Blog Post 6

Claire Battaglia

text-as-data

blog post 6

open-text survey response

unsupervised learning

topic models

causal inference

Author

Claire Battaglia

Published

December 4, 2022

Code

library(readxl)
library(plyr)
library(tidyverse)
library(tidytext)
library(quanteda)
library(quanteda.textplots)
library(gmodels)
library(stm)

knitr::opts_chunk$set(echo = TRUE)

For this final blog post I will be exploring Structural Topic Modeling (STM) further and thinking about causal inference in the context of my research question and hypotheses.

After thinking about my dataset and research question further, I have decided to consider some additional covariates so I’ll begin with reworking my dataset, corpus, and Document Feature Matrix to include those covariates. Then I’ll explore other values for $k$ and spend some time thinking about the substantive interpretation of my results.

Creating My Corpus

Instead of messing around with the code in my previous blog posts, I will create a new tidy dataset with the additional covariates I’m going to include and a new corpus and Document Feature Matrix (DFM) from which to work.

Code

# read data
CFA_raw <- read_excel("FPAB Community Food Assessment Survey Data.xlsx", sheet = "Raw")

New names:
• `` -> `...15`
• `` -> `...16`
• `` -> `...17`
• `` -> `...18`
• `` -> `...19`
• `` -> `...20`
• `` -> `...21`
• `` -> `...22`
• `` -> `...23`
• `` -> `...24`
• `` -> `...26`
• `` -> `...27`
• `` -> `...28`
• `` -> `...29`
• `` -> `...30`
• `` -> `...31`
• `` -> `...32`
• `` -> `...34`
• `` -> `...35`
• `` -> `...36`
• `` -> `...37`
• `` -> `...38`
• `` -> `...39`
• `` -> `...40`
• `` -> `...43`
• `` -> `...44`
• `` -> `...45`
• `` -> `...46`
• `` -> `...47`
• `` -> `...48`
• `` -> `...50`
• `` -> `...51`
• `` -> `...52`
• `` -> `...53`
• `` -> `...54`
• `` -> `...55`
• `` -> `...56`
• `` -> `...57`
• `` -> `...58`
• `` -> `...60`
• `` -> `...61`
• `` -> `...62`
• `` -> `...63`
• `` -> `...64`
• `` -> `...65`
• `` -> `...66`
• `` -> `...67`
• `` -> `...68`
• `` -> `...69`

Code

# rename columns
CFA_tidy_final <- CFA_raw %>%
  rename("id" = "Respondent ID",
         "zip" = "Zip Code",
         "age" = "Age",
         "income" = "Annual Household Income",
         "size" = "Number of Individuals in Your Household",
         "change" = "What changes would you like to see for Missoula’s food system?")

# create subset
CFA_tidy_final <- CFA_tidy_final %>%
  subset(select = c("zip", "age", "income", "size", "change"))

# change class
CFA_tidy_final$zip <- as.character(CFA_tidy_final$zip)
CFA_tidy_final$age <- as.numeric(CFA_tidy_final$age)

Warning: NAs introduced by coercion

Code

CFA_tidy_final$size <- as.numeric(CFA_tidy_final$size)

Warning: NAs introduced by coercion

Code

# remove na values
CFA_tidy_final <- na.omit(CFA_tidy_final)

# save
save(CFA_tidy_final, file = "CFA_tidy_final.RData")

I now have a new tidy dataset that includes 4 covariates:

age of respondent (age)
number of people living in the household (size)
annual household income bracket (income)
ZIP code in which household of respondent is located (zip)

Code

# remove row where change = ?
CFA_tidy_final <- subset(CFA_tidy_final, change !="?")

# create dfm
dfm_change_final <- dfm(tokens(CFA_tidy_final$change),
             tolower = TRUE,
             remove = stopwords("en"),
             remove_punct = TRUE)

Warning: '...' should not be used for tokens() arguments; use 'tokens()' first.

Warning: 'remove' is deprecated; use dfm_remove() instead

Code

# get dimensions
dim(dfm_change_final)

[1]  208 1125

My new DFM contains 208 rows (the responses) and 1,125 columns (all the words that appear in the corpus).

Code

# frequency counts for covariates
table(CFA_tidy_final$age) # age


20 22 23 24 25 26 27 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 45 46 47 48 
 1  4  1  3  1  1  3  5  8  5  6  5  8  4  7  7  2  2  1  3  7  6  9  7  8  4 
49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 72 73 75 76 
 1  4  2  5  3  3  4  5  4  1  4  5  3  3  2  3  5  3  2  6  4  2  3  3  5  2 
77 80 83 
 1  1  1

Code

table(CFA_tidy_final$size) # size


 1  2  3  4  5  6  8 
52 85 28 31  9  2  1

Code

table(CFA_tidy_final$income) # income


Between $100,000 and $249,999   Between $25,000 and $34,999 
                           54                            21 
  Between $35,000 and $49,999   Between $50,000 and $99,999 
                           34                            64 
                Over $250,000                 Under $25,000 
                            8                            27

Code

table(CFA_tidy_final$zip) # zip


59701 59801 59802 59803 59804 59808 59821 59823 59825 59826 59833 59846 59847 
    1    84    59    20     8    13     1     5     4     1     2     1     5 
59860 59864 59868 59908 
    1     1     1     1

This is a horrible way to try and understand frequency and distribution so I’ll create some simple visualizations to make this information more accessible.

Code

# create hist - age
ggplot(CFA_tidy_final, aes(x = age)) +
  geom_histogram(fill = "#830042") +
  labs(title = "Respondent Age", x = "Age", y = NULL) +
  coord_flip() +
  theme_minimal()

`stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

Code

# create hist - size
ggplot(CFA_tidy_final, aes(x = size)) +
  geom_histogram(fill = "#830042") +
  labs(title = "Number of People Living in Household", x = "Number of People", y = NULL) +
  coord_flip() +
  theme_minimal()

`stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

Code

# create bar plot - income
ggplot(CFA_tidy_final, aes(x = income)) +
  geom_bar(fill = "#830042") +
  labs(title = "Annual Household Income Bracket of Respondent", x = "Income Bracket", y = NULL) +
  coord_flip() +
  theme_minimal()

Code

# create bar plot - zip
ggplot(CFA_tidy_final, aes(x = zip)) +
  geom_bar(fill = "#830042") +
  labs(title = "ZIP Code of Household", x = "Zip Code", y = NULL) +
  coord_flip() +
  theme_minimal()

These are very simple but they give a much better sense of the distribution of respondents across each covariate.

It seems that most respondents:

Are between 30 and 60 years old
Live in 2-person households
Have an annual household income between $50,000-250,000
Live in 59801, 59802, 59802 (3 of the central ZIP codes in the City of Missoula)

Document Feature Matrix

Next I’ll visualize my DFM with a word cloud.

Code

# create wordcloud
# png(filename = "dfm_change_final_WORD.png")
textplot_wordcloud(dfm_change_final, min_count = 5, max_words = 50, random_order = FALSE)

Code

# dev.off()

Structured Topic Model(s)

Now I am ready to construct my Structured Topic Model(s). As I mentioned above, I’ll be exploring different values for $k$, as well as thinking about the substantive interpretation of my models.

Code

# searchK
differentKs <- searchK(dfm_change_final,
                       K = c(3, 5, 7),
                       prevalence = ~ age + size + income + zip,
                       N = 208,
                       data = CFA_tidy_final,
                       max.em.its = 1000,
                       init.type = "Spectral")

Beginning Spectral Initialization 
     Calculating the gram matrix...
     Finding anchor words...
    ...
     Recovering initialization...
    .......
Initialization complete.
...............................

