Population And the Census Week 2

Session Description

Last week, we began learning about census data and some of the mechanics associated with two main data products - the Decennial Census and the American Community Survey. This week, we will think more about how these mechanics translate into our analytic workflows. In today’s session, we’ll spend some time interacting with census data and thinking about how we create workflows. This week’s lab will then focus on more independent applications of this knowledge.

Before Class

This week’s session was originally devoted to population projections. The following three chapters present an overview of the primary approaches. Please read these even though we will not engage them in depth this week.

Klosterman 3

Klosterman 4

Klosterman 5

Here was our original session description for this week:

Much of our analysis is oriented towards the past and present, but what about the future? This week, we will learn the basic techniques involved in population projections. We’ll explore several common techniques for projections and discuss some of the reasons why projecting population at the neighborhood level can be challenging.

Interact

Last week, we began exploring analytic workflows using the tidycensus package. Let’s continue to explore workflows, thinking about how we can integrate spatial data visualization.

We’ll need the gt, sf, tidycensus, tidyverse, and tigris packages to help us out.

Building Census Geographies

We are going to focus on analyzing population by race for New York City. We need to start by defining our geography for the city. The Tigris package can help us download census geometries directly from the census servers. We could also as tidycensus to download census geographies when we pull data, but let’s download geographies separately for now so that we can refine them before adding other data.

Let’s start by downloading census tract boundaries for New York City’s Boroughs. Having a borough map handy provides a good reminder of the city’s geography:

The city consists of five boroughs, each of which is its own county (this is atypical, but it’s a New York thing).

New York City Boroughs

FIPS Code	County Name	Borough Name
36047	Kings County	Brooklyn
36005	Bronx County	Bronx
36081	Queens County	Queens
36085	Richmond County	Staten Island
36061	New York County	Manhattan

In building a tracts call using tigris (to download tract geometries), we’ll need to specify at a minimum the state and the vintage of tract geometry we want to download. Let’s download 2020 tract data:

Let’s use ggplot() to visualize so that we can confirm what we’ve downloaded is indeed all tracts in the state of New York:

ggplot() + 
  geom_sf(data=nyc_trt)

That looks roughly like the state of New York.

We have some things to unpack here. Out tigris call downloaded all tracts for the state of New York. We have tract properties, but then a list of lists in a field called “geometry”. What’s going on here?

Our tract geographies were downloaded in what is known as simple features format. If you have dealt with prior formats for spatial data in R, you’ll understand that simple features really are much simpler! The list that you see here is a list of points that define the vertices, in this case, which represent each tract polygon. Embedding the geometry with data that represents the qualities of each tract is very useful.

We could query down to the counties that define New York City with the information we have in hand:

nyc_trt <- nyc_trt |> 
  filter(COUNTYFP %in% c("047", "005", "081", "085", "061"))

And again, let’s visualize to confirm:

ggplot()+
  geom_sf(data=nyc_trt)

Again, a lot going on here, but we definitely have a subgeography from the New York State data.

While downloading tracts for the whole state and then querying out NYC counties is ok, tigris, can accept counties as inputs to its API call:

nyc_trt <- tracts(state = "NY", county = c("Bronx", "Kings", "New York", "Queens", "Richmond"), year = 2020)

Here we are just specifying counties by name - tigris looks them up and confirms which counties it has downloaded.

Before we get into modifying this geography, let’s transform it to an appropriate projection. The sf (simple features) package can handle this for us with st_transform()

nyc_trt <- nyc_trt |> 
  st_transform(26918)

The string of numbers here refers to the particular transformation we’re doing - in this case to NAD 1983, a common coordinate reference system for the United States.

