19 pandemic? authors: - - alex + - lmorinishi + - kbarkume + - ekim + - alex related: - 2020-12-10-masks-public - 2020-10-06-survey-wave-4 diff --git a/data/authors.yaml b/data/authors.yaml index 2d4d7e4b5..5401d0c9e 100644 --- a/data/authors.yaml +++ b/data/authors.yaml @@ -38,3 +38,12 @@ name: Larry Wasserman link: http://www.stat.cmu.edu/~larry/ description: is a Professor in the Department of Statistics & Data Science at CMU as well as in the Machine Learning Department and is a member of Delphi. +- key: lmorinishi + name: Leanna Morinishi + description: is a data scientist on the Physical Modeling team at Facebook. +- key: kbarkume + name: Kris Barkume + description: is a research scientist on the Physical Modeling team at Facebook +- key: ekim + name: Esther Kim + description: is a research scientist on the Demography & Survey Science team at Facebook. From 8e2ec771f447613163756babcb4ea3a49f330eed Mon Sep 17 00:00:00 2001 From: Samuel Gratzl Date: Sat, 23 Jan 2021 12:25:30 +0100 Subject: [PATCH 04/21] feat: add new shortcodes fo rlinks since blogdown won't render the markdown links with shortcodes anymore --- themes/delphi/layouts/shortcodes/apireflink.html | 4 ++++ themes/delphi/layouts/shortcodes/reflink.html | 1 + 2 files changed, 5 insertions(+) create mode 100644 themes/delphi/layouts/shortcodes/apireflink.html create mode 100644 themes/delphi/layouts/shortcodes/reflink.html diff --git a/themes/delphi/layouts/shortcodes/apireflink.html b/themes/delphi/layouts/shortcodes/apireflink.html new file mode 100644 index 000000000..8b530ba4c --- /dev/null +++ b/themes/delphi/layouts/shortcodes/apireflink.html @@ -0,0 +1,4 @@ +{{ .Get 1 }} diff --git a/themes/delphi/layouts/shortcodes/reflink.html b/themes/delphi/layouts/shortcodes/reflink.html new file mode 100644 index 000000000..47f778c21 --- /dev/null +++ b/themes/delphi/layouts/shortcodes/reflink.html @@ -0,0 +1 @@ +{{ .Get 1 }} \ No newline at end of file From aa62bc63e2e124f4113f5507b4f94932875c19c5 Mon Sep 17 00:00:00 2001 From: Samuel Gratzl Date: Sat, 23 Jan 2021 12:25:39 +0100 Subject: [PATCH 05/21] fix: add missing dependency --- environment.yml | 1 + 1 file changed, 1 insertion(+) diff --git a/environment.yml b/environment.yml index 011a34efd..c9b28cce9 100644 --- a/environment.yml +++ b/environment.yml @@ -34,6 +34,7 @@ dependencies: - r-plotly - r-sf - r-lubridate + - r-plyr - pandoc - fiona - geopandas From 4e319445364443a3e49889a1cf33b8571b1671dd Mon Sep 17 00:00:00 2001 From: Samuel Gratzl Date: Sat, 23 Jan 2021 12:26:06 +0100 Subject: [PATCH 06/21] fix: use relative shortcode links --- README.md | 1 + content/blog/2021-01-22-holiday-surveys.Rmd | 24 ++++++++--------- content/blog/2021-01-22-holiday-surveys.html | 27 ++++++++------------ 3 files changed, 22 insertions(+), 30 deletions(-) diff --git a/README.md b/README.md index 0bf390001..f6c41eb43 100644 --- a/README.md +++ b/README.md @@ -86,6 +86,7 @@ In order to convert the Rmd files to HTML files for Hugo you also need to: - `local=TRUE` similar to `-D` to process draft files - `run_hugo=FALSE` to manually run hugo - `build_rmd=TRUE` force a (re)build of the Rmd pages +1. Run blogdown to convert a single file to HTML: `Rscript -e 'blogdown::build_site(local=TRUE, run_hugo=FALSE, build_rmd="content/blog/.Rmd")'` 1. Alternatively, run `npm run build:blog` 1. Run Hugo server as usual diff --git a/content/blog/2021-01-22-holiday-surveys.Rmd b/content/blog/2021-01-22-holiday-surveys.Rmd index 942037c92..9c526c1f0 100644 --- a/content/blog/2021-01-22-holiday-surveys.Rmd +++ b/content/blog/2021-01-22-holiday-surveys.Rmd @@ -9,6 +9,8 @@ tags: summary: | How did Thanksgiving and Christmas affect travel, social, and preventative behaviors in the USA during the COVID-19 pandemic? +heroImage: /blog/images/blog-lg-img_hello-world.jpg +heroImageThumb: /blog/images/blog-thumb-img_hello-world.jpg authors: - lmorinishi - kbarkume @@ -36,21 +38,17 @@ gatherings during the holidays and a number of states expanded COVID-19 restrictions to prevent further escalation in cases. [Reports](https://www.washingtonpost.com/travel/2020/12/21/christmas-flights-cdc-restrictions-covid/) from airlines suggest air travel was up significantly during the holiday season, -but [Delphi’s COVID-19 Surveys](https://delphi.cmu.edu/covidcast/surveys/) can +but `r blogdown::shortcode("reflink", "surveys", "Delphi’s COVID-19 Surveys")` can provide a broader picture of the travel Americans took during the holiday season. In taking greater risks with travel, did Americans change their behaviors in other preventative measures like mask wearing during this time? For the following analyses, we use publicly available aggregate data from the -[COVIDcast Epidata -API](https://cmu-delphi.github.io/delphi-epidata/api/covidcast.html) that have -been [weighted to better match state -demographics](https://cmu-delphi.github.io/delphi-epidata/api/covidcast-signals/fb-survey.html#survey-weighting). +`r blogdown::shortcode("apireflink", "api/covidcast.html", "COVIDcast Epidata API")` that have +been `r blogdown::shortcode("apireflink", "api/covidcast-signals/fb-survey.html#survey-weighting", "weighted to better match state demographics")`. Here we focus on behavioral signals which have been available since September 8, -2020, when [Wave 4 of the survey was -deployed](https://delphi.cmu.edu/blog/2020/10/12/new-and-improved-covid-symptom-survey-tracks-testing-and-mask-wearing/), -and are now visible in the [Delphi Group’s survey -dashboard](https://delphi.cmu.edu/covidcast/survey-results/). Additionally, we +2020, when `r blogdown::shortcode("reflink", "2020-10-06-survey-wave-4", "Wave 4 of the survey was deployed")`, +and are now visible in the `r blogdown::shortcode("reflink", "survey-results", "Delphi Group’s survey dashboard")`. Additionally, we only consider data after November 11, 2020 to avoid any major effects due to the US election on November 3. All data below will be based on 7-day rolling averages of survey responses. @@ -395,15 +393,13 @@ Since April 2020, Carnegie Mellon University’s Delphi Group and Facebook’s D for Good have partnered to conduct large-scale daily surveys to monitor the spread and impact of the COVID-19 pandemic in the United States. To date, the survey has collected more than 50 million responses. In this post, we show how -the data from the [COVID-19 survey](https://delphi.cmu.edu/covidcast/surveys/) +the data from the `r blogdown::shortcode("reflink", "surveys", "COVID-19 survey")` can be used to provide a broader picture of how American’s risk behaviors and sentiments amidst a global pandemic. All of the above plots were built using aggregate data for the United States -that CMU/Delphi Group & Facebook provide to the public through the [COVIDcast -Epidata API](https://cmu-delphi.github.io/delphi-epidata/symptom-survey/), and -visualize in the [Delphi Group's survey -dashboard](https://delphi.cmu.edu/covidcast/). Public, aggregate data for the +that CMU/Delphi Group & Facebook provide to the public through the `r blogdown::shortcode("apireflink", "symptom-survey/", "COVIDcast Epidata API")`, and +visualize in the `r blogdown::shortcode("reflink", "/covidcast", "Delphi Group’s survey dashboard")`. Public, aggregate data for the global COVID-19 survey can be accessed via [University of Maryland's API](https://covidmap.umd.edu/api.html). We encourage researchers, public health officials, and the public to use the survey data and tools for their own diff --git a/content/blog/2021-01-22-holiday-surveys.html b/content/blog/2021-01-22-holiday-surveys.html index 034d0f23b..cad0cc174 100644 --- a/content/blog/2021-01-22-holiday-surveys.html +++ b/content/blog/2021-01-22-holiday-surveys.html @@ -9,6 +9,8 @@ summary: | How did Thanksgiving and Christmas affect travel, social, and preventative behaviors in the USA during the COVID-19 pandemic? +heroImage: /blog/images/blog-lg-img_hello-world.jpg +heroImageThumb: /blog/images/blog-thumb-img_hello-world.jpg authors: - lmorinishi - kbarkume @@ -27,8 +29,7 @@ toc: true --- - - +
    @@ -47,20 +48,16 @@ restrictions to prevent further escalation in cases. Reports from airlines suggest air travel was up significantly during the holiday season, -but Delphi’s COVID-19 Surveys can +but {{% reflink "surveys" "Delphi’s COVID-19 Surveys" %}} can provide a broader picture of the travel Americans took during the holiday season. In taking greater risks with travel, did Americans change their behaviors in other preventative measures like mask wearing during this time?

    For the following analyses, we use publicly available aggregate data from the -COVIDcast Epidata -API that have -been weighted to better match state -demographics. +{{% apireflink "api/covidcast.html" "COVIDcast Epidata API" %}} that have +been {{% apireflink "api/covidcast-signals/fb-survey.html#survey-weighting" "weighted to better match state demographics" %}}. Here we focus on behavioral signals which have been available since September 8, -2020, when Wave 4 of the survey was -deployed, -and are now visible in the Delphi Group’s survey -dashboard. Additionally, we +2020, when {{% reflink "2020-10-06-survey-wave-4" "Wave 4 of the survey was deployed" %}}, +and are now visible in the {{% reflink "survey-results" "Delphi Group’s survey dashboard" %}}. Additionally, we only consider data after November 11, 2020 to avoid any major effects due to the US election on November 3. All data below will be based on 7-day rolling averages of survey responses.

    @@ -383,14 +380,12 @@

    See the Data Yourself!

    for Good have partnered to conduct large-scale daily surveys to monitor the spread and impact of the COVID-19 pandemic in the United States. To date, the survey has collected more than 50 million responses. In this post, we show how -the data from the COVID-19 survey +the data from the {{% reflink "surveys" "COVID-19 survey" %}} can be used to provide a broader picture of how American’s risk behaviors and sentiments amidst a global pandemic.

    All of the above plots were built using aggregate data for the United States -that CMU/Delphi Group & Facebook provide to the public through the COVIDcast -Epidata API, and -visualize in the Delphi Group’s survey -dashboard. Public, aggregate data for the +that CMU/Delphi Group & Facebook provide to the public through the {{% apireflink "symptom-survey/" "COVIDcast Epidata API" %}}, and +visualize in the {{% reflink "/covidcast" "Delphi Group’s survey dashboard" %}}. Public, aggregate data for the global COVID-19 survey can be accessed via University of Maryland’s API. We encourage researchers, public health officials, and the public to use the survey data and tools for their own From e0d14af6a59c40270af0998e5f650c472c609d93 Mon Sep 17 00:00:00 2001 From: Samuel Gratzl Date: Sat, 23 Jan 2021 13:40:59 +0100 Subject: [PATCH 07/21] refactor: use new link pattern for latest blogdown --- .github/workflows/ci.yaml | 3 +- .prettierignore | 4 +- content/blog/2015-07-23-template-post.Rmd | 8 +- content/blog/2015-07-23-template-post.html | 28 +- content/blog/2020-08-10-hello-world.Rmd | 12 +- content/blog/2020-08-10-hello-world.html | 22 +- content/blog/2020-08-26-fb-survey.Rmd | 24 +- content/blog/2020-08-26-fb-survey.html | 30 +- content/blog/2020-08-28-api.Rmd | 60 +- content/blog/2020-08-28-api.html | 62 +- content/blog/2020-09-18-google-survey.Rmd | 24 +- content/blog/2020-09-18-google-survey.html | 58 +- content/blog/2020-09-21-forecast-demo.Rmd | 15 +- content/blog/2020-09-21-forecast-demo.html | 17 +- content/blog/2020-10-06-survey-wave-4.Rmd | 45 +- content/blog/2020-10-06-survey-wave-4.html | 53 +- content/blog/2020-10-14-dv-signal.Rmd | 6 +- content/blog/2020-10-14-dv-signal.html | 9 +- content/blog/2020-12-10-masks-public.Rmd | 18 +- content/blog/2020-12-10-masks-public.html | 20 +- .../2021-01-15-causal-effect-mobility.Rmd | 5 +- .../2021-01-15-causal-effect-mobility.html | 8 +- content/blog/2021-01-22-holiday-surveys.Rmd | 16 +- content/blog/2021-01-22-holiday-surveys.html | 16 +- package.json | 2 +- .../rmarkdown-libs/jquery/jquery-AUTHORS.txt | 168 ++- static/rmarkdown-libs/jquery/jquery.js | 1238 ++++++++++------- static/rmarkdown-libs/jquery/jquery.min.js | 4 +- static/rmarkdown-libs/jquery/jquery.min.map | 2 +- .../delphi/layouts/shortcodes/apireflink.html | 5 +- 30 files changed, 1087 insertions(+), 895 deletions(-) diff --git a/.github/workflows/ci.yaml b/.github/workflows/ci.yaml index cd3864356..553f03bdf 100644 --- a/.github/workflows/ci.yaml +++ b/.github/workflows/ci.yaml @@ -46,8 +46,9 @@ jobs: with: path: | ./blogdown - key: ${{ runner.os }}-blogdown2-${{ hashFiles('content/blog/**.Rmd') }} + key: ${{ runner.os }}-blogdown2-${{ hashFiles('environment.yml') }}-${{ hashFiles('content/blog/**.Rmd') }} restore-keys: | + ${{ runner.os }}-blogdown2-${{ hashFiles('environment.yml') }}- ${{ runner.os }}-blogdown2- - name: Build site shell: bash -l {0} diff --git a/.prettierignore b/.prettierignore index 74222a5af..d78dc8f58 100644 --- a/.prettierignore +++ b/.prettierignore @@ -29,4 +29,6 @@ *.md *.jpeg *.ico -/themes/delphi/layouts/partials/webp-image.html \ No newline at end of file +/themes/delphi/layouts/partials/webp-image.html +/themes/delphi/layouts/shortcodes/apireflink.html +/themes/delphi/layouts/shortcodes/reflink.html \ No newline at end of file diff --git a/content/blog/2015-07-23-template-post.Rmd b/content/blog/2015-07-23-template-post.Rmd index c44aa5852..1cfff0c74 100644 --- a/content/blog/2015-07-23-template-post.Rmd +++ b/content/blog/2015-07-23-template-post.Rmd @@ -110,12 +110,12 @@ suggest we consider the following tags as base tags: ### Linking to other pages and blog posts: -using the file name and the Hugo shortcodes, e.g.: [Facebook Post](`r blogdown::shortcode_html("relref", "2020-08-26-fb-survey")`). +using the file name and the Hugo shortcodes, e.g.: `r blogdown::shortcode_html("reflink", "2020-08-26-fb-survey", "Facebook Post")`. Jumping to a specific section/anchor is supported too: -[previous exploratory investigations](`r blogdown::shortcode_html("relref", "2020-08-26-fb-survey#some-interesting-examples")`) +`r blogdown::shortcode_html("reflink", "2020-08-26-fb-survey#some-interesting-examples", "previous exploratory investigations")` ### Linking to the API doc: there is another shortcode for creating an api link, e.g. -[public API](`r blogdown::shortcode_html("apiref", "/")`) or -[Doctor's Visits signal](`r blogdown::shortcode_html("apiref", "api/covidcast-signals/doctor-visits.html")`) +`r blogdown::shortcode_html("apireflink", "/", "public API")` or +`r blogdown::shortcode_html("apireflink", "api/covidcast-signals/doctor-visits.html", "Doctor's Visits signal")` diff --git a/content/blog/2015-07-23-template-post.html b/content/blog/2015-07-23-template-post.html index 19cc04435..1ff2f3f81 100644 --- a/content/blog/2015-07-23-template-post.html +++ b/content/blog/2015-07-23-template-post.html @@ -23,8 +23,6 @@ --- - -

      @@ -49,21 +47,21 @@ see http://rmarkdown.rstudio.com.

      You can embed an R code chunk like this:

      summary(cars)
-##      speed           dist
-##  Min.   : 4.0   Min.   :  2.00
-##  1st Qu.:12.0   1st Qu.: 26.00
-##  Median :15.0   Median : 36.00
-##  Mean   :15.4   Mean   : 42.98
-##  3rd Qu.:19.0   3rd Qu.: 56.00
+##      speed           dist       
+##  Min.   : 4.0   Min.   :  2.00  
+##  1st Qu.:12.0   1st Qu.: 26.00  
+##  Median :15.0   Median : 36.00  
+##  Mean   :15.4   Mean   : 42.98  
+##  3rd Qu.:19.0   3rd Qu.: 56.00  
 ##  Max.   :25.0   Max.   :120.00
 fit <- lm(dist ~ speed, data = cars)
 fit
-##
+## 
 ## Call:
 ## lm(formula = dist ~ speed, data = cars)
-##
+## 
 ## Coefficients:
-## (Intercept)        speed
+## (Intercept)        speed  
 ##     -17.579        3.932

      Including Plots

      @@ -142,14 +140,14 @@

      Tags

      Linking

      Linking to other pages and blog posts:

      -

      using the file name and the Hugo shortcodes, e.g.: }}">Facebook Post. +

      using the file name and the Hugo shortcodes, e.g.: {{< reflink "2020-08-26-fb-survey" "Facebook Post" >}}. Jumping to a specific section/anchor is supported too: -}}">previous exploratory investigations

      +{{< reflink "2020-08-26-fb-survey#some-interesting-examples" "previous exploratory investigations" >}}

      Linking to the API doc:

      there is another shortcode for creating an api link, e.g.  -}}">public API or -}}">Doctor’s Visits signal

      +{{< apireflink "/" "public API" >}} or +{{< apireflink "api/covidcast-signals/doctor-visits.html" "Doctor's Visits signal" >}}

      diff --git a/content/blog/2020-08-10-hello-world.Rmd b/content/blog/2020-08-10-hello-world.Rmd index 572115a12..c9ae264cd 100644 --- a/content/blog/2020-08-10-hello-world.Rmd +++ b/content/blog/2020-08-10-hello-world.Rmd @@ -59,7 +59,7 @@ and making headway into dengue and norovirus. To learn about the work our group has done in the past, including some papers we've written, software tools we've built, and the real-time epidemiological data server we've been deploying since 2016, -check out [our website](`r blogdown::shortcode("ref", "/")`). +check out `r blogdown::shortcode_html("reflink", "/", "our website")`. When the COVID-19 pandemic arrived, we focused all our attention on it. Our Delphi team @@ -70,7 +70,7 @@ including Stanford, UC Davis, and USC, and also from industry. The pace has been intense and dizzying at times, and we're infinitely grateful for the contributions and commitment of all our new members---we'd be nowhere without them. -See [here](`r blogdown::shortcode("ref", "team")`) +See `r blogdown::shortcode_html("reflink", "team", "here")` for a list of the Delphi team members. With new members comes a new breadth of expertise: @@ -145,14 +145,12 @@ Here's a quick summary: aggregated counts from massive medical claims data sets through partners like Change Healthcare. -- We've built a [public - API](`r blogdown::shortcode_html("apiref", "api/covidcast.html")`), - and [R and Python - packages](`r blogdown::shortcode_html("apiref", "api/covidcast_clients.html")`), +- We've built a `r blogdown::shortcode_html("apireflink", "api/covidcast.html", "public API")`, + and `r blogdown::shortcode_html("apireflink", "api/covidcast_clients.html", "R and Python packages")`, to serve our indicators to researchers and the public. This API provides new data daily. -- We've built [interactive maps and graphics](`r blogdown::shortcode("ref", "covidcast")`) to +- We've built `r blogdown::shortcode_html("reflink", "covidcast", "interactive maps and graphics")` to display our indicators, and better inform the public and decision-makers. - We've developed forecasts of the future spread of the pandemic, diff --git a/content/blog/2020-08-10-hello-world.html b/content/blog/2020-08-10-hello-world.html index f683c0b12..f06684fa2 100644 --- a/content/blog/2020-08-10-hello-world.html +++ b/content/blog/2020-08-10-hello-world.html @@ -13,12 +13,12 @@ Hello from the Delphi research group at Carnegie Mellon University! We're a group of faculty, students, and staff, based primarily out of CMU together with strong collaborators from other universities and industry. - Our group was founded in 2012 to advance the theory and practice of epidemic - forecasting. Since March 2020, we have refocused efforts towards helping combat + Our group was founded in 2012 to advance the theory and practice of epidemic + forecasting. Since March 2020, we have refocused efforts towards helping combat the COVID-19 pandemic, by supporting informed decision-making at federal, state, and local levels of government and in the healthcare sector. Until now, we've - been pretty “heads down” with our work, and slow to communicate what we've been - up to. But at last ... Delphi finally has a blog! This first post serves as an + been pretty “heads down” with our work, and slow to communicate what we've been + up to. But at last ... Delphi finally has a blog! This first post serves as an introduction of sorts. Future posts will dive deeper into our various projects. output: blogdown::html_page: @@ -26,8 +26,6 @@ --- - -
        @@ -69,7 +67,7 @@

        A Little Bit About Us

        To learn about the work our group has done in the past, including some papers we’ve written, software tools we’ve built, and the real-time epidemiological data server we’ve been deploying since 2016, -check out our website.

        +check out {{< reflink "/" "our website" >}}.

        When the COVID-19 pandemic arrived, we focused all our attention on it. Our Delphi team quickly grew to 30+ members, and is still growing. @@ -79,7 +77,7 @@

        A Little Bit About Us

        The pace has been intense and dizzying at times, and we’re infinitely grateful for the contributions and commitment of all our new members—we’d be nowhere without them. -See here +See {{< reflink "team" "here" >}} for a list of the Delphi team members.

        With new members comes a new breadth of expertise: our expertise now covers statistical modeling, computation, @@ -146,13 +144,11 @@

        What We’ve Been Up To

        through partnerships with Facebook and Google, and others are based on aggregated counts from massive medical claims data sets through partners like Change Healthcare.

        -

      • We’ve built a }}">public -API, -and }}">R and Python -packages, +

      • We’ve built a {{< apireflink "api/covidcast.html" "public API" >}}, +and {{< apireflink "api/covidcast_clients.html" "R and Python packages" >}}, to serve our indicators to researchers and the public. This API provides new data daily.

        • -

      • We’ve built interactive maps and graphics to +

      • We’ve built {{< reflink "covidcast" "interactive maps and graphics" >}} to display our indicators, and better inform the public and decision-makers.

      • We’ve developed forecasts of the future spread of the pandemic, validated them prospectively, and started submitting them to CDC.

        • diff --git a/content/blog/2020-08-26-fb-survey.Rmd b/content/blog/2020-08-26-fb-survey.Rmd index 06495c6c7..fcf1bf974 100644 --- a/content/blog/2020-08-26-fb-survey.Rmd +++ b/content/blog/2020-08-26-fb-survey.Rmd @@ -61,8 +61,8 @@ We believe that this combination of _detail_ and _scale_ has never before been available in a public health emergency. We make aggregated data publicly available daily through our -[COVIDcast API](`r blogdown::shortcode_html("apiref", "api/covidcast.html")`), -and visualize it on our [COVIDcast interactive map](`r blogdown::shortcode_html("ref", "covidcast")`). +`r blogdown::shortcode_html("apireflink", "api/covidcast.html", "COVIDcast API")`, +and visualize it on our `r blogdown::shortcode_html("reflink", "covidcast", "COVIDcast interactive map")`. We also make (fully de-identified) individual survey responses available to researchers who agree to [data use terms](https://dataforgood.fb.com/docs/covid-19-symptom-survey-request-for-data-access/). @@ -174,8 +174,7 @@ package](https://cmu-delphi.github.io/covidcast/covidcastR/). In all, fetching the data from our API and producing the heatmaps requires only 15 lines of code. If you're interested, click the "Code" button to reveal the source. -We'll cover our [R and Python covidcast -packages](`r blogdown::shortcode_html("apiref", "api/covidcast_clients.html")`) +We'll cover our `r blogdown::shortcode_html("apireflink", "api/covidcast_clients.html", "R and Python covidcast packages")` in a future blog post. ## Why Run These Surveys? @@ -211,8 +210,7 @@ surveys: which may be a sizeable fraction of the US population, but certainly not all of it. We'll also likely see bias because some people on Facebook are more inclined to take surveys than others. We attempt to correct for both of these biases - using a [statistical reweighting - scheme](`r blogdown::shortcode_html("apiref", "api/covidcast-signals/fb-survey.html#survey-weighting")`), + using a `r blogdown::shortcode_html("apireflink", "api/covidcast-signals/fb-survey.html#survey-weighting", "statistical reweighting scheme")`, but these corrections aren't perfect. - Our symptom data is entirely self-reported, in contrast to data @@ -249,8 +247,7 @@ quantities, in a given location, on a given day: community_ with COVID-like illness. Details on how we compute the % CLI and % CLI-in-community estimates can be -found in our [COVIDcast signals -documentation](`r blogdown::shortcode_html("apiref", "api/covidcast-signals/fb-survey.html")`). +found in our `r blogdown::shortcode_html("apireflink", "api/covidcast-signals/fb-survey.html", "COVIDcast signals documentation")`. The % CLI-in-community indicator has an interesting backstory: it was sort of a "happy accident" from an experiment we tried with surveys we were running in @@ -272,10 +269,8 @@ public health. They assured us that lengthening the survey wouldn't hurt the completion rate too much, and they were right: of the people who complete the first section, over 85% go on to finish the full survey! -Our [survey documentation -site](`r blogdown::shortcode_html("apiref", "symptom-survey/")`) includes more -details about the survey, including the [full text of every survey -version](`r blogdown::shortcode_html("apiref", "symptom-survey/coding.html")`). +Our `r blogdown::shortcode_html("apireflink", "symptom-survey/", "survey documentation site")` includes more +details about the survey, including the `r blogdown::shortcode_html("apireflink", "symptom-survey/coding.html", "full text of every survey version")`. And yes, researchers can [request access](https://dataforgood.fb.com/docs/covid-19-symptom-survey-request-for-data-access/) to (fully de-identified) individual survey responses for research purposes, @@ -605,6 +600,5 @@ This new survey is currently being deployed, and data should become available in the next few weeks. Detailed data will be available to researchers, while new aggregates---such as of mask-wearing---will -be made public, as usual, through our [COVIDcast -API](`r blogdown::shortcode_html("apiref", "api/covidcast.html")`) -and [COVIDcast interactive map](`r blogdown::shortcode_html("ref", "covidcast")`). +be made public, as usual, through our `r blogdown::shortcode_html("apireflink", "api/covidcast.html", "COVIDcast API")` +and `r blogdown::shortcode_html("reflink", "covidcast", "COVIDcast interactive map")`. diff --git a/content/blog/2020-08-26-fb-survey.html b/content/blog/2020-08-26-fb-survey.html index ce8ec3f0c..3be2626b2 100644 --- a/content/blog/2020-08-26-fb-survey.html +++ b/content/blog/2020-08-26-fb-survey.html @@ -47,8 +47,7 @@ toc: true --- - - +
        @@ -213,8 +212,7 @@

        Why Run These Surveys?

        which may be a sizeable fraction of the US population, but certainly not all of it. We’ll also likely see bias because some people on Facebook are more inclined to take surveys than others. We attempt to correct for both of these biases -using a }}">statistical reweighting -scheme, +using a {{< apireflink "api/covidcast-signals/fb-survey.html#survey-weighting" "statistical reweighting scheme" >}}, but these corrections aren’t perfect.

      • Our symptom data is entirely self-reported, in contrast to data reported by medical professionals. Some fraction of the responses could be @@ -248,8 +246,7 @@

        What’s in the Survey?

        community with COVID-like illness.

      Details on how we compute the % CLI and % CLI-in-community estimates can be -found in our }}">COVIDcast signals -documentation.

      +found in our {{< apireflink "api/covidcast-signals/fb-survey.html" "COVIDcast signals documentation" >}}.

      The % CLI-in-community indicator has an interesting backstory: it was sort of a “happy accident” from an experiment we tried with surveys we were running in partnership with Google. (We’ll cover our Google survey in a future blog post.) @@ -268,10 +265,8 @@

      What’s in the Survey?

      public health. They assured us that lengthening the survey wouldn’t hurt the completion rate too much, and they were right: of the people who complete the first section, over 85% go on to finish the full survey!

      -

      Our }}">survey documentation -site includes more -details about the survey, including the }}">full text of every survey -version. +

      Our {{< apireflink "symptom-survey/" "survey documentation site" >}} includes more +details about the survey, including the {{< apireflink "symptom-survey/coding.html" "full text of every survey version" >}}. And yes, researchers can request access to (fully de-identified) individual survey responses for research purposes, @@ -579,7 +574,6 @@

      What’s Next with the Surveys

      and data should become available in the next few weeks. Detailed data will be available to researchers, while new aggregates—such as of mask-wearing—will -be made public, as usual, through our }}">COVIDcast -API -and }}">COVIDcast interactive map.

      +be made public, as usual, through our {{< apireflink "api/covidcast.html" "COVIDcast API" >}} +and {{< reflink "covidcast" "COVIDcast interactive map" >}}.