Error in hpbcpp(optim.out$par, doc_ct = doc.ct, mu = mu, siginv = siginv, : chol(): decomposition failed

Code

# diagnostic plots
plot(differentKs)

Error in plot(differentKs): object 'differentKs' not found

The plot of Held-Out Likelihood would lead us to the 3-topic model. The plot of Semantic Coherence would lead us to the 7-topic model. The Residuals plot would also lead us to the 7-topic model. These are not as conclusive as I was hoping they would so, given that, I am going to construct all 3 models.

Code

# model w/ 3 topics
stm_change_final_3 <- stm(dfm_change_final,
               K = 3,
               prevalence = ~ age + size + income + zip,
               data = CFA_tidy_final,
               max.em.its = 1000,
               seed = 1234,
               init.type = "Spectral")

Beginning Spectral Initialization 
     Calculating the gram matrix...
     Finding anchor words...
    ...
     Recovering initialization...
    ...........
Initialization complete.
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 1 (approx. per word bound = -6.323) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 2 (approx. per word bound = -6.230, relative change = 1.476e-02) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 3 (approx. per word bound = -6.208, relative change = 3.529e-03) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 4 (approx. per word bound = -6.200, relative change = 1.199e-03) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 5 (approx. per word bound = -6.197, relative change = 5.512e-04) 
Topic 1: affordable, access, sustainable, stores, education 
 Topic 2: local, land, like, community, produce 
 Topic 3: food, farmers, see, locally, options 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 6 (approx. per word bound = -6.195, relative change = 3.221e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 7 (approx. per word bound = -6.194, relative change = 2.254e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 8 (approx. per word bound = -6.193, relative change = 1.780e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 9 (approx. per word bound = -6.192, relative change = 1.559e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 10 (approx. per word bound = -6.191, relative change = 1.516e-04) 
Topic 1: affordable, access, sustainable, stores, education 
 Topic 2: local, land, like, community, produce 
 Topic 3: food, farmers, see, locally, options 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 11 (approx. per word bound = -6.190, relative change = 1.498e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 12 (approx. per word bound = -6.189, relative change = 1.428e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 13 (approx. per word bound = -6.188, relative change = 1.370e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 14 (approx. per word bound = -6.187, relative change = 1.344e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 15 (approx. per word bound = -6.186, relative change = 1.301e-04) 
Topic 1: affordable, access, sustainable, stores, education 
 Topic 2: local, land, like, community, produce 
 Topic 3: food, farmers, see, locally, options 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 16 (approx. per word bound = -6.186, relative change = 1.241e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 17 (approx. per word bound = -6.185, relative change = 1.183e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 18 (approx. per word bound = -6.184, relative change = 1.151e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 19 (approx. per word bound = -6.183, relative change = 1.125e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 20 (approx. per word bound = -6.183, relative change = 1.080e-04) 
Topic 1: affordable, access, sustainable, stores, education 
 Topic 2: local, land, like, community, produce 
 Topic 3: food, farmers, see, locally, options 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 21 (approx. per word bound = -6.182, relative change = 1.019e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 22 (approx. per word bound = -6.182, relative change = 9.656e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 23 (approx. per word bound = -6.181, relative change = 9.256e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 24 (approx. per word bound = -6.180, relative change = 8.713e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 25 (approx. per word bound = -6.180, relative change = 7.869e-05) 
Topic 1: affordable, access, sustainable, stores, good 
 Topic 2: local, land, like, community, produce 
 Topic 3: food, farmers, see, locally, options 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 26 (approx. per word bound = -6.180, relative change = 7.037e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 27 (approx. per word bound = -6.179, relative change = 6.439e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 28 (approx. per word bound = -6.179, relative change = 6.162e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 29 (approx. per word bound = -6.178, relative change = 6.281e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 30 (approx. per word bound = -6.178, relative change = 6.794e-05) 
Topic 1: affordable, access, sustainable, stores, good 
 Topic 2: local, land, like, community, farm 
 Topic 3: food, farmers, see, locally, options 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 31 (approx. per word bound = -6.177, relative change = 7.709e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 32 (approx. per word bound = -6.177, relative change = 9.027e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 33 (approx. per word bound = -6.176, relative change = 1.091e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 34 (approx. per word bound = -6.175, relative change = 1.295e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 35 (approx. per word bound = -6.175, relative change = 1.406e-04) 
Topic 1: affordable, access, sustainable, stores, good 
 Topic 2: local, land, like, community, farm 
 Topic 3: food, farmers, see, locally, options 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 36 (approx. per word bound = -6.174, relative change = 1.424e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 37 (approx. per word bound = -6.173, relative change = 1.421e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 38 (approx. per word bound = -6.172, relative change = 1.386e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 39 (approx. per word bound = -6.171, relative change = 1.303e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 40 (approx. per word bound = -6.170, relative change = 1.219e-04) 
Topic 1: affordable, access, sustainable, stores, good 
 Topic 2: local, land, like, community, farm 
 Topic 3: food, farmers, see, locally, options 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 41 (approx. per word bound = -6.170, relative change = 1.141e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 42 (approx. per word bound = -6.169, relative change = 1.046e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 43 (approx. per word bound = -6.168, relative change = 9.580e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 44 (approx. per word bound = -6.168, relative change = 9.091e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 45 (approx. per word bound = -6.167, relative change = 9.131e-05) 
Topic 1: affordable, access, sustainable, stores, produce 
 Topic 2: local, land, like, community, farm 
 Topic 3: food, farmers, see, locally, options 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 46 (approx. per word bound = -6.167, relative change = 9.669e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 47 (approx. per word bound = -6.166, relative change = 1.076e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 48 (approx. per word bound = -6.165, relative change = 1.319e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 49 (approx. per word bound = -6.164, relative change = 1.769e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 50 (approx. per word bound = -6.163, relative change = 2.039e-04) 
Topic 1: affordable, access, produce, sustainable, stores 
 Topic 2: local, land, like, community, farm 
 Topic 3: food, farmers, see, locally, options 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 51 (approx. per word bound = -6.162, relative change = 1.608e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 52 (approx. per word bound = -6.161, relative change = 1.083e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 53 (approx. per word bound = -6.161, relative change = 8.202e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 54 (approx. per word bound = -6.160, relative change = 7.254e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 55 (approx. per word bound = -6.160, relative change = 7.823e-05) 
Topic 1: affordable, produce, access, sustainable, stores 
 Topic 2: local, land, like, community, farm 
 Topic 3: food, farmers, see, locally, options 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 56 (approx. per word bound = -6.159, relative change = 9.663e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 57 (approx. per word bound = -6.158, relative change = 1.246e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 58 (approx. per word bound = -6.158, relative change = 1.545e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 59 (approx. per word bound = -6.156, relative change = 1.673e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 60 (approx. per word bound = -6.156, relative change = 1.520e-04) 
Topic 1: affordable, produce, access, sustainable, stores 
 Topic 2: local, land, like, community, farm 
 Topic 3: food, farmers, see, locally, options 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 61 (approx. per word bound = -6.155, relative change = 1.281e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 62 (approx. per word bound = -6.154, relative change = 1.191e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 63 (approx. per word bound = -6.153, relative change = 1.237e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 64 (approx. per word bound = -6.153, relative change = 1.145e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 65 (approx. per word bound = -6.152, relative change = 9.370e-05) 
Topic 1: affordable, produce, access, sustainable, stores 
 Topic 2: local, land, like, community, farm 
 Topic 3: food, farmers, see, locally, options 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 66 (approx. per word bound = -6.151, relative change = 8.174e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 67 (approx. per word bound = -6.151, relative change = 8.095e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 68 (approx. per word bound = -6.150, relative change = 9.153e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 69 (approx. per word bound = -6.150, relative change = 1.144e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 70 (approx. per word bound = -6.149, relative change = 1.465e-04) 