Our NYC tracts look a little messy - they don’t really look like the shape of New York City. Let’s think about what role water might be playing here. In the tract data, there are fields called ALAND and AWATER which correspond to the tract area that is land and water (respectively). Let’s take a look to see if there are any tracts that are all water:

nyc_trt |> 
  filter(ALAND == 0)

Simple feature collection with 3 features and 12 fields
Geometry type: MULTIPOLYGON
Dimension:     XY
Bounding box:  xmin: 562802.4 ymin: 4480943 xmax: 605316.4 ymax: 4495548
Projected CRS: NAD83 / UTM zone 18N
  STATEFP COUNTYFP TRACTCE       GEOID NAME          NAMELSAD MTFCC FUNCSTAT
1      36      081  990100 36081990100 9901 Census Tract 9901 G5020        S
2      36      047  990100 36047990100 9901 Census Tract 9901 G5020        S
3      36      085  990100 36085990100 9901 Census Tract 9901 G5020        S
  ALAND    AWATER    INTPTLAT     INTPTLON                       geometry
1     0 130800077 +40.5380517 -073.8942020 MULTIPOLYGON (((581457.1 44...
2     0  17793788 +40.5649788 -074.0148235 MULTIPOLYGON (((580899.6 44...
3     0  81772671 +40.5249107 -074.1091816 MULTIPOLYGON (((562808.8 44...

It turns out we have three tracts with no land area and that are all water. Let’s remove them and see what our data looks like:

nyc_trt <- nyc_trt |> 
  filter(ALAND > 0)

ggplot() +
  geom_sf(data=nyc_trt)

A little better - we dropped a few tracts and can start to see more of the shape of the city. Let’s continue to diagnose what’s going on here by coloring each borough so we can see boundaries:

ggplot() +
  geom_sf(data=nyc_trt, aes(fill = COUNTYFP))

We add an aesthetic mapping to our ggplot() call that assigns a unique color to each county. Referring back to our borough image of New York City, it looks like tracts are continuous with some portions covering parts of water bodies.

Can we do any better? You know the answer is yes! tigris can use census hydrography to clip the portions of tracts that are water:

nyc_trt <- nyc_trt |> 
  erase_water(area_threshold = .9, year = 2020)

Fetching area water data for your dataset's location...

Erasing water area...
If this is slow, try a larger area threshold value.

You will need to play with the threshold value to get something that looks good. In this case, we’re using a threshold of .9 which means that we are only removing the water areas that represent the largest 10 percent of all water geometries in the map.

Let’s once again visualize to see what we have here:

ggplot() +
  geom_sf(data=nyc_trt, aes(fill = COUNTYFP))

We have a bit more definition now.

Before we move on to adding census data to these tracts, let’s use them to create a new geometry - county boundaries. Yes, we could download them using tigris, but we actually have all the data we need in our tract files.

One very cool think about the implementation of simple features in R is that tidyverse commands like group_by() and summarise() work on them. What if we group tracts by their county identifier and summarise?

nyc_co <- nyc_trt |> 
  group_by(COUNTYFP) |> 
  summarise(tracts = n())

ggplot() +
  geom_sf(data = nyc_co, aes(fill = COUNTYFP))

We have now created a custom set of county boundaries for New York City.

Styling Maps

I am a big proponent of making many bad maps so that you can progressively refine your visualization to something effective. Let’s think about some key controls for styling our maps.

First, let’s start with our base tract data:

ggplot()+
  geom_sf(data = nyc_trt)

Let’s use a theme to remove some of the shading:

ggplot()+
  geom_sf(data = nyc_trt) +
  theme_minimal()

If you don’t want the graticules and latitude / longitude markings, you can either use a theme to remove them:

ggplot()+
  geom_sf(data = nyc_trt) +
  theme_void()

Or you can manually remove them this way:

ggplot()+
  geom_sf(data = nyc_trt) +
  coord_sf(datum = NA)

Let’s add counties as an overlay:

ggplot()+
  geom_sf(data = nyc_trt) +
  geom_sf(data = nyc_co) +
  coord_sf(datum = NA)

Hmm - where’s our tracts? We can see our counties, but tracts are underneath! Let’s remove the fill from the counties file so we can see the tracts underneath:

ggplot()+
  geom_sf(data = nyc_trt) +
  geom_sf(data = nyc_co, fill=NA) +
  coord_sf(datum = NA)

Now we can see the tracts, but what about our counties? Let’s use color to differentiate?

ggplot()+
  geom_sf(data = nyc_trt) +
  geom_sf(data = nyc_co, fill = NA, color = "blue") +
  coord_sf(datum = NA)