      diff --git a/content/blog/2020-08-28-api.Rmd b/content/blog/2020-08-28-api.Rmd index 926f08767..21d0938dc 100644 --- a/content/blog/2020-08-28-api.Rmd +++ b/content/blog/2020-08-28-api.Rmd @@ -56,13 +56,13 @@ knitr::opts_chunk$set(collapse = TRUE) ``` One of our primary initiatives at the Delphi COVIDcast project -([learn more about our organization here](`r blogdown::shortcode_html("ref", "2020-08-10-hello-world")`)) +(`r blogdown::shortcode_html("reflink", "2020-08-10-hello-world", "learn more about our organization here")`) has been to curate a diverse set of COVID-related data streams, and to make them freely available through our -[COVIDcast Epidata API](`r blogdown::shortcode_html("apiref", "api/covidcast.html")`). +`r blogdown::shortcode_html("apireflink", "api/covidcast.html", "COVIDcast Epidata API")`. These include both novel signals that we have collected and analyzed ourselves, -such as our symptom survey [distributed by Facebook](`r blogdown::shortcode_html("ref", "2020-09-18-google-survey")`) -to its users, [Google's symptom survey](`r blogdown::shortcode_html("ref", "2020-09-18-google-survey")`) whose results are delivered to us, +such as our symptom survey `r blogdown::shortcode_html("reflink", "2020-09-18-google-survey", "distributed by Facebook")` +to its users, `r blogdown::shortcode_html("reflink", "2020-09-18-google-survey", "Google's symptom survey")` whose results are delivered to us, the percentage of doctor's visits due to COVID-like illness, and results from Quidel's antigen tests; and also existing signals, such as the confirmed case counts @@ -74,8 +74,7 @@ is conveniently accessible via easy-to-use and [R](https://cmu-delphi.github.io/covidcast/covidcastR/) packages. We have always made our code, data and estimates freely and publicly available, from the very beginning of our work on flu back in 2013, well before the COVID pandemic. -Back in 2016, Delphi member David Farrow designed and implemented the [Epidata -API](`r blogdown::shortcode_html("apiref", "/")`) to share data from our numerous surveillance +Back in 2016, Delphi member David Farrow designed and implemented the `r blogdown::shortcode_html("apireflink", "/", "Epidata API")` to share data from our numerous surveillance streams for influenza and other diseases, and pioneered many of the API concepts discussed below. Now that COVID-19 is here, our collaborations with partner organizations in technology and healthcare enable us to include a @@ -99,8 +98,7 @@ we require a diversity of data sources. This recognition caused us to shift priorities. Before we could build forecasts and other statistical models, we needed to rapidly develop new relevant data streams. -This effort grew into the COVIDcast project---see our [introductory -post](`r blogdown::shortcode_html("ref", "2020-08-10-hello-world")`) +This effort grew into the COVIDcast project---see our `r blogdown::shortcode_html("reflink", "2020-08-10-hello-world", "introductory post")` for more about our efforts since March. The data streams that we work with can be roughly mapped @@ -172,19 +170,18 @@ cover most levels of the severity pyramid and include: since April 6. Our survey averages over 70,000 respondents each day, making it---along with its [international sister survey](https://covidmap.umd.edu/) run by University of Maryland---the largest public health survey ever conducted. - Our [previous blog post](`r blogdown::shortcode_html("ref", "2020-08-26-fb-survey")`) + Our `r blogdown::shortcode_html("reflink", "2020-08-26-fb-survey", "previous blog post")` showed how the survey can indicate COVID-19 activity, - and preliminary analysis also suggests [it can help forecast COVID-19 - cases](`r blogdown::shortcode_html("ref", "2020-09-21-forecast-demo")`). - See our [surveys site](`r blogdown::shortcode_html("ref", "surveys")`) + and preliminary analysis also suggests `r blogdown::shortcode_html("reflink", "2020-09-21-forecast-demo", "it can help forecast COVID-19 cases")`. + See our `r blogdown::shortcode_html("reflink", "surveys", "surveys site")` for more on the survey, its questions, and getting access to data. - Massive surveys we run through Google: From April 11 to May 14, 2020, Delphi conducted a single-question symptoms survey through Google. It reached over 100,000 respondents daily during its short run, and was a surprisingly informative measure of pandemic activity preceding medical contact. For more, see our - [previous blog post](`r blogdown::shortcode_html("ref", "2020-09-18-google-survey")`), - or our [technical documentation](`r blogdown::shortcode_html("apiref", "api/covidcast-signals/google-survey.html")`). + `r blogdown::shortcode_html("reflink", "2020-09-18-google-survey", "previous blog post")`, + or our `r blogdown::shortcode_html("apireflink", "api/covidcast-signals/google-survey.html", "technical documentation")`. As explained in our past blog post, Delphi is currently considering new uses for these surveys. - Insurance claims: Medical insurance claims include diagnostic codes, @@ -196,15 +193,14 @@ cover most levels of the severity pyramid and include: We use this data to construct signals reflecting COVID activity in both outpatient and inpatient visits; see our technical documentation sites for - [doctor's visits](`r blogdown::shortcode_html("apiref", "api/covidcast-signals/doctor-visits.html")`) - and [hospital admissions](`r blogdown::shortcode_html("apiref", "api/covidcast-signals/hospital-admissions.html")`) + `r blogdown::shortcode_html("apireflink", "api/covidcast-signals/doctor-visits.html", "doctor's visits")` + and `r blogdown::shortcode_html("apireflink", "api/covidcast-signals/hospital-admissions.html", "hospital admissions")` for more details. - Quidel COVID antigen tests: Quidel is a national provider of networked lab testing devices, and began making de-identified records of their COVID-19 antigen tests available to us in early May. This data source fills an important gap because many public testing data sources only include PCR tests, not antigen - tests. Our [technical - documentation](`r blogdown::shortcode_html("apiref", "api/covidcast-signals/quidel.html#covid-19-tests")`) + tests. Our `r blogdown::shortcode_html("apireflink", "api/covidcast-signals/quidel.html#covid-19-tests", "technical documentation")` gives more details. - Google search trends: We query the Google Health Trends API @@ -214,7 +210,7 @@ cover most levels of the severity pyramid and include: which emerged as a specific symptom of COVID-19. More details, including the search terms and topics we analyze, are available in our - [technical documentation](`r blogdown::shortcode_html("apiref", "api/covidcast-signals/ght.html")`). + `r blogdown::shortcode_html("apireflink", "api/covidcast-signals/ght.html", "technical documentation")`. Additionally, we host the following more widely-available signals in our API for the convenience of the research community, and to provide revision tracking: @@ -230,8 +226,7 @@ Nearly all our data streams are available at the county level across the United States. We also aggregate our signals to metropolitan statistical areas and states, and some signals to Hospital Referral Regions (HRRs). For a full list of all data streams, see our -[COVIDcast signal documentation -site](`r blogdown::shortcode_html("apiref", "api/covidcast_signals.html")`). +`r blogdown::shortcode_html("apireflink", "api/covidcast_signals.html", "COVIDcast signal documentation site")`. The software we've developed to obtain and aggregate this data is open-source, shared in our [covidcast-indicators GitHub repository](https://github.com/cmu-delphi/covidcast-indicators). @@ -333,7 +328,7 @@ A massive database of COVID-19 data is, of course, of no use if nobody can access it. We provide several ways to access COVIDcast data. -First, the [public COVIDcast map](`r blogdown::shortcode_html("ref", "covidcast")`) +First, the `r blogdown::shortcode_html("reflink", "covidcast", "public COVIDcast map")` provides a selection of our signals, and includes an "Export Data" tab that can pull a selected signal and download it as a CSV. @@ -346,11 +341,9 @@ data analysis in either language. The first step of using the packages to acquire the data is to identify the source and signal name for the data you want to analyze. Suppose, for example, -that you browse the [COVIDcast signal -documentation](`r blogdown::shortcode_html("apiref", "api/covidcast_signals.html")`) +that you browse the `r blogdown::shortcode_html("apireflink", "api/covidcast_signals.html", "COVIDcast signal documentation")` and decide you would like to conduct an analysis of a hospital admissions -signal. According to [its documentation -page](`r blogdown::shortcode_html("apiref", "api/covidcast-signals/hospital-admissions.html")`), +signal. According to `r blogdown::shortcode_html("apireflink", "api/covidcast-signals/hospital-admissions.html", "its documentation page")`, this source is called `hospital-admissions`, and there are several available signals to choose from. Reviewing the technical details, you decide `smoothed_adj_covid19` fits your needs best, because it removes day-of-week @@ -399,10 +392,8 @@ In Python, fetching data requires the which can quickly produce a Pandas data frame. For example, here we fetch the estimated percentage of people in each state who know someone who is sick, -based on Delphi's [symptom -surveys](`r blogdown::shortcode_html("ref", "2020-08-26-fb-survey")`). -According to the [relevant documentation -page](`r blogdown::shortcode_html("apiref", "api/covidcast-signals/fb-survey.html")`), +based on Delphi's `r blogdown::shortcode_html("reflink", "2020-08-26-fb-survey", "symptom surveys")`. +According to the `r blogdown::shortcode_html("apireflink", "api/covidcast-signals/fb-survey.html", "relevant documentation page")`, this is the `fb-survey` data source's `smoothed_hh_cmnty_cli` signal. (Click the "Code" button to see the Python code used to produce this example.) @@ -440,18 +431,17 @@ estimated percent of people with COVID-Like Illness based on our symptom surveys---for one county in the United States between April 6 and April 10, 2020. That county is Alameda County, CA, which has the FIPS code 06001. -Query syntax is defined on our [API documentation -site](`r blogdown::shortcode_html("apiref", "api/covidcast.html")`), and you +Query syntax is defined on our `r blogdown::shortcode_html("apireflink", "api/covidcast.html", "API documentation site")`, and you can use any programming language that supports making HTTP requests---which is most programming languages---to fetch up-to-date data. ## Putting the API to Work -The [COVIDcast API](`r blogdown::shortcode_html("apiref", "api/covidcast.html")`) +The `r blogdown::shortcode_html("apireflink", "api/covidcast.html", "COVIDcast API")` provides unified access to numerous COVID data streams, -which can be browsed through our [interactive map](`r blogdown::shortcode_html("ref", "covidcast")`) +which can be browsed through our `r blogdown::shortcode_html("reflink", "covidcast", "interactive map")` and easily accessed through our -[R and Python packages](`r blogdown::shortcode_html("apiref", "api/covidcast_clients.html")`). +`r blogdown::shortcode_html("apireflink", "api/covidcast_clients.html", "R and Python packages")`. Unlike most other sources of COVID data, it tracks the complete revision history of every signal, allowing historical reconstructions of diff --git a/content/blog/2020-08-28-api.html b/content/blog/2020-08-28-api.html index 8fa1a3ee2..a02430666 100644 --- a/content/blog/2020-08-28-api.html +++ b/content/blog/2020-08-28-api.html @@ -52,8 +52,6 @@ --- - -
        @@ -66,13 +64,13 @@

      One of our primary initiatives at the Delphi COVIDcast project -(}}">learn more about our organization here) +({{< reflink "2020-08-10-hello-world" "learn more about our organization here" >}}) has been to curate a diverse set of COVID-related data streams, and to make them freely available through our -}}">COVIDcast Epidata API. +{{< apireflink "api/covidcast.html" "COVIDcast Epidata API" >}}. These include both novel signals that we have collected and analyzed ourselves, -such as our symptom survey }}">distributed by Facebook -to its users, }}">Google’s symptom survey whose results are delivered to us, +such as our symptom survey {{< reflink "2020-09-18-google-survey" "distributed by Facebook" >}} +to its users, {{< reflink "2020-09-18-google-survey" "Google's symptom survey" >}} whose results are delivered to us, the percentage of doctor’s visits due to COVID-like illness, and results from Quidel’s antigen tests; and also existing signals, such as the confirmed case counts @@ -83,8 +81,7 @@ Python and R packages.

      We have always made our code, data and estimates freely and publicly available, from the very beginning of our work on flu back in 2013, well before the COVID pandemic. -Back in 2016, Delphi member David Farrow designed and implemented the }}">Epidata -API to share data from our numerous surveillance +Back in 2016, Delphi member David Farrow designed and implemented the {{< apireflink "/" "Epidata API" >}} to share data from our numerous surveillance streams for influenza and other diseases, and pioneered many of the API concepts discussed below. Now that COVID-19 is here, our collaborations with partner organizations in technology and healthcare enable us to include a @@ -107,8 +104,7 @@

      Purpose of the API

      This recognition caused us to shift priorities. Before we could build forecasts and other statistical models, we needed to rapidly develop new relevant data streams. -This effort grew into the COVIDcast project—see our }}">introductory -post +This effort grew into the COVIDcast project—see our {{< reflink "2020-08-10-hello-world" "introductory post" >}} for more about our efforts since March.

      The data streams that we work with can be roughly mapped onto the epidemic severity pyramid, @@ -174,19 +170,18 @@

      Unique Data Sources

      since April 6. Our survey averages over 70,000 respondents each day, making it—along with its international sister survey run by University of Maryland—the largest public health survey ever conducted. -Our }}">previous blog post +Our {{< reflink "2020-08-26-fb-survey" "previous blog post" >}} showed how the survey can indicate COVID-19 activity, -and preliminary analysis also suggests }}">it can help forecast COVID-19 -cases. -See our }}">surveys site +and preliminary analysis also suggests {{< reflink "2020-09-21-forecast-demo" "it can help forecast COVID-19 cases" >}}. +See our {{< reflink "surveys" "surveys site" >}} for more on the survey, its questions, and getting access to data.
    • Massive surveys we run through Google: From April 11 to May 14, 2020, Delphi conducted a single-question symptoms survey through Google. It reached over 100,000 respondents daily during its short run, and was a surprisingly informative measure of pandemic activity preceding medical contact. For more, see our -}}">previous blog post, -or our }}">technical documentation. +{{< reflink "2020-09-18-google-survey" "previous blog post" >}}, +or our {{< apireflink "api/covidcast-signals/google-survey.html" "technical documentation" >}}. As explained in our past blog post, Delphi is currently considering new uses for these surveys.
    • Insurance claims: Medical insurance claims include diagnostic codes, @@ -198,15 +193,14 @@

      Unique Data Sources

      We use this data to construct signals reflecting COVID activity in both outpatient and inpatient visits; see our technical documentation sites for -}}">doctor’s visits -and }}">hospital admissions +{{< apireflink "api/covidcast-signals/doctor-visits.html" "doctor's visits" >}} +and {{< apireflink "api/covidcast-signals/hospital-admissions.html" "hospital admissions" >}} for more details.
    • Quidel COVID antigen tests: Quidel is a national provider of networked lab testing devices, and began making de-identified records of their COVID-19 antigen tests available to us in early May. This data source fills an important gap because many public testing data sources only include PCR tests, not antigen -tests. Our }}">technical -documentation +tests. Our {{< apireflink "api/covidcast-signals/quidel.html#covid-19-tests" "technical documentation" >}} gives more details.
    • Google search trends: We query the Google Health Trends API @@ -216,7 +210,7 @@

      Unique Data Sources

      which emerged as a specific symptom of COVID-19. More details, including the search terms and topics we analyze, are available in our -}}">technical documentation.
      • +{{< apireflink "api/covidcast-signals/ght.html" "technical documentation" >}}.

    Additionally, we host the following more widely-available signals in our API for the convenience of the research community, and to provide revision tracking:

    @@ -232,8 +226,7 @@

    Unique Data Sources

    at the county level across the United States. We also aggregate our signals to metropolitan statistical areas and states, and some signals to Hospital Referral Regions (HRRs). For a full list of all data streams, see our -}}">COVIDcast signal documentation -site. +{{< apireflink "api/covidcast_signals.html" "COVIDcast signal documentation site" >}}. The software we’ve developed to obtain and aggregate this data is open-source, shared in our covidcast-indicators GitHub repository.

    @@ -502,7 +495,7 @@

    Accessing the API

    A massive database of COVID-19 data is, of course, of no use if nobody can access it. We provide several ways to access COVIDcast data.

    -

    First, the }}">public COVIDcast map +

    First, the {{< reflink "covidcast" "public COVIDcast map" >}} provides a selection of our signals, and includes an “Export Data” tab that can pull a selected signal and download it as a CSV. @@ -513,11 +506,9 @@

    Accessing the API

    data analysis in either language.

    The first step of using the packages to acquire the data is to identify the source and signal name for the data you want to analyze. Suppose, for example, -that you browse the }}">COVIDcast signal -documentation +that you browse the {{< apireflink "api/covidcast_signals.html" "COVIDcast signal documentation" >}} and decide you would like to conduct an analysis of a hospital admissions -signal. According to }}">its documentation -page, +signal. According to {{< apireflink "api/covidcast-signals/hospital-admissions.html" "its documentation page" >}}, this source is called hospital-admissions, and there are several available signals to choose from. Reviewing the technical details, you decide smoothed_adj_covid19 fits your needs best, because it removes day-of-week @@ -558,10 +549,8 @@

    Accessing the API

    which can quickly produce a Pandas data frame. For example, here we fetch the estimated percentage of people in each state who know someone who is sick, -based on Delphi’s }}">symptom -surveys. -According to the }}">relevant documentation -page, +based on Delphi’s {{< reflink "2020-08-26-fb-survey" "symptom surveys" >}}. +According to the {{< apireflink "api/covidcast-signals/fb-survey.html" "relevant documentation page" >}}, this is the fb-survey data source’s smoothed_hh_cmnty_cli signal. (Click the “Code” button to see the Python code used to produce this example.)

    import covidcast
@@ -590,18 +579,17 @@ 
    Accessing the API
    
 estimated percent of people with COVID-Like Illness based on our symptom
 surveys—for one county in the United States between April 6 and April
 10, 2020. That county is Alameda County, CA, which has the FIPS code 06001.
    
-
    Query syntax is defined on our }}">API documentation
-site, and you
+
    Query syntax is defined on our {{< apireflink "api/covidcast.html" "API documentation site" >}}, and you
 can use any programming language that supports making HTTP requests—which is
 most programming languages—to fetch up-to-date data.

    Putting the API to Work

    -

    The }}">COVIDcast API +

    The {{< apireflink "api/covidcast.html" "COVIDcast API" >}} provides unified access to numerous COVID data streams, -which can be browsed through our }}">interactive map +which can be browsed through our {{< reflink "covidcast" "interactive map" >}} and easily accessed through our -}}">R and Python packages. +{{< apireflink "api/covidcast_clients.html" "R and Python packages" >}}. Unlike most other sources of COVID data, it tracks the complete revision history of every signal, allowing historical reconstructions of diff --git a/content/blog/2020-09-18-google-survey.Rmd b/content/blog/2020-09-18-google-survey.Rmd index ea565b0ca..722080bd1 100644 --- a/content/blog/2020-09-18-google-survey.Rmd +++ b/content/blog/2020-09-18-google-survey.Rmd @@ -40,14 +40,12 @@ output: toc: true --- -Since April 2020, in addition to our [massive daily survey advertised on -Facebook](`r blogdown::shortcode_html("ref", "2020-08-26-fb-survey")`), +Since April 2020, in addition to our `r blogdown::shortcode_html("reflink", "2020-08-26-fb-survey", "massive daily survey advertised on Facebook")`, we've been running (even-more-massive) surveys through Google to track the spread of COVID-19 in the United States. At its peak, our Google survey was taken by over 1.2 million people in a single day, and over its first month in operation, averaged about 600,000 daily respondents. As usual, we make -aggregated data from this survey available through our [COVIDcast -API](`r blogdown::shortcode_html("apiref", "api/covidcast.html")`). +aggregated data from this survey available through our `r blogdown::shortcode_html("apireflink", "api/covidcast.html", "COVIDcast API")`. In mid-May, we decided to pause daily dissemination of this survey in order to focus on our (longer, more complex) survey through Facebook, @@ -62,8 +60,7 @@ and shares some of our thinking about next steps for the Google survey. Back in March 2020, around the time we began discussions with Facebook about COVID-19 symptom surveys, we pitched the same idea to Google. -Our motivation, [as we explained in our last -post](`r blogdown::shortcode_html("ref", "2020-08-26-fb-survey#why-run-these-surveys")`), +Our motivation, `r blogdown::shortcode_html("reflink", "2020-08-26-fb-survey#why-run-these-surveys", "as we explained in our last post")`, has been to produce real-time, county-level data streams of self-reported COVID symptoms that can potentially serve as **early indicators** of COVID activity in the US. As we noted in that post, we weren't the only data scientists @@ -127,8 +124,7 @@ this CLI-in-community question to our survey through Facebook. the subject is asked to report on someone else. The traditional view seems to be that proxy questions can undermine survey data quality, but in our setting it's critical: not only does it provide a safeguard against revealing personal - health information, it turned out to deliver [much higher - correlations](`r blogdown::shortcode_html("ref", "2020-08-26-fb-survey#basic-correlation-analysis")`) + health information, it turned out to deliver `r blogdown::shortcode_html("reflink", "2020-08-26-fb-survey#basic-correlation-analysis", "much higher correlations")` with case rates than the direct (non-proxy) question. To give you a feel for the data, below we plot @@ -224,8 +220,7 @@ about 74,000 responses per day.) The actual sampling scheme behind our Google survey is more complicated, and involves two-level stratification, across both counties and states. For details, including those on statistical estimation, -visit our [COVIDcast signals -documentation](`r blogdown::shortcode_html("apiref", "api/covidcast-signals/google-survey.html")`). +visit our `r blogdown::shortcode_html("apireflink", "api/covidcast-signals/google-survey.html", "COVIDcast signals documentation")`. On May 15, we paused our Google survey to focus on our Facebook survey, which is both longer and more complex. Importantly, the latter is _not_ a replacement for the former, @@ -262,8 +257,7 @@ which for the most part holds a substantial gap over the correlations between the Facebook signal and case rates. This is no doubt encouraging, especially because we'd hope that the Google correlations would have only improved later in -the year (as did the Facebook correlations, which we [previously -suggested](`r blogdown::shortcode_html("ref", "2020-08-26-fb-survey#basic-correlation-analysis")`) +the year (as did the Facebook correlations, which we `r blogdown::shortcode_html("reflink", "2020-08-26-fb-survey#basic-correlation-analysis", "previously suggested")` could have been due to the increase in the diversity of county-level case rates around mid-June). @@ -281,8 +275,7 @@ case rates around mid-June). analysis for when we work on deploying these two surveys in tandem; for now, we emphasize that this observation reiterates the importance of focusing on _time-varying trends_ in the survey signals, not the signal values themselves - (a point we [made in our last - post](`r blogdown::shortcode_html("ref", "2020-08-26-fb-survey#why-run-these-surveys")`)). + (a point we `r blogdown::shortcode_html("reflink", "2020-08-26-fb-survey#why-run-these-surveys", "made in our last post")`). Here, the self-reporting aspect must somehow be creating greatly different levels of bias in the two surveys; in an absolute sense, the subsequent estimates of % CLI-in-community strongly disagree, so both can't be right, and @@ -359,8 +352,7 @@ As we can see from the above summary, the two survey schemes are complementary, and could be used synergistically. Our Facebook survey is a continuously-running, wide-reaching instrument -that provides answers to a [rich set of -questions](`r blogdown::shortcode_html("apiref", "symptom-survey/coding.html")`) +that provides answers to a `r blogdown::shortcode_html("apireflink", "symptom-survey/coding.html", "rich set of questions")` (beyond COVID-related symptoms, it asks about contacts, risk factors, behavior, and demographics). When we find something interesting that warrants follow-up diff --git a/content/blog/2020-09-18-google-survey.html b/content/blog/2020-09-18-google-survey.html index a58fca1bc..be2e63b82 100644 --- a/content/blog/2020-09-18-google-survey.html +++ b/content/blog/2020-09-18-google-survey.html @@ -11,27 +11,27 @@ heroImage: /blog/images/blog-lg-img_google-survey-post.jpg heroImageThumb: /blog/images/blog-thumb-img_google-survey-post.jpg summary: | - Since April 2020, in addition to our massive daily survey advertised on - Facebook, we've been running (even-more-massive) surveys through Google to - track the spread of COVID-19 in the United States. - At its peak, our Google survey was taken by over 1.2 million people in a single - day, and over its first month in operation, averaged over 600,000 daily - respondents. In mid-May, we paused daily dissemination of this survey in order + Since April 2020, in addition to our massive daily survey advertised on + Facebook, we've been running (even-more-massive) surveys through Google to + track the spread of COVID-19 in the United States. + At its peak, our Google survey was taken by over 1.2 million people in a single + day, and over its first month in operation, averaged over 600,000 daily + respondents. In mid-May, we paused daily dissemination of this survey in order to focus on our (longer, more complex) survey through Facebook, - but we plan to bring back the Google survey this fall. - This short post covers some key differences between our Google and Facebook + but we plan to bring back the Google survey this fall. + This short post covers some key differences between our Google and Facebook surveys, explains the backstory behind the "CLI-in-community" question - as it arose through our collaboration with Google, + as it arose through our collaboration with Google, and shares some of our thinking about next steps for the Google survey. acknowledgements: | - Ryan Tibshirani wrote the initial code for producing - estimates from the aggregated survey data. Sangwon Hyun, Natalia Lombardi de + Ryan Tibshirani wrote the initial code for producing + estimates from the aggregated survey data. Sangwon Hyun, Natalia Lombardi de Oliveira, and Lester Mackey greatly extended and improved this codebase, and - they developed, along with Ryan, the underlying statistical methodology. Ryan - came up with the idea of running the surveys, and worked with Google to make - this a reality. On the Google side, Brett Slatkin and Hal Varian have been key - collaborators; Brett wrote the code to get daily survey data over to Delphi's - estimation pipeline; and both contributed numerous important ideas at various + they developed, along with Ryan, the underlying statistical methodology. Ryan + came up with the idea of running the surveys, and worked with Google to make + this a reality. On the Google side, Brett Slatkin and Hal Varian have been key + collaborators; Brett wrote the code to get daily survey data over to Delphi's + estimation pipeline; and both contributed numerous important ideas at various stages of the project. output: html_document: @@ -41,8 +41,6 @@ --- - -

      @@ -53,14 +51,12 @@
    -

    Since April 2020, in addition to our }}">massive daily survey advertised on -Facebook, +

    Since April 2020, in addition to our {{< reflink "2020-08-26-fb-survey" "massive daily survey advertised on Facebook" >}}, we’ve been running (even-more-massive) surveys through Google to track the spread of COVID-19 in the United States. At its peak, our Google survey was taken by over 1.2 million people in a single day, and over its first month in operation, averaged about 600,000 daily respondents. As usual, we make -aggregated data from this survey available through our }}">COVIDcast -API.

    +aggregated data from this survey available through our {{< apireflink "api/covidcast.html" "COVIDcast API" >}}.

    In mid-May, we decided to pause daily dissemination of this survey in order to focus on our (longer, more complex) survey through Facebook, but we plan to bring back the Google survey this fall. @@ -73,8 +69,7 @@

    Short Background

    Back in March 2020, around the time we began discussions with Facebook about COVID-19 symptom surveys, we pitched the same idea to Google. -Our motivation, }}">as we explained in our last -post, +Our motivation, {{< reflink "2020-08-26-fb-survey#why-run-these-surveys" "as we explained in our last post" >}}, has been to produce real-time, county-level data streams of self-reported COVID symptoms that can potentially serve as early indicators of COVID activity in the US. As we noted in that post, we weren’t the only data scientists @@ -216,8 +211,7 @@

    CLI-in-Community

    The actual sampling scheme behind our Google survey is more complicated, and involves two-level stratification, across both counties and states. For details, including those on statistical estimation, -visit our }}">COVIDcast signals -documentation. +visit our {{< apireflink "api/covidcast-signals/google-survey.html" "COVIDcast signals documentation" >}}. On May 15, we paused our Google survey to focus on our Facebook survey, which is both longer and more complex. Importantly, the latter is not a replacement for the former, @@ -253,8 +247,7 @@

    Our Two Surveys

    correlations between the Facebook signal and case rates. This is no doubt encouraging, especially because we’d hope that the Google correlations would have only improved later in -the year (as did the Facebook correlations, which we }}">previously -suggested +the year (as did the Facebook correlations, which we {{< reflink "2020-08-26-fb-survey#basic-correlation-analysis" "previously suggested" >}} could have been due to the increase in the diversity of county-level case rates around mid-June).

    # Fetch county-level Google and Facebook % CLI-in-community signals, and JHU
@@ -324,8 +317,7 @@ 
    Google Survey Redux
    
 the two survey schemes are complementary,
 and could be used synergistically.
 Our Facebook survey is a continuously-running, wide-reaching instrument
-that provides answers to a }}">rich set of
-questions
+that provides answers to a {{< apireflink "symptom-survey/coding.html" "rich set of questions" >}}
 (beyond COVID-related symptoms, it asks about
 contacts, risk factors, behavior, and demographics).
 When we find something interesting that warrants follow-up
@@ -345,8 +337,7 @@ 
    Google Survey Redux
    
 the subject is asked to report on someone else. The traditional view seems to
 be that proxy questions can undermine survey data quality, but in our setting
 it’s critical: not only does it provide a safeguard against revealing personal
-health information, it turned out to deliver }}">much higher
-correlations
+health information, it turned out to deliver {{< reflink "2020-08-26-fb-survey#basic-correlation-analysis" "much higher correlations" >}}
 with case rates than the direct (non-proxy) question.↩︎
    
 
  • A closer look reveals that the relationship between the Google
 % CLI-in-community and Facebook % CLI-in-community signals is not 1:1. For
@@ -361,8 +352,7 @@ 
    Google Survey Redux
    
 analysis for when we work on deploying these two surveys in tandem; for now, we
 emphasize that this observation reiterates the importance of focusing on
 time-varying trends in the survey signals, not the signal values themselves
-(a point we }}">made in our last
-post).
+(a point we {{< reflink "2020-08-26-fb-survey#why-run-these-surveys" "made in our last post" >}}).
 Here, the self-reporting aspect must somehow be creating greatly different
 levels of bias in the two surveys; in an absolute sense, the subsequent
 estimates of % CLI-in-community strongly disagree, so both can’t be right, and
diff --git a/content/blog/2020-09-21-forecast-demo.Rmd b/content/blog/2020-09-21-forecast-demo.Rmd
index b26c4315a..a50beaebc 100644
--- a/content/blog/2020-09-21-forecast-demo.Rmd
+++ b/content/blog/2020-09-21-forecast-demo.Rmd
@@ -35,9 +35,9 @@ output:
 
 In our past two posts, we wrote about the COVID-19 symptom surveys that Delphi
 runs through
-[Facebook](`r blogdown::shortcode_html("ref", "2020-08-26-fb-survey")`)
+`r blogdown::shortcode_html("reflink", "2020-08-26-fb-survey", "Facebook")`
 and
-[Google](`r blogdown::shortcode_html("ref", "2020-09-18-google-survey")`).
+`r blogdown::shortcode_html("reflink", "2020-09-18-google-survey", "Google")`.
 These surveys have asked millions of people in the United States whether they
 (or people they know) are experiencing COVID-like symptoms, allowing us to
 calculate a "% CLI-in-community" signal for counties across the United States:
@@ -73,8 +73,7 @@ where the goal is to predict whether case rates will rise significantly,
 rather than to predict the future case rates directly, as in forecasting.
 To motivate why we might be optimistic about the utility of incorporating
 our survey signals into forecasting or hotspot detection models, you can
-check out our [previous exploratory
-investigations](`r blogdown::shortcode_html("ref", "2020-08-26-fb-survey#some-interesting-examples")`),
+check out our `r blogdown::shortcode_html("reflink", "2020-08-26-fb-survey#some-interesting-examples", "previous exploratory investigations")`,
 which suggested that they can serve as **early indicators** of COVID-19
 activity. Stay tuned to the Delphi blog for a post on hotspot detection
 soon.
@@ -217,8 +216,7 @@ which ends up being May 6 through May 14 for 7-day-ahead forecasts,
 and only May 13 through May 14 for 14-day-ahead forecasts.
 (The reason for this shortened period:
 we paused running the Google survey on May 14 so its data ends there,
-but as we explained in our last post, we [plan to bring it
-back](`r blogdown::shortcode("ref", "2020-09-18-google-survey#google-survey-redux")`)
+but as we explained in our last post, we `r blogdown::shortcode_html("reflink", "2020-09-18-google-survey#google-survey-redux", "plan to bring it back")`
 later this fall.) Hence we skip studying the 14-day-ahead forecasts results
 in this four-way model discussion, as they're only based on 2 days of test data.
 
@@ -607,9 +605,8 @@ so that data gets pulled "as of" the forecast date
 Hopefully these preliminary findings have gotten you excited
 about the possible uses of our symptom survey data.
 To get started playing with our data yourself,
-take a look at our [interactive COVIDcast map](`r blogdown::shortcode_html("ref", "covidcast")`),
-or our [COVIDcast
-API](`r blogdown::shortcode_html("apiref", "api/covidcast.html")`),
+take a look at our `r blogdown::shortcode_html("reflink", "covidcast", "interactive COVIDcast map")`,
+or our `r blogdown::shortcode_html("apireflink", "api/covidcast.html", "COVIDcast API")`,
 through our [R client](https://cmu-delphi.github.io/covidcast/covidcastR/)
 or [Python client](https://cmu-delphi.github.io/covidcast/covidcast-py/html/).
 And if you're feeling adventurous, consider competing in the
diff --git a/content/blog/2020-09-21-forecast-demo.html b/content/blog/2020-09-21-forecast-demo.html
index 265b19e13..cc20314fc 100644
--- a/content/blog/2020-09-21-forecast-demo.html
+++ b/content/blog/2020-09-21-forecast-demo.html
@@ -34,8 +34,6 @@
 ---
 
 
-
-
 
 
    
 
      
@@ -51,9 +49,9 @@
 
 
      In our past two posts, we wrote about the COVID-19 symptom surveys that Delphi
 runs through
-}}">Facebook
+{{< reflink "2020-08-26-fb-survey" "Facebook" >}}
 and
-}}">Google.
+{{< reflink "2020-09-18-google-survey" "Google" >}}.
 These surveys have asked millions of people in the United States whether they
 (or people they know) are experiencing COVID-like symptoms, allowing us to
 calculate a “% CLI-in-community” signal for counties across the United States:
@@ -86,8 +84,7 @@
 rather than to predict the future case rates directly, as in forecasting.
 To motivate why we might be optimistic about the utility of incorporating
 our survey signals into forecasting or hotspot detection models, you can
-check out our }}">previous exploratory
-investigations,
+check out our {{< reflink "2020-08-26-fb-survey#some-interesting-examples" "previous exploratory investigations" >}},
 which suggested that they can serve as early indicators of COVID-19
 activity. Stay tuned to the Delphi blog for a post on hotspot detection
 soon.
      
@@ -411,8 +408,7 @@ 
      Results: All Four Models
      
 and only May 13 through May 14 for 14-day-ahead forecasts.
 (The reason for this shortened period:
 we paused running the Google survey on May 14 so its data ends there,
-but as we explained in our last post, we plan to bring it
-back
+but as we explained in our last post, we {{< reflink "2020-09-18-google-survey#google-survey-redux" "plan to bring it back" >}}
 later this fall.) Hence we skip studying the 14-day-ahead forecasts results
 in this four-way model discussion, as they’re only based on 2 days of test data.
      
 
      Below we compute and print the median scaled errors for each of the four models
@@ -1005,9 +1001,8 @@ 
      Wrap-Up
      
 
      Hopefully these preliminary findings have gotten you excited
 about the possible uses of our symptom survey data.
 To get started playing with our data yourself,
-take a look at our }}">interactive COVIDcast map,
-or our }}">COVIDcast
-API,
+take a look at our {{< reflink "covidcast" "interactive COVIDcast map" >}},
+or our {{< apireflink "api/covidcast.html" "COVIDcast API" >}},
 through our R client
 or Python client.
 And if you’re feeling adventurous, consider competing in the
diff --git a/content/blog/2020-10-06-survey-wave-4.Rmd b/content/blog/2020-10-06-survey-wave-4.Rmd
index ad8ea7d5f..44b6414bc 100644
--- a/content/blog/2020-10-06-survey-wave-4.Rmd
+++ b/content/blog/2020-10-06-survey-wave-4.Rmd
@@ -31,7 +31,7 @@ output:
     toc: true
 ---
 
-Beginning in early April 2020, the [Delphi group](`r blogdown::shortcode("ref", "/")`) has
+Beginning in early April 2020, the `r blogdown::shortcode_html("reflink", "/", "Delphi group")` has
 conducted a major survey to track COVID-19 across the United States. With the
 support of Facebook Data for Good, we have been able to recruit tens of
 thousands of active Facebook users _every day_ to take our voluntary survey.
@@ -39,18 +39,13 @@ Concurrently, a University of Maryland team has conducted a [parallel
 international effort](https://covidmap.umd.edu/) covering over 100 countries
 worldwide. Every day, we aggregate our survey results to produce estimates of
 symptoms for counties and states across the United States, making these
-estimates available through our [COVIDcast map](`r blogdown::shortcode("ref", "covidcast")`) and
-our [public
-API](`r blogdown::shortcode_html("apiref", "api/covidcast.html")`). This
-augments the [numerous other data sources available in our COVIDcast
-API](`r blogdown::shortcode("ref", "2020-08-28-api")`)
+estimates available through our `r blogdown::shortcode_html("reflink", "covidcast", "COVIDcast map")` and
+our `r blogdown::shortcode_html("apireflink", "api/covidcast.html", "public API")`. This
+augments the `r blogdown::shortcode_html("reflink", "2020-08-28-api", "numerous other data sources available in our COVIDcast API")`
 to form a more complete picture of the pandemic.
 
-In previous posts, we demonstrated how [self-reported symptoms on our survey can
-correlate strongly with COVID
-cases](`r blogdown::shortcode("ref", "2020-08-26-fb-survey")`)
-and how [symptom survey data could improve forecasts of COVID
-cases](`r blogdown::shortcode("ref", "2020-09-21-forecast-demo")`).
+In previous posts, we demonstrated how `r blogdown::shortcode_html("reflink", "2020-08-26-fb-survey", "self-reported symptoms on our survey can correlate strongly with COVID cases")`
+and how `r blogdown::shortcode_html("reflink", "2020-09-21-forecast-demo", "symptom survey data could improve forecasts of COVID cases")`.
 Our data is also powering the [COVID-19 Symptom Data
 Challenge](https://www.symptomchallenge.org/), which asked participants to use our
 symptom survey data to enable earlier detection of outbreaks and help public
@@ -93,8 +88,7 @@ Facebook to recruit respondents.)
 