Topic 1: affordable, produce, access, sustainable, stores 
 Topic 2: local, land, like, community, farm 
 Topic 3: food, farmers, see, locally, options 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 71 (approx. per word bound = -6.148, relative change = 1.768e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 72 (approx. per word bound = -6.147, relative change = 1.947e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 73 (approx. per word bound = -6.145, relative change = 2.003e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 74 (approx. per word bound = -6.144, relative change = 2.098e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 75 (approx. per word bound = -6.142, relative change = 2.500e-04) 
Topic 1: local, affordable, produce, access, sustainable 
 Topic 2: local, land, like, community, farm 
 Topic 3: food, farmers, see, locally, options 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 76 (approx. per word bound = -6.141, relative change = 2.957e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 77 (approx. per word bound = -6.139, relative change = 2.761e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 78 (approx. per word bound = -6.138, relative change = 2.293e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 79 (approx. per word bound = -6.136, relative change = 1.896e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 80 (approx. per word bound = -6.135, relative change = 1.589e-04) 
Topic 1: local, affordable, produce, access, sustainable 
 Topic 2: local, land, like, community, farm 
 Topic 3: food, farmers, see, locally, options 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 81 (approx. per word bound = -6.135, relative change = 1.476e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 82 (approx. per word bound = -6.134, relative change = 1.532e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 83 (approx. per word bound = -6.133, relative change = 1.729e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 84 (approx. per word bound = -6.131, relative change = 2.065e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 85 (approx. per word bound = -6.130, relative change = 2.444e-04) 
Topic 1: local, affordable, produce, access, sustainable 
 Topic 2: local, land, like, community, farm 
 Topic 3: food, farmers, see, locally, options 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 86 (approx. per word bound = -6.128, relative change = 2.516e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 87 (approx. per word bound = -6.127, relative change = 2.226e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 88 (approx. per word bound = -6.126, relative change = 1.944e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 89 (approx. per word bound = -6.125, relative change = 8.706e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 90 (approx. per word bound = -6.125, relative change = 6.370e-05) 
Topic 1: local, affordable, produce, access, sustainable 
 Topic 2: local, land, like, community, farm 
 Topic 3: food, farmers, see, locally, options 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 91 (approx. per word bound = -6.124, relative change = 6.508e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 92 (approx. per word bound = -6.124, relative change = 9.219e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 93 (approx. per word bound = -6.123, relative change = 1.444e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 94 (approx. per word bound = -6.122, relative change = 1.930e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 95 (approx. per word bound = -6.121, relative change = 1.848e-04) 
Topic 1: local, affordable, produce, access, sustainable 
 Topic 2: land, local, like, community, farm 
 Topic 3: food, farmers, see, locally, options 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 96 (approx. per word bound = -6.120, relative change = 1.365e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 97 (approx. per word bound = -6.119, relative change = 1.068e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 98 (approx. per word bound = -6.118, relative change = 1.095e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 99 (approx. per word bound = -6.118, relative change = 1.332e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 100 (approx. per word bound = -6.117, relative change = 1.607e-04) 
Topic 1: local, affordable, produce, access, sustainable 
 Topic 2: land, like, local, community, farm 
 Topic 3: food, farmers, see, locally, options 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 101 (approx. per word bound = -6.116, relative change = 1.716e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 102 (approx. per word bound = -6.114, relative change = 1.829e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 103 (approx. per word bound = -6.113, relative change = 2.102e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 104 (approx. per word bound = -6.112, relative change = 2.322e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 105 (approx. per word bound = -6.110, relative change = 2.343e-04) 
Topic 1: local, affordable, produce, sustainable, stores 
 Topic 2: land, like, local, community, farm 
 Topic 3: food, farmers, see, locally, options 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 106 (approx. per word bound = -6.109, relative change = 2.227e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 107 (approx. per word bound = -6.108, relative change = 2.087e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 108 (approx. per word bound = -6.106, relative change = 2.043e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 109 (approx. per word bound = -6.105, relative change = 2.273e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 110 (approx. per word bound = -6.103, relative change = 2.625e-04) 
Topic 1: local, affordable, produce, sustainable, stores 
 Topic 2: land, like, local, community, farm 
 Topic 3: food, farmers, see, locally, options 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 111 (approx. per word bound = -6.102, relative change = 2.856e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 112 (approx. per word bound = -6.100, relative change = 2.887e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 113 (approx. per word bound = -6.098, relative change = 2.641e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 114 (approx. per word bound = -6.097, relative change = 2.150e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 115 (approx. per word bound = -6.096, relative change = 1.646e-04) 
Topic 1: local, affordable, produce, sustainable, stores 
 Topic 2: land, like, local, community, farm 
 Topic 3: food, farmers, see, locally, options 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 116 (approx. per word bound = -6.095, relative change = 1.351e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 117 (approx. per word bound = -6.094, relative change = 1.249e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 118 (approx. per word bound = -6.094, relative change = 1.250e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 119 (approx. per word bound = -6.093, relative change = 1.296e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 120 (approx. per word bound = -6.092, relative change = 1.391e-04) 
Topic 1: local, affordable, produce, sustainable, stores 
 Topic 2: land, local, like, community, farm 
 Topic 3: food, farmers, see, locally, options 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 121 (approx. per word bound = -6.091, relative change = 1.649e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 122 (approx. per word bound = -6.090, relative change = 2.027e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 123 (approx. per word bound = -6.088, relative change = 2.313e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 124 (approx. per word bound = -6.087, relative change = 2.472e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 125 (approx. per word bound = -6.085, relative change = 2.788e-04) 
Topic 1: local, produce, affordable, sustainable, stores 
 Topic 2: land, local, like, community, farm 
 Topic 3: food, farmers, see, locally, options 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 126 (approx. per word bound = -6.083, relative change = 3.228e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 127 (approx. per word bound = -6.081, relative change = 3.453e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 128 (approx. per word bound = -6.079, relative change = 3.511e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 129 (approx. per word bound = -6.077, relative change = 3.463e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 130 (approx. per word bound = -6.075, relative change = 2.959e-04) 
Topic 1: local, produce, sustainable, stores, good 
 Topic 2: local, land, affordable, farm, like 
 Topic 3: food, farmers, see, locally, options 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 131 (approx. per word bound = -6.073, relative change = 2.628e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 132 (approx. per word bound = -6.072, relative change = 2.329e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 133 (approx. per word bound = -6.071, relative change = 2.028e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 134 (approx. per word bound = -6.070, relative change = 1.859e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 135 (approx. per word bound = -6.069, relative change = 1.809e-04) 
Topic 1: local, produce, sustainable, stores, good 
 Topic 2: local, land, affordable, farm, grocery 
 Topic 3: food, farmers, see, locally, like 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 136 (approx. per word bound = -6.068, relative change = 1.784e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 137 (approx. per word bound = -6.066, relative change = 1.732e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 138 (approx. per word bound = -6.065, relative change = 1.637e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 139 (approx. per word bound = -6.064, relative change = 1.625e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 140 (approx. per word bound = -6.063, relative change = 1.995e-04) 
Topic 1: local, produce, sustainable, stores, good 
 Topic 2: local, land, affordable, farm, grocery 
 Topic 3: food, farmers, see, like, locally 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 141 (approx. per word bound = -6.062, relative change = 2.728e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 142 (approx. per word bound = -6.060, relative change = 3.361e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 143 (approx. per word bound = -6.058, relative change = 3.382e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 144 (approx. per word bound = -6.056, relative change = 3.160e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 145 (approx. per word bound = -6.054, relative change = 3.431e-04) 
Topic 1: local, produce, sustainable, stores, good 
 Topic 2: local, land, affordable, farm, healthy 