Ok - now we can see the counties. Why don’t we try to make the line weight heavier on the county outlines to create more hierarchy here.

ggplot()+
  geom_sf(data = nyc_trt) +
  geom_sf(data = nyc_co, fill = NA, color = "blue", cex = .7) +
  coord_sf(datum = NA)

A little thicker. Why don’t we also decrease the line weight of the tracts to help differentiate more?

ggplot()+
  geom_sf(data = nyc_trt, cex = .1) + # Decrease the line weight to differentiate
  geom_sf(data = nyc_co, fill = NA, color = "blue", cex = .7)+ # Increase the line weight to differentiate
  coord_sf(datum = NA)

That’s starting to look better. Maybe now we can try again but using only gray lines:

ggplot()+
  geom_sf(data = nyc_trt, cex = .1, color = "gray70", fill = NA) + # Decrease the line weight to differentiate
  geom_sf(data = nyc_co, fill = NA, color = "gray30", cex = .6)+ # Increase the line weight to differentiate
  coord_sf(datum = NA) +
  theme_minimal()

Let’s consider this “styled’ enough for now…

Adding Data

Let’s add some census data on race from table B03002.

To keep things organized, let’s define the variables we want to download. Note that we’re defining variable names as well as values.

race_vars <- c(
  White = "B03002_003",
  Black = "B03002_004",
  Native = "B03002_005",
  Asian = "B03002_006",
  HIPI = "B03002_007",
  Hispanic = "B03002_012"
)

# Our tidycensus download call:

nyc_race <- get_acs(
  geography = "tract",
  state = "NY",
  county = c("Bronx", "Kings", "New York", "Queens", "Richmond"),
  variables = race_vars,
  summary_var = "B03002_001",
  year = 2020
) 

nyc_race |>
  slice_head(n=5) |> gt()

GEOID	NAME	variable	estimate	moe	summary_est	summary_moe
36005000100	Census Tract 1, Bronx County, New York	White	817	280	6600	684
36005000100	Census Tract 1, Bronx County, New York	Black	3234	437	6600	684
36005000100	Census Tract 1, Bronx County, New York	Native	27	27	6600	684
36005000100	Census Tract 1, Bronx County, New York	Asian	171	69	6600	684
36005000100	Census Tract 1, Bronx County, New York	HIPI	0	17	6600	684

We downloaded this using tidycensus’ default structure which is a tidy format. We also included a summary variable (the total population) so that we can easily calculate percentages. Let’s do that.

nyc_race <- nyc_race |> 
  mutate(percent = (estimate / summary_est)*100)

nyc_race |> 
  slice_head(n=5) |> 
  gt()

GEOID	NAME	variable	estimate	moe	summary_est	summary_moe	percent
36005000100	Census Tract 1, Bronx County, New York	White	817	280	6600	684	12.3787879
36005000100	Census Tract 1, Bronx County, New York	Black	3234	437	6600	684	49.0000000
36005000100	Census Tract 1, Bronx County, New York	Native	27	27	6600	684	0.4090909
36005000100	Census Tract 1, Bronx County, New York	Asian	171	69	6600	684	2.5909091
36005000100	Census Tract 1, Bronx County, New York	HIPI	0	17	6600	684	0.0000000

Now we can join this to our tract geographies:

nyc_race_trt <- left_join(nyc_trt, nyc_race, by="GEOID")

Conceptually, what is contained within our nyc_race_trt dataset?

Visualizing our data

The next trick here is to think about how to visualize what we have here. I asked conceptually what is contained within our dataset. We have 2325 unique tract geometries, and end up with 13950 observations in our nyc_race_trt dataset. Conceptually what we have here is a stack of observations for each tract by race. We can filter layers of that stack out to visualize:

Non-Hispanic White Population

ggplot()+
  geom_sf(data = nyc_race_trt |> filter(variable == "White"), aes(color = percent, fill = percent)) +
  coord_sf(datum = NA) +
  theme_minimal()

Asian Population

ggplot()+
  geom_sf(data = nyc_race_trt |> filter(variable == "Asian"), aes(color = percent, fill = percent)) +
  coord_sf(datum = NA) +
  theme_minimal()