 ## Insights from the New Survey Instrument
 
-The full text of the survey can be found [on our documentation
-site](`r blogdown::shortcode_html("apiref", "symptom-survey/coding.html")`)---this
+The full text of the survey can be found `r blogdown::shortcode_html("apireflink", "symptom-survey/coding.html", "on our documentation site")`---this
 version is Wave 4.
 
 ```{r sample-size, message=FALSE, include=FALSE}
@@ -113,8 +107,7 @@ States. Each response includes questions about symptoms, mask wearing, testing,
 and the other important topics described above, along with demographic details
 about the respondent. These demographics include age, gender, race, occupation,
 and education, allowing us to understand how different groups have been affected
-and which groups are currently most vulnerable to COVID-19. (As we [described
-before](`r blogdown::shortcode_html("ref", "2020-08-26-fb-survey")`),
+and which groups are currently most vulnerable to COVID-19. (As we `r blogdown::shortcode_html("reflink", "2020-08-26-fb-survey", "described before")`,
 Facebook does not receive any individual survey responses; we at Carnegie Mellon
 collect this data and prepare aggregate data, which does not identify any
 individual respondent, for public release.)
@@ -122,8 +115,7 @@ individual respondent, for public release.)
 Let's explore just a few of the questions on the survey to see what they can
 tell us. All of the plots below were made using our [covidcast R
 package](https://cmu-delphi.github.io/covidcast/covidcastR/) using data we make
-publicly available in the [COVIDcast
-API](`r blogdown::shortcode_html("apiref", "api/covidcast.html")`)---click the
+publicly available in the `r blogdown::shortcode_html("apireflink", "api/covidcast.html", "COVIDcast API")`---click the
 Code button to see the full code for each example.
 
 ### Mask Wearing
@@ -132,8 +124,7 @@ First, a simple question: What percentage of respondents say that they wear a
 mask most or all of the time when they're in public? For comparison, we'll map
 this next to map of the percentage of respondents who personally know someone in
 their local community who is sick (with a fever and at least one other symptom,
-such as cough or difficulty breathing). This percentage [correlates very
-well](`r blogdown::shortcode_html("ref", "2020-08-26-fb-survey#some-interesting-examples")`)
+such as cough or difficulty breathing). This percentage `r blogdown::shortcode_html("reflink", "2020-08-26-fb-survey#some-interesting-examples", "correlates very well")`
 with COVID case rates as reported by state agencies.
 
 ```{r mask-wearing, message=FALSE, fig.width=9, out.extra = 'class="wide-figure"'}
@@ -272,7 +263,7 @@ staff must be tested regularly to ensure residents aren't exposed.
 
 Testing data is published by state health authorities and aggregated by
 organizations such as the [COVID Tracking Project](https://covidtracking.com/);
-our own [COVIDcast map](`r blogdown::shortcode_html("ref", "covidcast")`) also includes results from
+our own `r blogdown::shortcode_html("reflink", "covidcast", "COVIDcast map")` also includes results from
 antigen tests produced by Quidel, a major test product manufacturer. But
 publicly reported data can be [inconsistent between states, may not include all
 tests](https://www.theatlantic.com/health/archive/2020/09/how-many-people-america-testing-coronavirus/616249/),
@@ -308,8 +299,7 @@ survey is subject to sampling biases, both because it samples from Facebook's
 active user population (which does not include all adults in the United States)
 and because it is voluntary, and some people may be more likely to volunteer
 than others. It's plausible these biases could affect rural states more strongly
-than others. [As we've explained
-before](`r blogdown::shortcode_html("ref", "2020-08-26-fb-survey#why-run-these-surveys")`),
+than others. `r blogdown::shortcode_html("reflink", "2020-08-26-fb-survey#why-run-these-surveys", "As we've explained before")`,
 we try to adjust for these biases using demographic and other data, but without
 reliable ground-truth testing data, it's impossible to tell if these adjustments
 successfully remove all bias.
@@ -370,13 +360,10 @@ to form a more complete picture of the pandemic.
 
 All of the maps and graphs above were built using data we make publicly
 available through our COVIDcast API, and the exact technical details are
-described in our [signal
-documentation](`r blogdown::shortcode_html("apiref", "api/covidcast-signals/fb-survey.html")`).
-The symptom and mask data is already featured on our [COVIDcast interactive
-map](`r blogdown::shortcode_html("ref", "covidcast?sensor=fb-survey-smoothed_wearing_mask&level=county&signalType=value&encoding=color&mode=overview®ion=42003")`),
+described in our `r blogdown::shortcode_html("apireflink", "api/covidcast-signals/fb-survey.html", "signal documentation")`.
+The symptom and mask data is already featured on our `r blogdown::shortcode_html("reflink", "covidcast?sensor=fb-survey-smoothed_wearing_mask&level=county&signalType=value&encoding=color&mode=overview®ion=42003", "COVIDcast interactive map")`,
 and other survey signals will soon be added as well. More information about the
-surveys, including preliminary results, is given on our [survey
-site](`r blogdown::shortcode_html("ref", "surveys")`).
+surveys, including preliminary results, is given on our `r blogdown::shortcode_html("reflink", "surveys", "survey site")`.
 
 But we also know that many researchers will have questions that can't be
 answered from these simple county- and state-level averages. What occupations
@@ -405,7 +392,7 @@ data, we can make decisions needed to protect public health and permit safe
 reopening.
 
 _For more information about Delphi's symptom surveys, and for media contact
-details, see [our surveys page](`r blogdown::shortcode_html("ref", "surveys")`). For
+details, see `r blogdown::shortcode_html("reflink", "surveys", "our surveys page")`. For
 updates, you can follow [CmuDelphi on Twitter](https://twitter.com/cmudelphi)._
 
 **Note.** _This post was updated on October 17, 2020 to correct an error in the
diff --git a/content/blog/2020-10-06-survey-wave-4.html b/content/blog/2020-10-06-survey-wave-4.html
index bea390eb1..8e9782dd8 100644
--- a/content/blog/2020-10-06-survey-wave-4.html
+++ b/content/blog/2020-10-06-survey-wave-4.html
@@ -7,8 +7,8 @@
   - COVIDcast
   - R
 summary: |
-  Beginning on September 8, 2020, we deployed a new version of our symptom survey.
-  Facebook helps us recruit tens of thousands of respondents daily, and the new survey gives us unprecedented insights into the effects of COVID-19 across the United States.
+  Beginning on September 8, 2020, we deployed a new version of our symptom survey. 
+  Facebook helps us recruit tens of thousands of respondents daily, and the new survey gives us unprecedented insights into the effects of COVID-19 across the United States. 
   Today we release new public datasets and share maps revealing access to COVID testing, test results, and public use of masks.
 authors:
   - alex
@@ -32,8 +32,6 @@
 ---
 
 
-
-
 
 
 
@@ -54,7 +52,7 @@
 
    
 
    
 
-
    Beginning in early April 2020, the Delphi group has
+
    Beginning in early April 2020, the {{< reflink "/" "Delphi group" >}} has
 conducted a major survey to track COVID-19 across the United States. With the
 support of Facebook Data for Good, we have been able to recruit tens of
 thousands of active Facebook users every day to take our voluntary survey.
@@ -62,17 +60,12 @@
 international effort covering over 100 countries
 worldwide. Every day, we aggregate our survey results to produce estimates of
 symptoms for counties and states across the United States, making these
-estimates available through our COVIDcast map and
-our }}">public
-API. This
-augments the numerous other data sources available in our COVIDcast
-API
+estimates available through our {{< reflink "covidcast" "COVIDcast map" >}} and
+our {{< apireflink "api/covidcast.html" "public API" >}}. This
+augments the {{< reflink "2020-08-28-api" "numerous other data sources available in our COVIDcast API" >}}
 to form a more complete picture of the pandemic.
    
-
    In previous posts, we demonstrated how self-reported symptoms on our survey can
-correlate strongly with COVID
-cases
-and how symptom survey data could improve forecasts of COVID
-cases.
+
    In previous posts, we demonstrated how {{< reflink "2020-08-26-fb-survey" "self-reported symptoms on our survey can correlate strongly with COVID cases" >}}
+and how {{< reflink "2020-09-21-forecast-demo" "symptom survey data could improve forecasts of COVID cases" >}}.
 Our data is also powering the COVID-19 Symptom Data
 Challenge, which asked participants to use our
 symptom survey data to enable earlier detection of outbreaks and help public
@@ -107,8 +100,7 @@
 Facebook to recruit respondents.)
    
 
    
 
    Insights from the New Survey Instrument
    
-
    The full text of the survey can be found }}">on our documentation
-site—this
+
    The full text of the survey can be found {{< apireflink "symptom-survey/coding.html" "on our documentation site" >}}—this
 version is Wave 4.
    
 
    Between the new survey’s deployment on September 8, 2020, and October 7th, we
 collected 1,220,000 valid responses from respondents across the United
@@ -116,16 +108,14 @@ 
    Insights from the New Survey Instrument
    
 and the other important topics described above, along with demographic details
 about the respondent. These demographics include age, gender, race, occupation,
 and education, allowing us to understand how different groups have been affected
-and which groups are currently most vulnerable to COVID-19. (As we }}">described
-before,
+and which groups are currently most vulnerable to COVID-19. (As we {{< reflink "2020-08-26-fb-survey" "described before" >}},
 Facebook does not receive any individual survey responses; we at Carnegie Mellon
 collect this data and prepare aggregate data, which does not identify any
 individual respondent, for public release.)
    
 
    Let’s explore just a few of the questions on the survey to see what they can
 tell us. All of the plots below were made using our covidcast R
 package using data we make
-publicly available in the }}">COVIDcast
-API—click the
+publicly available in the {{< apireflink "api/covidcast.html" "COVIDcast API" >}}—click the
 Code button to see the full code for each example.
    
 
    
 
    Mask Wearing
    
@@ -133,8 +123,7 @@ 
    Mask Wearing
    
 mask most or all of the time when they’re in public? For comparison, we’ll map
 this next to map of the percentage of respondents who personally know someone in
 their local community who is sick (with a fever and at least one other symptom,
-such as cough or difficulty breathing). This percentage }}">correlates very
-well
+such as cough or difficulty breathing). This percentage {{< reflink "2020-08-26-fb-survey#some-interesting-examples" "correlates very well" >}}
 with COVID case rates as reported by state agencies.
    
 
    library(covidcast)
 library(ggplot2)
@@ -236,7 +225,7 @@ 
    Mask Wearing
    
                                       "hoverCompareCartesian",
                                       "hoverClosestCartesian"))
    
 
    
-
+
 
    The relationship is striking. (Hover over or click each point to see which state
 it is.) Of course, correlation is not causation, and there are many differences
 between these states beyond their use of masks. For example, people in more
@@ -266,7 +255,7 @@ 
    Testing
    
 staff must be tested regularly to ensure residents aren’t exposed.
    
 
    Testing data is published by state health authorities and aggregated by
 organizations such as the COVID Tracking Project;
-our own }}">COVIDcast map also includes results from
+our own {{< reflink "covidcast" "COVIDcast map" >}} also includes results from
 antigen tests produced by Quidel, a major test product manufacturer. But
 publicly reported data can be inconsistent between states, may not include all
 tests,
@@ -297,8 +286,7 @@ 
    Testing
    
 active user population (which does not include all adults in the United States)
 and because it is voluntary, and some people may be more likely to volunteer
 than others. It’s plausible these biases could affect rural states more strongly
-than others. }}">As we’ve explained
-before,
+than others. {{< reflink "2020-08-26-fb-survey#why-run-these-surveys" "As we've explained before" >}},
 we try to adjust for these biases using demographic and other data, but without
 reliable ground-truth testing data, it’s impossible to tell if these adjustments
 successfully remove all bias.
    
@@ -351,13 +339,10 @@ 
    Testing
    
 
    You Can Help Analyze This Data
    
 
    All of the maps and graphs above were built using data we make publicly
 available through our COVIDcast API, and the exact technical details are
-described in our }}">signal
-documentation.
-The symptom and mask data is already featured on our }}">COVIDcast interactive
-map,
+described in our {{< apireflink "api/covidcast-signals/fb-survey.html" "signal documentation" >}}.
+The symptom and mask data is already featured on our {{< reflink "covidcast?sensor=fb-survey-smoothed_wearing_mask&level=county&signalType=value&encoding=color&mode=overview®ion=42003" "COVIDcast interactive map" >}},
 and other survey signals will soon be added as well. More information about the
-surveys, including preliminary results, is given on our }}">survey
-site.
    
+surveys, including preliminary results, is given on our {{< reflink "surveys" "survey site" >}}.
    
 
    But we also know that many researchers will have questions that can’t be
 answered from these simple county- and state-level averages. What occupations
 have the highest rate of COVID-19? What age groups engage in the most behavior
@@ -382,7 +367,7 @@ 
    You Can Help Analyze This Data
    
 data, we can make decisions needed to protect public health and permit safe
 reopening.
    
 
    For more information about Delphi’s symptom surveys, and for media contact
-details, see }}">our surveys page. For
+details, see {{< reflink "surveys" "our surveys page" >}}. For
 updates, you can follow CmuDelphi on Twitter.
    
 
    Note. This post was updated on October 17, 2020 to correct an error in the
 scatterplot of mask usage and reported case rates. An error in our data
diff --git a/content/blog/2020-10-14-dv-signal.Rmd b/content/blog/2020-10-14-dv-signal.Rmd
index a4e69112c..b71e51a77 100644
--- a/content/blog/2020-10-14-dv-signal.Rmd
+++ b/content/blog/2020-10-14-dv-signal.Rmd
@@ -28,7 +28,7 @@ output:
     toc: true
 ---
 
-Our COVIDcast [map](`r blogdown::shortcode_html("ref", "covidcast")`) and [API](`r blogdown::shortcode_html("apiref", "api/covidcast.html")`) feature several novel early indicators of COVID-19 activity. In past posts, we discussed our large-scale daily surveys that, as of October 2020, have reached over 12 million people throughout the US, in partnership with [Facebook](`r blogdown::shortcode_html("ref", "2020-08-26-fb-survey")`) and [Google](`r blogdown::shortcode_html("ref", "2020-09-18-google-survey")`). In another ongoing data initiative, health system partners grant us access to various aggregate statistics from hospital records and insurance claims covering 10-15% of the United States population. From these data, we can extract informative indicators that can be early indicators of COVID activity. Early indicators are important because they help policymakers make more informed decisions and can also improve epidemiological forecasts.
+Our COVIDcast `r blogdown::shortcode_html("reflink", "covidcast", "map")` and `r blogdown::shortcode_html("apireflink", "api/covidcast.html", "API")` feature several novel early indicators of COVID-19 activity. In past posts, we discussed our large-scale daily surveys that, as of October 2020, have reached over 12 million people throughout the US, in partnership with `r blogdown::shortcode_html("reflink", "2020-08-26-fb-survey", "Facebook")` and `r blogdown::shortcode_html("reflink", "2020-09-18-google-survey", "Google")`. In another ongoing data initiative, health system partners grant us access to various aggregate statistics from hospital records and insurance claims covering 10-15% of the United States population. From these data, we can extract informative indicators that can be early indicators of COVID activity. Early indicators are important because they help policymakers make more informed decisions and can also improve epidemiological forecasts.
 
 One indicator that we created from the outpatient insurance claims portion of this data is what we call the **Doctor Visits** or **DV** indicator, which estimates the percentage of outpatient visits (including telemedicine, urgent care, and emergency department visits) that are due to COVID-Like Illness or CLI. We will use % CLI-in-DV to abbreviate the percentage of outpatient visits due to CLI, the units of our DV indicator. Below, we explain how we calculate the DV indicator and discuss its relation to confirmed COVID-19 cases. We also discuss our observation that the DV indicator possesses significant spatial heterogeneity (it displays systematic county-to-county differences), and we describe a simple dynamic adjustment to address this issue.
 
@@ -60,7 +60,7 @@ The Doctor Visits indicator is based solely on insurance claims. We count the ou
 
 5. Mixed: ICD-10 primary code of Z20.828 (suspected exposure to COVID-19) or J12.9 (viral pneumonia).
 
-We estimate the percent of COVID-like illness in doctor visits (% CLI-in-DV) as 100 \* (COVID-like + Flu-like + Mixed - Flu) / Total. We subtract the "Flu" count because the higher the presence of confirmed flu, the larger the fraction of flu-like cases that are due to flu rather than to COVID. See [our signal documentation site](`r blogdown::shortcode_html("apiref", "api/covidcast-signals/doctor-visits.html")`) for more details.
+We estimate the percent of COVID-like illness in doctor visits (% CLI-in-DV) as 100 \* (COVID-like + Flu-like + Mixed - Flu) / Total. We subtract the "Flu" count because the higher the presence of confirmed flu, the larger the fraction of flu-like cases that are due to flu rather than to COVID. See `r blogdown::shortcode_html("apireflink", "api/covidcast-signals/doctor-visits.html", "our signal documentation site")` for more details.
 
 The indicator is available daily starting February 1, 2020 (although understandably, it is nearly zero in all locations until mid-March). To preserve privacy and data integrity, we do not report the indicator for a given location and date if there are fewer than 500 total visits in the seven days ending on that date. Following these restrictions, each day, we are able to produce estimates for about 2000 counties (roughly two-thirds of the counties in the US), accounting for over 90% of the country's population.
 
@@ -116,7 +116,7 @@ Interestingly, certain types of claims have longer latency than others. We found
 