 Topic 3: food, farmers, see, like, locally 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 146 (approx. per word bound = -6.051, relative change = 3.901e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 147 (approx. per word bound = -6.049, relative change = 3.175e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 148 (approx. per word bound = -6.048, relative change = 2.166e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 149 (approx. per word bound = -6.047, relative change = 1.742e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 150 (approx. per word bound = -6.046, relative change = 1.734e-04) 
Topic 1: local, produce, sustainable, stores, grocery 
 Topic 2: local, land, affordable, farm, healthy 
 Topic 3: food, farmers, see, like, locally 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 151 (approx. per word bound = -6.045, relative change = 1.791e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 152 (approx. per word bound = -6.044, relative change = 1.657e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 153 (approx. per word bound = -6.043, relative change = 1.248e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 154 (approx. per word bound = -6.043, relative change = 8.312e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 155 (approx. per word bound = -6.042, relative change = 6.298e-05) 
Topic 1: local, produce, sustainable, stores, grocery 
 Topic 2: land, local, affordable, farm, healthy 
 Topic 3: food, farmers, see, like, locally 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 156 (approx. per word bound = -6.042, relative change = 7.262e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 157 (approx. per word bound = -6.041, relative change = 8.519e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 158 (approx. per word bound = -6.041, relative change = 7.361e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 159 (approx. per word bound = -6.040, relative change = 5.618e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 160 (approx. per word bound = -6.040, relative change = 5.698e-05) 
Topic 1: local, produce, sustainable, stores, grocery 
 Topic 2: land, local, affordable, farm, healthy 
 Topic 3: food, farmers, see, like, locally 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 161 (approx. per word bound = -6.040, relative change = 7.535e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 162 (approx. per word bound = -6.039, relative change = 8.295e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 163 (approx. per word bound = -6.039, relative change = 8.648e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 164 (approx. per word bound = -6.038, relative change = 1.021e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 165 (approx. per word bound = -6.037, relative change = 1.223e-04) 
Topic 1: local, produce, sustainable, stores, grocery 
 Topic 2: land, local, affordable, farm, agricultural 
 Topic 3: food, farmers, see, like, locally 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 166 (approx. per word bound = -6.036, relative change = 1.382e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 167 (approx. per word bound = -6.036, relative change = 1.436e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 168 (approx. per word bound = -6.035, relative change = 1.358e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 169 (approx. per word bound = -6.034, relative change = 1.211e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 170 (approx. per word bound = -6.033, relative change = 1.129e-04) 
Topic 1: local, produce, sustainable, stores, grocery 
 Topic 2: land, local, affordable, farm, agricultural 
 Topic 3: food, farmers, see, like, locally 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 171 (approx. per word bound = -6.033, relative change = 1.131e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 172 (approx. per word bound = -6.032, relative change = 1.093e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 173 (approx. per word bound = -6.031, relative change = 1.079e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 174 (approx. per word bound = -6.031, relative change = 1.007e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 175 (approx. per word bound = -6.030, relative change = 9.961e-05) 
Topic 1: local, produce, sustainable, stores, grocery 
 Topic 2: land, local, affordable, farm, agricultural 
 Topic 3: food, farmers, see, like, locally 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 176 (approx. per word bound = -6.030, relative change = 9.517e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 177 (approx. per word bound = -6.029, relative change = 8.351e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 178 (approx. per word bound = -6.029, relative change = 7.228e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 179 (approx. per word bound = -6.028, relative change = 5.328e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 180 (approx. per word bound = -6.028, relative change = 4.676e-05) 
Topic 1: local, produce, sustainable, stores, grocery 
 Topic 2: land, local, affordable, farm, agricultural 
 Topic 3: food, farmers, see, like, locally 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 181 (approx. per word bound = -6.028, relative change = 5.545e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 182 (approx. per word bound = -6.027, relative change = 7.471e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 183 (approx. per word bound = -6.027, relative change = 9.769e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 184 (approx. per word bound = -6.026, relative change = 1.054e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 185 (approx. per word bound = -6.025, relative change = 9.702e-05) 
Topic 1: local, produce, sustainable, stores, grocery 
 Topic 2: land, local, affordable, farm, agricultural 
 Topic 3: food, see, like, farmers, locally 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 186 (approx. per word bound = -6.025, relative change = 8.205e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 187 (approx. per word bound = -6.024, relative change = 7.010e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 188 (approx. per word bound = -6.024, relative change = 6.485e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 189 (approx. per word bound = -6.024, relative change = 6.690e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 190 (approx. per word bound = -6.023, relative change = 7.730e-05) 
Topic 1: local, produce, sustainable, stores, grocery 
 Topic 2: land, local, affordable, farm, agricultural 
 Topic 3: food, see, like, locally, farmers 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 191 (approx. per word bound = -6.023, relative change = 8.867e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 192 (approx. per word bound = -6.022, relative change = 7.674e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 193 (approx. per word bound = -6.022, relative change = 6.273e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 194 (approx. per word bound = -6.021, relative change = 7.720e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 195 (approx. per word bound = -6.021, relative change = 1.012e-04) 
Topic 1: local, produce, sustainable, support, stores 
 Topic 2: land, local, affordable, farm, agricultural 
 Topic 3: food, see, like, locally, farmers 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 196 (approx. per word bound = -6.020, relative change = 8.265e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 197 (approx. per word bound = -6.020, relative change = 6.716e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 198 (approx. per word bound = -6.019, relative change = 7.674e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 199 (approx. per word bound = -6.019, relative change = 9.001e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 200 (approx. per word bound = -6.018, relative change = 9.751e-05) 
Topic 1: local, produce, sustainable, support, stores 
 Topic 2: land, local, affordable, farm, agricultural 
 Topic 3: food, see, like, locally, farmers 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 201 (approx. per word bound = -6.018, relative change = 9.461e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 202 (approx. per word bound = -6.017, relative change = 8.520e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 203 (approx. per word bound = -6.017, relative change = 7.268e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 204 (approx. per word bound = -6.016, relative change = 6.340e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 205 (approx. per word bound = -6.016, relative change = 5.823e-05) 
Topic 1: local, produce, sustainable, support, stores 
 Topic 2: land, local, affordable, farm, agricultural 
 Topic 3: food, see, like, locally, farmers 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 206 (approx. per word bound = -6.016, relative change = 5.574e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 207 (approx. per word bound = -6.015, relative change = 5.376e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 208 (approx. per word bound = -6.015, relative change = 5.126e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 209 (approx. per word bound = -6.015, relative change = 5.215e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 210 (approx. per word bound = -6.014, relative change = 6.195e-05) 
Topic 1: local, produce, sustainable, support, stores 
 Topic 2: land, local, affordable, farm, agricultural 
 Topic 3: food, see, like, locally, farmers 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 211 (approx. per word bound = -6.014, relative change = 8.176e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 212 (approx. per word bound = -6.013, relative change = 9.830e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 213 (approx. per word bound = -6.013, relative change = 1.010e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 214 (approx. per word bound = -6.012, relative change = 9.373e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 215 (approx. per word bound = -6.012, relative change = 8.548e-05) 
Topic 1: local, produce, sustainable, support, stores 
 Topic 2: land, local, affordable, farm, agricultural 
 Topic 3: food, see, like, locally, farmers 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 216 (approx. per word bound = -6.011, relative change = 7.572e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 217 (approx. per word bound = -6.011, relative change = 6.307e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 218 (approx. per word bound = -6.010, relative change = 5.260e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 219 (approx. per word bound = -6.010, relative change = 4.830e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 220 (approx. per word bound = -6.010, relative change = 4.828e-05) 
Topic 1: local, produce, sustainable, support, stores 
 Topic 2: land, local, affordable, farm, agricultural 