Black Population

ggplot()+
  geom_sf(data = nyc_race_trt |> filter(variable == "Black"), aes(color = percent, fill = percent)) +
  coord_sf(datum = NA) +
  theme_minimal()

Hispanic Population

ggplot()+
  geom_sf(data = nyc_race_trt |> filter(variable == "Hispanic"), aes(color = percent, fill = percent)) +
  coord_sf(datum = NA) +
  theme_minimal()

These certainly work, but we can also be more efficient, using facet_wrap():

ggplot()+
  geom_sf(data = nyc_race_trt, aes(color = percent, fill = percent)) +
  facet_wrap(~variable, ncol = 3)+
  coord_sf(datum = NA) +
  theme_minimal()

In this case, our facets break out each of the layers so that we can observe them all together.

Non Spatial Analysis

FIrst, let’s create a table summarizing racial composition for the whole city:

nyc_race |> 
  group_by(variable) |> 
  summarise(
    percent = mean(percent, na.rm=TRUE),
    population = sum(estimate, na.rm=TRUE)) |> 
  gt() |> 
  fmt_percent(2, decimals = 1, scale_values = FALSE) |> 
  fmt_number(3, decimals = 0) |> 
  cols_label(variable = "Race or Ethnicity",
             percent = "Tract Average %",
             population = "Total Population") |> 
  tab_header(
    title = "New York City Tract Racial Composition"
  )

New York City Tract Racial Composition
Race or Ethnicity	Tract Average %	Total Population
Asian	14.6%	1,185,423
Black	22.8%	1,795,055
HIPI	0.0%	2,700
Hispanic	27.1%	2,423,869
Native	0.2%	13,971
White	31.8%	2,676,732

Next up, a Borough (county) level summary:

nyc_race |> 
  separate(NAME, c("Tract", "Borough", "State"), sep = ",") |> 
  group_by(Borough, variable) |> 
  summarise(
    percent = mean(percent, na.rm=TRUE),
    population = sum(estimate, na.rm=TRUE)) |> 
  gt() |> 
  fmt_percent(3, decimals = 1, scale_values = FALSE) |> 
  fmt_number(4, decimals = 0) |> 
  cols_label(variable = "Race or Ethnicity",
             percent = "Tract Average %",
             population = "Total Population") |> 
  tab_header(
    title = "New York City Tract Racial Composition"
  )

`summarise()` has grouped output by 'Borough'. You can override using the
`.groups` argument.

New York City Tract Racial Composition
Race or Ethnicity	Tract Average %	Total Population
Bronx County
Asian	4.0%	53,498
Black	28.7%	411,293
HIPI	0.0%	374
Hispanic	53.7%	799,765
Native	0.3%	2,882
White	11.2%	128,717
Kings County
Asian	12.1%	304,420
Black	29.3%	754,576
HIPI	0.0%	1,009
Hispanic	18.2%	486,272
Native	0.1%	3,053
White	36.8%	938,573
New York County
Asian	12.6%	196,097
Black	12.4%	199,377
HIPI	0.0%	430
Hispanic	23.0%	418,442
Native	0.1%	1,960
White	48.7%	763,202
Queens County
Asian	24.5%	584,214
Black	19.0%	385,868
HIPI	0.0%	832
Hispanic	26.8%	631,657
Native	0.3%	5,561
White	24.7%	559,778
Richmond County
Asian	9.8%	47,194
Black	11.3%	43,941
HIPI	0.0%	55
Hispanic	19.3%	87,733
Native	0.1%	515
White	57.3%	286,462

What is the largest population by race for each tract?

nyc_maj_trt <- nyc_race |> 
  group_by(GEOID) |> 
  filter(percent == max(percent))

nyc_maj_trt |> 
  ungroup() |> 
  slice_head(n=5) |> 
  gt()