 ## Weekday Effects
 
-Another challenge is the influence of the day of the week on the DV indicator. On weekends, both total counts and COVID-like counts decrease, but proportionally, total counts decrease more. This is because doctor visits during the weekend tend to focus on acute care. The total counts include many visits related to non-acute issues, but almost all COVID-like counts are due to acute issues. Without adjusting for this weekday effect, the DV indicator has a "sawtooth" pattern, spiking on weekends. We derived a method to create an adjusted indicator that accounts for this weekday effect (for a precise description, see our [signal documentation](`r blogdown::shortcode_html("apiref", "api/covidcast-signals/doctor-visits.html#day-of-week-adjustment")`)). Below, we visualize the effect of making these adjustments. When we do not adjust for the weekday effect, we see a sawtooth pattern that clearly does not represent true changes in COVID-like illness within a location. However, after making the weekday adjustment, we get a smooth curve that looks reasonable. It is important to note that this adjustment is _not_ temporal smoothing! Rather, we are making an adjustment each day based on historical patterns of weekday-to-weekend differences.
+Another challenge is the influence of the day of the week on the DV indicator. On weekends, both total counts and COVID-like counts decrease, but proportionally, total counts decrease more. This is because doctor visits during the weekend tend to focus on acute care. The total counts include many visits related to non-acute issues, but almost all COVID-like counts are due to acute issues. Without adjusting for this weekday effect, the DV indicator has a "sawtooth" pattern, spiking on weekends. We derived a method to create an adjusted indicator that accounts for this weekday effect (for a precise description, see our `r blogdown::shortcode_html("apireflink", "api/covidcast-signals/doctor-visits.html#day-of-week-adjustment", "signal documentation")`). Below, we visualize the effect of making these adjustments. When we do not adjust for the weekday effect, we see a sawtooth pattern that clearly does not represent true changes in COVID-like illness within a location. However, after making the weekday adjustment, we get a smooth curve that looks reasonable. It is important to note that this adjustment is _not_ temporal smoothing! Rather, we are making an adjustment each day based on historical patterns of weekday-to-weekend differences.
 
 ```{r, message = FALSE, warning = FALSE, fig.width = 8, fig.height = 8, out.extra = 'class="wide-figure"'}
 start_day = "2020-05-01"
diff --git a/content/blog/2020-10-14-dv-signal.html b/content/blog/2020-10-14-dv-signal.html
index 27b5da3dd..49c27c912 100644
--- a/content/blog/2020-10-14-dv-signal.html
+++ b/content/blog/2020-10-14-dv-signal.html
@@ -28,8 +28,7 @@
     toc: true
 ---
 
-
-
+
 
 
    
 
      
@@ -43,7 +42,7 @@
 
    
 
    
 
-
    Our COVIDcast }}">map and }}">API feature several novel early indicators of COVID-19 activity. In past posts, we discussed our large-scale daily surveys that, as of October 2020, have reached over 12 million people throughout the US, in partnership with }}">Facebook and }}">Google. In another ongoing data initiative, health system partners grant us access to various aggregate statistics from hospital records and insurance claims covering 10-15% of the United States population. From these data, we can extract informative indicators that can be early indicators of COVID activity. Early indicators are important because they help policymakers make more informed decisions and can also improve epidemiological forecasts.
    
+
    Our COVIDcast {{< reflink "covidcast" "map" >}} and {{< apireflink "api/covidcast.html" "API" >}} feature several novel early indicators of COVID-19 activity. In past posts, we discussed our large-scale daily surveys that, as of October 2020, have reached over 12 million people throughout the US, in partnership with {{< reflink "2020-08-26-fb-survey" "Facebook" >}} and {{< reflink "2020-09-18-google-survey" "Google" >}}. In another ongoing data initiative, health system partners grant us access to various aggregate statistics from hospital records and insurance claims covering 10-15% of the United States population. From these data, we can extract informative indicators that can be early indicators of COVID activity. Early indicators are important because they help policymakers make more informed decisions and can also improve epidemiological forecasts.
    
 
    One indicator that we created from the outpatient insurance claims portion of this data is what we call the Doctor Visits or DV indicator, which estimates the percentage of outpatient visits (including telemedicine, urgent care, and emergency department visits) that are due to COVID-Like Illness or CLI. We will use % CLI-in-DV to abbreviate the percentage of outpatient visits due to CLI, the units of our DV indicator. Below, we explain how we calculate the DV indicator and discuss its relation to confirmed COVID-19 cases. We also discuss our observation that the DV indicator possesses significant spatial heterogeneity (it displays systematic county-to-county differences), and we describe a simple dynamic adjustment to address this issue.
    
 
    
 
    Motivation
    
@@ -66,7 +65,7 @@ 
    The Doctor Visits Indicator
    
 
  • Flu-like: ICD-10 primary code of J22 (acute lower respiratory infection) or B34.9 (viral infection, unspecified).
    • 
 
  • Mixed: ICD-10 primary code of Z20.828 (suspected exposure to COVID-19) or J12.9 (viral pneumonia).
    • 
 
-
    We estimate the percent of COVID-like illness in doctor visits (% CLI-in-DV) as 100 * (COVID-like + Flu-like + Mixed - Flu) / Total. We subtract the “Flu” count because the higher the presence of confirmed flu, the larger the fraction of flu-like cases that are due to flu rather than to COVID. See }}">our signal documentation site for more details.
    
+
    We estimate the percent of COVID-like illness in doctor visits (% CLI-in-DV) as 100 * (COVID-like + Flu-like + Mixed - Flu) / Total. We subtract the “Flu” count because the higher the presence of confirmed flu, the larger the fraction of flu-like cases that are due to flu rather than to COVID. See {{< apireflink "api/covidcast-signals/doctor-visits.html" "our signal documentation site" >}} for more details.
    
 
    The indicator is available daily starting February 1, 2020 (although understandably, it is nearly zero in all locations until mid-March). To preserve privacy and data integrity, we do not report the indicator for a given location and date if there are fewer than 500 total visits in the seven days ending on that date. Following these restrictions, each day, we are able to produce estimates for about 2000 counties (roughly two-thirds of the counties in the US), accounting for over 90% of the country’s population.
    
 
    Below, we plot two maps to explore the indicator. On the left is a heatmap representing the DV indicator for each state, averaged over April 15 to May 15. On the right is a heatmap of daily confirmed COVID-19 cases per 100,000 people using data from USAFacts, averaged over the same time span. We can see that the states with many cases per capita tend to have high % CLI-in-DV, and states with fewer cases tend to have lower % CLI-in-DV, providing a good sanity check.
    
 
    library(covidcast)
@@ -113,7 +112,7 @@ 
    Backfill

    Weekday Effects

    -

    Another challenge is the influence of the day of the week on the DV indicator. On weekends, both total counts and COVID-like counts decrease, but proportionally, total counts decrease more. This is because doctor visits during the weekend tend to focus on acute care. The total counts include many visits related to non-acute issues, but almost all COVID-like counts are due to acute issues. Without adjusting for this weekday effect, the DV indicator has a “sawtooth” pattern, spiking on weekends. We derived a method to create an adjusted indicator that accounts for this weekday effect (for a precise description, see our }}">signal documentation). Below, we visualize the effect of making these adjustments. When we do not adjust for the weekday effect, we see a sawtooth pattern that clearly does not represent true changes in COVID-like illness within a location. However, after making the weekday adjustment, we get a smooth curve that looks reasonable. It is important to note that this adjustment is not temporal smoothing! Rather, we are making an adjustment each day based on historical patterns of weekday-to-weekend differences.

    +

    Another challenge is the influence of the day of the week on the DV indicator. On weekends, both total counts and COVID-like counts decrease, but proportionally, total counts decrease more. This is because doctor visits during the weekend tend to focus on acute care. The total counts include many visits related to non-acute issues, but almost all COVID-like counts are due to acute issues. Without adjusting for this weekday effect, the DV indicator has a “sawtooth” pattern, spiking on weekends. We derived a method to create an adjusted indicator that accounts for this weekday effect (for a precise description, see our {{< apireflink "api/covidcast-signals/doctor-visits.html#day-of-week-adjustment" "signal documentation" >}}). Below, we visualize the effect of making these adjustments. When we do not adjust for the weekday effect, we see a sawtooth pattern that clearly does not represent true changes in COVID-like illness within a location. However, after making the weekday adjustment, we get a smooth curve that looks reasonable. It is important to note that this adjustment is not temporal smoothing! Rather, we are making an adjustment each day based on historical patterns of weekday-to-weekend differences.

    start_day = "2020-05-01"
 end_day = "2020-08-01"
 
diff --git a/content/blog/2020-12-10-masks-public.Rmd b/content/blog/2020-12-10-masks-public.Rmd
index 6c24838bf..4ba18cfd8 100644
--- a/content/blog/2020-12-10-masks-public.Rmd
+++ b/content/blog/2020-12-10-masks-public.Rmd
@@ -45,8 +45,7 @@ knitr::opts_chunk$set(collapse = TRUE)
 ## Studying Mask Use with Surveys
 
 Since April, and in partnership with Facebook Data for Good and the [University
-of Maryland](https://covidmap.umd.edu/), Delphi has [conducted daily surveys of
-Facebook users](`r blogdown::shortcode_html("ref", "2020-08-26-fb-survey")`)
+of Maryland](https://covidmap.umd.edu/), Delphi has `r blogdown::shortcode_html("reflink", "2020-08-26-fb-survey", "conducted daily surveys of Facebook users")`
 throughout the United States. These surveys ask respondents about their
 experiences during the pandemic, and ask whether they're experiencing symptoms,
 whether they are isolating or following precautions, and how they have been
@@ -54,8 +53,7 @@ affected by the pandemic. The survey has been completed over 14 million times
 since April, allowing us an unprecedented level of insight into COVID and
 people's experiences, down to individual counties around the country.
 
-[Since early
-September](`r blogdown::shortcode_html("ref", "2020-10-06-survey-wave-4")`)
+`r blogdown::shortcode_html("reflink", "2020-10-06-survey-wave-4", "Since early September")`
 we have asked all respondents a question about mask use:
 
 > In the past 5 days, how often did you wear a mask when in public?
@@ -108,8 +106,7 @@ has been on the rise in states whose mask use started low. This is quite
 encouraging.
 
 (Note that, as with most of Delphi's blog posts, all the code and data used to
-make these plots is available---simply click the Code button to see how our [API
-clients](`r blogdown::shortcode_html("apiref", "api/covidcast_clients.html")`)
+make these plots is available---simply click the Code button to see how our `r blogdown::shortcode_html("apireflink", "api/covidcast_clients.html", "API clients")`
 make it easy to access aggregated data.)
 
 Seeing these numbers---particularly the very high reported mask usage in many
@@ -383,8 +380,7 @@ These plots suggest that lower mask use is correlated with other risky
 behaviors, which combine to produce more opportunities to spread the virus.
 While these graphs only show two possible activities, our survey asks about
 others---including working outside the home and attending large events---and our
-API allows researchers to quickly combine this data with [SafeGraph's other
-mobility data](`r blogdown::shortcode_html("apiref", "api/covidcast-signals/safegraph.html")`)
+API allows researchers to quickly combine this data with `r blogdown::shortcode_html("apireflink", "api/covidcast-signals/safegraph.html", "SafeGraph's other mobility data")`
 and other data sources that give a clearer picture of how people react to the
 pandemic. By studying this aggregate data and the individual survey
 responses, it will be possible to examine how mask use is associated with other
@@ -409,10 +405,8 @@ If you're one of those researchers, or you think this data could be useful for
 your reporting or decision-making, see our [COVIDcast Epidata
 API](https://cmu-delphi.github.io/delphi-epidata/api/covidcast.html) for details
 on how to get it. Numerous aggregates from the survey data, including more
-measures of public activity, are [available through the
-API](`r blogdown::shortcode_html("apiref", "api/covidcast-signals/fb-survey.html")`),
-and can be easily downloaded using [our R and Python
-packages](`r blogdown::shortcode_html("apiref", "api/covidcast_clients.html")`).
+measures of public activity, are `r blogdown::shortcode_html("apireflink", "api/covidcast-signals/fb-survey.html", "available through the API")`, 
+and can be easily downloaded using `r blogdown::shortcode_html("apireflink", "api/covidcast_clients.html", "our R and Python packages")`.
 All aggregates are de-identified to protect the privacy of survey respondents.
 
 We also make the raw response data available to academic and nonprofit
diff --git a/content/blog/2020-12-10-masks-public.html b/content/blog/2020-12-10-masks-public.html
index 8867b97a8..9657675a2 100644
--- a/content/blog/2020-12-10-masks-public.html
+++ b/content/blog/2020-12-10-masks-public.html
@@ -22,8 +22,6 @@
 ---
 
 
-
-
 
 
    
 
      
@@ -52,16 +50,14 @@
 
      
 
      Studying Mask Use with Surveys
      
 
      Since April, and in partnership with Facebook Data for Good and the University
-of Maryland, Delphi has }}">conducted daily surveys of
-Facebook users
+of Maryland, Delphi has {{< reflink "2020-08-26-fb-survey" "conducted daily surveys of Facebook users" >}}
 throughout the United States. These surveys ask respondents about their
 experiences during the pandemic, and ask whether they’re experiencing symptoms,
 whether they are isolating or following precautions, and how they have been
 affected by the pandemic. The survey has been completed over 14 million times
 since April, allowing us an unprecedented level of insight into COVID and
 people’s experiences, down to individual counties around the country.
      
-
      }}">Since early
-September
+
      {{< reflink "2020-10-06-survey-wave-4" "Since early September" >}}
 we have asked all respondents a question about mask use:
      
 
      
 
      In the past 5 days, how often did you wear a mask when in public?
      
@@ -111,8 +107,7 @@ 
      Studying Mask Use with Surveys
      
 has been on the rise in states whose mask use started low. This is quite
 encouraging.
      
 
      (Note that, as with most of Delphi’s blog posts, all the code and data used to
-make these plots is available—simply click the Code button to see how our }}">API
-clients
+make these plots is available—simply click the Code button to see how our {{< apireflink "api/covidcast_clients.html" "API clients" >}}
 make it easy to access aggregated data.)
      
 
      Seeing these numbers—particularly the very high reported mask usage in many
 states—might make you wonder: If mask usage is over 80% in most states and
@@ -412,8 +407,7 @@ 
      Public Activities, Social Distancing, and Masks
      
 behaviors, which combine to produce more opportunities to spread the virus.
 While these graphs only show two possible activities, our survey asks about
 others—including working outside the home and attending large events—and our
-API allows researchers to quickly combine this data with }}">SafeGraph’s other
-mobility data
+API allows researchers to quickly combine this data with {{< apireflink "api/covidcast-signals/safegraph.html" "SafeGraph's other mobility data" >}}
 and other data sources that give a clearer picture of how people react to the
 pandemic. By studying this aggregate data and the individual survey
 responses, it will be possible to examine how mask use is associated with other
@@ -436,10 +430,8 @@ 
      More Opportunities in Survey Data
      
 your reporting or decision-making, see our COVIDcast Epidata
 API for details
 on how to get it. Numerous aggregates from the survey data, including more
-measures of public activity, are }}">available through the
-API,
-and can be easily downloaded using }}">our R and Python
-packages.
+measures of public activity, are {{< apireflink "api/covidcast-signals/fb-survey.html" "available through the API" >}},
+and can be easily downloaded using {{< apireflink "api/covidcast_clients.html" "our R and Python packages" >}}.
 All aggregates are de-identified to protect the privacy of survey respondents.
      
 
      We also make the raw response data available to academic and nonprofit
 researchers, and we look forward to seeing more detailed analyses of this data.
diff --git a/content/blog/2021-01-15-causal-effect-mobility.Rmd b/content/blog/2021-01-15-causal-effect-mobility.Rmd
index 2dfb03b89..38f71bb86 100644
--- a/content/blog/2021-01-15-causal-effect-mobility.Rmd
+++ b/content/blog/2021-01-15-causal-effect-mobility.Rmd
@@ -386,9 +386,8 @@ we'll consider here is the
 proportion of people of who stay home,
 which is kindly provided to Delphi by
 SafeGraph.
-(We [publish this
-data](`r blogdown::shortcode_html("apiref", "api/covidcast-signals/safegraph.html")`)
-in our [COVIDcast Epidata API](`r blogdown::shortcode_html("apiref", "api/covidcast.html")`),
+(We `r blogdown::shortcode_html("apireflink", "api/covidcast-signals/safegraph.html", "publish this data")`
+in our `r blogdown::shortcode_html("apireflink", "api/covidcast.html", "COVIDcast Epidata API")`,
 so it is available to anyone interested in studying mobility during the pandemic.)
 We use data at the state level.
 Note that this is actually a sort of anti-mobility measure:
diff --git a/content/blog/2021-01-15-causal-effect-mobility.html b/content/blog/2021-01-15-causal-effect-mobility.html
index 17e9f640b..561bdbd70 100644
--- a/content/blog/2021-01-15-causal-effect-mobility.html
+++ b/content/blog/2021-01-15-causal-effect-mobility.html
@@ -27,8 +27,7 @@
     toc: true
 ---
 
-
-
+
 
 
      
 
        
@@ -354,9 +353,8 @@ 
        The Data and the Results
        
 proportion of people of who stay home,
 which is kindly provided to Delphi by
 SafeGraph.
-(We }}">publish this
-data
-in our }}">COVIDcast Epidata API,
+(We {{< apireflink "api/covidcast-signals/safegraph.html" "publish this data" >}}
+in our {{< apireflink "api/covidcast.html" "COVIDcast Epidata API" >}},
 so it is available to anyone interested in studying mobility during the pandemic.)
 We use data at the state level.
 Note that this is actually a sort of anti-mobility measure:
diff --git a/content/blog/2021-01-22-holiday-surveys.Rmd b/content/blog/2021-01-22-holiday-surveys.Rmd
index 9c526c1f0..12eba8460 100644
--- a/content/blog/2021-01-22-holiday-surveys.Rmd
+++ b/content/blog/2021-01-22-holiday-surveys.Rmd
@@ -38,17 +38,17 @@ gatherings during the holidays and a number of states expanded COVID-19
 restrictions to prevent further escalation in cases.
 [Reports](https://www.washingtonpost.com/travel/2020/12/21/christmas-flights-cdc-restrictions-covid/)
 from airlines suggest air travel was up significantly during the holiday season,
-but `r blogdown::shortcode("reflink", "surveys", "Delphi’s COVID-19 Surveys")` can
+but `r blogdown::shortcode_html("reflink", "surveys", "Delphi’s COVID-19 Surveys")` can
 provide a broader picture of the travel Americans took during the holiday
 season. In taking greater risks with travel, did Americans change their
 behaviors in other preventative measures like mask wearing during this time?
 
 For the following analyses, we use publicly available aggregate data from the
-`r blogdown::shortcode("apireflink", "api/covidcast.html", "COVIDcast Epidata API")` that have
-been `r blogdown::shortcode("apireflink", "api/covidcast-signals/fb-survey.html#survey-weighting", "weighted to better match state demographics")`.
+`r blogdown::shortcode_html("apireflink", "api/covidcast.html", "COVIDcast Epidata API")` that have
+been `r blogdown::shortcode_html("apireflink", "api/covidcast-signals/fb-survey.html#survey-weighting", "weighted to better match state demographics")`.
 Here we focus on behavioral signals which have been available since September 8,
-2020, when `r blogdown::shortcode("reflink", "2020-10-06-survey-wave-4", "Wave 4 of the survey was deployed")`,
-and are now visible in the `r blogdown::shortcode("reflink", "survey-results", "Delphi Group’s survey dashboard")`. Additionally, we
+2020, when `r blogdown::shortcode_html("reflink", "2020-10-06-survey-wave-4", "Wave 4 of the survey was deployed")`,
+and are now visible in the `r blogdown::shortcode_html("reflink", "survey-results", "Delphi Group’s survey dashboard")`. Additionally, we
 only consider data after November 11, 2020 to avoid any major effects due to the
 US election on November 3. All data below will be based on 7-day rolling
 averages of survey responses.
@@ -393,13 +393,13 @@ Since April 2020, Carnegie Mellon University’s Delphi Group and Facebook’s D
 for Good have partnered to conduct large-scale daily surveys to monitor the
 spread and impact of the COVID-19 pandemic in the United States. To date, the
 survey has collected more than 50 million responses. In this post, we show how
-the data from the `r blogdown::shortcode("reflink", "surveys", "COVID-19 survey")`
+the data from the `r blogdown::shortcode_html("reflink", "surveys", "COVID-19 survey")`
 can be used to provide a broader picture of how American’s risk behaviors and
 sentiments amidst a global pandemic.
 
 All of the above plots were built using aggregate data for the United States
-that CMU/Delphi Group & Facebook provide to the public through the `r blogdown::shortcode("apireflink", "symptom-survey/", "COVIDcast Epidata API")`, and
-visualize in the `r blogdown::shortcode("reflink", "/covidcast", "Delphi Group’s survey dashboard")`. Public, aggregate data for the
+that CMU/Delphi Group & Facebook provide to the public through the `r blogdown::shortcode_html("apireflink", "symptom-survey/", "COVIDcast Epidata API")`, and
+visualize in the `r blogdown::shortcode_html("reflink", "/covidcast", "Delphi Group’s survey dashboard")`. Public, aggregate data for the
 global COVID-19 survey can be accessed via [University of Maryland's
 API](https://covidmap.umd.edu/api.html). We encourage researchers, public health
 officials, and the public to use the survey data and tools for their own
diff --git a/content/blog/2021-01-22-holiday-surveys.html b/content/blog/2021-01-22-holiday-surveys.html
index cad0cc174..b046ec761 100644
--- a/content/blog/2021-01-22-holiday-surveys.html
+++ b/content/blog/2021-01-22-holiday-surveys.html
@@ -48,16 +48,16 @@
 restrictions to prevent further escalation in cases.
 Reports
 from airlines suggest air travel was up significantly during the holiday season,
-but {{% reflink "surveys" "Delphi’s COVID-19 Surveys" %}} can
+but {{< reflink "surveys" "Delphi’s COVID-19 Surveys" >}} can
 provide a broader picture of the travel Americans took during the holiday
 season. In taking greater risks with travel, did Americans change their
 behaviors in other preventative measures like mask wearing during this time?
        
 
        For the following analyses, we use publicly available aggregate data from the
-{{% apireflink "api/covidcast.html" "COVIDcast Epidata API" %}} that have
-been {{% apireflink "api/covidcast-signals/fb-survey.html#survey-weighting" "weighted to better match state demographics" %}}.
+{{< apireflink "api/covidcast.html" "COVIDcast Epidata API" >}} that have
+been {{< apireflink "api/covidcast-signals/fb-survey.html#survey-weighting" "weighted to better match state demographics" >}}.
 Here we focus on behavioral signals which have been available since September 8,
-2020, when {{% reflink "2020-10-06-survey-wave-4" "Wave 4 of the survey was deployed" %}},
-and are now visible in the {{% reflink "survey-results" "Delphi Group’s survey dashboard" %}}. Additionally, we
+2020, when {{< reflink "2020-10-06-survey-wave-4" "Wave 4 of the survey was deployed" >}},
+and are now visible in the {{< reflink "survey-results" "Delphi Group’s survey dashboard" >}}. Additionally, we
 only consider data after November 11, 2020 to avoid any major effects due to the
 US election on November 3. All data below will be based on 7-day rolling
 averages of survey responses.
        
@@ -380,12 +380,12 @@ 
        See the Data Yourself!
        
 for Good have partnered to conduct large-scale daily surveys to monitor the
 spread and impact of the COVID-19 pandemic in the United States. To date, the
 survey has collected more than 50 million responses. In this post, we show how
-the data from the {{% reflink "surveys" "COVID-19 survey" %}}
+the data from the {{< reflink "surveys" "COVID-19 survey" >}}
 can be used to provide a broader picture of how American’s risk behaviors and
 sentiments amidst a global pandemic.
        
 
        All of the above plots were built using aggregate data for the United States
-that CMU/Delphi Group & Facebook provide to the public through the {{% apireflink "symptom-survey/" "COVIDcast Epidata API" %}}, and
-visualize in the {{% reflink "/covidcast" "Delphi Group’s survey dashboard" %}}. Public, aggregate data for the
+that CMU/Delphi Group & Facebook provide to the public through the {{< apireflink "symptom-survey/" "COVIDcast Epidata API" >}}, and
+visualize in the {{< reflink "/covidcast" "Delphi Group’s survey dashboard" >}}. Public, aggregate data for the
 global COVID-19 survey can be accessed via University of Maryland’s
 API. We encourage researchers, public health
 officials, and the public to use the survey data and tools for their own
diff --git a/package.json b/package.json
index 54f5cf88c..6fd0e5cd9 100644
--- a/package.json
+++ b/package.json
@@ -21,7 +21,7 @@
     "copy_fonts": "shx cp -r \"node_modules/katex/dist/fonts/*\" themes/delphi/static/css/fonts/",
     "copy_covidcast": "shx rm -rf \"static/covidcast/*\" && shx cp \"node_modules/www-covidcast/public/**/*.{js,txt,css,map}\" static/covidcast/",
     "postinstall": "npm run copy_fonts && npm run copy_covidcast",
-    "build:blog": "Rscript -e \"blogdown::build_site(local=FALSE, run_hugo=FALSE, build_rmd=TRUE)\"",
+    "build:blog": "Rscript -e \"blogdown::build_site(local=FALSE, run_hugo=FALSE, build_rmd='md5sum')\"",
     "build": "hugo --gc --minify",
     "start": "hugo server -D",
     "start:blog": "Rscript -e \"blogdown::serve_site()\"",
diff --git a/static/rmarkdown-libs/jquery/jquery-AUTHORS.txt b/static/rmarkdown-libs/jquery/jquery-AUTHORS.txt
index 1f4beb60d..06df1a533 100644
--- a/static/rmarkdown-libs/jquery/jquery-AUTHORS.txt
+++ b/static/rmarkdown-libs/jquery/jquery-AUTHORS.txt
@@ -20,16 +20,24 @@ David Serduke 
 Richard D. Worth 
 Scott González 
 Ariel Flesler 
+Cheah Chu Yeow 
+Andrew Chalkley 
+Fabio Buffoni 
+Stefan Bauckmeier  
 Jon Evans 
 TJ Holowaychuk 
+Riccardo De Agostini 
 Michael Bensoussan 
-Robert Katić 
 Louis-Rémi Babé 
-Earle Castledine 
+Robert Katić 
 Damian Janowski 
+Anton Kovalyov 
+Dušan B. Jovanovic 
+Earle Castledine 
 Rich Dougherty 
 Kim Dalsgaard 
 Andrea Giammarchi 
+Fabian Jakobs 
 Mark Gibson 
 Karl Swedberg 
 Justin Meyer 
@@ -37,9 +45,10 @@ Ben Alman 
 James Padolsey 
 David Petersen 
 Batiste Bieler 
+Jake Archibald 
 Alexander Farkas 
-Rick Waldron 
 Filipe Fortes 
+Rick Waldron 
 Neeraj Singh 
 Paul Irish 
 Iraê Carvalho 
@@ -47,23 +56,24 @@ Matt Curry 
 Michael Monteleone 
 Noah Sloan 
 Tom Viner 
+J. Ryan Stinnett 
 Douglas Neiner 
 Adam J. Sontag 
+Heungsub Lee 
 Dave Reed 
-Ralph Whitbeck 
 Carl Fürstenberg 
 Jacob Wright 
-J. Ryan Stinnett 
+Ralph Whitbeck 
 unknown 
 temp01 
-Heungsub Lee 
 Colin Snover 
+Jared Grippe 
 Ryan W Tenney 
+Alex Sexton 
 Pinhook 
 Ron Otten 
 Jephte Clain 
 Anton Matzneller 
-Alex Sexton 
 Dan Heberden 
 Henri Wiechers 
 Russell Holbrook 
@@ -73,21 +83,19 @@ Scott Jehl 
 James Burke 
 Jonas Pfenniger 
 Xavi Ramirez 
-Jared Grippe 
 Sylvester Keil 
 Brandon Sterne 
 Mathias Bynens 
+Lee Carpenter 
 Timmy Willison <4timmywil@gmail.com>
 Corey Frang 
 Digitalxero 
-Anton Kovalyov 
 David Murdoch 
 Josh Varner 
 Charles McNulty 
 Jordan Boesch 
 Jess Thrysoee 
 Michael Murray 
-Lee Carpenter 
 Alexis Abril 
 Rob Morgan 
 John Firebaugh 
@@ -107,12 +115,13 @@ Timo Tijhof 
 Steen Nielsen 
 Anton Ryzhov 
 Shi Chuan 
+Matt Mueller 
 Berker Peksag 
 Toby Brain 
-Matt Mueller 
 Justin 
 Daniel Herman 
 Oleg Gaidarenko 
+Rock Hymas 
 Richard Gibson 
 Rafaël Blais Masson 
 cmc3cn <59194618@qq.com>
@@ -124,6 +133,7 @@ Andrew E Monat 
 Oskari 
 Joao Henrique de Andrade Bruni 
 tsinha 
+Dominik D. Geyer 
 Matt Farmer 
 Trey Hunner 
 Jason Moon 
@@ -132,164 +142,180 @@ Kris Borchers 
 Vladimir Zhuravlev 
 Jacob Thornton 
 Chad Killingsworth 
+Vitya Muhachev 
 Nowres Rafid 
 David Benjamin 
+Alan Plum 
 Uri Gilad 
 Chris Faulkner 
+Marcel Greter 
 Elijah Manor 
 Daniel Chatfield 
+Daniel Gálvez 
 Nikita Govorov 
 Wesley Walser 
 Mike Pennisi 
+Matthias Jäggli 
+Devin Cooper 
 Markus Staab 
 Dave Riddle 
 Callum Macrae 
+Jonathan Sampson 
 Benjamin Truyman 
+Jay Merrifield 
 James Huston 
+Sai Lung Wong 
 Erick Ruiz de Chávez 
 David Bonner 
+Allen J Schmidt Jr 
 Akintayo Akinwunmi 
 MORGAN 
 Ismail Khair 
 Carl Danley 
 Mike Petrovich 
 Greg Lavallee 
-Daniel Gálvez 
-Sai Lung Wong 
 Tom H Fuertes 
 Roland Eckl 
-Jay Merrifield 
-Allen J Schmidt Jr 
-Jonathan Sampson 
-Marcel Greter 
-Matthias Jäggli 
-David Fox 
 Yiming He 
-Devin Cooper 
+David Fox 
+Bennett Sorbo 
 Paul Ramos 
 Rod Vagg 
-Bennett Sorbo 
 Sebastian Burkhard 
 Zachary Adam Kaplan 
+Adam Coulombe 
 nanto_vi 
 nanto 
 Danil Somsikov 
 Ryunosuke SATO 
+Diego Tres 
 Jean Boussier 
-Adam Coulombe 
 Andrew Plummer 
 Mark Raddatz 
+Pascal Borreli 
 Isaac Z. Schlueter 
 Karl Sieburg 
-Pascal Borreli 
 Nguyen Phuc Lam 
 Dmitry Gusev 
-Michał Gołębiowski-Owczarek 
-Li Xudong 
 Steven Benner 
-Tom H Fuertes 
+Li Xudong 
+Michał Gołębiowski-Owczarek 
 Renato Oliveira dos Santos 
+Frederic Junod 
+Tom H Fuertes 
+Mitch Foley 
 ros3cin 
-Jason Bedard 
 Kyle Robinson Young 
+John Paul 
+Jason Bedard 
 Chris Talkington 
 Eddie Monge 
 Terry Jones 
 Jason Merino 
+Dan Burzo 
 Jeremy Dunck 
 Chris Price 
 Guy Bedford 
+njhamann 
+Goare Mao 
 Amey Sakhadeo 
 Mike Sidorov 
 Anthony Ryan 
-Dominik D. Geyer 
-George Kats 
 Lihan Li 
+George Kats 
+Dongseok Paeng 
 Ronny Springer 
-Chris Antaki 
-Marian Sollmann 
-njhamann 
 Ilya Kantor 
+Marian Sollmann 
+Chris Antaki 
 David Hong 
-John Paul 
 Jakob Stoeck 
 Christopher Jones 
 Forbes Lindesay 
 S. Andrew Sheppard 
 Leonardo Balter 
-Roman Reiß 
-Benjy Cui 
 Rodrigo Rosenfeld Rosas 
-John Hoven 
+Daniel Husar 
 Philip Jägenstedt 
+John Hoven 
+Roman Reiß 
+Benjy Cui 
 Christian Kosmowski 
+David Corbacho 
 Liang Peng 
 TJ VanToll 
-Senya Pugach 
 Aurelio De Rosa 
+Senya Pugach 
+Dan Hart 
 Nazar Mokrynskyi 
+Benjamin Tan 
 Amit Merchant 
 Jason Bedard 
+Veaceslav Grimalschi 
+Richard McDaniel 
 Arthur Verschaeve 
-Dan Hart 
+Shivaji Varma 
+Ben Toews 
 Bin Xin 
-David Corbacho 
-Veaceslav Grimalschi 
-Daniel Husar 
+Neftaly Hernandez 
+T.J. Crowder 
+Nicolas HENRY 
 Frederic Hemberger 
-Ben Toews 
-Aditya Raghavan 
 Victor Homyakov 
-Shivaji Varma 
-Nicolas HENRY 
+Aditya Raghavan 
 Anne-Gaelle Colom 
-George Mauer 
 Leonardo Braga 
+George Mauer 
 Stephen Edgar 
 Thomas Tortorini 
-Winston Howes 
+Jörn Wagner 
 Jon Hester 
+Colin Frick 
+Winston Howes 
 Alexander O'Mara 
+Chris Rebert 
 Bastian Buchholz 
-Arthur Stolyar 
-Calvin Metcalf 
 Mu Haibao 
-Richard McDaniel 
-Chris Rebert 
+Calvin Metcalf 
+Arthur Stolyar 
 Gabriel Schulhof 
 Gilad Peleg 
+Julian Alexander Murillo 
+Kevin Kirsche 
 Martin Naumann 
+Yongwoo Jeon 
+John-David Dalton 
 Marek Lewandowski 
 Bruno Pérel 
-Reed Loden 
 Daniel Nill 
-Yongwoo Jeon 
+Reed Loden 
 Sean Henderson 
+Gary Ye 
 Richard Kraaijenhagen 
 Connor Atherton 
-Gary Ye 
 Christian Grete 
+Tom von Clef 
 Liza Ramo 
-Julian Alexander Murillo 
 Joelle Fleurantin 
+Steve Mao 
+Jon Dufresne 
 Jae Sung Park 
-Jun Sun 
 Josh Soref 
+Saptak Sengupta 
 Henry Wong 
-Jon Dufresne 
+Jun Sun 
 Martijn W. van der Lee 
 Devin Wilson 
-Steve Mao 
+Damian Senn 
 Zack Hall 
-Bernhard M. Wiedemann 
+Vitaliy Terziev 
 Todor Prikumov 
+Bernhard M. Wiedemann 
 Jha Naman 
-William Robinet 
 Alexander Lisianoi 
-Vitaliy Terziev 
+William Robinet 
 Joe Trumbull 
 Alexander K 
-Damian Senn 
 Ralin Chimev 
 Felipe Sateler 
 Christophe Tafani-Dereeper 
@@ -297,29 +323,35 @@ Manoj Kumar 
 David Broder-Rodgers 
 Alex Louden 
 Alex Padilla 
-南漂一卒 
 karan-96 
+南漂一卒 
+Erik Lax 
 Boom Lee 
 Andreas Solleder 
-CDAGaming 
 Pierre Spring 
 Shashanka Nataraj 
-Erik Lax 
+CDAGaming 
 Matan Kotler-Berkowitz <205matan@gmail.com>
 Jordan Beland 
 Henry Zhu 
-Saptak Sengupta 
 Nilton Cesar 
 basil.belokon 
+Andrey Meshkov 
 tmybr11 
 Luis Emilio Velasco Sanchez 
 Ed S 
 Bert Zhang 
+Sébastien Règne 
+wartmanm <3869625+wartmanm@users.noreply.github.com>
+Siddharth Dungarwal 
+abnud1 
 Andrei Fangli 
 Marja Hölttä 
-abnud1 
 buddh4 
+Hoang 
+Wonseop Kim 
 Pat O'Callaghan 
+JuanMa Ruiz 
 Ahmed.S.ElAfifi 
-Wonseop Kim 
+Sean Robinson 
 Christian Oliff 
diff --git a/static/rmarkdown-libs/jquery/jquery.js b/static/rmarkdown-libs/jquery/jquery.js
index 773ad95c5..50937333b 100644
--- a/static/rmarkdown-libs/jquery/jquery.js
+++ b/static/rmarkdown-libs/jquery/jquery.js
@@ -1,5 +1,5 @@
 /*!
- * jQuery JavaScript Library v3.4.1
+ * jQuery JavaScript Library v3.5.1
  * https://jquery.com/
  *
  * Includes Sizzle.js
@@ -9,7 +9,7 @@
  * Released under the MIT license