 Topic 3: food, see, like, locally, farmers 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 221 (approx. per word bound = -6.010, relative change = 4.994e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 222 (approx. per word bound = -6.009, relative change = 5.277e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 223 (approx. per word bound = -6.009, relative change = 5.811e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 224 (approx. per word bound = -6.008, relative change = 6.653e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 225 (approx. per word bound = -6.008, relative change = 7.915e-05) 
Topic 1: local, produce, sustainable, support, stores 
 Topic 2: land, local, affordable, farm, agricultural 
 Topic 3: food, see, like, locally, farmers 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 226 (approx. per word bound = -6.007, relative change = 9.762e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 227 (approx. per word bound = -6.007, relative change = 1.219e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 228 (approx. per word bound = -6.006, relative change = 1.407e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 229 (approx. per word bound = -6.005, relative change = 1.455e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 230 (approx. per word bound = -6.004, relative change = 1.367e-04) 
Topic 1: local, produce, sustainable, support, stores 
 Topic 2: land, local, affordable, farm, agricultural 
 Topic 3: food, see, like, locally, community 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 231 (approx. per word bound = -6.003, relative change = 1.201e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 232 (approx. per word bound = -6.003, relative change = 1.034e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 233 (approx. per word bound = -6.002, relative change = 9.281e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 234 (approx. per word bound = -6.002, relative change = 8.884e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 235 (approx. per word bound = -6.001, relative change = 8.774e-05) 
Topic 1: local, sustainable, support, produce, grocery 
 Topic 2: land, local, affordable, farm, farmers 
 Topic 3: food, see, like, locally, community 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 236 (approx. per word bound = -6.001, relative change = 9.365e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 237 (approx. per word bound = -6.000, relative change = 1.021e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 238 (approx. per word bound = -6.000, relative change = 8.343e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 239 (approx. per word bound = -5.999, relative change = 4.877e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 240 (approx. per word bound = -5.999, relative change = 3.838e-05) 
Topic 1: local, sustainable, support, produce, grocery 
 Topic 2: land, local, affordable, farm, farmers 
 Topic 3: food, see, like, locally, community 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 241 (approx. per word bound = -5.999, relative change = 3.754e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 242 (approx. per word bound = -5.999, relative change = 3.908e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 243 (approx. per word bound = -5.998, relative change = 4.100e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 244 (approx. per word bound = -5.998, relative change = 4.331e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 245 (approx. per word bound = -5.998, relative change = 4.562e-05) 
Topic 1: local, sustainable, support, produce, grocery 
 Topic 2: land, local, affordable, farm, farmers 
 Topic 3: food, see, like, locally, community 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 246 (approx. per word bound = -5.997, relative change = 4.766e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 247 (approx. per word bound = -5.997, relative change = 4.645e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 248 (approx. per word bound = -5.997, relative change = 3.996e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 249 (approx. per word bound = -5.997, relative change = 2.943e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 250 (approx. per word bound = -5.997, relative change = 2.093e-05) 
Topic 1: local, sustainable, support, produce, grocery 
 Topic 2: land, local, affordable, farm, farmers 
 Topic 3: food, see, like, locally, community 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 251 (approx. per word bound = -5.997, relative change = 1.930e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 252 (approx. per word bound = -5.996, relative change = 2.309e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 253 (approx. per word bound = -5.996, relative change = 3.266e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 254 (approx. per word bound = -5.996, relative change = 5.196e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 255 (approx. per word bound = -5.995, relative change = 8.009e-05) 
Topic 1: local, sustainable, support, produce, grocery 
 Topic 2: land, local, affordable, farm, farmers 
 Topic 3: food, see, like, locally, community 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 256 (approx. per word bound = -5.995, relative change = 1.053e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 257 (approx. per word bound = -5.994, relative change = 1.138e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 258 (approx. per word bound = -5.993, relative change = 1.071e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 259 (approx. per word bound = -5.993, relative change = 9.355e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 260 (approx. per word bound = -5.992, relative change = 8.824e-05) 
Topic 1: local, sustainable, support, produce, grocery 
 Topic 2: land, local, affordable, farm, farmers 
 Topic 3: food, see, like, locally, community 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 261 (approx. per word bound = -5.992, relative change = 8.408e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 262 (approx. per word bound = -5.991, relative change = 1.015e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 263 (approx. per word bound = -5.990, relative change = 1.335e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 264 (approx. per word bound = -5.989, relative change = 1.789e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 265 (approx. per word bound = -5.988, relative change = 2.409e-04) 
Topic 1: local, sustainable, support, produce, grocery 
 Topic 2: land, local, affordable, farm, farmers 
 Topic 3: food, see, like, locally, community 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 266 (approx. per word bound = -5.986, relative change = 3.121e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 267 (approx. per word bound = -5.984, relative change = 3.687e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 268 (approx. per word bound = -5.982, relative change = 3.837e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 269 (approx. per word bound = -5.979, relative change = 3.546e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 270 (approx. per word bound = -5.978, relative change = 3.025e-04) 
Topic 1: local, food, sustainable, support, produce 
 Topic 2: land, local, affordable, farm, food 
 Topic 3: food, see, like, locally, community 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 271 (approx. per word bound = -5.976, relative change = 2.456e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 272 (approx. per word bound = -5.975, relative change = 1.935e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 273 (approx. per word bound = -5.974, relative change = 1.547e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 274 (approx. per word bound = -5.973, relative change = 1.338e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 275 (approx. per word bound = -5.973, relative change = 1.270e-04) 
Topic 1: local, food, sustainable, support, produce 
 Topic 2: land, food, local, affordable, farm 
 Topic 3: food, see, like, locally, gardens 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 276 (approx. per word bound = -5.972, relative change = 1.114e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 277 (approx. per word bound = -5.971, relative change = 8.366e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 278 (approx. per word bound = -5.971, relative change = 6.718e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 279 (approx. per word bound = -5.971, relative change = 6.869e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 280 (approx. per word bound = -5.970, relative change = 8.396e-05) 
Topic 1: local, food, support, sustainable, produce 
 Topic 2: land, food, local, affordable, farm 
 Topic 3: food, see, like, locally, gardens 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 281 (approx. per word bound = -5.969, relative change = 9.907e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 282 (approx. per word bound = -5.969, relative change = 9.026e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 283 (approx. per word bound = -5.969, relative change = 6.870e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 284 (approx. per word bound = -5.968, relative change = 5.602e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 285 (approx. per word bound = -5.968, relative change = 5.359e-05) 
Topic 1: local, food, support, sustainable, produce 
 Topic 2: land, food, local, affordable, farm 
 Topic 3: food, see, like, locally, gardens 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 286 (approx. per word bound = -5.967, relative change = 6.031e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 287 (approx. per word bound = -5.967, relative change = 7.447e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 288 (approx. per word bound = -5.967, relative change = 8.637e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 289 (approx. per word bound = -5.966, relative change = 9.064e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 290 (approx. per word bound = -5.965, relative change = 9.245e-05) 
Topic 1: local, food, support, produce, grocery 
 Topic 2: land, food, local, affordable, farm 
 Topic 3: food, see, like, locally, school 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 291 (approx. per word bound = -5.965, relative change = 8.929e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 292 (approx. per word bound = -5.964, relative change = 7.803e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 293 (approx. per word bound = -5.964, relative change = 6.623e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 294 (approx. per word bound = -5.964, relative change = 6.516e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 295 (approx. per word bound = -5.963, relative change = 7.484e-05) 
Topic 1: local, food, support, produce, grocery 
 Topic 2: food, land, local, affordable, farm 