GEOID	NAME	variable	estimate	moe	summary_est	summary_moe	percent
36005000100	Census Tract 1, Bronx County, New York	Black	3234	437	6600	684	49.00000
36005000200	Census Tract 2, Bronx County, New York	Hispanic	2943	604	4167	713	70.62635
36005000400	Census Tract 4, Bronx County, New York	Hispanic	4148	931	5684	986	72.97678
36005001600	Census Tract 16, Bronx County, New York	Hispanic	3335	462	5917	719	56.36302
36005001901	Census Tract 19.01, Bronx County, New York	Hispanic	1029	279	1910	301	53.87435

We have one record per tract representing the tract observation with the largest percentage. What’s the largest racial group for each tract?

nyc_maj_trt |> 
  group_by(variable) |> 
  tally() |> 
  gt()

variable	n
Asian	264
Black	546
Hispanic	564
White	868

Let’s join back to our spatial data and map it!

nyc_maj_trt <- left_join(nyc_maj_trt, nyc_trt, by="GEOID") |> st_as_sf()

ggplot() +
  geom_sf(data=nyc_maj_trt, aes(fill = variable), cex = .1)

Note that when we join spatial to aspatial data that we need to re-coerce this into an st object with st_as_sf().

Let’s add county boundaries.

ggplot() +
  geom_sf(data=nyc_maj_trt, aes(fill = variable), cex = .1) +
  geom_sf(data = nyc_co, fill=NA, cex = .8)

Let’s treat the tract boundaries to the same color as the fill.

ggplot() +
  geom_sf(data=nyc_maj_trt, aes(fill = variable, color = variable), cex = .1) +
  geom_sf(data = nyc_co, fill=NA, cex = .8)

Adding More Demographic Data

We have a pretty good sense of the racial characteristics of New York City tracts. Let’s add some additional demographic data so that we can understand what differences may exist for tracts based upon who the largest population is there. Let’s download a selection of demographic variables, and construct indicators.

Selected Tract Demographic Variables

Table	Description	Variable(s)
B05002	Foreign Born Population (%)	B05002_001 B05002_013
B19013	Median Household Income ($)	B19013_001
B17001	Population in Poverty (%)	B17001_001 B17001_002
B25058	Median Rent ($)	B25058_001
B25077	Median Home Value ($)	B25077_001
B25003	Owner Occupied Units (%)	B25003_001 B25003_002
B25002	Vacant Housing Units (%)	B25002_001 B25002_003

sel_vars <- c(
  "B05002_001",
  "B05002_013",
  "B19013_001",
  "B17001_001",
  "B17001_002",
  "B25058_001",
  "B25077_001",
  "B25003_001",
  "B25003_002",
  "B25002_001",
  "B25002_003"
)

nyc_trt_demog <- get_acs(
  geography = "tract",
  state = "NY",
  variables = sel_vars,
  output = "wide",
  year = 2021
) |> 
  mutate(
    p_fb = B05002_013E / B05002_001E,
    m_hi = B19013_001E,
    p_pov = B17001_002E / B17001_001E,
    m_rent = B25058_001E,
    m_hv = B25077_001E,
    p_own = B25003_002E / B25003_001E,
    p_vac = B25002_003E / B25002_001E
  ) |> 
  select(GEOID, p_fb, m_hi, p_pov, m_rent, m_hv, p_own, p_vac)

Getting data from the 2017-2021 5-year ACS

And let’s join back to our dataset:

nyc_maj_trt <- left_join(nyc_maj_trt, nyc_trt_demog, by="GEOID")

And let’s take a look at a summary of these demographic characteristics by the largest racial population in each tract:

nyc_maj_trt |> 
  group_by(variable) |> 
  summarise(tracts = n(), 
            p_fb = mean(p_fb, na.rm=TRUE),
            m_hi = mean(m_hi, na.rm=TRUE),
            p_pov = mean(p_pov, na.rm=TRUE),
            m_rent = mean(m_rent, na.rm=TRUE),
            m_hv = mean(m_hv, na.rm=TRUE),
            p_own = mean(p_own, na.rm=TRUE),
            p_vac = mean(p_vac, na.rm=TRUE)
  ) |> 
  gt()