  * https://jquery.org/license
  *
- * Date: 2019-05-01T21:04Z
+ * Date: 2020-05-04T22:49Z
  */
 ( function( global, factory ) {
 
@@ -47,13 +47,16 @@
 
 var arr = [];
 
-var document = window.document;
-
 var getProto = Object.getPrototypeOf;
 
 var slice = arr.slice;
 
-var concat = arr.concat;
+var flat = arr.flat ? function( array ) {
+	return arr.flat.call( array );
+} : function( array ) {
+	return arr.concat.apply( [], array );
+};
+
 
 var push = arr.push;
 
@@ -86,6 +89,8 @@ var isWindow = function isWindow( obj ) {
 	};
 
 
+var document = window.document;
+
 
 
 	var preservedScriptAttributes = {
@@ -142,7 +147,7 @@ function toType( obj ) {
 
 
 var
-	version = "3.4.1",
+	version = "3.5.1",
 
 	// Define a local copy of jQuery
 	jQuery = function( selector, context ) {
@@ -150,11 +155,7 @@ var
 		// The jQuery object is actually just the init constructor 'enhanced'
 		// Need init if jQuery is called (just allow error to be thrown if not included)
 		return new jQuery.fn.init( selector, context );
-	},
-
-	// Support: Android <=4.0 only
-	// Make sure we trim BOM and NBSP
-	rtrim = /^[\s\uFEFF\xA0]+|[\s\uFEFF\xA0]+$/g;
+	};
 
 jQuery.fn = jQuery.prototype = {
 
@@ -220,6 +221,18 @@ jQuery.fn = jQuery.prototype = {
 		return this.eq( -1 );
 	},
 
+	even: function() {
+		return this.pushStack( jQuery.grep( this, function( _elem, i ) {
+			return ( i + 1 ) % 2;
+		} ) );
+	},
+
+	odd: function() {
+		return this.pushStack( jQuery.grep( this, function( _elem, i ) {
+			return i % 2;
+		} ) );
+	},
+
 	eq: function( i ) {
 		var len = this.length,
 			j = +i + ( i < 0 ? len : 0 );
@@ -353,9 +366,10 @@ jQuery.extend( {
 		return true;
 	},
 
-	// Evaluates a script in a global context
-	globalEval: function( code, options ) {
-		DOMEval( code, { nonce: options && options.nonce } );
+	// Evaluates a script in a provided context; falls back to the global one
+	// if not specified.
+	globalEval: function( code, options, doc ) {
+		DOMEval( code, { nonce: options && options.nonce }, doc );
 	},
 
 	each: function( obj, callback ) {
@@ -379,13 +393,6 @@ jQuery.extend( {
 		return obj;
 	},
 
-	// Support: Android <=4.0 only
-	trim: function( text ) {
-		return text == null ?
-			"" :
-			( text + "" ).replace( rtrim, "" );
-	},
-
 	// results is for internal usage only
 	makeArray: function( arr, results ) {
 		var ret = results || [];
@@ -472,7 +479,7 @@ jQuery.extend( {
 		}
 
 		// Flatten any nested arrays
-		return concat.apply( [], ret );
+		return flat( ret );
 	},
 
 	// A global GUID counter for objects
@@ -489,7 +496,7 @@ if ( typeof Symbol === "function" ) {
 
 // Populate the class2type map
 jQuery.each( "Boolean Number String Function Array Date RegExp Object Error Symbol".split( " " ),
-function( i, name ) {
+function( _i, name ) {
 	class2type[ "[object " + name + "]" ] = name.toLowerCase();
 } );
 
@@ -511,17 +518,16 @@ function isArrayLike( obj ) {
 }
 var Sizzle =
 /*!
- * Sizzle CSS Selector Engine v2.3.4
+ * Sizzle CSS Selector Engine v2.3.5
  * https://sizzlejs.com/
  *
  * Copyright JS Foundation and other contributors
  * Released under the MIT license
  * https://js.foundation/
  *
- * Date: 2019-04-08
+ * Date: 2020-03-14
  */
-(function( window ) {
-
+( function( window ) {
 var i,
 	support,
 	Expr,
@@ -561,59 +567,70 @@ var i,
 	},
 
 	// Instance methods
-	hasOwn = ({}).hasOwnProperty,
+	hasOwn = ( {} ).hasOwnProperty,
 	arr = [],
 	pop = arr.pop,
-	push_native = arr.push,
+	pushNative = arr.push,
 	push = arr.push,
 	slice = arr.slice,
+
 	// Use a stripped-down indexOf as it's faster than native
 	// https://jsperf.com/thor-indexof-vs-for/5
 	indexOf = function( list, elem ) {
 		var i = 0,
 			len = list.length;
 		for ( ; i < len; i++ ) {
-			if ( list[i] === elem ) {
+			if ( list[ i ] === elem ) {
 				return i;
 			}
 		}
 		return -1;
 	},
 
-	booleans = "checked|selected|async|autofocus|autoplay|controls|defer|disabled|hidden|ismap|loop|multiple|open|readonly|required|scoped",
+	booleans = "checked|selected|async|autofocus|autoplay|controls|defer|disabled|hidden|" +
+		"ismap|loop|multiple|open|readonly|required|scoped",
 
 	// Regular expressions
 
 	// http://www.w3.org/TR/css3-selectors/#whitespace
 	whitespace = "[\\x20\\t\\r\\n\\f]",
 
-	// http://www.w3.org/TR/CSS21/syndata.html#value-def-identifier
-	identifier = "(?:\\\\.|[\\w-]|[^\0-\\xa0])+",
+	// https://www.w3.org/TR/css-syntax-3/#ident-token-diagram
+	identifier = "(?:\\\\[\\da-fA-F]{1,6}" + whitespace +
+		"?|\\\\[^\\r\\n\\f]|[\\w-]|[^\0-\\x7f])+",
 
 	// Attribute selectors: http://www.w3.org/TR/selectors/#attribute-selectors
 	attributes = "\\[" + whitespace + "*(" + identifier + ")(?:" + whitespace +
+
 		// Operator (capture 2)
 		"*([*^$|!~]?=)" + whitespace +
-		// "Attribute values must be CSS identifiers [capture 5] or strings [capture 3 or capture 4]"
-		"*(?:'((?:\\\\.|[^\\\\'])*)'|\"((?:\\\\.|[^\\\\\"])*)\"|(" + identifier + "))|)" + whitespace +
-		"*\\]",
+
+		// "Attribute values must be CSS identifiers [capture 5]
+		// or strings [capture 3 or capture 4]"
+		"*(?:'((?:\\\\.|[^\\\\'])*)'|\"((?:\\\\.|[^\\\\\"])*)\"|(" + identifier + "))|)" +
+		whitespace + "*\\]",
 
 	pseudos = ":(" + identifier + ")(?:\\((" +
+
 		// To reduce the number of selectors needing tokenize in the preFilter, prefer arguments:
 		// 1. quoted (capture 3; capture 4 or capture 5)
 		"('((?:\\\\.|[^\\\\'])*)'|\"((?:\\\\.|[^\\\\\"])*)\")|" +
+
 		// 2. simple (capture 6)
 		"((?:\\\\.|[^\\\\()[\\]]|" + attributes + ")*)|" +
+
 		// 3. anything else (capture 2)
 		".*" +
 		")\\)|)",
 
 	// Leading and non-escaped trailing whitespace, capturing some non-whitespace characters preceding the latter
 	rwhitespace = new RegExp( whitespace + "+", "g" ),
-	rtrim = new RegExp( "^" + whitespace + "+|((?:^|[^\\\\])(?:\\\\.)*)" + whitespace + "+$", "g" ),
+	rtrim = new RegExp( "^" + whitespace + "+|((?:^|[^\\\\])(?:\\\\.)*)" +
+		whitespace + "+$", "g" ),
 
 	rcomma = new RegExp( "^" + whitespace + "*," + whitespace + "*" ),
-	rcombinators = new RegExp( "^" + whitespace + "*([>+~]|" + whitespace + ")" + whitespace + "*" ),
+	rcombinators = new RegExp( "^" + whitespace + "*([>+~]|" + whitespace + ")" + whitespace +
+		"*" ),
 	rdescend = new RegExp( whitespace + "|>" ),
 
 	rpseudo = new RegExp( pseudos ),
@@ -625,14 +642,16 @@ var i,
 		"TAG": new RegExp( "^(" + identifier + "|[*])" ),
 		"ATTR": new RegExp( "^" + attributes ),
 		"PSEUDO": new RegExp( "^" + pseudos ),
-		"CHILD": new RegExp( "^:(only|first|last|nth|nth-last)-(child|of-type)(?:\\(" + whitespace +
-			"*(even|odd|(([+-]|)(\\d*)n|)" + whitespace + "*(?:([+-]|)" + whitespace +
-			"*(\\d+)|))" + whitespace + "*\\)|)", "i" ),
+		"CHILD": new RegExp( "^:(only|first|last|nth|nth-last)-(child|of-type)(?:\\(" +
+			whitespace + "*(even|odd|(([+-]|)(\\d*)n|)" + whitespace + "*(?:([+-]|)" +
+			whitespace + "*(\\d+)|))" + whitespace + "*\\)|)", "i" ),
 		"bool": new RegExp( "^(?:" + booleans + ")$", "i" ),
+
 		// For use in libraries implementing .is()
 		// We use this for POS matching in `select`
-		"needsContext": new RegExp( "^" + whitespace + "*[>+~]|:(even|odd|eq|gt|lt|nth|first|last)(?:\\(" +
-			whitespace + "*((?:-\\d)?\\d*)" + whitespace + "*\\)|)(?=[^-]|$)", "i" )
+		"needsContext": new RegExp( "^" + whitespace +
+			"*[>+~]|:(even|odd|eq|gt|lt|nth|first|last)(?:\\(" + whitespace +
+			"*((?:-\\d)?\\d*)" + whitespace + "*\\)|)(?=[^-]|$)", "i" )
 	},
 
 	rhtml = /HTML$/i,
@@ -648,18 +667,21 @@ var i,
 
 	// CSS escapes
 	// http://www.w3.org/TR/CSS21/syndata.html#escaped-characters
-	runescape = new RegExp( "\\\\([\\da-f]{1,6}" + whitespace + "?|(" + whitespace + ")|.)", "ig" ),
-	funescape = function( _, escaped, escapedWhitespace ) {
-		var high = "0x" + escaped - 0x10000;
-		// NaN means non-codepoint
-		// Support: Firefox<24
-		// Workaround erroneous numeric interpretation of +"0x"
-		return high !== high || escapedWhitespace ?
-			escaped :
+	runescape = new RegExp( "\\\\[\\da-fA-F]{1,6}" + whitespace + "?|\\\\([^\\r\\n\\f])", "g" ),
+	funescape = function( escape, nonHex ) {
+		var high = "0x" + escape.slice( 1 ) - 0x10000;
+
+		return nonHex ?
+
+			// Strip the backslash prefix from a non-hex escape sequence
+			nonHex :
+
+			// Replace a hexadecimal escape sequence with the encoded Unicode code point
+			// Support: IE <=11+
+			// For values outside the Basic Multilingual Plane (BMP), manually construct a
+			// surrogate pair
 			high < 0 ?
-				// BMP codepoint
 				String.fromCharCode( high + 0x10000 ) :
-				// Supplemental Plane codepoint (surrogate pair)
 				String.fromCharCode( high >> 10 | 0xD800, high & 0x3FF | 0xDC00 );
 	},
 
@@ -675,7 +697,8 @@ var i,
 			}
 
 			// Control characters and (dependent upon position) numbers get escaped as code points
-			return ch.slice( 0, -1 ) + "\\" + ch.charCodeAt( ch.length - 1 ).toString( 16 ) + " ";
+			return ch.slice( 0, -1 ) + "\\" +
+				ch.charCodeAt( ch.length - 1 ).toString( 16 ) + " ";
 		}
 
 		// Other potentially-special ASCII characters get backslash-escaped
@@ -700,18 +723,20 @@ var i,
 // Optimize for push.apply( _, NodeList )
 try {
 	push.apply(
-		(arr = slice.call( preferredDoc.childNodes )),
+		( arr = slice.call( preferredDoc.childNodes ) ),
 		preferredDoc.childNodes
 	);
+
 	// Support: Android<4.0
 	// Detect silently failing push.apply
+	// eslint-disable-next-line no-unused-expressions
 	arr[ preferredDoc.childNodes.length ].nodeType;
 } catch ( e ) {
 	push = { apply: arr.length ?
 
 		// Leverage slice if possible
 		function( target, els ) {
-			push_native.apply( target, slice.call(els) );
+			pushNative.apply( target, slice.call( els ) );
 		} :
 
 		// Support: IE<9
@@ -719,8 +744,9 @@ try {
 		function( target, els ) {
 			var j = target.length,
 				i = 0;
+
 			// Can't trust NodeList.length
-			while ( (target[j++] = els[i++]) ) {}
+			while ( ( target[ j++ ] = els[ i++ ] ) ) {}
 			target.length = j - 1;
 		}
 	};
@@ -744,24 +770,21 @@ function Sizzle( selector, context, results, seed ) {
 
 	// Try to shortcut find operations (as opposed to filters) in HTML documents
 	if ( !seed ) {
-
-		if ( ( context ? context.ownerDocument || context : preferredDoc ) !== document ) {
-			setDocument( context );
-		}
+		setDocument( context );
 		context = context || document;
 
 		if ( documentIsHTML ) {
 
 			// If the selector is sufficiently simple, try using a "get*By*" DOM method
 			// (excepting DocumentFragment context, where the methods don't exist)
-			if ( nodeType !== 11 && (match = rquickExpr.exec( selector )) ) {
+			if ( nodeType !== 11 && ( match = rquickExpr.exec( selector ) ) ) {
 
 				// ID selector
-				if ( (m = match[1]) ) {
+				if ( ( m = match[ 1 ] ) ) {
 
 					// Document context
 					if ( nodeType === 9 ) {
-						if ( (elem = context.getElementById( m )) ) {
+						if ( ( elem = context.getElementById( m ) ) ) {
 
 							// Support: IE, Opera, Webkit
 							// TODO: identify versions
@@ -780,7 +803,7 @@ function Sizzle( selector, context, results, seed ) {
 						// Support: IE, Opera, Webkit
 						// TODO: identify versions
 						// getElementById can match elements by name instead of ID
-						if ( newContext && (elem = newContext.getElementById( m )) &&
+						if ( newContext && ( elem = newContext.getElementById( m ) ) &&
 							contains( context, elem ) &&
 							elem.id === m ) {
 
@@ -790,12 +813,12 @@ function Sizzle( selector, context, results, seed ) {
 					}
 
 				// Type selector
-				} else if ( match[2] ) {
+				} else if ( match[ 2 ] ) {
 					push.apply( results, context.getElementsByTagName( selector ) );
 					return results;
 
 				// Class selector
-				} else if ( (m = match[3]) && support.getElementsByClassName &&
+				} else if ( ( m = match[ 3 ] ) && support.getElementsByClassName &&
 					context.getElementsByClassName ) {
 
 					push.apply( results, context.getElementsByClassName( m ) );
@@ -806,11 +829,11 @@ function Sizzle( selector, context, results, seed ) {
 			// Take advantage of querySelectorAll
 			if ( support.qsa &&
 				!nonnativeSelectorCache[ selector + " " ] &&
-				(!rbuggyQSA || !rbuggyQSA.test( selector )) &&
+				( !rbuggyQSA || !rbuggyQSA.test( selector ) ) &&
 
 				// Support: IE 8 only
 				// Exclude object elements
-				(nodeType !== 1 || context.nodeName.toLowerCase() !== "object") ) {
+				( nodeType !== 1 || context.nodeName.toLowerCase() !== "object" ) ) {
 
 				newSelector = selector;
 				newContext = context;
@@ -819,27 +842,36 @@ function Sizzle( selector, context, results, seed ) {
 				// descendant combinators, which is not what we want.
 				// In such cases, we work around the behavior by prefixing every selector in the
 				// list with an ID selector referencing the scope context.
+				// The technique has to be used as well when a leading combinator is used
+				// as such selectors are not recognized by querySelectorAll.
 				// Thanks to Andrew Dupont for this technique.
-				if ( nodeType === 1 && rdescend.test( selector ) ) {
+				if ( nodeType === 1 &&
+					( rdescend.test( selector ) || rcombinators.test( selector ) ) ) {
 
-					// Capture the context ID, setting it first if necessary
-					if ( (nid = context.getAttribute( "id" )) ) {
-						nid = nid.replace( rcssescape, fcssescape );
-					} else {
-						context.setAttribute( "id", (nid = expando) );
+					// Expand context for sibling selectors
+					newContext = rsibling.test( selector ) && testContext( context.parentNode ) ||
+						context;
+
+					// We can use :scope instead of the ID hack if the browser
+					// supports it & if we're not changing the context.
+					if ( newContext !== context || !support.scope ) {
+
+						// Capture the context ID, setting it first if necessary
+						if ( ( nid = context.getAttribute( "id" ) ) ) {
+							nid = nid.replace( rcssescape, fcssescape );
+						} else {
+							context.setAttribute( "id", ( nid = expando ) );
+						}
 					}
 
 					// Prefix every selector in the list
 					groups = tokenize( selector );
 					i = groups.length;
 					while ( i-- ) {
-						groups[i] = "#" + nid + " " + toSelector( groups[i] );
+						groups[ i ] = ( nid ? "#" + nid : ":scope" ) + " " +
+							toSelector( groups[ i ] );
 					}
 					newSelector = groups.join( "," );
-
-					// Expand context for sibling selectors
-					newContext = rsibling.test( selector ) && testContext( context.parentNode ) ||
-						context;
 				}
 
 				try {
@@ -872,12 +904,14 @@ function createCache() {
 	var keys = [];
 
 	function cache( key, value ) {
+
 		// Use (key + " ") to avoid collision with native prototype properties (see Issue #157)
 		if ( keys.push( key + " " ) > Expr.cacheLength ) {
+
 			// Only keep the most recent entries
 			delete cache[ keys.shift() ];
 		}
-		return (cache[ key + " " ] = value);
+		return ( cache[ key + " " ] = value );
 	}
 	return cache;
 }
@@ -896,17 +930,19 @@ function markFunction( fn ) {
  * @param {Function} fn Passed the created element and returns a boolean result
  */
 function assert( fn ) {
-	var el = document.createElement("fieldset");
+	var el = document.createElement( "fieldset" );
 
 	try {
 		return !!fn( el );
-	} catch (e) {
+	} catch ( e ) {
 		return false;
 	} finally {
+
 		// Remove from its parent by default
 		if ( el.parentNode ) {
 			el.parentNode.removeChild( el );
 		}
+
 		// release memory in IE
 		el = null;
 	}
@@ -918,11 +954,11 @@ function assert( fn ) {
  * @param {Function} handler The method that will be applied
  */
 function addHandle( attrs, handler ) {
-	var arr = attrs.split("|"),
+	var arr = attrs.split( "|" ),
 		i = arr.length;
 
 	while ( i-- ) {
-		Expr.attrHandle[ arr[i] ] = handler;
+		Expr.attrHandle[ arr[ i ] ] = handler;
 	}
 }
 
@@ -944,7 +980,7 @@ function siblingCheck( a, b ) {
 
 	// Check if b follows a
 	if ( cur ) {
-		while ( (cur = cur.nextSibling) ) {
+		while ( ( cur = cur.nextSibling ) ) {
 			if ( cur === b ) {
 				return -1;
 			}
@@ -972,7 +1008,7 @@ function createInputPseudo( type ) {
 function createButtonPseudo( type ) {
 	return function( elem ) {
 		var name = elem.nodeName.toLowerCase();
-		return (name === "input" || name === "button") && elem.type === type;
+		return ( name === "input" || name === "button" ) && elem.type === type;
 	};
 }
 
@@ -1015,7 +1051,7 @@ function createDisabledPseudo( disabled ) {
 					// Where there is no isDisabled, check manually
 					/* jshint -W018 */
 					elem.isDisabled !== !disabled &&
-						inDisabledFieldset( elem ) === disabled;
+					inDisabledFieldset( elem ) === disabled;
 			}
 
 			return elem.disabled === disabled;
@@ -1037,21 +1073,21 @@ function createDisabledPseudo( disabled ) {
  * @param {Function} fn
  */
 function createPositionalPseudo( fn ) {
-	return markFunction(function( argument ) {
+	return markFunction( function( argument ) {
 		argument = +argument;
-		return markFunction(function( seed, matches ) {
+		return markFunction( function( seed, matches ) {
 			var j,
 				matchIndexes = fn( [], seed.length, argument ),
 				i = matchIndexes.length;
 
 			// Match elements found at the specified indexes
 			while ( i-- ) {
-				if ( seed[ (j = matchIndexes[i]) ] ) {
-					seed[j] = !(matches[j] = seed[j]);
+				if ( seed[ ( j = matchIndexes[ i ] ) ] ) {
+					seed[ j ] = !( matches[ j ] = seed[ j ] );
 				}
 			}
-		});
-	});
+		} );
+	} );
 }
 
 /**
@@ -1073,7 +1109,7 @@ support = Sizzle.support = {};
  */
 isXML = Sizzle.isXML = function( elem ) {
 	var namespace = elem.namespaceURI,
-		docElem = (elem.ownerDocument || elem).documentElement;
+		docElem = ( elem.ownerDocument || elem ).documentElement;
 
 	// Support: IE <=8
 	// Assume HTML when documentElement doesn't yet exist, such as inside loading iframes
@@ -1091,7 +1127,11 @@ setDocument = Sizzle.setDocument = function( node ) {
 		doc = node ? node.ownerDocument || node : preferredDoc;
 
 	// Return early if doc is invalid or already selected
-	if ( doc === document || doc.nodeType !== 9 || !doc.documentElement ) {
+	// Support: IE 11+, Edge 17 - 18+
+	// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+	// two documents; shallow comparisons work.
+	// eslint-disable-next-line eqeqeq
+	if ( doc == document || doc.nodeType !== 9 || !doc.documentElement ) {
 		return document;
 	}
 
@@ -1100,10 +1140,14 @@ setDocument = Sizzle.setDocument = function( node ) {
 	docElem = document.documentElement;
 	documentIsHTML = !isXML( document );
 
-	// Support: IE 9-11, Edge
+	// Support: IE 9 - 11+, Edge 12 - 18+
 	// Accessing iframe documents after unload throws "permission denied" errors (jQuery #13936)
-	if ( preferredDoc !== document &&
-		(subWindow = document.defaultView) && subWindow.top !== subWindow ) {
+	// Support: IE 11+, Edge 17 - 18+
+	// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+	// two documents; shallow comparisons work.
+	// eslint-disable-next-line eqeqeq
+	if ( preferredDoc != document &&
+		( subWindow = document.defaultView ) && subWindow.top !== subWindow ) {
 
 		// Support: IE 11, Edge
 		if ( subWindow.addEventListener ) {
@@ -1115,25 +1159,36 @@ setDocument = Sizzle.setDocument = function( node ) {
 		}
 	}
 
+	// Support: IE 8 - 11+, Edge 12 - 18+, Chrome <=16 - 25 only, Firefox <=3.6 - 31 only,
+	// Safari 4 - 5 only, Opera <=11.6 - 12.x only
+	// IE/Edge & older browsers don't support the :scope pseudo-class.
+	// Support: Safari 6.0 only
+	// Safari 6.0 supports :scope but it's an alias of :root there.
+	support.scope = assert( function( el ) {
+		docElem.appendChild( el ).appendChild( document.createElement( "div" ) );
+		return typeof el.querySelectorAll !== "undefined" &&
+			!el.querySelectorAll( ":scope fieldset div" ).length;
+	} );
+
 	/* Attributes
 	---------------------------------------------------------------------- */
 
 	// Support: IE<8
 	// Verify that getAttribute really returns attributes and not properties
 	// (excepting IE8 booleans)
-	support.attributes = assert(function( el ) {
+	support.attributes = assert( function( el ) {
 		el.className = "i";
-		return !el.getAttribute("className");
-	});
+		return !el.getAttribute( "className" );
+	} );
 
 	/* getElement(s)By*
 	---------------------------------------------------------------------- */
 
 	// Check if getElementsByTagName("*") returns only elements
-	support.getElementsByTagName = assert(function( el ) {
-		el.appendChild( document.createComment("") );
-		return !el.getElementsByTagName("*").length;
-	});
+	support.getElementsByTagName = assert( function( el ) {
+		el.appendChild( document.createComment( "" ) );
+		return !el.getElementsByTagName( "*" ).length;
+	} );
 
 	// Support: IE<9
 	support.getElementsByClassName = rnative.test( document.getElementsByClassName );
@@ -1142,38 +1197,38 @@ setDocument = Sizzle.setDocument = function( node ) {
 	// Check if getElementById returns elements by name
 	// The broken getElementById methods don't pick up programmatically-set names,
 	// so use a roundabout getElementsByName test
-	support.getById = assert(function( el ) {
+	support.getById = assert( function( el ) {
 		docElem.appendChild( el ).id = expando;
 		return !document.getElementsByName || !document.getElementsByName( expando ).length;
-	});
+	} );
 
 	// ID filter and find
 	if ( support.getById ) {
-		Expr.filter["ID"] = function( id ) {
+		Expr.filter[ "ID" ] = function( id ) {
 			var attrId = id.replace( runescape, funescape );
 			return function( elem ) {
-				return elem.getAttribute("id") === attrId;
+				return elem.getAttribute( "id" ) === attrId;
 			};
 		};
-		Expr.find["ID"] = function( id, context ) {
+		Expr.find[ "ID" ] = function( id, context ) {
 			if ( typeof context.getElementById !== "undefined" && documentIsHTML ) {
 				var elem = context.getElementById( id );
 				return elem ? [ elem ] : [];
 			}
 		};
 	} else {
-		Expr.filter["ID"] =  function( id ) {
+		Expr.filter[ "ID" ] =  function( id ) {
 			var attrId = id.replace( runescape, funescape );
 			return function( elem ) {
 				var node = typeof elem.getAttributeNode !== "undefined" &&
-					elem.getAttributeNode("id");
+					elem.getAttributeNode( "id" );
 				return node && node.value === attrId;
 			};
 		};
 
 		// Support: IE 6 - 7 only
 		// getElementById is not reliable as a find shortcut
-		Expr.find["ID"] = function( id, context ) {
+		Expr.find[ "ID" ] = function( id, context ) {
 			if ( typeof context.getElementById !== "undefined" && documentIsHTML ) {
 				var node, i, elems,
 					elem = context.getElementById( id );
@@ -1181,7 +1236,7 @@ setDocument = Sizzle.setDocument = function( node ) {
 				if ( elem ) {
 
 					// Verify the id attribute
-					node = elem.getAttributeNode("id");
+					node = elem.getAttributeNode( "id" );
 					if ( node && node.value === id ) {
 						return [ elem ];
 					}
@@ -1189,8 +1244,8 @@ setDocument = Sizzle.setDocument = function( node ) {
 					// Fall back on getElementsByName
 					elems = context.getElementsByName( id );
 					i = 0;
-					while ( (elem = elems[i++]) ) {
-						node = elem.getAttributeNode("id");
+					while ( ( elem = elems[ i++ ] ) ) {
+						node = elem.getAttributeNode( "id" );
 						if ( node && node.value === id ) {
 							return [ elem ];
 						}
@@ -1203,7 +1258,7 @@ setDocument = Sizzle.setDocument = function( node ) {
 	}
 
 	// Tag
-	Expr.find["TAG"] = support.getElementsByTagName ?
+	Expr.find[ "TAG" ] = support.getElementsByTagName ?
 		function( tag, context ) {
 			if ( typeof context.getElementsByTagName !== "undefined" ) {
 				return context.getElementsByTagName( tag );
@@ -1218,12 +1273,13 @@ setDocument = Sizzle.setDocument = function( node ) {
 			var elem,
 				tmp = [],
 				i = 0,
+
 				// By happy coincidence, a (broken) gEBTN appears on DocumentFragment nodes too
 				results = context.getElementsByTagName( tag );
 
 			// Filter out possible comments
 			if ( tag === "*" ) {
-				while ( (elem = results[i++]) ) {
+				while ( ( elem = results[ i++ ] ) ) {
 					if ( elem.nodeType === 1 ) {
 						tmp.push( elem );
 					}
@@ -1235,7 +1291,7 @@ setDocument = Sizzle.setDocument = function( node ) {
 		};
 
 	// Class
-	Expr.find["CLASS"] = support.getElementsByClassName && function( className, context ) {
+	Expr.find[ "CLASS" ] = support.getElementsByClassName && function( className, context ) {
 		if ( typeof context.getElementsByClassName !== "undefined" && documentIsHTML ) {
 			return context.getElementsByClassName( className );
 		}
@@ -1256,10 +1312,14 @@ setDocument = Sizzle.setDocument = function( node ) {
 	// See https://bugs.jquery.com/ticket/13378
 	rbuggyQSA = [];
 
-	if ( (support.qsa = rnative.test( document.querySelectorAll )) ) {
+	if ( ( support.qsa = rnative.test( document.querySelectorAll ) ) ) {
+
 		// Build QSA regex
 		// Regex strategy adopted from Diego Perini
-		assert(function( el ) {
+		assert( function( el ) {
+
+			var input;
+
 			// Select is set to empty string on purpose
 			// This is to test IE's treatment of not explicitly
 			// setting a boolean content attribute,
@@ -1273,78 +1333,98 @@ setDocument = Sizzle.setDocument = function( node ) {
 			// Nothing should be selected when empty strings follow ^= or $= or *=
 			// The test attribute must be unknown in Opera but "safe" for WinRT
 			// https://msdn.microsoft.com/en-us/library/ie/hh465388.aspx#attribute_section
-			if ( el.querySelectorAll("[msallowcapture^='']").length ) {
+			if ( el.querySelectorAll( "[msallowcapture^='']" ).length ) {
 				rbuggyQSA.push( "[*^$]=" + whitespace + "*(?:''|\"\")" );
 			}
 
 			// Support: IE8
 			// Boolean attributes and "value" are not treated correctly
-			if ( !el.querySelectorAll("[selected]").length ) {
+			if ( !el.querySelectorAll( "[selected]" ).length ) {
 				rbuggyQSA.push( "\\[" + whitespace + "*(?:value|" + booleans + ")" );
 			}
 
 			// Support: Chrome<29, Android<4.4, Safari<7.0+, iOS<7.0+, PhantomJS<1.9.8+
 			if ( !el.querySelectorAll( "[id~=" + expando + "-]" ).length ) {
-				rbuggyQSA.push("~=");
+				rbuggyQSA.push( "~=" );
+			}
+
+			// Support: IE 11+, Edge 15 - 18+
+			// IE 11/Edge don't find elements on a `[name='']` query in some cases.
+			// Adding a temporary attribute to the document before the selection works
+			// around the issue.
+			// Interestingly, IE 10 & older don't seem to have the issue.
+			input = document.createElement( "input" );
+			input.setAttribute( "name", "" );
+			el.appendChild( input );
+			if ( !el.querySelectorAll( "[name='']" ).length ) {
+				rbuggyQSA.push( "\\[" + whitespace + "*name" + whitespace + "*=" +
+					whitespace + "*(?:''|\"\")" );
 			}
 
 			// Webkit/Opera - :checked should return selected option elements
 			// http://www.w3.org/TR/2011/REC-css3-selectors-20110929/#checked
 			// IE8 throws error here and will not see later tests
-			if ( !el.querySelectorAll(":checked").length ) {
-				rbuggyQSA.push(":checked");
+			if ( !el.querySelectorAll( ":checked" ).length ) {
+				rbuggyQSA.push( ":checked" );
 			}
 
 			// Support: Safari 8+, iOS 8+
 			// https://bugs.webkit.org/show_bug.cgi?id=136851
 			// In-page `selector#id sibling-combinator selector` fails
 			if ( !el.querySelectorAll( "a#" + expando + "+*" ).length ) {
-				rbuggyQSA.push(".#.+[+~]");
+				rbuggyQSA.push( ".#.+[+~]" );
 			}
-		});
 
-		assert(function( el ) {
+			// Support: Firefox <=3.6 - 5 only
+			// Old Firefox doesn't throw on a badly-escaped identifier.
+			el.querySelectorAll( "\\\f" );
+			rbuggyQSA.push( "[\\r\\n\\f]" );
+		} );
+
+		assert( function( el ) {
 			el.innerHTML = "" +
 				"";
 
 			// Support: Windows 8 Native Apps
 			// The type and name attributes are restricted during .innerHTML assignment
-			var input = document.createElement("input");
+			var input = document.createElement( "input" );
 			input.setAttribute( "type", "hidden" );
 			el.appendChild( input ).setAttribute( "name", "D" );
 
 			// Support: IE8
 			// Enforce case-sensitivity of name attribute
-			if ( el.querySelectorAll("[name=d]").length ) {
+			if ( el.querySelectorAll( "[name=d]" ).length ) {
 				rbuggyQSA.push( "name" + whitespace + "*[*^$|!~]?=" );
 			}
 
 			// FF 3.5 - :enabled/:disabled and hidden elements (hidden elements are still enabled)
 			// IE8 throws error here and will not see later tests
-			if ( el.querySelectorAll(":enabled").length !== 2 ) {
+			if ( el.querySelectorAll( ":enabled" ).length !== 2 ) {
 				rbuggyQSA.push( ":enabled", ":disabled" );
 			}
 
 			// Support: IE9-11+
 			// IE's :disabled selector does not pick up the children of disabled fieldsets
 			docElem.appendChild( el ).disabled = true;
-			if ( el.querySelectorAll(":disabled").length !== 2 ) {
+			if ( el.querySelectorAll( ":disabled" ).length !== 2 ) {
 				rbuggyQSA.push( ":enabled", ":disabled" );
 			}
 
+			// Support: Opera 10 - 11 only
 			// Opera 10-11 does not throw on post-comma invalid pseudos
-			el.querySelectorAll("*,:x");
-			rbuggyQSA.push(",.*:");
-		});
+			el.querySelectorAll( "*,:x" );
+			rbuggyQSA.push( ",.*:" );
+		} );
 	}
 
-	if ( (support.matchesSelector = rnative.test( (matches = docElem.matches ||
+	if ( ( support.matchesSelector = rnative.test( ( matches = docElem.matches ||
 		docElem.webkitMatchesSelector ||
 		docElem.mozMatchesSelector ||
 		docElem.oMatchesSelector ||
-		docElem.msMatchesSelector) )) ) {
+		docElem.msMatchesSelector ) ) ) ) {
+
+		assert( function( el ) {
 
-		assert(function( el ) {
 			// Check to see if it's possible to do matchesSelector
 			// on a disconnected node (IE 9)
 			support.disconnectedMatch = matches.call( el, "*" );
@@ -1353,11 +1433,11 @@ setDocument = Sizzle.setDocument = function( node ) {
 			// Gecko does not error, returns false instead
 			matches.call( el, "[s!='']:x" );
 			rbuggyMatches.push( "!=", pseudos );
-		});
+		} );
 	}
 
-	rbuggyQSA = rbuggyQSA.length && new RegExp( rbuggyQSA.join("|") );
-	rbuggyMatches = rbuggyMatches.length && new RegExp( rbuggyMatches.join("|") );
+	rbuggyQSA = rbuggyQSA.length && new RegExp( rbuggyQSA.join( "|" ) );
+	rbuggyMatches = rbuggyMatches.length && new RegExp( rbuggyMatches.join( "|" ) );
 
 	/* Contains
 	---------------------------------------------------------------------- */
@@ -1374,11 +1454,11 @@ setDocument = Sizzle.setDocument = function( node ) {
 				adown.contains ?
 					adown.contains( bup ) :
 					a.compareDocumentPosition && a.compareDocumentPosition( bup ) & 16
-			));
+			) );
 		} :
 		function( a, b ) {
 			if ( b ) {
-				while ( (b = b.parentNode) ) {
+				while ( ( b = b.parentNode ) ) {
 					if ( b === a ) {
 						return true;
 					}
@@ -1407,7 +1487,11 @@ setDocument = Sizzle.setDocument = function( node ) {
 		}
 
 		// Calculate position if both inputs belong to the same document
-		compare = ( a.ownerDocument || a ) === ( b.ownerDocument || b ) ?
+		// Support: IE 11+, Edge 17 - 18+
+		// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+		// two documents; shallow comparisons work.
+		// eslint-disable-next-line eqeqeq
+		compare = ( a.ownerDocument || a ) == ( b.ownerDocument || b ) ?
 			a.compareDocumentPosition( b ) :
 
 			// Otherwise we know they are disconnected
@@ -1415,13 +1499,24 @@ setDocument = Sizzle.setDocument = function( node ) {
 
 		// Disconnected nodes
 		if ( compare & 1 ||
-			(!support.sortDetached && b.compareDocumentPosition( a ) === compare) ) {
+			( !support.sortDetached && b.compareDocumentPosition( a ) === compare ) ) {
 
 			// Choose the first element that is related to our preferred document
-			if ( a === document || a.ownerDocument === preferredDoc && contains(preferredDoc, a) ) {
+			// Support: IE 11+, Edge 17 - 18+
+			// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+			// two documents; shallow comparisons work.
+			// eslint-disable-next-line eqeqeq
+			if ( a == document || a.ownerDocument == preferredDoc &&
+				contains( preferredDoc, a ) ) {
 				return -1;
 			}
-			if ( b === document || b.ownerDocument === preferredDoc && contains(preferredDoc, b) ) {
+
+			// Support: IE 11+, Edge 17 - 18+
+			// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+			// two documents; shallow comparisons work.
+			// eslint-disable-next-line eqeqeq
+			if ( b == document || b.ownerDocument == preferredDoc &&
+				contains( preferredDoc, b ) ) {
 				return 1;
 			}
 
@@ -1434,6 +1529,7 @@ setDocument = Sizzle.setDocument = function( node ) {
 		return compare & 4 ? -1 : 1;
 	} :
 	function( a, b ) {
+
 		// Exit early if the nodes are identical
 		if ( a === b ) {
 			hasDuplicate = true;
@@ -1449,8 +1545,14 @@ setDocument = Sizzle.setDocument = function( node ) {
 
 		// Parentless nodes are either documents or disconnected
 		if ( !aup || !bup ) {
-			return a === document ? -1 :
-				b === document ? 1 :
+
+			// Support: IE 11+, Edge 17 - 18+
+			// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+			// two documents; shallow comparisons work.
+			/* eslint-disable eqeqeq */
+			return a == document ? -1 :
+				b == document ? 1 :
+				/* eslint-enable eqeqeq */
 				aup ? -1 :
 				bup ? 1 :
 				sortInput ?
@@ -1464,26 +1566,32 @@ setDocument = Sizzle.setDocument = function( node ) {
 
 		// Otherwise we need full lists of their ancestors for comparison
 		cur = a;
-		while ( (cur = cur.parentNode) ) {
+		while ( ( cur = cur.parentNode ) ) {
 			ap.unshift( cur );
 		}
 		cur = b;
-		while ( (cur = cur.parentNode) ) {
+		while ( ( cur = cur.parentNode ) ) {
 			bp.unshift( cur );
 		}
 
 		// Walk down the tree looking for a discrepancy
-		while ( ap[i] === bp[i] ) {
+		while ( ap[ i ] === bp[ i ] ) {
 			i++;
 		}
 
 		return i ?
+
 			// Do a sibling check if the nodes have a common ancestor
-			siblingCheck( ap[i], bp[i] ) :
+			siblingCheck( ap[ i ], bp[ i ] ) :
 
 			// Otherwise nodes in our document sort first
-			ap[i] === preferredDoc ? -1 :
-			bp[i] === preferredDoc ? 1 :
+			// Support: IE 11+, Edge 17 - 18+
+			// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+			// two documents; shallow comparisons work.
+			/* eslint-disable eqeqeq */
+			ap[ i ] == preferredDoc ? -1 :
+			bp[ i ] == preferredDoc ? 1 :
+			/* eslint-enable eqeqeq */
 			0;
 	};
 
@@ -1495,10 +1603,7 @@ Sizzle.matches = function( expr, elements ) {
 };
 
 Sizzle.matchesSelector = function( elem, expr ) {
-	// Set document vars if needed
-	if ( ( elem.ownerDocument || elem ) !== document ) {
-		setDocument( elem );
-	}
+	setDocument( elem );
 
 	if ( support.matchesSelector && documentIsHTML &&
 		!nonnativeSelectorCache[ expr + " " ] &&
@@ -1510,12 +1615,13 @@ Sizzle.matchesSelector = function( elem, expr ) {
 
 			// IE 9's matchesSelector returns false on disconnected nodes