 Topic 3: food, see, like, locally, school 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 296 (approx. per word bound = -5.963, relative change = 8.369e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 297 (approx. per word bound = -5.962, relative change = 8.015e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 298 (approx. per word bound = -5.962, relative change = 6.545e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 299 (approx. per word bound = -5.962, relative change = 5.138e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 300 (approx. per word bound = -5.961, relative change = 4.055e-05) 
Topic 1: local, food, support, produce, grocery 
 Topic 2: food, land, local, affordable, farm 
 Topic 3: food, see, like, locally, school 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 301 (approx. per word bound = -5.961, relative change = 2.970e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 302 (approx. per word bound = -5.961, relative change = 2.498e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 303 (approx. per word bound = -5.961, relative change = 2.642e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 304 (approx. per word bound = -5.961, relative change = 3.336e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 305 (approx. per word bound = -5.960, relative change = 4.489e-05) 
Topic 1: local, food, support, produce, grocery 
 Topic 2: food, land, local, affordable, farm 
 Topic 3: food, see, like, locally, school 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 306 (approx. per word bound = -5.960, relative change = 5.617e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 307 (approx. per word bound = -5.960, relative change = 6.012e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 308 (approx. per word bound = -5.959, relative change = 6.645e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 309 (approx. per word bound = -5.959, relative change = 7.518e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 310 (approx. per word bound = -5.958, relative change = 8.578e-05) 
Topic 1: local, food, support, produce, grocery 
 Topic 2: food, land, local, farm, affordable 
 Topic 3: food, see, like, locally, school 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 311 (approx. per word bound = -5.958, relative change = 9.748e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 312 (approx. per word bound = -5.957, relative change = 1.034e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 313 (approx. per word bound = -5.957, relative change = 9.612e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 314 (approx. per word bound = -5.956, relative change = 8.881e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 315 (approx. per word bound = -5.955, relative change = 9.526e-05) 
Topic 1: local, food, support, produce, grocery 
 Topic 2: food, land, local, farm, affordable 
 Topic 3: food, see, like, locally, school 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 316 (approx. per word bound = -5.955, relative change = 1.162e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 317 (approx. per word bound = -5.954, relative change = 1.417e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 318 (approx. per word bound = -5.953, relative change = 1.475e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 319 (approx. per word bound = -5.952, relative change = 1.391e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 320 (approx. per word bound = -5.951, relative change = 1.299e-04) 
Topic 1: local, food, support, grocery, stores 
 Topic 2: food, land, local, farm, affordable 
 Topic 3: food, see, like, locally, school 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 321 (approx. per word bound = -5.951, relative change = 1.158e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 322 (approx. per word bound = -5.950, relative change = 9.893e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 323 (approx. per word bound = -5.950, relative change = 8.420e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 324 (approx. per word bound = -5.949, relative change = 7.479e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 325 (approx. per word bound = -5.949, relative change = 7.178e-05) 
Topic 1: local, food, support, grocery, stores 
 Topic 2: food, land, local, farm, affordable 
 Topic 3: food, see, like, locally, local 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 326 (approx. per word bound = -5.948, relative change = 6.913e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 327 (approx. per word bound = -5.948, relative change = 6.549e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 328 (approx. per word bound = -5.948, relative change = 6.620e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 329 (approx. per word bound = -5.947, relative change = 7.072e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 330 (approx. per word bound = -5.947, relative change = 7.530e-05) 
Topic 1: local, food, support, grocery, stores 
 Topic 2: food, land, local, farm, affordable 
 Topic 3: food, like, see, locally, local 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 331 (approx. per word bound = -5.946, relative change = 7.063e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 332 (approx. per word bound = -5.946, relative change = 5.881e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 333 (approx. per word bound = -5.946, relative change = 5.295e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 334 (approx. per word bound = -5.945, relative change = 6.198e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 335 (approx. per word bound = -5.945, relative change = 7.187e-05) 
Topic 1: local, food, support, grocery, stores 
 Topic 2: food, land, local, farm, affordable 
 Topic 3: food, like, see, local, locally 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 336 (approx. per word bound = -5.944, relative change = 7.339e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 337 (approx. per word bound = -5.944, relative change = 7.130e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 338 (approx. per word bound = -5.944, relative change = 6.401e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 339 (approx. per word bound = -5.943, relative change = 5.329e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 340 (approx. per word bound = -5.943, relative change = 4.787e-05) 
Topic 1: local, food, support, grocery, stores 
 Topic 2: food, land, local, farm, affordable 
 Topic 3: food, like, see, local, locally 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 341 (approx. per word bound = -5.943, relative change = 4.922e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 342 (approx. per word bound = -5.942, relative change = 5.829e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 343 (approx. per word bound = -5.942, relative change = 7.331e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 344 (approx. per word bound = -5.941, relative change = 9.019e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 345 (approx. per word bound = -5.941, relative change = 8.666e-05) 
Topic 1: local, food, support, grocery, stores 
 Topic 2: food, land, local, farm, affordable 
 Topic 3: food, like, see, local, locally 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 346 (approx. per word bound = -5.940, relative change = 6.686e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 347 (approx. per word bound = -5.940, relative change = 5.605e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 348 (approx. per word bound = -5.940, relative change = 4.722e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 349 (approx. per word bound = -5.940, relative change = 4.111e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 350 (approx. per word bound = -5.939, relative change = 3.943e-05) 
Topic 1: local, food, support, grocery, stores 
 Topic 2: food, land, local, farm, affordable 
 Topic 3: food, like, see, local, locally 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 351 (approx. per word bound = -5.939, relative change = 4.391e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 352 (approx. per word bound = -5.939, relative change = 5.515e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 353 (approx. per word bound = -5.938, relative change = 7.171e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 354 (approx. per word bound = -5.938, relative change = 8.415e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 355 (approx. per word bound = -5.937, relative change = 7.846e-05) 
Topic 1: local, food, support, grocery, stores 
 Topic 2: food, land, local, farm, affordable 
 Topic 3: food, like, see, local, school 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 356 (approx. per word bound = -5.937, relative change = 5.367e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 357 (approx. per word bound = -5.937, relative change = 3.414e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 358 (approx. per word bound = -5.937, relative change = 2.500e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 359 (approx. per word bound = -5.937, relative change = 2.179e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 360 (approx. per word bound = -5.936, relative change = 2.231e-05) 
Topic 1: local, food, support, produce, grocery 
 Topic 2: food, land, local, farm, affordable 
 Topic 3: food, like, see, local, school 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 361 (approx. per word bound = -5.936, relative change = 2.540e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 362 (approx. per word bound = -5.936, relative change = 2.937e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 363 (approx. per word bound = -5.936, relative change = 3.177e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 364 (approx. per word bound = -5.936, relative change = 3.316e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 365 (approx. per word bound = -5.936, relative change = 3.324e-05) 
Topic 1: local, food, support, grocery, stores 
 Topic 2: food, land, local, farm, affordable 
 Topic 3: food, like, see, local, school 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 366 (approx. per word bound = -5.935, relative change = 3.338e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 367 (approx. per word bound = -5.935, relative change = 3.312e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 368 (approx. per word bound = -5.935, relative change = 3.055e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 369 (approx. per word bound = -5.935, relative change = 2.724e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 370 (approx. per word bound = -5.935, relative change = 2.327e-05) 
Topic 1: local, food, support, grocery, stores 
 Topic 2: food, land, local, farm, affordable 
 Topic 3: food, like, see, local, locally 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 371 (approx. per word bound = -5.935, relative change = 1.880e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 372 (approx. per word bound = -5.934, relative change = 1.314e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Model Converged