variable	tracts	p_fb	m_hi	p_pov	m_rent	m_hv	p_own	p_vac	geometry
Asian	264	0.5729544	72506.41	0.1411526	1610.628	734674.4	0.4558833	0.07762889	list(list(c(584192.218796048, 584168.413553117, 584161.684096656, 584137.751922194, 583948.150132065, 583827.002028129, 583848.415678106, 583855.918081867, 583870.83821814, 584031.966069064, 583974.159467193, 584081.491574406, 584018.488301543, 583957.458033748, 583893.951282882, 583823.701781168, 583754.731077567, 583684.483615714, 583671.974257097, 583667.721935603, 583555.457270299, 583530.308802613, 583521.527456284, 583488.451344113, 583424.170906641, 583357.251166312, 583288.712393215, 583225.876209326, 583159.110710813, 583308.854251259, 583454.132568145, 583601.752119649, 583653.954477267, 583702.491222765, 583750.855461356, 583799.475145549, 583847.836480711, 583896.540350312, 584084.134422249, 584238.10479385, 584271.989617349, 584320.518618706, 584369.048048964, 584417.661242375, 584466.190276166, 584573.478441308, 584593.408795979, 584612.228862766, 584629.933595347, 584618.684702401, 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4523758.31885223, 4523604.79270812, 4523220.08934714, 4523212.39135559, 4523212.01977743, 4523206.50554039, 4523188.05883117, 4523158.88128806, 4523115.34649007, 4523075.54906544, 4523050.18295873, 4523024.85443521, 4522988.72094666, 4522963.52111843, 4522927.74013511, 4522904.59565467, 4522886.7608452, 4522848.94357188, 4522814.64145986, 4522792.88348681, 4522701.63679327, 4522653.65864276, 4522559.92720014, 4522393.89431836, 4522364.04262595, 4522362.47094455, 4522392.37388327, 4522391.87927604, 4522380.3315735, 4522366.40097419, 4522348.83479801, 4522333.56711065, 4522304.99344939, 4522281.08446088, 4522336.54183211, 4522317.43724032, 4522253.70833309, 4522240.73424533, 4522157.85884684, 4522161.10904285, 4522169.00121188, 4522170.50653806, 4522161.25677619, 4522150.26424576, 4522128.05400797, 4522103.5995981, 4522093.59614016, 4522083.81090562, 4522062.84915345, 4522060.97717705, 4522070.3122796, 4522137.05254496, 4522109.753414, 4522127.80634079, 4522086.68264352, 4521981.02580197, 4521939.41927859, 4521735.70141551, 4521570.71485658, 4521555.85642112, 4521451.32588858, 4521353.60648295, 4521218.24110129, 4520978.99061417, 4520965.58236822, 4520692.22635632, 4520642.45061516, 4520545.33142943, 4520430.09062841, 4520309.44509382)), list(c(602146.938725018, 602158.379222782, 602076.147124364, 602058.074008317, 602146.938725018, 4521181.40642843, 4521110.28262714, 4521086.60649325, 4521186.17375347, 4521181.40642843)), list(c(601938.427856978, 601969.707012956, 602036.589970903, 602075.301489669, 602081.560171353, 602096.045885928, 602112.835321859, 602119.692807831, 602141.47925287, 602174.382447824, 602203.043669667, 602217.208888259, 602229.490799957, 602234.986794061, 602237.264420791, 602237.324383671, 602232.075636915, 602217.666977656, 602194.291539464, 602179.721917753, 602129.805950217, 602232.961086444, 602303.16774202, 602354.710764831, 602526.032351209, 602425.083214704, 602468.814869005, 602534.573983536, 602555.481162077, 602611.850741523, 602628.951387386, 602609.053226714, 602638.889843907, 602666.520897953, 602655.018720785, 602598.373156121, 602584.798826504, 602584.916038701, 602585.264066303, 602640.059033014, 602643.430027935, 602567.114635766, 602599.677143991, 602660.837050532, 602718.24034693, 602740.20869094, 602642.728768965, 602719.453320341, 602730.928415084, 602710.756263243, 602613.345194734, 602518.39322992, 602376.808404493, 602412.134475462, 602395.996890842, 602349.589434992, 602276.233987897, 602269.862795397, 602246.104146927, 602225.844756088, 602219.708037054, 602179.374357355, 602148.504779556, 602109.915125012, 602100.575166776, 602081.508250208, 602055.47309568, 602021.85439128, 601977.861295701, 601927.121939969, 601898.498931645, 601899.676493811, 601988.469686323, 601995.936222456, 602003.94960456, 602040.715891413, 602017.874948951, 601959.686414192, 601788.091170832, 601769.38169798, 601813.545268508, 601776.741010633, 601838.298985819, 601871.250177611, 601938.427856978, 4523713.25968453, 4523804.51558522, 4523789.89553851, 4523697.16428533, 4523512.82737837, 4523373.68311707, 4523293.52851416, 4523260.980105, 4523264.5014508, 4523274.94965342, 4523281.23110303, 4523281.09414781, 4523276.9339996, 4523269.6820308, 4523263.49580626, 4523259.16640429, 4523254.65244631, 4523248.01307661, 4523237.47451863, 4523230.27783908, 4523212.48820266, 4523087.22908188, 4523040.12501192, 4522977.10733454, 4522976.70887142, 4522930.33976639, 4522865.32693043, 4522823.04862469, 4522744.28447435, 4522607.27740545, 4522535.56656957, 4522493.09798593, 4522481.74333362, 4522471.35741579, 4522431.44815551, 4522339.39283481, 4522309.00363651, 4522300.56686351, 4522281.58529584, 4522288.45350297, 4522233.98383733, 4522210.27295852, 4522008.86993611, 4522012.93984364, 4521923.35836422, 4521835.28281229, 4521774.85854058, 4521720.96467277, 4521629.52325187, 4521545.96904147, 4521437.80274739, 4521328.45063465, 4521492.58971217, 4521541.71120158, 4521610.88206006, 4521661.64631579, 4521697.71456213, 4521713.28175149, 4521778.79436557, 4521816.93074624, 4521839.94032026, 4521902.89206709, 4521970.52720823, 4522035.50199357, 4522070.68080982, 4522108.05682299, 4522179.86731162, 4522251.35103909, 4522310.92230155, 4522401.15634703, 4522471.26614796, 4522550.89184327, 4522733.21000319, 4522790.82741303, 4522863.77473048, 4522942.55998101, 4522984.76934797, 4523077.45391734, 4523421.94791892, 4523470.43272706, 4523489.58402264, 4523584.78553671, 4523620.1654151, 4523712.55421859, 4523713.25968453)), list(c(602258.401351864, 602209.15055284, 602191.947492706, 602185.563009478, 602411.095839175, 602459.082066605, 602414.172092376, 602330.067473166, 602258.401351864, 4523788.52421013, 4523789.95159046, 4523790.37956118, 4523910.53847486, 4523956.63395852, 4523888.34924193, 4523819.99650075, 4523830.26616657, 4523788.52421013)))