 			if ( ret || support.disconnectedMatch ||
-					// As well, disconnected nodes are said to be in a document
-					// fragment in IE 9
-					elem.document && elem.document.nodeType !== 11 ) {
+
+				// As well, disconnected nodes are said to be in a document
+				// fragment in IE 9
+				elem.document && elem.document.nodeType !== 11 ) {
 				return ret;
 			}
-		} catch (e) {
+		} catch ( e ) {
 			nonnativeSelectorCache( expr, true );
 		}
 	}
@@ -1524,20 +1630,31 @@ Sizzle.matchesSelector = function( elem, expr ) {
 };
 
 Sizzle.contains = function( context, elem ) {
+
 	// Set document vars if needed
-	if ( ( context.ownerDocument || context ) !== document ) {
+	// Support: IE 11+, Edge 17 - 18+
+	// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+	// two documents; shallow comparisons work.
+	// eslint-disable-next-line eqeqeq
+	if ( ( context.ownerDocument || context ) != document ) {
 		setDocument( context );
 	}
 	return contains( context, elem );
 };
 
 Sizzle.attr = function( elem, name ) {
+
 	// Set document vars if needed
-	if ( ( elem.ownerDocument || elem ) !== document ) {
+	// Support: IE 11+, Edge 17 - 18+
+	// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+	// two documents; shallow comparisons work.
+	// eslint-disable-next-line eqeqeq
+	if ( ( elem.ownerDocument || elem ) != document ) {
 		setDocument( elem );
 	}
 
 	var fn = Expr.attrHandle[ name.toLowerCase() ],
+
 		// Don't get fooled by Object.prototype properties (jQuery #13807)
 		val = fn && hasOwn.call( Expr.attrHandle, name.toLowerCase() ) ?
 			fn( elem, name, !documentIsHTML ) :
@@ -1547,13 +1664,13 @@ Sizzle.attr = function( elem, name ) {
 		val :
 		support.attributes || !documentIsHTML ?
 			elem.getAttribute( name ) :
-			(val = elem.getAttributeNode(name)) && val.specified ?
+			( val = elem.getAttributeNode( name ) ) && val.specified ?
 				val.value :
 				null;
 };
 
 Sizzle.escape = function( sel ) {
-	return (sel + "").replace( rcssescape, fcssescape );
+	return ( sel + "" ).replace( rcssescape, fcssescape );
 };
 
 Sizzle.error = function( msg ) {
@@ -1576,7 +1693,7 @@ Sizzle.uniqueSort = function( results ) {
 	results.sort( sortOrder );
 
 	if ( hasDuplicate ) {
-		while ( (elem = results[i++]) ) {
+		while ( ( elem = results[ i++ ] ) ) {
 			if ( elem === results[ i ] ) {
 				j = duplicates.push( i );
 			}
@@ -1604,17 +1721,21 @@ getText = Sizzle.getText = function( elem ) {
 		nodeType = elem.nodeType;
 
 	if ( !nodeType ) {
+
 		// If no nodeType, this is expected to be an array
-		while ( (node = elem[i++]) ) {
+		while ( ( node = elem[ i++ ] ) ) {
+
 			// Do not traverse comment nodes
 			ret += getText( node );
 		}
 	} else if ( nodeType === 1 || nodeType === 9 || nodeType === 11 ) {
+
 		// Use textContent for elements
 		// innerText usage removed for consistency of new lines (jQuery #11153)
 		if ( typeof elem.textContent === "string" ) {
 			return elem.textContent;
 		} else {
+
 			// Traverse its children
 			for ( elem = elem.firstChild; elem; elem = elem.nextSibling ) {
 				ret += getText( elem );
@@ -1623,6 +1744,7 @@ getText = Sizzle.getText = function( elem ) {
 	} else if ( nodeType === 3 || nodeType === 4 ) {
 		return elem.nodeValue;
 	}
+
 	// Do not include comment or processing instruction nodes
 
 	return ret;
@@ -1650,19 +1772,21 @@ Expr = Sizzle.selectors = {
 
 	preFilter: {
 		"ATTR": function( match ) {
-			match[1] = match[1].replace( runescape, funescape );
+			match[ 1 ] = match[ 1 ].replace( runescape, funescape );
 
 			// Move the given value to match[3] whether quoted or unquoted
-			match[3] = ( match[3] || match[4] || match[5] || "" ).replace( runescape, funescape );
+			match[ 3 ] = ( match[ 3 ] || match[ 4 ] ||
+				match[ 5 ] || "" ).replace( runescape, funescape );
 
-			if ( match[2] === "~=" ) {
-				match[3] = " " + match[3] + " ";
+			if ( match[ 2 ] === "~=" ) {
+				match[ 3 ] = " " + match[ 3 ] + " ";
 			}
 
 			return match.slice( 0, 4 );
 		},
 
 		"CHILD": function( match ) {
+
 			/* matches from matchExpr["CHILD"]
 				1 type (only|nth|...)
 				2 what (child|of-type)
@@ -1673,22 +1797,25 @@ Expr = Sizzle.selectors = {
 				7 sign of y-component
 				8 y of y-component
 			*/
-			match[1] = match[1].toLowerCase();
+			match[ 1 ] = match[ 1 ].toLowerCase();
+
+			if ( match[ 1 ].slice( 0, 3 ) === "nth" ) {
 
-			if ( match[1].slice( 0, 3 ) === "nth" ) {
 				// nth-* requires argument
-				if ( !match[3] ) {
-					Sizzle.error( match[0] );
+				if ( !match[ 3 ] ) {
+					Sizzle.error( match[ 0 ] );
 				}
 
 				// numeric x and y parameters for Expr.filter.CHILD
 				// remember that false/true cast respectively to 0/1
-				match[4] = +( match[4] ? match[5] + (match[6] || 1) : 2 * ( match[3] === "even" || match[3] === "odd" ) );
-				match[5] = +( ( match[7] + match[8] ) || match[3] === "odd" );
+				match[ 4 ] = +( match[ 4 ] ?
+					match[ 5 ] + ( match[ 6 ] || 1 ) :
+					2 * ( match[ 3 ] === "even" || match[ 3 ] === "odd" ) );
+				match[ 5 ] = +( ( match[ 7 ] + match[ 8 ] ) || match[ 3 ] === "odd" );
 
-			// other types prohibit arguments
-			} else if ( match[3] ) {
-				Sizzle.error( match[0] );
+				// other types prohibit arguments
+			} else if ( match[ 3 ] ) {
+				Sizzle.error( match[ 0 ] );
 			}
 
 			return match;
@@ -1696,26 +1823,28 @@ Expr = Sizzle.selectors = {
 
 		"PSEUDO": function( match ) {
 			var excess,
-				unquoted = !match[6] && match[2];
+				unquoted = !match[ 6 ] && match[ 2 ];
 
-			if ( matchExpr["CHILD"].test( match[0] ) ) {
+			if ( matchExpr[ "CHILD" ].test( match[ 0 ] ) ) {
 				return null;
 			}
 
 			// Accept quoted arguments as-is
-			if ( match[3] ) {
-				match[2] = match[4] || match[5] || "";
+			if ( match[ 3 ] ) {
+				match[ 2 ] = match[ 4 ] || match[ 5 ] || "";
 
 			// Strip excess characters from unquoted arguments
 			} else if ( unquoted && rpseudo.test( unquoted ) &&
+
 				// Get excess from tokenize (recursively)
-				(excess = tokenize( unquoted, true )) &&
+				( excess = tokenize( unquoted, true ) ) &&
+
 				// advance to the next closing parenthesis
-				(excess = unquoted.indexOf( ")", unquoted.length - excess ) - unquoted.length) ) {
+				( excess = unquoted.indexOf( ")", unquoted.length - excess ) - unquoted.length ) ) {
 
 				// excess is a negative index
-				match[0] = match[0].slice( 0, excess );
-				match[2] = unquoted.slice( 0, excess );
+				match[ 0 ] = match[ 0 ].slice( 0, excess );
+				match[ 2 ] = unquoted.slice( 0, excess );
 			}
 
 			// Return only captures needed by the pseudo filter method (type and argument)
@@ -1728,7 +1857,9 @@ Expr = Sizzle.selectors = {
 		"TAG": function( nodeNameSelector ) {
 			var nodeName = nodeNameSelector.replace( runescape, funescape ).toLowerCase();
 			return nodeNameSelector === "*" ?
-				function() { return true; } :
+				function() {
+					return true;
+				} :
 				function( elem ) {
 					return elem.nodeName && elem.nodeName.toLowerCase() === nodeName;
 				};
@@ -1738,10 +1869,16 @@ Expr = Sizzle.selectors = {
 			var pattern = classCache[ className + " " ];
 
 			return pattern ||
-				(pattern = new RegExp( "(^|" + whitespace + ")" + className + "(" + whitespace + "|$)" )) &&
-				classCache( className, function( elem ) {
-					return pattern.test( typeof elem.className === "string" && elem.className || typeof elem.getAttribute !== "undefined" && elem.getAttribute("class") || "" );
-				});
+				( pattern = new RegExp( "(^|" + whitespace +
+					")" + className + "(" + whitespace + "|$)" ) ) && classCache(
+						className, function( elem ) {
+							return pattern.test(
+								typeof elem.className === "string" && elem.className ||
+								typeof elem.getAttribute !== "undefined" &&
+									elem.getAttribute( "class" ) ||
+								""
+							);
+				} );
 		},
 
 		"ATTR": function( name, operator, check ) {
@@ -1757,6 +1894,8 @@ Expr = Sizzle.selectors = {
 
 				result += "";
 
+				/* eslint-disable max-len */
+
 				return operator === "=" ? result === check :
 					operator === "!=" ? result !== check :
 					operator === "^=" ? check && result.indexOf( check ) === 0 :
@@ -1765,10 +1904,12 @@ Expr = Sizzle.selectors = {
 					operator === "~=" ? ( " " + result.replace( rwhitespace, " " ) + " " ).indexOf( check ) > -1 :
 					operator === "|=" ? result === check || result.slice( 0, check.length + 1 ) === check + "-" :
 					false;
+				/* eslint-enable max-len */
+
 			};
 		},
 
-		"CHILD": function( type, what, argument, first, last ) {
+		"CHILD": function( type, what, _argument, first, last ) {
 			var simple = type.slice( 0, 3 ) !== "nth",
 				forward = type.slice( -4 ) !== "last",
 				ofType = what === "of-type";
@@ -1780,7 +1921,7 @@ Expr = Sizzle.selectors = {
 					return !!elem.parentNode;
 				} :
 
-				function( elem, context, xml ) {
+				function( elem, _context, xml ) {
 					var cache, uniqueCache, outerCache, node, nodeIndex, start,
 						dir = simple !== forward ? "nextSibling" : "previousSibling",
 						parent = elem.parentNode,
@@ -1794,7 +1935,7 @@ Expr = Sizzle.selectors = {
 						if ( simple ) {
 							while ( dir ) {
 								node = elem;
-								while ( (node = node[ dir ]) ) {
+								while ( ( node = node[ dir ] ) ) {
 									if ( ofType ?
 										node.nodeName.toLowerCase() === name :
 										node.nodeType === 1 ) {
@@ -1802,6 +1943,7 @@ Expr = Sizzle.selectors = {
 										return false;
 									}
 								}
+
 								// Reverse direction for :only-* (if we haven't yet done so)
 								start = dir = type === "only" && !start && "nextSibling";
 							}
@@ -1817,22 +1959,22 @@ Expr = Sizzle.selectors = {
 
 							// ...in a gzip-friendly way
 							node = parent;
-							outerCache = node[ expando ] || (node[ expando ] = {});
+							outerCache = node[ expando ] || ( node[ expando ] = {} );
 
 							// Support: IE <9 only
 							// Defend against cloned attroperties (jQuery gh-1709)
 							uniqueCache = outerCache[ node.uniqueID ] ||
-								(outerCache[ node.uniqueID ] = {});
+								( outerCache[ node.uniqueID ] = {} );
 
 							cache = uniqueCache[ type ] || [];
 							nodeIndex = cache[ 0 ] === dirruns && cache[ 1 ];
 							diff = nodeIndex && cache[ 2 ];
 							node = nodeIndex && parent.childNodes[ nodeIndex ];
 
-							while ( (node = ++nodeIndex && node && node[ dir ] ||
+							while ( ( node = ++nodeIndex && node && node[ dir ] ||
 
 								// Fallback to seeking `elem` from the start
-								(diff = nodeIndex = 0) || start.pop()) ) {
+								( diff = nodeIndex = 0 ) || start.pop() ) ) {
 
 								// When found, cache indexes on `parent` and break
 								if ( node.nodeType === 1 && ++diff && node === elem ) {
@@ -1842,16 +1984,18 @@ Expr = Sizzle.selectors = {
 							}
 
 						} else {
+
 							// Use previously-cached element index if available
 							if ( useCache ) {
+
 								// ...in a gzip-friendly way
 								node = elem;
-								outerCache = node[ expando ] || (node[ expando ] = {});
+								outerCache = node[ expando ] || ( node[ expando ] = {} );
 
 								// Support: IE <9 only
 								// Defend against cloned attroperties (jQuery gh-1709)
 								uniqueCache = outerCache[ node.uniqueID ] ||
-									(outerCache[ node.uniqueID ] = {});
+									( outerCache[ node.uniqueID ] = {} );
 
 								cache = uniqueCache[ type ] || [];
 								nodeIndex = cache[ 0 ] === dirruns && cache[ 1 ];
@@ -1861,9 +2005,10 @@ Expr = Sizzle.selectors = {
 							// xml :nth-child(...)
 							// or :nth-last-child(...) or :nth(-last)?-of-type(...)
 							if ( diff === false ) {
+
 								// Use the same loop as above to seek `elem` from the start
-								while ( (node = ++nodeIndex && node && node[ dir ] ||
-									(diff = nodeIndex = 0) || start.pop()) ) {
+								while ( ( node = ++nodeIndex && node && node[ dir ] ||
+									( diff = nodeIndex = 0 ) || start.pop() ) ) {
 
 									if ( ( ofType ?
 										node.nodeName.toLowerCase() === name :
@@ -1872,12 +2017,13 @@ Expr = Sizzle.selectors = {
 
 										// Cache the index of each encountered element
 										if ( useCache ) {
-											outerCache = node[ expando ] || (node[ expando ] = {});
+											outerCache = node[ expando ] ||
+												( node[ expando ] = {} );
 
 											// Support: IE <9 only
 											// Defend against cloned attroperties (jQuery gh-1709)
 											uniqueCache = outerCache[ node.uniqueID ] ||
-												(outerCache[ node.uniqueID ] = {});
+												( outerCache[ node.uniqueID ] = {} );
 
 											uniqueCache[ type ] = [ dirruns, diff ];
 										}
@@ -1898,6 +2044,7 @@ Expr = Sizzle.selectors = {
 		},
 
 		"PSEUDO": function( pseudo, argument ) {
+
 			// pseudo-class names are case-insensitive
 			// http://www.w3.org/TR/selectors/#pseudo-classes
 			// Prioritize by case sensitivity in case custom pseudos are added with uppercase letters
@@ -1917,15 +2064,15 @@ Expr = Sizzle.selectors = {
 			if ( fn.length > 1 ) {
 				args = [ pseudo, pseudo, "", argument ];
 				return Expr.setFilters.hasOwnProperty( pseudo.toLowerCase() ) ?
-					markFunction(function( seed, matches ) {
+					markFunction( function( seed, matches ) {
 						var idx,
 							matched = fn( seed, argument ),
 							i = matched.length;
 						while ( i-- ) {
-							idx = indexOf( seed, matched[i] );
-							seed[ idx ] = !( matches[ idx ] = matched[i] );
+							idx = indexOf( seed, matched[ i ] );
+							seed[ idx ] = !( matches[ idx ] = matched[ i ] );
 						}
-					}) :
+					} ) :
 					function( elem ) {
 						return fn( elem, 0, args );
 					};
@@ -1936,8 +2083,10 @@ Expr = Sizzle.selectors = {
 	},
 
 	pseudos: {
+
 		// Potentially complex pseudos
-		"not": markFunction(function( selector ) {
+		"not": markFunction( function( selector ) {
+
 			// Trim the selector passed to compile
 			// to avoid treating leading and trailing
 			// spaces as combinators
@@ -1946,39 +2095,40 @@ Expr = Sizzle.selectors = {
 				matcher = compile( selector.replace( rtrim, "$1" ) );
 
 			return matcher[ expando ] ?
-				markFunction(function( seed, matches, context, xml ) {
+				markFunction( function( seed, matches, _context, xml ) {
 					var elem,
 						unmatched = matcher( seed, null, xml, [] ),
 						i = seed.length;
 
 					// Match elements unmatched by `matcher`
 					while ( i-- ) {
-						if ( (elem = unmatched[i]) ) {
-							seed[i] = !(matches[i] = elem);
+						if ( ( elem = unmatched[ i ] ) ) {
+							seed[ i ] = !( matches[ i ] = elem );
 						}
 					}
-				}) :
-				function( elem, context, xml ) {
-					input[0] = elem;
+				} ) :
+				function( elem, _context, xml ) {
+					input[ 0 ] = elem;
 					matcher( input, null, xml, results );
+
 					// Don't keep the element (issue #299)
-					input[0] = null;
+					input[ 0 ] = null;
 					return !results.pop();
 				};
-		}),
+		} ),
 
-		"has": markFunction(function( selector ) {
+		"has": markFunction( function( selector ) {
 			return function( elem ) {
 				return Sizzle( selector, elem ).length > 0;
 			};
-		}),
+		} ),
 
-		"contains": markFunction(function( text ) {
+		"contains": markFunction( function( text ) {
 			text = text.replace( runescape, funescape );
 			return function( elem ) {
 				return ( elem.textContent || getText( elem ) ).indexOf( text ) > -1;
 			};
-		}),
+		} ),
 
 		// "Whether an element is represented by a :lang() selector
 		// is based solely on the element's language value
@@ -1988,25 +2138,26 @@ Expr = Sizzle.selectors = {
 		// The identifier C does not have to be a valid language name."
 		// http://www.w3.org/TR/selectors/#lang-pseudo
 		"lang": markFunction( function( lang ) {
+
 			// lang value must be a valid identifier
-			if ( !ridentifier.test(lang || "") ) {
+			if ( !ridentifier.test( lang || "" ) ) {
 				Sizzle.error( "unsupported lang: " + lang );
 			}
 			lang = lang.replace( runescape, funescape ).toLowerCase();
 			return function( elem ) {
 				var elemLang;
 				do {
-					if ( (elemLang = documentIsHTML ?
+					if ( ( elemLang = documentIsHTML ?
 						elem.lang :
-						elem.getAttribute("xml:lang") || elem.getAttribute("lang")) ) {
+						elem.getAttribute( "xml:lang" ) || elem.getAttribute( "lang" ) ) ) {
 
 						elemLang = elemLang.toLowerCase();
 						return elemLang === lang || elemLang.indexOf( lang + "-" ) === 0;
 					}
-				} while ( (elem = elem.parentNode) && elem.nodeType === 1 );
+				} while ( ( elem = elem.parentNode ) && elem.nodeType === 1 );
 				return false;
 			};
-		}),
+		} ),
 
 		// Miscellaneous
 		"target": function( elem ) {
@@ -2019,7 +2170,9 @@ Expr = Sizzle.selectors = {
 		},
 
 		"focus": function( elem ) {
-			return elem === document.activeElement && (!document.hasFocus || document.hasFocus()) && !!(elem.type || elem.href || ~elem.tabIndex);
+			return elem === document.activeElement &&
+				( !document.hasFocus || document.hasFocus() ) &&
+				!!( elem.type || elem.href || ~elem.tabIndex );
 		},
 
 		// Boolean properties
@@ -2027,16 +2180,20 @@ Expr = Sizzle.selectors = {
 		"disabled": createDisabledPseudo( true ),
 
 		"checked": function( elem ) {
+
 			// In CSS3, :checked should return both checked and selected elements
 			// http://www.w3.org/TR/2011/REC-css3-selectors-20110929/#checked
 			var nodeName = elem.nodeName.toLowerCase();
-			return (nodeName === "input" && !!elem.checked) || (nodeName === "option" && !!elem.selected);
+			return ( nodeName === "input" && !!elem.checked ) ||
+				( nodeName === "option" && !!elem.selected );
 		},
 
 		"selected": function( elem ) {
+
 			// Accessing this property makes selected-by-default
 			// options in Safari work properly
 			if ( elem.parentNode ) {
+				// eslint-disable-next-line no-unused-expressions
 				elem.parentNode.selectedIndex;
 			}
 
@@ -2045,6 +2202,7 @@ Expr = Sizzle.selectors = {
 
 		// Contents
 		"empty": function( elem ) {
+
 			// http://www.w3.org/TR/selectors/#empty-pseudo
 			// :empty is negated by element (1) or content nodes (text: 3; cdata: 4; entity ref: 5),
 			//   but not by others (comment: 8; processing instruction: 7; etc.)
@@ -2058,7 +2216,7 @@ Expr = Sizzle.selectors = {
 		},
 
 		"parent": function( elem ) {
-			return !Expr.pseudos["empty"]( elem );
+			return !Expr.pseudos[ "empty" ]( elem );
 		},
 
 		// Element/input types
@@ -2082,39 +2240,40 @@ Expr = Sizzle.selectors = {
 
 				// Support: IE<8
 				// New HTML5 attribute values (e.g., "search") appear with elem.type === "text"
-				( (attr = elem.getAttribute("type")) == null || attr.toLowerCase() === "text" );
+				( ( attr = elem.getAttribute( "type" ) ) == null ||
+					attr.toLowerCase() === "text" );
 		},
 
 		// Position-in-collection
-		"first": createPositionalPseudo(function() {
+		"first": createPositionalPseudo( function() {
 			return [ 0 ];
-		}),
+		} ),
 
-		"last": createPositionalPseudo(function( matchIndexes, length ) {
+		"last": createPositionalPseudo( function( _matchIndexes, length ) {
 			return [ length - 1 ];
-		}),
+		} ),
 
-		"eq": createPositionalPseudo(function( matchIndexes, length, argument ) {
+		"eq": createPositionalPseudo( function( _matchIndexes, length, argument ) {
 			return [ argument < 0 ? argument + length : argument ];
-		}),
+		} ),
 
-		"even": createPositionalPseudo(function( matchIndexes, length ) {
+		"even": createPositionalPseudo( function( matchIndexes, length ) {
 			var i = 0;
 			for ( ; i < length; i += 2 ) {
 				matchIndexes.push( i );
 			}
 			return matchIndexes;
-		}),
+		} ),
 
-		"odd": createPositionalPseudo(function( matchIndexes, length ) {
+		"odd": createPositionalPseudo( function( matchIndexes, length ) {
 			var i = 1;
 			for ( ; i < length; i += 2 ) {
 				matchIndexes.push( i );
 			}
 			return matchIndexes;
-		}),
+		} ),
 
-		"lt": createPositionalPseudo(function( matchIndexes, length, argument ) {
+		"lt": createPositionalPseudo( function( matchIndexes, length, argument ) {
 			var i = argument < 0 ?
 				argument + length :
 				argument > length ?
@@ -2124,19 +2283,19 @@ Expr = Sizzle.selectors = {
 				matchIndexes.push( i );
 			}
 			return matchIndexes;
-		}),
+		} ),
 
-		"gt": createPositionalPseudo(function( matchIndexes, length, argument ) {
+		"gt": createPositionalPseudo( function( matchIndexes, length, argument ) {
 			var i = argument < 0 ? argument + length : argument;
 			for ( ; ++i < length; ) {
 				matchIndexes.push( i );
 			}
 			return matchIndexes;
-		})
+		} )
 	}
 };
 
-Expr.pseudos["nth"] = Expr.pseudos["eq"];
+Expr.pseudos[ "nth" ] = Expr.pseudos[ "eq" ];
 
 // Add button/input type pseudos
 for ( i in { radio: true, checkbox: true, file: true, password: true, image: true } ) {
@@ -2167,37 +2326,39 @@ tokenize = Sizzle.tokenize = function( selector, parseOnly ) {
 	while ( soFar ) {
 
 		// Comma and first run
-		if ( !matched || (match = rcomma.exec( soFar )) ) {
+		if ( !matched || ( match = rcomma.exec( soFar ) ) ) {
 			if ( match ) {
+
 				// Don't consume trailing commas as valid
-				soFar = soFar.slice( match[0].length ) || soFar;
+				soFar = soFar.slice( match[ 0 ].length ) || soFar;
 			}
-			groups.push( (tokens = []) );
+			groups.push( ( tokens = [] ) );
 		}
 
 		matched = false;
 
 		// Combinators
-		if ( (match = rcombinators.exec( soFar )) ) {
+		if ( ( match = rcombinators.exec( soFar ) ) ) {
 			matched = match.shift();
-			tokens.push({
+			tokens.push( {
 				value: matched,
+
 				// Cast descendant combinators to space
-				type: match[0].replace( rtrim, " " )
-			});
+				type: match[ 0 ].replace( rtrim, " " )
+			} );
 			soFar = soFar.slice( matched.length );
 		}
 
 		// Filters
 		for ( type in Expr.filter ) {
-			if ( (match = matchExpr[ type ].exec( soFar )) && (!preFilters[ type ] ||
-				(match = preFilters[ type ]( match ))) ) {
+			if ( ( match = matchExpr[ type ].exec( soFar ) ) && ( !preFilters[ type ] ||
+				( match = preFilters[ type ]( match ) ) ) ) {
 				matched = match.shift();
-				tokens.push({
+				tokens.push( {
 					value: matched,
 					type: type,
 					matches: match
-				});
+				} );
 				soFar = soFar.slice( matched.length );
 			}
 		}
@@ -2214,6 +2375,7 @@ tokenize = Sizzle.tokenize = function( selector, parseOnly ) {
 		soFar.length :
 		soFar ?
 			Sizzle.error( selector ) :
+
 			// Cache the tokens
 			tokenCache( selector, groups ).slice( 0 );
 };
@@ -2223,7 +2385,7 @@ function toSelector( tokens ) {
 		len = tokens.length,
 		selector = "";
 	for ( ; i < len; i++ ) {
-		selector += tokens[i].value;
+		selector += tokens[ i ].value;
 	}
 	return selector;
 }
@@ -2236,9 +2398,10 @@ function addCombinator( matcher, combinator, base ) {
 		doneName = done++;
 
 	return combinator.first ?
+
 		// Check against closest ancestor/preceding element
 		function( elem, context, xml ) {
-			while ( (elem = elem[ dir ]) ) {
+			while ( ( elem = elem[ dir ] ) ) {
 				if ( elem.nodeType === 1 || checkNonElements ) {
 					return matcher( elem, context, xml );
 				}
@@ -2253,7 +2416,7 @@ function addCombinator( matcher, combinator, base ) {
 
 			// We can't set arbitrary data on XML nodes, so they don't benefit from combinator caching
 			if ( xml ) {
-				while ( (elem = elem[ dir ]) ) {
+				while ( ( elem = elem[ dir ] ) ) {
 					if ( elem.nodeType === 1 || checkNonElements ) {
 						if ( matcher( elem, context, xml ) ) {
 							return true;
@@ -2261,27 +2424,29 @@ function addCombinator( matcher, combinator, base ) {
 					}
 				}
 			} else {
-				while ( (elem = elem[ dir ]) ) {
+				while ( ( elem = elem[ dir ] ) ) {
 					if ( elem.nodeType === 1 || checkNonElements ) {
-						outerCache = elem[ expando ] || (elem[ expando ] = {});
+						outerCache = elem[ expando ] || ( elem[ expando ] = {} );
 
 						// Support: IE <9 only
 						// Defend against cloned attroperties (jQuery gh-1709)
-						uniqueCache = outerCache[ elem.uniqueID ] || (outerCache[ elem.uniqueID ] = {});
+						uniqueCache = outerCache[ elem.uniqueID ] ||
+							( outerCache[ elem.uniqueID ] = {} );
 
 						if ( skip && skip === elem.nodeName.toLowerCase() ) {
 							elem = elem[ dir ] || elem;
-						} else if ( (oldCache = uniqueCache[ key ]) &&
+						} else if ( ( oldCache = uniqueCache[ key ] ) &&
 							oldCache[ 0 ] === dirruns && oldCache[ 1 ] === doneName ) {
 
 							// Assign to newCache so results back-propagate to previous elements
-							return (newCache[ 2 ] = oldCache[ 2 ]);
+							return ( newCache[ 2 ] = oldCache[ 2 ] );
 						} else {
+
 							// Reuse newcache so results back-propagate to previous elements
 							uniqueCache[ key ] = newCache;
 
 							// A match means we're done; a fail means we have to keep checking
-							if ( (newCache[ 2 ] = matcher( elem, context, xml )) ) {
+							if ( ( newCache[ 2 ] = matcher( elem, context, xml ) ) ) {
 								return true;
 							}
 						}
@@ -2297,20 +2462,20 @@ function elementMatcher( matchers ) {
 		function( elem, context, xml ) {
 			var i = matchers.length;
 			while ( i-- ) {
-				if ( !matchers[i]( elem, context, xml ) ) {
+				if ( !matchers[ i ]( elem, context, xml ) ) {
 					return false;
 				}
 			}
 			return true;
 		} :
-		matchers[0];
+		matchers[ 0 ];
 }
 
 function multipleContexts( selector, contexts, results ) {
 	var i = 0,
 		len = contexts.length;
 	for ( ; i < len; i++ ) {
-		Sizzle( selector, contexts[i], results );
+		Sizzle( selector, contexts[ i ], results );
 	}
 	return results;
 }
@@ -2323,7 +2488,7 @@ function condense( unmatched, map, filter, context, xml ) {
 		mapped = map != null;
 
 	for ( ; i < len; i++ ) {
-		if ( (elem = unmatched[i]) ) {
+		if ( ( elem = unmatched[ i ] ) ) {
 			if ( !filter || filter( elem, context, xml ) ) {
 				newUnmatched.push( elem );
 				if ( mapped ) {
@@ -2343,14 +2508,18 @@ function setMatcher( preFilter, selector, matcher, postFilter, postFinder, postS
 	if ( postFinder && !postFinder[ expando ] ) {
 		postFinder = setMatcher( postFinder, postSelector );
 	}
-	return markFunction(function( seed, results, context, xml ) {
+	return markFunction( function( seed, results, context, xml ) {
 		var temp, i, elem,
 			preMap = [],
 			postMap = [],
 			preexisting = results.length,
 
 			// Get initial elements from seed or context
-			elems = seed || multipleContexts( selector || "*", context.nodeType ? [ context ] : context, [] ),
+			elems = seed || multipleContexts(
+				selector || "*",
+				context.nodeType ? [ context ] : context,
+				[]
+			),
 
 			// Prefilter to get matcher input, preserving a map for seed-results synchronization
 			matcherIn = preFilter && ( seed || !selector ) ?
@@ -2358,6 +2527,7 @@ function setMatcher( preFilter, selector, matcher, postFilter, postFinder, postS
 				elems,
 
 			matcherOut = matcher ?
+
 				// If we have a postFinder, or filtered seed, or non-seed postFilter or preexisting results,
 				postFinder || ( seed ? preFilter : preexisting || postFilter ) ?
 
@@ -2381,8 +2551,8 @@ function setMatcher( preFilter, selector, matcher, postFilter, postFinder, postS
 			// Un-match failing elements by moving them back to matcherIn
 			i = temp.length;
 			while ( i-- ) {
-				if ( (elem = temp[i]) ) {
-					matcherOut[ postMap[i] ] = !(matcherIn[ postMap[i] ] = elem);
+				if ( ( elem = temp[ i ] ) ) {
+					matcherOut[ postMap[ i ] ] = !( matcherIn[ postMap[ i ] ] = elem );
 				}
 			}
 		}
@@ -2390,25 +2560,27 @@ function setMatcher( preFilter, selector, matcher, postFilter, postFinder, postS
 		if ( seed ) {
 			if ( postFinder || preFilter ) {
 				if ( postFinder ) {
+
 					// Get the final matcherOut by condensing this intermediate into postFinder contexts
 					temp = [];
 					i = matcherOut.length;
 					while ( i-- ) {
-						if ( (elem = matcherOut[i]) ) {
+						if ( ( elem = matcherOut[ i ] ) ) {
+
 							// Restore matcherIn since elem is not yet a final match
-							temp.push( (matcherIn[i] = elem) );
+							temp.push( ( matcherIn[ i ] = elem ) );
 						}
 					}
-					postFinder( null, (matcherOut = []), temp, xml );
+					postFinder( null, ( matcherOut = [] ), temp, xml );
 				}
 
 				// Move matched elements from seed to results to keep them synchronized
 				i = matcherOut.length;
 				while ( i-- ) {
-					if ( (elem = matcherOut[i]) &&
-						(temp = postFinder ? indexOf( seed, elem ) : preMap[i]) > -1 ) {
+					if ( ( elem = matcherOut[ i ] ) &&
+						( temp = postFinder ? indexOf( seed, elem ) : preMap[ i ] ) > -1 ) {
 
-						seed[temp] = !(results[temp] = elem);
+						seed[ temp ] = !( results[ temp ] = elem );
 					}
 				}
 			}
@@ -2426,14 +2598,14 @@ function setMatcher( preFilter, selector, matcher, postFilter, postFinder, postS
 				push.apply( results, matcherOut );
 			}
 		}
-	});
+	} );
 }
 
 function matcherFromTokens( tokens ) {
 	var checkContext, matcher, j,
 		len = tokens.length,
-		leadingRelative = Expr.relative[ tokens[0].type ],
-		implicitRelative = leadingRelative || Expr.relative[" "],
+		leadingRelative = Expr.relative[ tokens[ 0 ].type ],
+		implicitRelative = leadingRelative || Expr.relative[ " " ],
 		i = leadingRelative ? 1 : 0,
 
 		// The foundational matcher ensures that elements are reachable from top-level context(s)
@@ -2445,38 +2617,43 @@ function matcherFromTokens( tokens ) {
 		}, implicitRelative, true ),
 		matchers = [ function( elem, context, xml ) {
 			var ret = ( !leadingRelative && ( xml || context !== outermostContext ) ) || (
-				(checkContext = context).nodeType ?
+				( checkContext = context ).nodeType ?
 					matchContext( elem, context, xml ) :
 					matchAnyContext( elem, context, xml ) );
+
 			// Avoid hanging onto element (issue #299)
 			checkContext = null;
 			return ret;
 		} ];
 
 	for ( ; i < len; i++ ) {
-		if ( (matcher = Expr.relative[ tokens[i].type ]) ) {
-			matchers = [ addCombinator(elementMatcher( matchers ), matcher) ];
+		if ( ( matcher = Expr.relative[ tokens[ i ].type ] ) ) {
+			matchers = [ addCombinator( elementMatcher( matchers ), matcher ) ];
 		} else {
-			matcher = Expr.filter[ tokens[i].type ].apply( null, tokens[i].matches );
+			matcher = Expr.filter[ tokens[ i ].type ].apply( null, tokens[ i ].matches );
 
 			// Return special upon seeing a positional matcher
 			if ( matcher[ expando ] ) {
+
 				// Find the next relative operator (if any) for proper handling
 				j = ++i;
 				for ( ; j < len; j++ ) {
-					if ( Expr.relative[ tokens[j].type ] ) {
+					if ( Expr.relative[ tokens[ j ].type ] ) {
 						break;
 					}
 				}
 				return setMatcher(
 					i > 1 && elementMatcher( matchers ),
 					i > 1 && toSelector(
-						// If the preceding token was a descendant combinator, insert an implicit any-element `*`
-						tokens.slice( 0, i - 1 ).concat({ value: tokens[ i - 2 ].type === " " ? "*" : "" })
+
+					// If the preceding token was a descendant combinator, insert an implicit any-element `*`
+					tokens
+						.slice( 0, i - 1 )
+						.concat( { value: tokens[ i - 2 ].type === " " ? "*" : "" } )
 					).replace( rtrim, "$1" ),
 					matcher,
 					i < j && matcherFromTokens( tokens.slice( i, j ) ),
-					j < len && matcherFromTokens( (tokens = tokens.slice( j )) ),
+					j < len && matcherFromTokens( ( tokens = tokens.slice( j ) ) ),
 					j < len && toSelector( tokens )
 				);
 			}
@@ -2497,28 +2674,40 @@ function matcherFromGroupMatchers( elementMatchers, setMatchers ) {
 				unmatched = seed && [],
 				setMatched = [],
 				contextBackup = outermostContext,
+
 				// We must always have either seed elements or outermost context
-				elems = seed || byElement && Expr.find["TAG"]( "*", outermost ),
+				elems = seed || byElement && Expr.find[ "TAG" ]( "*", outermost ),
+
 				// Use integer dirruns iff this is the outermost matcher
-				dirrunsUnique = (dirruns += contextBackup == null ? 1 : Math.random() || 0.1),
+				dirrunsUnique = ( dirruns += contextBackup == null ? 1 : Math.random() || 0.1 ),
 				len = elems.length;
 
 			if ( outermost ) {
-				outermostContext = context === document || context || outermost;
+
+				// Support: IE 11+, Edge 17 - 18+
+				// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+				// two documents; shallow comparisons work.
+				// eslint-disable-next-line eqeqeq
+				outermostContext = context == document || context || outermost;
 			}
 
 			// Add elements passing elementMatchers directly to results
 			// Support: IE<9, Safari
 			// Tolerate NodeList properties (IE: "length"; Safari: ) matching elements by id
-			for ( ; i !== len && (elem = elems[i]) != null; i++ ) {
+			for ( ; i !== len && ( elem = elems[ i ] ) != null; i++ ) {
 				if ( byElement && elem ) {
 					j = 0;
-					if ( !context && elem.ownerDocument !== document ) {
+
+					// Support: IE 11+, Edge 17 - 18+
+					// IE/Edge sometimes throw a "Permission denied" error when strict-comparing
+					// two documents; shallow comparisons work.
+					// eslint-disable-next-line eqeqeq
+					if ( !context && elem.ownerDocument != document ) {
 						setDocument( elem );
 						xml = !documentIsHTML;
 					}
-					while ( (matcher = elementMatchers[j++]) ) {
-						if ( matcher( elem, context || document, xml) ) {
+					while ( ( matcher = elementMatchers[ j++ ] ) ) {
+						if ( matcher( elem, context || document, xml ) ) {
 							results.push( elem );
 							break;
 						}
@@ -2530,8 +2719,9 @@ function matcherFromGroupMatchers( elementMatchers, setMatchers ) {
 
 				// Track unmatched elements for set filters
 				if ( bySet ) {
+
 					// They will have gone through all possible matchers
-					if ( (elem = !matcher && elem) ) {
+					if ( ( elem = !matcher && elem ) ) {
 						matchedCount--;
 					}
 
@@ -2555,16 +2745,17 @@ function matcherFromGroupMatchers( elementMatchers, setMatchers ) {
 			// numerically zero.
 			if ( bySet && i !== matchedCount ) {
 				j = 0;
-				while ( (matcher = setMatchers[j++]) ) {
+				while ( ( matcher = setMatchers[ j++ ] ) ) {
 					matcher( unmatched, setMatched, context, xml );
 				}
 
 				if ( seed ) {
+
 					// Reintegrate element matches to eliminate the need for sorting
 					if ( matchedCount > 0 ) {
 						while ( i-- ) {
-							if ( !(unmatched[i] || setMatched[i]) ) {
-								setMatched[i] = pop.call( results );
+							if ( !( unmatched[ i ] || setMatched[ i ] ) ) {
+								setMatched[ i ] = pop.call( results );
 							}
 						}
 					}
@@ -2605,13 +2796,14 @@ compile = Sizzle.compile = function( selector, match /* Internal Use Only */ ) {
 		cached = compilerCache[ selector + " " ];
 
 	if ( !cached ) {
+
 		// Generate a function of recursive functions that can be used to check each element
 		if ( !match ) {
 			match = tokenize( selector );
 		}