Code

# model w/ 5 topics
stm_change_final_5 <- stm(dfm_change_final,
               K = 5,
               prevalence = ~ age + size + income + zip,
               data = CFA_tidy_final,
               max.em.its = 1000,
               seed = 1234,
               init.type = "Spectral")

Beginning Spectral Initialization 
     Calculating the gram matrix...
     Finding anchor words...
    .....
     Recovering initialization...
    ...........
Initialization complete.
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 1 (approx. per word bound = -6.372) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 2 (approx. per word bound = -6.228, relative change = 2.265e-02) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 3 (approx. per word bound = -6.183, relative change = 7.256e-03) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 4 (approx. per word bound = -6.164, relative change = 3.068e-03) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 5 (approx. per word bound = -6.153, relative change = 1.675e-03) 
Topic 1: land, community, less, use, producers 
 Topic 2: farmers, support, local, greater, ag 
 Topic 3: affordable, options, healthy, gardens, can 
 Topic 4: food, local, like, see, farm 
 Topic 5: locally, produce, foods, markets, grown 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 6 (approx. per word bound = -6.147, relative change = 1.084e-03) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 7 (approx. per word bound = -6.142, relative change = 8.051e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 8 (approx. per word bound = -6.138, relative change = 6.585e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 9 (approx. per word bound = -6.134, relative change = 5.287e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 10 (approx. per word bound = -6.132, relative change = 4.340e-04) 
Topic 1: land, community, less, use, producers 
 Topic 2: farmers, support, local, greater, market 
 Topic 3: affordable, options, healthy, gardens, farmland 
 Topic 4: food, local, like, see, farm 
 Topic 5: locally, produce, foods, markets, grown 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 11 (approx. per word bound = -6.129, relative change = 4.107e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 12 (approx. per word bound = -6.127, relative change = 4.243e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 13 (approx. per word bound = -6.124, relative change = 4.345e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 14 (approx. per word bound = -6.121, relative change = 4.225e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 15 (approx. per word bound = -6.119, relative change = 4.071e-04) 
Topic 1: land, community, less, use, producers 
 Topic 2: farmers, support, local, market, greater 
 Topic 3: affordable, options, healthy, gardens, farmland 
 Topic 4: food, local, like, see, farm 
 Topic 5: locally, produce, foods, markets, grocery 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 16 (approx. per word bound = -6.116, relative change = 4.076e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 17 (approx. per word bound = -6.114, relative change = 3.923e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 18 (approx. per word bound = -6.112, relative change = 3.444e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 19 (approx. per word bound = -6.110, relative change = 3.241e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 20 (approx. per word bound = -6.108, relative change = 3.421e-04) 
Topic 1: land, community, less, use, producers 
 Topic 2: farmers, support, local, market, greater 
 Topic 3: affordable, options, healthy, gardens, farmland 
 Topic 4: food, local, like, see, farm 
 Topic 5: locally, produce, foods, grocery, markets 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 21 (approx. per word bound = -6.105, relative change = 3.907e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 22 (approx. per word bound = -6.103, relative change = 4.556e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 23 (approx. per word bound = -6.100, relative change = 4.994e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 24 (approx. per word bound = -6.097, relative change = 4.951e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 25 (approx. per word bound = -6.094, relative change = 4.871e-04) 
Topic 1: land, community, less, use, producers 
 Topic 2: farmers, support, market, local, greater 
 Topic 3: affordable, options, healthy, gardens, farmland 
 Topic 4: food, local, like, see, farm 
 Topic 5: locally, produce, local, food, foods 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 26 (approx. per word bound = -6.090, relative change = 5.113e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 27 (approx. per word bound = -6.087, relative change = 5.437e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 28 (approx. per word bound = -6.084, relative change = 5.711e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 29 (approx. per word bound = -6.080, relative change = 5.316e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 30 (approx. per word bound = -6.077, relative change = 4.862e-04) 
Topic 1: land, community, less, use, producers 
 Topic 2: farmers, support, market, local, greater 
 Topic 3: affordable, options, healthy, gardens, farmland 
 Topic 4: food, local, like, see, farm 
 Topic 5: locally, local, food, produce, grocery 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 31 (approx. per word bound = -6.074, relative change = 5.072e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 32 (approx. per word bound = -6.071, relative change = 5.921e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 33 (approx. per word bound = -6.067, relative change = 6.651e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 34 (approx. per word bound = -6.063, relative change = 6.991e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 35 (approx. per word bound = -6.058, relative change = 6.725e-04) 
Topic 1: land, community, less, use, producers 
 Topic 2: farmers, support, local, market, greater 
 Topic 3: affordable, options, healthy, gardens, farmland 
 Topic 4: food, local, like, see, farm 
 Topic 5: local, food, locally, grocery, markets 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 36 (approx. per word bound = -6.054, relative change = 6.613e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 37 (approx. per word bound = -6.050, relative change = 7.294e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 38 (approx. per word bound = -6.046, relative change = 7.498e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 39 (approx. per word bound = -6.041, relative change = 7.256e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 40 (approx. per word bound = -6.037, relative change = 7.546e-04) 
Topic 1: land, community, less, use, producers 
 Topic 2: farmers, support, local, market, greater 
 Topic 3: affordable, options, healthy, gardens, agricultural 
 Topic 4: food, local, like, see, farm 
 Topic 5: local, food, locally, grocery, markets 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 41 (approx. per word bound = -6.032, relative change = 7.426e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 42 (approx. per word bound = -6.028, relative change = 7.335e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 43 (approx. per word bound = -6.023, relative change = 8.407e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 44 (approx. per word bound = -6.017, relative change = 9.105e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 45 (approx. per word bound = -6.011, relative change = 9.537e-04) 
Topic 1: land, community, less, use, producers 
 Topic 2: farmers, support, local, market, greater 
 Topic 3: affordable, options, healthy, gardens, agricultural 
 Topic 4: food, local, like, see, sustainable 
 Topic 5: local, food, locally, grocery, markets 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 46 (approx. per word bound = -6.005, relative change = 1.067e-03) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 47 (approx. per word bound = -5.999, relative change = 9.257e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 48 (approx. per word bound = -5.996, relative change = 5.913e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 49 (approx. per word bound = -5.993, relative change = 4.261e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 50 (approx. per word bound = -5.991, relative change = 3.955e-04) 
Topic 1: land, community, less, use, producers 
 Topic 2: farmers, support, local, market, greater 
 Topic 3: affordable, options, healthy, farm, gardens 
 Topic 4: food, local, like, see, sustainable 