Uh oh - geometry!

nyc_maj_trt |> 
  st_set_geometry(NULL) |> 
  group_by(variable) |> 
  summarise(tracts = n(), 
            p_fb = mean(p_fb, na.rm=TRUE),
            m_hi = mean(m_hi, na.rm=TRUE),
            p_pov = mean(p_pov, na.rm=TRUE),
            m_rent = mean(m_rent, na.rm=TRUE),
            m_hv = mean(m_hv, na.rm=TRUE),
            p_own = mean(p_own, na.rm=TRUE),
            p_vac = mean(p_vac, na.rm=TRUE)
  ) |> 
  gt()

variable	tracts	p_fb	m_hi	p_pov	m_rent	m_hv	p_own	p_vac
Asian	264	0.5729544	72506.41	0.1411526	1610.628	734674.4	0.4558833	0.07762889
Black	546	0.3590875	67624.48	0.1745595	1341.608	635254.6	0.3981913	0.07083510
Hispanic	564	0.3962214	53352.89	0.2347998	1321.982	608042.7	0.2138083	0.07100843
White	868	0.2941272	103999.43	0.1143198	1867.851	919663.1	0.4444479	0.10976729

How could we clean up and format this table further?

What additional questions should we be asking from these data? What other kinds of variables would you like to bring into this analysis?

Slides

Resources for Further Exploration