 		i = match.length;
 		while ( i-- ) {
-			cached = matcherFromTokens( match[i] );
+			cached = matcherFromTokens( match[ i ] );
 			if ( cached[ expando ] ) {
 				setMatchers.push( cached );
 			} else {
@@ -2620,7 +2812,10 @@ compile = Sizzle.compile = function( selector, match /* Internal Use Only */ ) {
 		}
 
 		// Cache the compiled function
-		cached = compilerCache( selector, matcherFromGroupMatchers( elementMatchers, setMatchers ) );
+		cached = compilerCache(
+			selector,
+			matcherFromGroupMatchers( elementMatchers, setMatchers )
+		);
 
 		// Save selector and tokenization
 		cached.selector = selector;
@@ -2640,7 +2835,7 @@ compile = Sizzle.compile = function( selector, match /* Internal Use Only */ ) {
 select = Sizzle.select = function( selector, context, results, seed ) {
 	var i, tokens, token, type, find,
 		compiled = typeof selector === "function" && selector,
-		match = !seed && tokenize( (selector = compiled.selector || selector) );
+		match = !seed && tokenize( ( selector = compiled.selector || selector ) );
 
 	results = results || [];
 
@@ -2649,11 +2844,12 @@ select = Sizzle.select = function( selector, context, results, seed ) {
 	if ( match.length === 1 ) {
 
 		// Reduce context if the leading compound selector is an ID
-		tokens = match[0] = match[0].slice( 0 );
-		if ( tokens.length > 2 && (token = tokens[0]).type === "ID" &&
-				context.nodeType === 9 && documentIsHTML && Expr.relative[ tokens[1].type ] ) {
+		tokens = match[ 0 ] = match[ 0 ].slice( 0 );
+		if ( tokens.length > 2 && ( token = tokens[ 0 ] ).type === "ID" &&
+			context.nodeType === 9 && documentIsHTML && Expr.relative[ tokens[ 1 ].type ] ) {
 
-			context = ( Expr.find["ID"]( token.matches[0].replace(runescape, funescape), context ) || [] )[0];
+			context = ( Expr.find[ "ID" ]( token.matches[ 0 ]
+				.replace( runescape, funescape ), context ) || [] )[ 0 ];
 			if ( !context ) {
 				return results;
 
@@ -2666,20 +2862,22 @@ select = Sizzle.select = function( selector, context, results, seed ) {
 		}
 
 		// Fetch a seed set for right-to-left matching
-		i = matchExpr["needsContext"].test( selector ) ? 0 : tokens.length;
+		i = matchExpr[ "needsContext" ].test( selector ) ? 0 : tokens.length;
 		while ( i-- ) {
-			token = tokens[i];
+			token = tokens[ i ];
 
 			// Abort if we hit a combinator
-			if ( Expr.relative[ (type = token.type) ] ) {
+			if ( Expr.relative[ ( type = token.type ) ] ) {
 				break;
 			}
-			if ( (find = Expr.find[ type ]) ) {
+			if ( ( find = Expr.find[ type ] ) ) {
+
 				// Search, expanding context for leading sibling combinators
-				if ( (seed = find(
-					token.matches[0].replace( runescape, funescape ),
-					rsibling.test( tokens[0].type ) && testContext( context.parentNode ) || context
-				)) ) {
+				if ( ( seed = find(
+					token.matches[ 0 ].replace( runescape, funescape ),
+					rsibling.test( tokens[ 0 ].type ) && testContext( context.parentNode ) ||
+						context
+				) ) ) {
 
 					// If seed is empty or no tokens remain, we can return early
 					tokens.splice( i, 1 );
@@ -2710,7 +2908,7 @@ select = Sizzle.select = function( selector, context, results, seed ) {
 // One-time assignments
 
 // Sort stability
-support.sortStable = expando.split("").sort( sortOrder ).join("") === expando;
+support.sortStable = expando.split( "" ).sort( sortOrder ).join( "" ) === expando;
 
 // Support: Chrome 14-35+
 // Always assume duplicates if they aren't passed to the comparison function
@@ -2721,58 +2919,59 @@ setDocument();
 
 // Support: Webkit<537.32 - Safari 6.0.3/Chrome 25 (fixed in Chrome 27)
 // Detached nodes confoundingly follow *each other*
-support.sortDetached = assert(function( el ) {
+support.sortDetached = assert( function( el ) {
+
 	// Should return 1, but returns 4 (following)
-	return el.compareDocumentPosition( document.createElement("fieldset") ) & 1;
-});
+	return el.compareDocumentPosition( document.createElement( "fieldset" ) ) & 1;
+} );
 
 // Support: IE<8
 // Prevent attribute/property "interpolation"
 // https://msdn.microsoft.com/en-us/library/ms536429%28VS.85%29.aspx
-if ( !assert(function( el ) {
+if ( !assert( function( el ) {
 	el.innerHTML = "";
-	return el.firstChild.getAttribute("href") === "#" ;
-}) ) {
+	return el.firstChild.getAttribute( "href" ) === "#";
+} ) ) {
 	addHandle( "type|href|height|width", function( elem, name, isXML ) {
 		if ( !isXML ) {
 			return elem.getAttribute( name, name.toLowerCase() === "type" ? 1 : 2 );
 		}
-	});
+	} );
 }
 
 // Support: IE<9
 // Use defaultValue in place of getAttribute("value")
-if ( !support.attributes || !assert(function( el ) {
+if ( !support.attributes || !assert( function( el ) {
 	el.innerHTML = "";
 	el.firstChild.setAttribute( "value", "" );
 	return el.firstChild.getAttribute( "value" ) === "";
-}) ) {
-	addHandle( "value", function( elem, name, isXML ) {
+} ) ) {
+	addHandle( "value", function( elem, _name, isXML ) {
 		if ( !isXML && elem.nodeName.toLowerCase() === "input" ) {
 			return elem.defaultValue;
 		}
-	});
+	} );
 }
 
 // Support: IE<9
 // Use getAttributeNode to fetch booleans when getAttribute lies
-if ( !assert(function( el ) {
-	return el.getAttribute("disabled") == null;
-}) ) {
+if ( !assert( function( el ) {
+	return el.getAttribute( "disabled" ) == null;
+} ) ) {
 	addHandle( booleans, function( elem, name, isXML ) {
 		var val;
 		if ( !isXML ) {
 			return elem[ name ] === true ? name.toLowerCase() :
-					(val = elem.getAttributeNode( name )) && val.specified ?
+				( val = elem.getAttributeNode( name ) ) && val.specified ?
 					val.value :
-				null;
+					null;
 		}
-	});
+	} );
 }
 
 return Sizzle;
 
-})( window );
+} )( window );
 
 
 
@@ -3141,7 +3340,7 @@ jQuery.each( {
 	parents: function( elem ) {
 		return dir( elem, "parentNode" );
 	},
-	parentsUntil: function( elem, i, until ) {
+	parentsUntil: function( elem, _i, until ) {
 		return dir( elem, "parentNode", until );
 	},
 	next: function( elem ) {
@@ -3156,10 +3355,10 @@ jQuery.each( {
 	prevAll: function( elem ) {
 		return dir( elem, "previousSibling" );
 	},
-	nextUntil: function( elem, i, until ) {
+	nextUntil: function( elem, _i, until ) {
 		return dir( elem, "nextSibling", until );
 	},
-	prevUntil: function( elem, i, until ) {
+	prevUntil: function( elem, _i, until ) {
 		return dir( elem, "previousSibling", until );
 	},
 	siblings: function( elem ) {
@@ -3169,7 +3368,13 @@ jQuery.each( {
 		return siblings( elem.firstChild );
 	},
 	contents: function( elem ) {
-		if ( typeof elem.contentDocument !== "undefined" ) {
+		if ( elem.contentDocument != null &&
+
+			// Support: IE 11+
+			//  elements with no `data` attribute has an object
+			// `contentDocument` with a `null` prototype.
+			getProto( elem.contentDocument ) ) {
+
 			return elem.contentDocument;
 		}
 
@@ -3512,7 +3717,7 @@ jQuery.extend( {
 					var fns = arguments;
 
 					return jQuery.Deferred( function( newDefer ) {
-						jQuery.each( tuples, function( i, tuple ) {
+						jQuery.each( tuples, function( _i, tuple ) {
 
 							// Map tuples (progress, done, fail) to arguments (done, fail, progress)
 							var fn = isFunction( fns[ tuple[ 4 ] ] ) && fns[ tuple[ 4 ] ];
@@ -3965,7 +4170,7 @@ var access = function( elems, fn, key, value, chainable, emptyGet, raw ) {
 			// ...except when executing function values
 			} else {
 				bulk = fn;
-				fn = function( elem, key, value ) {
+				fn = function( elem, _key, value ) {
 					return bulk.call( jQuery( elem ), value );
 				};
 			}
@@ -4000,7 +4205,7 @@ var rmsPrefix = /^-ms-/,
 	rdashAlpha = /-([a-z])/g;
 
 // Used by camelCase as callback to replace()
-function fcamelCase( all, letter ) {
+function fcamelCase( _all, letter ) {
 	return letter.toUpperCase();
 }
 
@@ -4528,27 +4733,6 @@ var isHiddenWithinTree = function( elem, el ) {
 			jQuery.css( elem, "display" ) === "none";
 	};
 
-var swap = function( elem, options, callback, args ) {
-	var ret, name,
-		old = {};
-
-	// Remember the old values, and insert the new ones
-	for ( name in options ) {
-		old[ name ] = elem.style[ name ];
-		elem.style[ name ] = options[ name ];
-	}
-
-	ret = callback.apply( elem, args || [] );
-
-	// Revert the old values
-	for ( name in options ) {
-		elem.style[ name ] = old[ name ];
-	}
-
-	return ret;
-};
-
-
 
 
 function adjustCSS( elem, prop, valueParts, tween ) {
@@ -4719,11 +4903,40 @@ var rscriptType = ( /^$|^module$|\/(?:java|ecma)script/i );
 
 
 
-// We have to close these tags to support XHTML (#13200)
-var wrapMap = {
+( function() {
+	var fragment = document.createDocumentFragment(),
+		div = fragment.appendChild( document.createElement( "div" ) ),
+		input = document.createElement( "input" );
+
+	// Support: Android 4.0 - 4.3 only
+	// Check state lost if the name is set (#11217)
+	// Support: Windows Web Apps (WWA)
+	// `name` and `type` must use .setAttribute for WWA (#14901)
+	input.setAttribute( "type", "radio" );
+	input.setAttribute( "checked", "checked" );
+	input.setAttribute( "name", "t" );
+
+	div.appendChild( input );
+
+	// Support: Android <=4.1 only
+	// Older WebKit doesn't clone checked state correctly in fragments
+	support.checkClone = div.cloneNode( true ).cloneNode( true ).lastChild.checked;
+
+	// Support: IE <=11 only
+	// Make sure textarea (and checkbox) defaultValue is properly cloned
+	div.innerHTML = "";
+	support.noCloneChecked = !!div.cloneNode( true ).lastChild.defaultValue;
 
 	// Support: IE <=9 only
-	option: [ 1, "" ],
+	// IE <=9 replaces ";
+	support.option = !!div.lastChild;
+} )();
+
+
+// We have to close these tags to support XHTML (#13200)
+var wrapMap = {
 
 	// XHTML parsers do not magically insert elements in the
 	// same way that tag soup parsers do. So we cannot shorten
@@ -4736,12 +4949,14 @@ var wrapMap = {
 	_default: [ 0, "", "" ]
 };
 
-// Support: IE <=9 only
-wrapMap.optgroup = wrapMap.option;
-
 wrapMap.tbody = wrapMap.tfoot = wrapMap.colgroup = wrapMap.caption = wrapMap.thead;
 wrapMap.th = wrapMap.td;
 
+// Support: IE <=9 only
+if ( !support.option ) {
+	wrapMap.optgroup = wrapMap.option = [ 1, "" ];
+}
+
 
 function getAll( context, tag ) {
 
@@ -4874,32 +5089,6 @@ function buildFragment( elems, context, scripts, selection, ignored ) {
 }
 
 
-( function() {
-	var fragment = document.createDocumentFragment(),
-		div = fragment.appendChild( document.createElement( "div" ) ),
-		input = document.createElement( "input" );
-
-	// Support: Android 4.0 - 4.3 only
-	// Check state lost if the name is set (#11217)
-	// Support: Windows Web Apps (WWA)
-	// `name` and `type` must use .setAttribute for WWA (#14901)
-	input.setAttribute( "type", "radio" );
-	input.setAttribute( "checked", "checked" );
-	input.setAttribute( "name", "t" );
-
-	div.appendChild( input );
-
-	// Support: Android <=4.1 only
-	// Older WebKit doesn't clone checked state correctly in fragments
-	support.checkClone = div.cloneNode( true ).cloneNode( true ).lastChild.checked;
-
-	// Support: IE <=11 only
-	// Make sure textarea (and checkbox) defaultValue is properly cloned
-	div.innerHTML = "";
-	support.noCloneChecked = !!div.cloneNode( true ).lastChild.defaultValue;
-} )();
-
-
 var
 	rkeyEvent = /^key/,
 	rmouseEvent = /^(?:mouse|pointer|contextmenu|drag|drop)|click/,
@@ -5008,8 +5197,8 @@ jQuery.event = {
 			special, handlers, type, namespaces, origType,
 			elemData = dataPriv.get( elem );
 
-		// Don't attach events to noData or text/comment nodes (but allow plain objects)
-		if ( !elemData ) {
+		// Only attach events to objects that accept data
+		if ( !acceptData( elem ) ) {
 			return;
 		}
 
@@ -5033,7 +5222,7 @@ jQuery.event = {
 
 		// Init the element's event structure and main handler, if this is the first
 		if ( !( events = elemData.events ) ) {
-			events = elemData.events = {};
+			events = elemData.events = Object.create( null );
 		}
 		if ( !( eventHandle = elemData.handle ) ) {
 			eventHandle = elemData.handle = function( e ) {
@@ -5191,12 +5380,15 @@ jQuery.event = {
 
 	dispatch: function( nativeEvent ) {
 
-		// Make a writable jQuery.Event from the native event object
-		var event = jQuery.event.fix( nativeEvent );
-
 		var i, j, ret, matched, handleObj, handlerQueue,
 			args = new Array( arguments.length ),
-			handlers = ( dataPriv.get( this, "events" ) || {} )[ event.type ] || [],
+
+			// Make a writable jQuery.Event from the native event object
+			event = jQuery.event.fix( nativeEvent ),
+
+			handlers = (
+					dataPriv.get( this, "events" ) || Object.create( null )
+				)[ event.type ] || [],
 			special = jQuery.event.special[ event.type ] || {};
 
 		// Use the fix-ed jQuery.Event rather than the (read-only) native event
@@ -5771,13 +5963,6 @@ jQuery.fn.extend( {
 
 var
 
-	/* eslint-disable max-len */
-
-	// See https://github.com/eslint/eslint/issues/3229
-	rxhtmlTag = /<(?!area|br|col|embed|hr|img|input|link|meta|param)(([a-z][^\/\0>\x20\t\r\n\f]*)[^>]*)\/>/gi,
-
-	/* eslint-enable */
-
 	// Support: IE <=10 - 11, Edge 12 - 13 only
 	// In IE/Edge using regex groups here causes severe slowdowns.
 	// See https://connect.microsoft.com/IE/feedback/details/1736512/
@@ -5814,7 +5999,7 @@ function restoreScript( elem ) {
 }
 
 function cloneCopyEvent( src, dest ) {
-	var i, l, type, pdataOld, pdataCur, udataOld, udataCur, events;
+	var i, l, type, pdataOld, udataOld, udataCur, events;
 
 	if ( dest.nodeType !== 1 ) {
 		return;
@@ -5822,13 +6007,11 @@ function cloneCopyEvent( src, dest ) {
 
 	// 1. Copy private data: events, handlers, etc.
 	if ( dataPriv.hasData( src ) ) {
-		pdataOld = dataPriv.access( src );
-		pdataCur = dataPriv.set( dest, pdataOld );
+		pdataOld = dataPriv.get( src );
 		events = pdataOld.events;
 
 		if ( events ) {
-			delete pdataCur.handle;
-			pdataCur.events = {};
+			dataPriv.remove( dest, "handle events" );
 
 			for ( type in events ) {
 				for ( i = 0, l = events[ type ].length; i < l; i++ ) {
@@ -5864,7 +6047,7 @@ function fixInput( src, dest ) {
 function domManip( collection, args, callback, ignored ) {
 
 	// Flatten any nested arrays
-	args = concat.apply( [], args );
+	args = flat( args );
 
 	var fragment, first, scripts, hasScripts, node, doc,
 		i = 0,
@@ -5939,7 +6122,7 @@ function domManip( collection, args, callback, ignored ) {
 							if ( jQuery._evalUrl && !node.noModule ) {
 								jQuery._evalUrl( node.src, {
 									nonce: node.nonce || node.getAttribute( "nonce" )
-								} );
+								}, doc );
 							}
 						} else {
 							DOMEval( node.textContent.replace( rcleanScript, "" ), node, doc );
@@ -5976,7 +6159,7 @@ function remove( elem, selector, keepData ) {
 
 jQuery.extend( {
 	htmlPrefilter: function( html ) {
-		return html.replace( rxhtmlTag, "<$1>" );
+		return html;
 	},
 
 	clone: function( elem, dataAndEvents, deepDataAndEvents ) {
@@ -6238,6 +6421,27 @@ var getStyles = function( elem ) {
 		return view.getComputedStyle( elem );
 	};
 
+var swap = function( elem, options, callback ) {
+	var ret, name,
+		old = {};
+
+	// Remember the old values, and insert the new ones
+	for ( name in options ) {
+		old[ name ] = elem.style[ name ];
+		elem.style[ name ] = options[ name ];
+	}
+
+	ret = callback.call( elem );
+
+	// Revert the old values
+	for ( name in options ) {
+		elem.style[ name ] = old[ name ];
+	}
+
+	return ret;
+};
+
+
 var rboxStyle = new RegExp( cssExpand.join( "|" ), "i" );
 
 
@@ -6295,7 +6499,7 @@ var rboxStyle = new RegExp( cssExpand.join( "|" ), "i" );
 	}
 
 	var pixelPositionVal, boxSizingReliableVal, scrollboxSizeVal, pixelBoxStylesVal,
-		reliableMarginLeftVal,
+		reliableTrDimensionsVal, reliableMarginLeftVal,
 		container = document.createElement( "div" ),
 		div = document.createElement( "div" );
 
@@ -6330,6 +6534,35 @@ var rboxStyle = new RegExp( cssExpand.join( "|" ), "i" );
 		scrollboxSize: function() {
 			computeStyleTests();
 			return scrollboxSizeVal;
+		},
+
+		// Support: IE 9 - 11+, Edge 15 - 18+
+		// IE/Edge misreport `getComputedStyle` of table rows with width/height
+		// set in CSS while `offset*` properties report correct values.
+		// Behavior in IE 9 is more subtle than in newer versions & it passes
+		// some versions of this test; make sure not to make it pass there!
+		reliableTrDimensions: function() {
+			var table, tr, trChild, trStyle;
+			if ( reliableTrDimensionsVal == null ) {
+				table = document.createElement( "table" );
+				tr = document.createElement( "tr" );
+				trChild = document.createElement( "div" );
+
+				table.style.cssText = "position:absolute;left:-11111px";
+				tr.style.height = "1px";
+				trChild.style.height = "9px";
+
+				documentElement
+					.appendChild( table )
+					.appendChild( tr )
+					.appendChild( trChild );
+
+				trStyle = window.getComputedStyle( tr );
+				reliableTrDimensionsVal = parseInt( trStyle.height ) > 3;
+
+				documentElement.removeChild( table );
+			}
+			return reliableTrDimensionsVal;
 		}
 	} );
 } )();
@@ -6454,7 +6687,7 @@ var
 		fontWeight: "400"
 	};
 
-function setPositiveNumber( elem, value, subtract ) {
+function setPositiveNumber( _elem, value, subtract ) {
 
 	// Any relative (+/-) values have already been
 	// normalized at this point
@@ -6559,17 +6792,26 @@ function getWidthOrHeight( elem, dimension, extra ) {
 	}
 
 
-	// Fall back to offsetWidth/offsetHeight when value is "auto"
-	// This happens for inline elements with no explicit setting (gh-3571)
-	// Support: Android <=4.1 - 4.3 only
-	// Also use offsetWidth/offsetHeight for misreported inline dimensions (gh-3602)
-	// Support: IE 9-11 only
-	// Also use offsetWidth/offsetHeight for when box sizing is unreliable
-	// We use getClientRects() to check for hidden/disconnected.
-	// In those cases, the computed value can be trusted to be border-box
+	// Support: IE 9 - 11 only
+	// Use offsetWidth/offsetHeight for when box sizing is unreliable.
+	// In those cases, the computed value can be trusted to be border-box.
 	if ( ( !support.boxSizingReliable() && isBorderBox ||
+
+		// Support: IE 10 - 11+, Edge 15 - 18+
+		// IE/Edge misreport `getComputedStyle` of table rows with width/height
+		// set in CSS while `offset*` properties report correct values.
+		// Interestingly, in some cases IE 9 doesn't suffer from this issue.
+		!support.reliableTrDimensions() && nodeName( elem, "tr" ) ||
+
+		// Fall back to offsetWidth/offsetHeight when value is "auto"
+		// This happens for inline elements with no explicit setting (gh-3571)
 		val === "auto" ||
+
+		// Support: Android <=4.1 - 4.3 only
+		// Also use offsetWidth/offsetHeight for misreported inline dimensions (gh-3602)
 		!parseFloat( val ) && jQuery.css( elem, "display", false, styles ) === "inline" ) &&
+
+		// Make sure the element is visible & connected
 		elem.getClientRects().length ) {
 
 		isBorderBox = jQuery.css( elem, "boxSizing", false, styles ) === "border-box";
@@ -6764,7 +7006,7 @@ jQuery.extend( {
 	}
 } );
 
-jQuery.each( [ "height", "width" ], function( i, dimension ) {
+jQuery.each( [ "height", "width" ], function( _i, dimension ) {
 	jQuery.cssHooks[ dimension ] = {
 		get: function( elem, computed, extra ) {
 			if ( computed ) {
@@ -7537,7 +7779,7 @@ jQuery.fn.extend( {
 			clearQueue = type;
 			type = undefined;
 		}
-		if ( clearQueue && type !== false ) {
+		if ( clearQueue ) {
 			this.queue( type || "fx", [] );
 		}
 
@@ -7620,7 +7862,7 @@ jQuery.fn.extend( {
 	}
 } );
 
-jQuery.each( [ "toggle", "show", "hide" ], function( i, name ) {
+jQuery.each( [ "toggle", "show", "hide" ], function( _i, name ) {
 	var cssFn = jQuery.fn[ name ];
 	jQuery.fn[ name ] = function( speed, easing, callback ) {
 		return speed == null || typeof speed === "boolean" ?
@@ -7841,7 +8083,7 @@ boolHook = {
 	}
 };
 
-jQuery.each( jQuery.expr.match.bool.source.match( /\w+/g ), function( i, name ) {
+jQuery.each( jQuery.expr.match.bool.source.match( /\w+/g ), function( _i, name ) {
 	var getter = attrHandle[ name ] || jQuery.find.attr;
 
 	attrHandle[ name ] = function( elem, name, isXML ) {
@@ -8465,7 +8707,9 @@ jQuery.extend( jQuery.event, {
 				special.bindType || type;
 
 			// jQuery handler
-			handle = ( dataPriv.get( cur, "events" ) || {} )[ event.type ] &&
+			handle = (
+					dataPriv.get( cur, "events" ) || Object.create( null )
+				)[ event.type ] &&
 				dataPriv.get( cur, "handle" );
 			if ( handle ) {
 				handle.apply( cur, data );
@@ -8576,7 +8820,10 @@ if ( !support.focusin ) {
 
 		jQuery.event.special[ fix ] = {
 			setup: function() {
-				var doc = this.ownerDocument || this,
+
+				// Handle: regular nodes (via `this.ownerDocument`), window
+				// (via `this.document`) & document (via `this`).
+				var doc = this.ownerDocument || this.document || this,
 					attaches = dataPriv.access( doc, fix );
 
 				if ( !attaches ) {
@@ -8585,7 +8832,7 @@ if ( !support.focusin ) {
 				dataPriv.access( doc, fix, ( attaches || 0 ) + 1 );
 			},
 			teardown: function() {
-				var doc = this.ownerDocument || this,
+				var doc = this.ownerDocument || this.document || this,
 					attaches = dataPriv.access( doc, fix ) - 1;
 
 				if ( !attaches ) {
@@ -8601,7 +8848,7 @@ if ( !support.focusin ) {
 }
 var location = window.location;
 
-var nonce = Date.now();
+var nonce = { guid: Date.now() };
 
 var rquery = ( /\?/ );
 
@@ -8733,7 +8980,7 @@ jQuery.fn.extend( {
 				rsubmittable.test( this.nodeName ) && !rsubmitterTypes.test( type ) &&
 				( this.checked || !rcheckableType.test( type ) );
 		} )
-		.map( function( i, elem ) {
+		.map( function( _i, elem ) {
 			var val = jQuery( this ).val();
 
 			if ( val == null ) {
@@ -9346,7 +9593,8 @@ jQuery.extend( {
 			// Add or update anti-cache param if needed
 			if ( s.cache === false ) {
 				cacheURL = cacheURL.replace( rantiCache, "$1" );
-				uncached = ( rquery.test( cacheURL ) ? "&" : "?" ) + "_=" + ( nonce++ ) + uncached;
+				uncached = ( rquery.test( cacheURL ) ? "&" : "?" ) + "_=" + ( nonce.guid++ ) +
+					uncached;
 			}
 
 			// Put hash and anti-cache on the URL that will be requested (gh-1732)
@@ -9479,6 +9727,11 @@ jQuery.extend( {
 				response = ajaxHandleResponses( s, jqXHR, responses );
 			}
 
+			// Use a noop converter for missing script
+			if ( !isSuccess && jQuery.inArray( "script", s.dataTypes ) > -1 ) {
+				s.converters[ "text script" ] = function() {};
+			}
+
 			// Convert no matter what (that way responseXXX fields are always set)
 			response = ajaxConvert( s, response, jqXHR, isSuccess );
 
@@ -9569,7 +9822,7 @@ jQuery.extend( {
 	}
 } );
 
-jQuery.each( [ "get", "post" ], function( i, method ) {
+jQuery.each( [ "get", "post" ], function( _i, method ) {
 	jQuery[ method ] = function( url, data, callback, type ) {
 
 		// Shift arguments if data argument was omitted
@@ -9590,8 +9843,17 @@ jQuery.each( [ "get", "post" ], function( i, method ) {
 	};
 } );
 
+jQuery.ajaxPrefilter( function( s ) {
+	var i;
+	for ( i in s.headers ) {
+		if ( i.toLowerCase() === "content-type" ) {
+			s.contentType = s.headers[ i ] || "";
+		}
+	}
+} );
+
 
-jQuery._evalUrl = function( url, options ) {
+jQuery._evalUrl = function( url, options, doc ) {
 	return jQuery.ajax( {
 		url: url,
 
@@ -9609,7 +9871,7 @@ jQuery._evalUrl = function( url, options ) {
 			"text script": function() {}
 		},
 		dataFilter: function( response ) {
-			jQuery.globalEval( response, options );
+			jQuery.globalEval( response, options, doc );
 		}
 	} );
 };
@@ -9931,7 +10193,7 @@ var oldCallbacks = [],
 jQuery.ajaxSetup( {
 	jsonp: "callback",
 	jsonpCallback: function() {
-		var callback = oldCallbacks.pop() || ( jQuery.expando + "_" + ( nonce++ ) );
+		var callback = oldCallbacks.pop() || ( jQuery.expando + "_" + ( nonce.guid++ ) );
 		this[ callback ] = true;
 		return callback;
 	}
@@ -10148,23 +10410,6 @@ jQuery.fn.load = function( url, params, callback ) {
 
 
 
-// Attach a bunch of functions for handling common AJAX events
-jQuery.each( [
-	"ajaxStart",
-	"ajaxStop",
-	"ajaxComplete",
-	"ajaxError",
-	"ajaxSuccess",
-	"ajaxSend"
-], function( i, type ) {
-	jQuery.fn[ type ] = function( fn ) {
-		return this.on( type, fn );
-	};
-} );
-
-
-
-
 jQuery.expr.pseudos.animated = function( elem ) {
 	return jQuery.grep( jQuery.timers, function( fn ) {
 		return elem === fn.elem;
@@ -10221,6 +10466,12 @@ jQuery.offset = {
 			options.using.call( elem, props );
 
 		} else {
+			if ( typeof props.top === "number" ) {
+				props.top += "px";
+			}
+			if ( typeof props.left === "number" ) {
+				props.left += "px";
+			}
 			curElem.css( props );
 		}
 	}
@@ -10371,7 +10622,7 @@ jQuery.each( { scrollLeft: "pageXOffset", scrollTop: "pageYOffset" }, function(
 // Blink bug: https://bugs.chromium.org/p/chromium/issues/detail?id=589347
 // getComputedStyle returns percent when specified for top/left/bottom/right;
 // rather than make the css module depend on the offset module, just check for it here
-jQuery.each( [ "top", "left" ], function( i, prop ) {
+jQuery.each( [ "top", "left" ], function( _i, prop ) {
 	jQuery.cssHooks[ prop ] = addGetHookIf( support.pixelPosition,
 		function( elem, computed ) {
 			if ( computed ) {
@@ -10434,25 +10685,19 @@ jQuery.each( { Height: "height", Width: "width" }, function( name, type ) {
 } );
 
 
-jQuery.each( ( "blur focus focusin focusout resize scroll click dblclick " +
-	"mousedown mouseup mousemove mouseover mouseout mouseenter mouseleave " +
-	"change select submit keydown keypress keyup contextmenu" ).split( " " ),
-	function( i, name ) {
-
-	// Handle event binding
-	jQuery.fn[ name ] = function( data, fn ) {
-		return arguments.length > 0 ?
-			this.on( name, null, data, fn ) :
-			this.trigger( name );
+jQuery.each( [
+	"ajaxStart",
+	"ajaxStop",
+	"ajaxComplete",
+	"ajaxError",
+	"ajaxSuccess",
+	"ajaxSend"
+], function( _i, type ) {
+	jQuery.fn[ type ] = function( fn ) {
+		return this.on( type, fn );
 	};
 } );
 
-jQuery.fn.extend( {
-	hover: function( fnOver, fnOut ) {
-		return this.mouseenter( fnOver ).mouseleave( fnOut || fnOver );
-	}
-} );
-
 
 
 
@@ -10474,9 +10719,33 @@ jQuery.fn.extend( {
 		return arguments.length === 1 ?
 			this.off( selector, "**" ) :
 			this.off( types, selector || "**", fn );
+	},
+
+	hover: function( fnOver, fnOut ) {
+		return this.mouseenter( fnOver ).mouseleave( fnOut || fnOver );
 	}
 } );
 
+jQuery.each( ( "blur focus focusin focusout resize scroll click dblclick " +
+	"mousedown mouseup mousemove mouseover mouseout mouseenter mouseleave " +
+	"change select submit keydown keypress keyup contextmenu" ).split( " " ),
+	function( _i, name ) {
+
+		// Handle event binding
+		jQuery.fn[ name ] = function( data, fn ) {
+			return arguments.length > 0 ?
+				this.on( name, null, data, fn ) :
+				this.trigger( name );
+		};
+	} );
+
+
+
+
+// Support: Android <=4.0 only
+// Make sure we trim BOM and NBSP
+var rtrim = /^[\s\uFEFF\xA0]+|[\s\uFEFF\xA0]+$/g;
+
 // Bind a function to a context, optionally partially applying any
 // arguments.
 // jQuery.proxy is deprecated to promote standards (specifically Function#bind)
@@ -10539,6 +10808,11 @@ jQuery.isNumeric = function( obj ) {
 		!isNaN( obj - parseFloat( obj ) );
 };
 
+jQuery.trim = function( text ) {
+	return text == null ?
+		"" :
+		( text + "" ).replace( rtrim, "" );
+};
 
 
 
@@ -10587,7 +10861,7 @@ jQuery.noConflict = function( deep ) {
 // Expose jQuery and $ identifiers, even in AMD
 // (#7102#comment:10, https://github.com/jquery/jquery/pull/557)
 // and CommonJS for browser emulators (#13566)
-if ( !noGlobal ) {
+if ( typeof noGlobal === "undefined" ) {
 	window.jQuery = window.$ = jQuery;
 }
 
diff --git a/static/rmarkdown-libs/jquery/jquery.min.js b/static/rmarkdown-libs/jquery/jquery.min.js
index a1c07fd80..b0614034a 100644
--- a/static/rmarkdown-libs/jquery/jquery.min.js
+++ b/static/rmarkdown-libs/jquery/jquery.min.js
@@ -1,2 +1,2 @@
-/*! jQuery v3.4.1 | (c) JS Foundation and other contributors | jquery.org/license */
-!function(e,t){"use strict";"object"==typeof module&&"object"==typeof module.exports?module.exports=e.document?t(e,!0):function(e){if(!e.document)throw new Error("jQuery requires a window with a document");return t(e)}:t(e)}("undefined"!=typeof window?window:this,function(C,e){"use strict";var t=[],E=C.document,r=Object.getPrototypeOf,s=t.slice,g=t.concat,u=t.push,i=t.indexOf,n={},o=n.toString,v=n.hasOwnProperty,a=v.toString,l=a.call(Object),y={},m=function(e){return"function"==typeof e&&"number"!=typeof e.nodeType},x=function(e){return null!=e&&e===e.window},c={type:!0,src:!0,nonce:!0,noModule:!0};function b(e,t,n){var r,i,o=(n=n||E).createElement("script");if(o.text=e,t)for(r in c)(i=t[r]||t.getAttribute&&t.getAttribute(r))&&o.setAttribute(r,i);n.head.appendChild(o).parentNode.removeChild(o)}function w(e){return null==e?e+"":"object"==typeof e||"function"==typeof e?n[o.call(e)]||"object":typeof e}var f="3.4.1",k=function(e,t){return new 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\ No newline at end of file
diff --git a/themes/delphi/layouts/shortcodes/apireflink.html b/themes/delphi/layouts/shortcodes/apireflink.html
index 8b530ba4c..8f4188841 100644
--- a/themes/delphi/layouts/shortcodes/apireflink.html
+++ b/themes/delphi/layouts/shortcodes/apireflink.html
@@ -1,4 +1 @@
-{{ .Get 1 }}
+{{ .Get 1 }}
\ No newline at end of file

From 70f6313713647d1e124647a4d2788cbd6fdb01b2 Mon Sep 17 00:00:00 2001
From: Samuel Gratzl 
Date: Sat, 23 Jan 2021 13:50:29 +0100
Subject: [PATCH 08/21] build: upload the blog files as artifacts

---
 .github/workflows/ci.yaml | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/.github/workflows/ci.yaml b/.github/workflows/ci.yaml
index 553f03bdf..885295665 100644
--- a/.github/workflows/ci.yaml
+++ b/.github/workflows/ci.yaml
@@ -55,6 +55,13 @@ jobs:
         run: |
           npm run build:blog
 
+      - uses: actions/upload-artifact@v2
+        with:
+          name: blog
+          path: |
+            ./content/blog
+            ./static/blog
+
       - uses: actions/setup-node@v1
         with:
           node-version: "12"

From 8546976929a4eb1bafe5e1fb21dfb04217ce1e0b Mon Sep 17 00:00:00 2001
From: Samuel Gratzl 
Date: Tue, 26 Jan 2021 09:54:02 +0100
Subject: [PATCH 09/21] refactor: move files and add white bg

---
 content/blog/2021-01-15-causal-effect-mobility.Rmd            | 4 ++--
 content/blog/2021-01-15-causal-effect-mobility.html           | 4 ++--
 .../causal-effect-mobility-bigstates.svg                      | 2 +-
 .../causal-simple-confounder.svg                              | 2 +-
 4 files changed, 6 insertions(+), 6 deletions(-)
 rename static/blog/{images => 2021-01-15-causal-effect-mobility_files}/causal-effect-mobility-bigstates.svg (99%)
 rename static/blog/{images => 2021-01-15-causal-effect-mobility_files}/causal-simple-confounder.svg (99%)

diff --git a/content/blog/2021-01-15-causal-effect-mobility.Rmd b/content/blog/2021-01-15-causal-effect-mobility.Rmd
index 38f71bb86..d960963d4 100644
--- a/content/blog/2021-01-15-causal-effect-mobility.Rmd
+++ b/content/blog/2021-01-15-causal-effect-mobility.Rmd
@@ -159,7 +159,7 @@ age, increasing $A$ would *decrease* $Y$. In this case, age is a
 confounder and the $g$-formula would correctly recover the negative
 relationship. For causal inference, this is the correct conclusion.
 
-![](/blog/images/causal-simple-confounder.svg)
+![](/blog/2021-01-15-causal-effect-mobility_files/causal-simple-confounder.svg)
 
 Things get trickier
 when there are time varying variables.
@@ -505,7 +505,7 @@ stay-at-home decreases deaths, as we would expect.
 that these results are preliminary.)
 
 
-![](/blog/images/causal-effect-mobility-bigstates.svg)
+![](/blog/2021-01-15-causal-effect-mobility_files/causal-effect-mobility-bigstates.svg)
 
 ## What's Next?
 
diff --git a/content/blog/2021-01-15-causal-effect-mobility.html b/content/blog/2021-01-15-causal-effect-mobility.html
index 561bdbd70..3ae20f4c8 100644
--- a/content/blog/2021-01-15-causal-effect-mobility.html
+++ b/content/blog/2021-01-15-causal-effect-mobility.html
@@ -150,7 +150,7 @@ 
        Causal Inference
        
 age, increasing \(A\) would decrease \(Y\). In this case, age is a
 confounder and the \(g\)-formula would correctly recover the negative
 relationship. For causal inference, this is the correct conclusion.
        
-
        
+
        
 
        Things get trickier
 when there are time varying variables.
 Consider weekly mobility and death data
@@ -463,7 +463,7 @@ 
        The Data and the Results
        
 stay-at-home decreases deaths, as we would expect.
 (We remind the reader
 that these results are preliminary.)
        
-
        
+
        
 
 
        
 
        What’s Next?
        
diff --git a/static/blog/images/causal-effect-mobility-bigstates.svg b/static/blog/2021-01-15-causal-effect-mobility_files/causal-effect-mobility-bigstates.svg
similarity index 99%
rename from static/blog/images/causal-effect-mobility-bigstates.svg
rename to static/blog/2021-01-15-causal-effect-mobility_files/causal-effect-mobility-bigstates.svg
index da8f42919..076486c93 100644
--- a/static/blog/images/causal-effect-mobility-bigstates.svg
+++ b/static/blog/2021-01-15-causal-effect-mobility_files/causal-effect-mobility-bigstates.svg
@@ -10,7 +10,7 @@
    xml:space="preserve"
    width="672"
    height="672"
-   viewBox="0 0 672 672">image/svg+xmlimage/svg+xml
Date: Tue, 26 Jan 2021 15:56:32 +0100
Subject: [PATCH 10/21] build: create an gitpod.io configuration

---
 .gitpod.yml              | 10 ++++++++++
 README.md                | 11 ++++++++---
 devops/gitpod.dockerfile | 27 +++++++++++++++++++++++++++
 package.json             |  2 +-
 4 files changed, 46 insertions(+), 4 deletions(-)
 create mode 100644 .gitpod.yml
 create mode 100644 devops/gitpod.dockerfile

diff --git a/.gitpod.yml b/.gitpod.yml
new file mode 100644
index 000000000..8add1bf12
--- /dev/null
+++ b/.gitpod.yml
@@ -0,0 +1,10 @@
+image:
+  file: ./devops/gitpod.dockerfile
+tasks:
+  - init: npm install && RScript -e "blogdown::install_hugo()"
+  - command: "echo 'run: \"npm start\" or \"npm run start:blog\"'"
+ports:
+  - port: 1313
+vscode:
+  extensions:
+    - ikuyadeu.r@1.6.3:SrD06skfmg05hLAerl2aKQ==
diff --git a/README.md b/README.md
index f6c41eb43..84fade82b 100644
--- a/README.md
+++ b/README.md
@@ -1,5 +1,8 @@
 # Delphi Website
 
+[![Open in Gitpod](https://gitpod.io/button/open-in-gitpod.svg)](https://gitpod.io/#https://github.com/cmu-delpih/www-main)
+
+
 Delphi's homepage at https://cmu-delphi-main.netlify.app/
 
 This site is based on [Hugo](https://gohugo.io) and uses [Prettier](https://prettier.io) for formatting.
@@ -38,9 +41,9 @@ In RMarkdown things are slightly more different since the R Markdown parser is u
 **Examples**
 
 ```
-[Facebook](`r blogdown::shortcode_html("ref", "2020-08-26-fb-survey")`)
-[previous exploratory investigations](`r blogdown::shortcode_html("ref", "2020-08-26-fb-survey#some-interesting-examples")`)
-[public API](`r blogdown::shortcode_html("apiref", "api/covidcast.html")`)
+`r blogdown::shortcode_html("reflink", "2020-08-26-fb-survey", "Facebook")`
+`r blogdown::shortcode_html("reflink", "2020-08-26-fb-survey#some-interesting-examples", "previous exploratory investigations")`
+`r blogdown::shortcode_html("apireflink", "api/covidcast.html", "public API")`
 
 ```
 
@@ -53,6 +56,8 @@ In addition, there in the `/data` directory there are the following listings in
 
 ## Development Environment
 
+One click: [![Open in Gitpod](https://gitpod.io/button/open-in-gitpod.svg)](https://gitpod.io/#https://github.com/cmu-delpih/www-main)
+
 ### Web Editor Only
 
 1. Install Node: https://nodejs.org/en/download/
diff --git a/devops/gitpod.dockerfile b/devops/gitpod.dockerfile
new file mode 100644
index 000000000..f66107836
--- /dev/null
+++ b/devops/gitpod.dockerfile
@@ -0,0 +1,27 @@
+# docker image for setting up an R environment
+FROM gitpod/workspace-full
+
+# install miniconda
+ENV PATH /opt/conda/bin:$PATH
+RUN wget --quiet https://repo.anaconda.com/miniconda/Miniconda2-4.7.12-Linux-x86_64.sh -O ~/miniconda.sh && \
+    sudo /bin/bash ~/miniconda.sh -b -p /opt/conda && \
+    rm ~/miniconda.sh && \
+    sudo ln -s /opt/conda/etc/profile.d/conda.sh /etc/profile.d/conda.sh && \
+    echo ". /opt/conda/etc/profile.d/conda.sh" >> ~/.bashrc && \
+    echo "conda activate base" >> ~/.bashrc && \
+    sudo /opt/conda/bin/conda install --name base --channel conda-forge mamba=* && \
+    sudo find /opt/conda/ -follow -type f -name '*.a' -delete && \
+    sudo find /opt/conda/ -follow -type f -name '*.js.map' -delete && \
+    sudo /opt/conda/bin/conda clean -afy && \
+    conda config --prepend envs_dirs $HOME/.conda/envs && \
+    conda config --prepend pkgs_dirs $HOME/.conda/pkgs
+
+ADD ./environment.yml .
+RUN mamba env create -f environment.yml
+
+ADD ./dependencies.R .
+
+RUN conda run -n www-main Rscript ./dependencies.R
+
+RUN echo "conda activate www-main" >> ~/.bashrc
+ENV PATH /home/gitpod/.conda/envs/www-main/bin:$PATH
\ No newline at end of file
diff --git a/package.json b/package.json
index 6fd0e5cd9..3664f86d1 100644
--- a/package.json
+++ b/package.json
@@ -24,7 +24,7 @@
     "build:blog": "Rscript -e \"blogdown::build_site(local=FALSE, run_hugo=FALSE, build_rmd='md5sum')\"",
     "build": "hugo --gc --minify",
     "start": "hugo server -D",
-    "start:blog": "Rscript -e \"blogdown::serve_site()\"",
+    "start:blog": "Rscript -e \"blogdown::serve_site(port=1313, browser=FALSE)\"",
     "format": "prettier *.* \"(.vscode|content|data|themes)/**\" --write",
     "lint": "prettier *.* \"(.vscode|content|data|themes)/**\" --check",
     "image": "docker build -t www-main:latest --file ./devops/Dockerfile ."

From be33e4fea17d7e431f33196a269ace4ff266896b Mon Sep 17 00:00:00 2001
From: Alex Reinhart 
Date: Wed, 27 Jan 2021 08:44:58 -0500
Subject: [PATCH 11/21] title case title

---
 content/blog/2021-01-22-holiday-surveys.Rmd | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/content/blog/2021-01-22-holiday-surveys.Rmd b/content/blog/2021-01-22-holiday-surveys.Rmd
index 942037c92..97e5beb8f 100644
--- a/content/blog/2021-01-22-holiday-surveys.Rmd
+++ b/content/blog/2021-01-22-holiday-surveys.Rmd
@@ -1,5 +1,5 @@
 ---
-title: "Home for the holidays? The impact of US holidays on social behaviors and preventative measures"
+title: "Home for the Holidays? The Impact of US Holidays on Social Behaviors and Preventative Measures"
 author: "Leanna Morinishi, Kris Barkume, Esther Kim, and Alex Reinhart"
 date: 2021-01-22
 tags:

From 5fcf3306cb5f7a527154a6ee09b8242032650aec Mon Sep 17 00:00:00 2001
From: Alex Reinhart 
Date: Thu, 28 Jan 2021 16:49:43 -0500
Subject: [PATCH 12/21] Change survey media contact

---
 content/covidcast/surveys.md | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/content/covidcast/surveys.md b/content/covidcast/surveys.md
index 63cd975d1..fcf64e2f6 100644
--- a/content/covidcast/surveys.md
+++ b/content/covidcast/surveys.md
@@ -69,9 +69,9 @@ Getting access to survey data for research: [complete this form](https://datafor
 
 ### Media inquiries:
 
-[Byron Spice](mailto:bspice@cs.cmu.edu)  
-Director, Media Relations  
-School of Computer Science  
+[Stacy Kish](mailto:skish@andrew.cmu.edu)  
+Associate Director, Research Communications  
+Dietrich College  
 Carnegie Mellon University
 
 ### All other questions:

From 4d703259cfb3c426f4b1504b24b74b0987ee2342 Mon Sep 17 00:00:00 2001
From: Helen 
Date: Thu, 28 Jan 2021 20:47:35 -0500
Subject: [PATCH 13/21] correction to table heading

---
 content/blog/2021-01-21-unpack-cfr.Rmd  | 2 +-
 content/blog/2021-01-21-unpack-cfr.html | 8 ++++----
 2 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/content/blog/2021-01-21-unpack-cfr.Rmd b/content/blog/2021-01-21-unpack-cfr.Rmd
index fe659e129..57d8b6591 100644
--- a/content/blog/2021-01-21-unpack-cfr.Rmd
+++ b/content/blog/2021-01-21-unpack-cfr.Rmd
@@ -344,7 +344,7 @@ td {font-size: 13px}
 
        
 |||Florida|||National||
 |:-:|:-:|:-:|:-:|:-:|:-:|:-:|
-| **Age group** |    **2020-04-01**     |     **2020-11-01**      |    **04-01 to 11-01**    |      **2020-04-01**      |      **2020-11-01**      |    **04-01 to 11-01**    |
+| **Age group** |    **2020-04-01**     |     **2020-12-01**      |    **04-01 to 12-01**    |      **2020-04-01**      |      **2020-12-01**      |    **04-01 to 12-01**    |
 | aggregate        | 0.23 (0.2, 0.27)  | 0.16 (0.12, 0.19) | -0.33 (-0.52, -0.094)  | 0.34 (0.32, 0.35)    | 0.13 (0.11, 0.15)      | -0.61 (-0.67, -0.56) |
 | 20-29            | \-                 | \-                 | \-                     | 0.025 (0.019, 0.03)  | 0.0066 (0.0014, 0.012) | -0.73 (-0.95, -0.43) |
 | 30-39            | \-                 | \-                 | \-                     | 0.049 (0.045, 0.054) | 0.019 (0.014, 0.025)   | -0.61 (-0.72, -0.48) |
diff --git a/content/blog/2021-01-21-unpack-cfr.html b/content/blog/2021-01-21-unpack-cfr.html
index 9dc66b905..5cab7fd20 100644
--- a/content/blog/2021-01-21-unpack-cfr.html
+++ b/content/blog/2021-01-21-unpack-cfr.html
@@ -471,11 +471,11 @@ 
        Age-Stratified HFR
        
 
 Age group
 2020-04-01
-2020-11-01
-04-01 to 11-01
+2020-12-01
+04-01 to 12-01
 2020-04-01
-2020-11-01
-04-01 to 11-01
+2020-12-01
+04-01 to 12-01
 
 
 aggregate

From a1a6af2a8b1bb40281cfd1ddd97608b66d4559f4 Mon Sep 17 00:00:00 2001
From: Alex Reinhart 
Date: Fri, 29 Jan 2021 13:44:26 -0500
Subject: [PATCH 14/21] Fix US region plot rendering

---
 content/blog/2021-01-22-holiday-surveys.Rmd   |   16 +-
 content/blog/2021-01-22-holiday-surveys.html  |   22 +-
 .../figure-html/traveled-recently-1.svg       | 1466 ++++++++---------
 3 files changed, 740 insertions(+), 764 deletions(-)

diff --git a/content/blog/2021-01-22-holiday-surveys.Rmd b/content/blog/2021-01-22-holiday-surveys.Rmd
index 7554a6878..b47346e7e 100644
--- a/content/blog/2021-01-22-holiday-surveys.Rmd
+++ b/content/blog/2021-01-22-holiday-surveys.Rmd
@@ -67,7 +67,7 @@ from airlines suggested that travel reached its highest levels since the start
 of the pandemic during the Christmas holiday with about 1% of the US population
 taking flights in just the few days surrounding the holiday.
 
-```{r traveled-recently, message=FALSE, fig.width=10, out.extra = 'class="wide-figure"'}
+```{r traveled-recently, message=FALSE, fig.width=9, out.extra = 'class="wide-figure"'}
 library(covidcast)
 library(ggplot2)
 library(stringr)
@@ -105,8 +105,8 @@ travel_normed <- travel %>%
 
 regionmap <- travel %>%
   filter(geo_value %in% str_to_lower(statelist)) %>%
-  mutate(value=plyr::mapvalues(geo_value, str_to_lower(statelist), regions),
-         value=as.integer(factor(value)))
+  mutate(value = plyr::mapvalues(geo_value, str_to_lower(statelist), regions),
+         value = as.integer(factor(value)))
 
 grid_label <- textGrob("Data from Delphi COVIDcast, delphi.cmu.edu",
                        hjust = 1, x = 1, gp = gpar(fontsize = 9))
@@ -119,7 +119,7 @@ g1 <- travel_normed %>%
              linetype = "dashed", size = 1.5, color = "darkgrey") +
   geom_line(aes(x = date, y = mean, color = Region)) +
   geom_ribbon(aes(x = date, ymin = mean - se, ymax = mean + se, fill = Region),
-              alpha=0.2) +
+              alpha = 0.2) +
   scale_x_date(date_breaks = "2 weeks",
                date_labels = "%b %d %Y",
                date_minor_breaks = "1 week") +
@@ -127,12 +127,14 @@ g1 <- travel_normed %>%
        title = "Relative out-of-state travel by US region",
        subtitle = "From Delphi's surveys, conducted through Facebook") +
   theme_bw() +
-  theme(legend.position = c(.075, .9)) +
+  theme(legend.position = c(0.095, 0.8)) +
   guides(color = FALSE)
 
 g2 <- plot(regionmap,
-           title = "US Regions", range = c(1, 4),
-           choro_col = c("#F8766D", "#7CAE00", "#00BFC4", "#C77CFF"))
+           title = "US Regions",
+           choro_col = c("#F8766D", "#7CAE00", "#00BFC4", "#C77CFF"),
+           choro_params = list(breaks = c(1, 2, 3, 4))) +
+    theme(legend.position = "none")
 
 lay <- rbind(c(1,1,1,2),
              c(1,1,1,2))
diff --git a/content/blog/2021-01-22-holiday-surveys.html b/content/blog/2021-01-22-holiday-surveys.html
index b046ec761..c050bacc7 100644
--- a/content/blog/2021-01-22-holiday-surveys.html
+++ b/content/blog/2021-01-22-holiday-surveys.html
@@ -1,5 +1,5 @@
 ---
-title: "Home for the holidays? The impact of US holidays on social behaviors and preventative measures"
+title: "Home for the Holidays? The Impact of US Holidays on Social Behaviors and Preventative Measures"
 author: "Leanna Morinishi, Kris Barkume, Esther Kim, and Alex Reinhart"
 date: 2021-01-22
 tags:
@@ -29,7 +29,8 @@
     toc: true
 ---
 
-
+
+
 
 
        
 
          
@@ -111,8 +112,8 @@ 
          Travel and Other Social Behaviors During US Holidays
          
 
 regionmap <- travel %>%
   filter(geo_value %in% str_to_lower(statelist)) %>%
-  mutate(value=plyr::mapvalues(geo_value, str_to_lower(statelist), regions),
-         value=as.integer(factor(value)))
+  mutate(value = plyr::mapvalues(geo_value, str_to_lower(statelist), regions),
+         value = as.integer(factor(value)))
 
 grid_label <- textGrob("Data from Delphi COVIDcast, delphi.cmu.edu",
                        hjust = 1, x = 1, gp = gpar(fontsize = 9))
@@ -125,7 +126,7 @@ 
          Travel and Other Social Behaviors During US Holidays
          
              linetype = "dashed", size = 1.5, color = "darkgrey") +
   geom_line(aes(x = date, y = mean, color = Region)) +
   geom_ribbon(aes(x = date, ymin = mean - se, ymax = mean + se, fill = Region),
-              alpha=0.2) +
+              alpha = 0.2) +
   scale_x_date(date_breaks = "2 weeks",
                date_labels = "%b %d %Y",
                date_minor_breaks = "1 week") +
@@ -133,17 +134,20 @@ 
          Travel and Other Social Behaviors During US Holidays
          
        title = "Relative out-of-state travel by US region",
        subtitle = "From Delphi's surveys, conducted through Facebook") +
   theme_bw() +
-  theme(legend.position = c(.075, .9)) +
+  theme(legend.position = c(0.095, 0.8)) +
   guides(color = FALSE)
 
 g2 <- plot(regionmap,
-           title = "US Regions", range = c(1, 4),
-           choro_col = c("#F8766D", "#7CAE00", "#00BFC4", "#C77CFF"))
+           title = "US Regions",
+           choro_col = c("#F8766D", "#7CAE00", "#00BFC4", "#C77CFF"),
+           choro_params = list(breaks = c(1, 2, 3, 4),
+                               legend_position = "none")) +
+    theme(legend.position = "none")
 
 lay <- rbind(c(1,1,1,2),
              c(1,1,1,2))
 grid.arrange(g1, g2, nrow = 1, bottom = grid_label, layout_matrix=lay)
-
          
+
          
 
          In the COVID-19 survey, we see an increase in self-reported out-of-state travel
 in this time frame by surveyed adults. The figure above depicts the normalized
 percent of survey respondents who recently traveled out-of-state for 4 US
diff --git a/static/blog/2021-01-22-holiday-surveys_files/figure-html/traveled-recently-1.svg b/static/blog/2021-01-22-holiday-surveys_files/figure-html/traveled-recently-1.svg
index aa13c1ace..dcd3b6017 100644
--- a/static/blog/2021-01-22-holiday-surveys_files/figure-html/traveled-recently-1.svg
+++ b/static/blog/2021-01-22-holiday-surveys_files/figure-html/traveled-recently-1.svg
@@ -1,5 +1,5 @@
 
-
+
 
   
 
 
-
+
 
-  
-    
+  
+    
   
 
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
 
-  
-    
+  
+    
   
 
-25
-30
-35
-40
-
-
-
-
-
-
-
-
-Nov 16 2020
-Nov 30 2020
-Dec 14 2020
-Dec 28 2020
-Date
-% Spent time with non-household member in past 24h
-
-Region
-
-
-
-
-
-
-
-
-Midwest
-Northeast
-South
-West
-Data from Delphi COVIDcast, delphi.cmu.edu
-Percent surveyed that spent time with a non-household member by US region
+25
+30
+35
+40
+
+
+
+
+
+
+
+
+Nov 16 2020
+Nov 30 2020
+Dec 14 2020
+Dec 28 2020
+Date
+% spent time with non-household member in past 24h
+
+Region
+
+
+
+
+
+
+
+
+Midwest
+Northeast
+South
+West
+7-day rolling average
+Percent surveyed that spent time with a non-household member
+Data from Delphi COVIDcast, delphi.cmu.edu
 
diff --git a/static/blog/2021-01-22-holiday-surveys_files/figure-html/tested-recently-1.svg b/static/blog/2021-01-22-holiday-surveys_files/figure-html/tested-recently-1.svg
index 7cae946ca..19cfb9c76 100644
--- a/static/blog/2021-01-22-holiday-surveys_files/figure-html/tested-recently-1.svg
+++ b/static/blog/2021-01-22-holiday-surveys_files/figure-html/tested-recently-1.svg
@@ -1,5 +1,5 @@
 
-
+
 
   
 
 
-
+
 
-  
-    
+  
+    
   
 
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
 
-  
-    
+  
+    
   
 
--20
-0
-20
-
-
-
-
-
-
-
-Nov 16 2020
-Nov 30 2020
-Dec 14 2020
-Dec 28 2020
-Date
-% Tested in past 14 days
-
-Region
-
-
-
-
-
-
-
-
-Midwest
-Northeast
-South
-West
-Data from Delphi COVIDcast, delphi.cmu.edu
-Percent surveyed that were tested recently by US region
+-20
+0
+20
+
+
+
+
+
+
+
+Nov 16 2020
+Nov 30 2020
+Dec 14 2020
+Dec 28 2020
+Date
+% tested in past 14 days
+
+Region
+
+
+
+
+
+
+
+
+Midwest
+Northeast
+South
+West
+7-day rolling average
+Percent surveyed that were tested recently
+Data from Delphi COVIDcast, delphi.cmu.edu
 
diff --git a/static/blog/2021-01-22-holiday-surveys_files/figure-html/traveled-recently-1.svg b/static/blog/2021-01-22-holiday-surveys_files/figure-html/traveled-recently-1.svg
index dcd3b6017..ff50fa6bc 100644
--- a/static/blog/2021-01-22-holiday-surveys_files/figure-html/traveled-recently-1.svg
+++ b/static/blog/2021-01-22-holiday-surveys_files/figure-html/traveled-recently-1.svg
@@ -84,7 +84,7 @@
 Dec 14 2020
 Dec 28 2020
 Date
-% Out-of-state travel in last 5 days
+% traveled out-of-state in last 5 days
 
 Region
 
diff --git a/static/blog/2021-01-22-holiday-surveys_files/figure-html/went-shopping-1.svg b/static/blog/2021-01-22-holiday-surveys_files/figure-html/went-shopping-1.svg
index 2e4b5e382..bf397d724 100644
--- a/static/blog/2021-01-22-holiday-surveys_files/figure-html/went-shopping-1.svg
+++ b/static/blog/2021-01-22-holiday-surveys_files/figure-html/went-shopping-1.svg
@@ -1,5 +1,5 @@
 
-
+
 
   
 
 
-
+
 
-  
-    
+  
+    
   
 
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
 
-  
-    
+  
+    
   
 
-48
-51
-54
-57
-60
-
-
-
-
-
-
-
-
-
-Nov 16 2020
-Nov 30 2020
-Dec 14 2020
-Dec 28 2020
-Date
-% Went shopping in past 24h
-
-Region
-
-
-
-
-
-
-
-
-Midwest
-Northeast
-South
-West
-Data from Delphi COVIDcast, delphi.cmu.edu
-Percent surveyed that went shopping recently by US region
+48
+51
+54
+57
+60
+
+
+
+
+
+
+
+
+
+Nov 16 2020
+Nov 30 2020
+Dec 14 2020
+Dec 28 2020
+Date
+% Went shopping in past 24h
+
+Region
+
+
+
+
+
+
+
+
+Midwest
+Northeast
+South
+West
+7-day rolling average
+Percent surveyed that went shopping recently
+Data from Delphi COVIDcast, delphi.cmu.edu
 
diff --git a/static/blog/2021-01-22-holiday-surveys_files/figure-html/wore-mask-1.svg b/static/blog/2021-01-22-holiday-surveys_files/figure-html/wore-mask-1.svg
index 53f64188f..de7c2a27e 100644
--- a/static/blog/2021-01-22-holiday-surveys_files/figure-html/wore-mask-1.svg
+++ b/static/blog/2021-01-22-holiday-surveys_files/figure-html/wore-mask-1.svg
@@ -1,5 +1,5 @@
 
-
+
 
   
 
 
-
+
 
-  
-    
+  
+    
   
 
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
+
+
+
+
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+
+
+
+
+
 
-  
-    
+  
+    
   
 
-80
-85
-90
-95
-
-
-
-
-
-
-
-
-Nov 16 2020
-Nov 30 2020
-Dec 14 2020
-Dec 28 2020
-Date
-% Wore a mask in public in past 5 days
-
-Region
-
-
-
-
-
-
-
-
-Midwest
-Northeast
-South
-West
-Data from Delphi COVIDcast, delphi.cmu.edu
-Percent surveyed that wore a mask in public by US region
+80
+85
+90
+95
+
+
+
+
+
+
+
+
+Nov 16 2020
+Nov 30 2020
+Dec 14 2020
+Dec 28 2020
+Date
+% wore a mask in public in past 5 days
+
+Region
+
+
+
+
+
+
+
+
+Midwest
+Northeast
+South
+West
+7-day rolling average
+Percent surveyed who reported wearing a mask in public
+Data from Delphi COVIDcast, delphi.cmu.edu
 

From 365877b3119e03f7e64d4c89f0d6b52935cbb3b9 Mon Sep 17 00:00:00 2001
From: Alex Reinhart 
Date: Tue, 2 Feb 2021 11:06:05 -0500
Subject: [PATCH 16/21] Update date to today

---
 content/blog/2021-01-22-holiday-surveys.Rmd  | 2 +-
 content/blog/2021-01-22-holiday-surveys.html | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/content/blog/2021-01-22-holiday-surveys.Rmd b/content/blog/2021-01-22-holiday-surveys.Rmd
index 42eb9309e..4f0ec7cc6 100644
--- a/content/blog/2021-01-22-holiday-surveys.Rmd
+++ b/content/blog/2021-01-22-holiday-surveys.Rmd
@@ -1,7 +1,7 @@
 ---
 title: "Home for the Holidays? The Impact of US Holidays on Social Behaviors and Preventative Measures"
 author: "Leanna Morinishi, Kris Barkume, Esther Kim, and Alex Reinhart"
-date: 2021-01-22
+date: 2021-02-02
 tags:
   - COVIDcast
   - symptom surveys
diff --git a/content/blog/2021-01-22-holiday-surveys.html b/content/blog/2021-01-22-holiday-surveys.html
index e95045f6d..0b3539fa2 100644
--- a/content/blog/2021-01-22-holiday-surveys.html
+++ b/content/blog/2021-01-22-holiday-surveys.html
@@ -1,7 +1,7 @@
 ---
 title: "Home for the Holidays? The Impact of US Holidays on Social Behaviors and Preventative Measures"
 author: "Leanna Morinishi, Kris Barkume, Esther Kim, and Alex Reinhart"
-date: 2021-01-22
+date: 2021-02-02
 tags:
   - COVIDcast
   - symptom surveys

From aa71c95d18884169ca20799932f77fe17c76b7d9 Mon Sep 17 00:00:00 2001
From: Alex Reinhart 
Date: Tue, 2 Feb 2021 11:09:34 -0500
Subject: [PATCH 17/21] List vaccies post as related

---
 content/blog/2021-01-22-holiday-surveys.Rmd  | 1 +
 content/blog/2021-01-22-holiday-surveys.html | 1 +
 2 files changed, 2 insertions(+)

diff --git a/content/blog/2021-01-22-holiday-surveys.Rmd b/content/blog/2021-01-22-holiday-surveys.Rmd
index 4f0ec7cc6..3bdd6e151 100644
--- a/content/blog/2021-01-22-holiday-surveys.Rmd
+++ b/content/blog/2021-01-22-holiday-surveys.Rmd
@@ -17,6 +17,7 @@ authors:
   - ekim
   - alex
 related:
+  - 2021-01-28-survey-vaccines
   - 2020-12-10-masks-public
   - 2020-10-06-survey-wave-4
 acknowledgements: |
diff --git a/content/blog/2021-01-22-holiday-surveys.html b/content/blog/2021-01-22-holiday-surveys.html
index 0b3539fa2..e5306acba 100644
--- a/content/blog/2021-01-22-holiday-surveys.html
+++ b/content/blog/2021-01-22-holiday-surveys.html
@@ -17,6 +17,7 @@
   - ekim
   - alex
 related:
+  - 2021-01-28-survey-vaccines
   - 2020-12-10-masks-public
   - 2020-10-06-survey-wave-4
 acknowledgements: |

From d903a5cf0ea3a5ccb738f289d35ef2bac8535115 Mon Sep 17 00:00:00 2001
From: Chris Scott 
Date: Wed, 3 Feb 2021 09:57:52 -0500
Subject: [PATCH 18/21] Add holiday blog post hero images

---
 content/blog/2021-01-22-holiday-surveys.Rmd    |   4 ++--
 static/blog/images/holiday-gathering-small.jpg | Bin 0 -> 24242 bytes
 .../blog/images/holiday-gathering-small.webp   | Bin 0 -> 21288 bytes
 static/blog/images/holiday-gathering.jpg       | Bin 0 -> 136480 bytes
 static/blog/images/holiday-gathering.webp      | Bin 0 -> 114166 bytes
 5 files changed, 2 insertions(+), 2 deletions(-)
 create mode 100644 static/blog/images/holiday-gathering-small.jpg
 create mode 100644 static/blog/images/holiday-gathering-small.webp
 create mode 100644 static/blog/images/holiday-gathering.jpg
 create mode 100644 static/blog/images/holiday-gathering.webp

diff --git a/content/blog/2021-01-22-holiday-surveys.Rmd b/content/blog/2021-01-22-holiday-surveys.Rmd
index 3bdd6e151..2ed398a0f 100644
--- a/content/blog/2021-01-22-holiday-surveys.Rmd
+++ b/content/blog/2021-01-22-holiday-surveys.Rmd
@@ -9,8 +9,8 @@ tags:
 summary: |
   How did Thanksgiving and Christmas affect travel, social, and preventative
   behaviors in the USA during the COVID-19 pandemic?
-heroImage: /blog/images/blog-lg-img_hello-world.jpg
-heroImageThumb: /blog/images/blog-thumb-img_hello-world.jpg
+heroImage: /blog/images/holiday-gathering.jpg
+heroImageThumb: /blog/images/holiday-gathering-small.jpg
 authors:
   - lmorinishi
   - kbarkume
diff --git a/static/blog/images/holiday-gathering-small.jpg b/static/blog/images/holiday-gathering-small.jpg
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HcmV?d00001


From 7646581f2edc68da3d9a9fdaf2c2c9a13dcab088 Mon Sep 17 00:00:00 2001
From: Chris Scott 
Date: Wed, 3 Feb 2021 11:01:05 -0500
Subject: [PATCH 19/21] Regenerate blog

---
 content/blog/2021-01-22-holiday-surveys.html               | 7 +++----
 .../figure-html/spent-time-1.svg                           | 2 +-
 .../figure-html/tested-recently-1.svg                      | 2 +-
 .../figure-html/traveled-recently-1.svg                    | 4 ++--
 .../figure-html/went-shopping-1.svg                        | 2 +-
 .../figure-html/wore-mask-1.svg                            | 2 +-
 6 files changed, 9 insertions(+), 10 deletions(-)

diff --git a/content/blog/2021-01-22-holiday-surveys.html b/content/blog/2021-01-22-holiday-surveys.html
index e5306acba..e42c72c1e 100644
--- a/content/blog/2021-01-22-holiday-surveys.html
+++ b/content/blog/2021-01-22-holiday-surveys.html
@@ -9,8 +9,8 @@
 summary: |
   How did Thanksgiving and Christmas affect travel, social, and preventative
   behaviors in the USA during the COVID-19 pandemic?
-heroImage: /blog/images/blog-lg-img_hello-world.jpg
-heroImageThumb: /blog/images/blog-thumb-img_hello-world.jpg
+heroImage: /blog/images/holiday-gathering.jpg
+heroImageThumb: /blog/images/holiday-gathering-small.jpg
 authors:
   - lmorinishi
   - kbarkume
@@ -30,8 +30,7 @@
     toc: true
 ---
 
-
-
+
 
 
          
 
            
diff --git a/static/blog/2021-01-22-holiday-surveys_files/figure-html/spent-time-1.svg b/static/blog/2021-01-22-holiday-surveys_files/figure-html/spent-time-1.svg
index 58c8e3c9a..75e7cc152 100644
--- a/static/blog/2021-01-22-holiday-surveys_files/figure-html/spent-time-1.svg
+++ b/static/blog/2021-01-22-holiday-surveys_files/figure-html/spent-time-1.svg
@@ -12,7 +12,7 @@
   ]]>
 
 
-
+
 
   
     
diff --git a/static/blog/2021-01-22-holiday-surveys_files/figure-html/tested-recently-1.svg b/static/blog/2021-01-22-holiday-surveys_files/figure-html/tested-recently-1.svg
index 19cfb9c76..bee06edd9 100644
--- a/static/blog/2021-01-22-holiday-surveys_files/figure-html/tested-recently-1.svg
+++ b/static/blog/2021-01-22-holiday-surveys_files/figure-html/tested-recently-1.svg
@@ -12,7 +12,7 @@
   ]]>
 
 
-
+
 
   
     
diff --git a/static/blog/2021-01-22-holiday-surveys_files/figure-html/traveled-recently-1.svg b/static/blog/2021-01-22-holiday-surveys_files/figure-html/traveled-recently-1.svg
index ff50fa6bc..30ef3d543 100644
--- a/static/blog/2021-01-22-holiday-surveys_files/figure-html/traveled-recently-1.svg
+++ b/static/blog/2021-01-22-holiday-surveys_files/figure-html/traveled-recently-1.svg
@@ -14,10 +14,10 @@
 
 
   
-    
+    
   
 
-
+
 
   
     
diff --git a/static/blog/2021-01-22-holiday-surveys_files/figure-html/went-shopping-1.svg b/static/blog/2021-01-22-holiday-surveys_files/figure-html/went-shopping-1.svg
index bf397d724..c88fcc1e9 100644
--- a/static/blog/2021-01-22-holiday-surveys_files/figure-html/went-shopping-1.svg
+++ b/static/blog/2021-01-22-holiday-surveys_files/figure-html/went-shopping-1.svg
@@ -12,7 +12,7 @@
   ]]>
 
 
-
+
 
   
     
diff --git a/static/blog/2021-01-22-holiday-surveys_files/figure-html/wore-mask-1.svg b/static/blog/2021-01-22-holiday-surveys_files/figure-html/wore-mask-1.svg
index de7c2a27e..5940d4a24 100644
--- a/static/blog/2021-01-22-holiday-surveys_files/figure-html/wore-mask-1.svg
+++ b/static/blog/2021-01-22-holiday-surveys_files/figure-html/wore-mask-1.svg
@@ -12,7 +12,7 @@
   ]]>
 
 
-
+
 
   
     

From ef27075c0b9fb9a4e88f4be056f8739b9c611a25 Mon Sep 17 00:00:00 2001
From: Chris Scott 
Date: Wed, 3 Feb 2021 12:05:02 -0500
Subject: [PATCH 20/21] Lengthen time to prompt survey

---
 config.toml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/config.toml b/config.toml
index 0c184e9b2..a7855a7ba 100644
--- a/config.toml
+++ b/config.toml
@@ -114,6 +114,6 @@ relativeURLs = false
     feedbackForm = "https://docs.google.com/forms/d/e/1FAIpQLSeIeOJtrAhdOriEyiRY7LkpQX8DZBY19dl6De8l56Q9CZhmxw/viewform?usp=pp_url&entry.1245962748="
     feedbackLikelihoodMobile = 0.2
     feedbackLikelihoodDesktop = 1
-    feedbackDelayMin = 10 # in sec
-    feedbackDelayMax = 100 # in sec
-    feedbackDuration = 60 # show it for 60sec
\ No newline at end of file
+    feedbackDelayMin = 45  # in sec
+    feedbackDelayMax = 180 # in sec
+    feedbackDuration = 60  # show it for 60sec
\ No newline at end of file

From 9cdb387d0acac77a459242d5b405f82847aceff6 Mon Sep 17 00:00:00 2001
From: Chris Scott 
Date: Wed, 3 Feb 2021 12:46:05 -0500
Subject: [PATCH 21/21] Release 1.12.6

---
 package-lock.json | 2 +-
 package.json      | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/package-lock.json b/package-lock.json
index 3f7527ed4..99650b431 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -1,6 +1,6 @@
 {
  "name": "www-main",
- "version": "1.12.5",
+ "version": "1.12.6",
  "lockfileVersion": 1,
  "requires": true,
  "dependencies": {
diff --git a/package.json b/package.json
index b82f7d86a..0dbbbb648 100644
--- a/package.json
+++ b/package.json
@@ -1,6 +1,6 @@
 {
   "name": "www-main",
-  "version": "1.12.5",
+  "version": "1.12.6",
   "private": true,
   "dependencies": {
     "@fortawesome/fontawesome-free": "^5.15.1",