 Topic 5: local, food, locally, grocery, farmers 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 51 (approx. per word bound = -5.989, relative change = 3.973e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 52 (approx. per word bound = -5.986, relative change = 4.122e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 53 (approx. per word bound = -5.983, relative change = 4.441e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 54 (approx. per word bound = -5.980, relative change = 5.128e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 55 (approx. per word bound = -5.977, relative change = 5.593e-04) 
Topic 1: land, community, less, use, producers 
 Topic 2: farmers, support, local, climate, greater 
 Topic 3: affordable, options, farm, healthy, gardens 
 Topic 4: food, local, like, see, sustainable 
 Topic 5: local, food, locally, grocery, farmers 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 56 (approx. per word bound = -5.974, relative change = 4.831e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 57 (approx. per word bound = -5.972, relative change = 4.352e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 58 (approx. per word bound = -5.969, relative change = 4.459e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 59 (approx. per word bound = -5.966, relative change = 5.353e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 60 (approx. per word bound = -5.962, relative change = 5.788e-04) 
Topic 1: land, community, less, use, producers 
 Topic 2: farmers, local, support, climate, greater 
 Topic 3: affordable, options, farm, healthy, gardens 
 Topic 4: food, local, like, see, sustainable 
 Topic 5: local, food, locally, grocery, farmers 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 61 (approx. per word bound = -5.959, relative change = 5.315e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 62 (approx. per word bound = -5.956, relative change = 5.701e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 63 (approx. per word bound = -5.952, relative change = 5.570e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 64 (approx. per word bound = -5.949, relative change = 5.022e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 65 (approx. per word bound = -5.946, relative change = 4.878e-04) 
Topic 1: land, community, less, use, producers 
 Topic 2: local, farmers, support, climate, greater 
 Topic 3: affordable, options, farm, healthy, gardens 
 Topic 4: food, local, like, see, sustainable 
 Topic 5: local, food, locally, grocery, stores 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 66 (approx. per word bound = -5.943, relative change = 5.484e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 67 (approx. per word bound = -5.940, relative change = 6.002e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 68 (approx. per word bound = -5.936, relative change = 5.909e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 69 (approx. per word bound = -5.933, relative change = 5.120e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 70 (approx. per word bound = -5.930, relative change = 5.093e-04) 
Topic 1: land, community, less, use, producers 
 Topic 2: local, farmers, support, climate, greater 
 Topic 3: affordable, options, farm, healthy, gardens 
 Topic 4: food, local, like, see, sustainable 
 Topic 5: local, food, locally, grocery, stores 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 71 (approx. per word bound = -5.927, relative change = 4.609e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 72 (approx. per word bound = -5.925, relative change = 3.682e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 73 (approx. per word bound = -5.923, relative change = 3.094e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 74 (approx. per word bound = -5.921, relative change = 3.535e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 75 (approx. per word bound = -5.919, relative change = 4.445e-04) 
Topic 1: land, community, less, use, producers 
 Topic 2: local, farmers, support, climate, greater 
 Topic 3: affordable, options, farm, healthy, gardens 
 Topic 4: food, local, like, see, sustainable 
 Topic 5: local, food, locally, grocery, stores 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 76 (approx. per word bound = -5.915, relative change = 5.412e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 77 (approx. per word bound = -5.912, relative change = 5.786e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 78 (approx. per word bound = -5.909, relative change = 5.454e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 79 (approx. per word bound = -5.906, relative change = 4.701e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 80 (approx. per word bound = -5.903, relative change = 4.188e-04) 
Topic 1: land, community, less, use, producers 
 Topic 2: local, farmers, climate, greater, support 
 Topic 3: affordable, farm, options, healthy, gardens 
 Topic 4: food, local, see, like, sustainable 
 Topic 5: local, food, locally, farmers, grocery 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 81 (approx. per word bound = -5.901, relative change = 3.547e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 82 (approx. per word bound = -5.899, relative change = 3.151e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 83 (approx. per word bound = -5.898, relative change = 3.311e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 84 (approx. per word bound = -5.895, relative change = 3.818e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 85 (approx. per word bound = -5.893, relative change = 3.836e-04) 
Topic 1: land, community, less, use, producers 
 Topic 2: local, farmers, climate, greater, market 
 Topic 3: affordable, farm, healthy, gardens, options 
 Topic 4: food, local, see, like, sustainable 
 Topic 5: local, food, locally, farmers, grocery 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 86 (approx. per word bound = -5.891, relative change = 3.142e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 87 (approx. per word bound = -5.889, relative change = 3.091e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 88 (approx. per word bound = -5.888, relative change = 3.143e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 89 (approx. per word bound = -5.886, relative change = 3.012e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 90 (approx. per word bound = -5.884, relative change = 3.250e-04) 
Topic 1: land, community, less, use, producers 
 Topic 2: local, farmers, climate, greater, ag 
 Topic 3: affordable, farm, healthy, gardens, options 
 Topic 4: food, see, local, like, sustainable 
 Topic 5: local, food, locally, farmers, grocery 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 91 (approx. per word bound = -5.882, relative change = 3.555e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 92 (approx. per word bound = -5.880, relative change = 3.531e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 93 (approx. per word bound = -5.878, relative change = 3.101e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 94 (approx. per word bound = -5.876, relative change = 2.752e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 95 (approx. per word bound = -5.875, relative change = 2.571e-04) 
Topic 1: land, community, less, use, producers 
 Topic 2: local, farmers, ag, market, support 
 Topic 3: affordable, farm, healthy, gardens, options 
 Topic 4: food, see, local, like, sustainable 
 Topic 5: local, food, locally, farmers, stores 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 96 (approx. per word bound = -5.873, relative change = 2.334e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 97 (approx. per word bound = -5.872, relative change = 2.218e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 98 (approx. per word bound = -5.871, relative change = 2.502e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 99 (approx. per word bound = -5.869, relative change = 2.497e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 100 (approx. per word bound = -5.868, relative change = 2.132e-04) 
Topic 1: land, community, less, use, producers 
 Topic 2: local, farmers, ag, market, support 
 Topic 3: affordable, farm, healthy, gardens, options 
 Topic 4: food, see, local, like, sustainable 
 Topic 5: local, food, locally, farmers, stores 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 101 (approx. per word bound = -5.867, relative change = 1.855e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 102 (approx. per word bound = -5.866, relative change = 1.769e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 103 (approx. per word bound = -5.864, relative change = 2.116e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 104 (approx. per word bound = -5.863, relative change = 2.981e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 105 (approx. per word bound = -5.861, relative change = 2.872e-04) 
Topic 1: land, community, less, use, producers 
 Topic 2: local, farmers, ag, market, support 
 Topic 3: affordable, healthy, farm, gardens, options 
 Topic 4: food, see, local, like, sustainable 
 Topic 5: local, food, locally, farmers, grocery 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 106 (approx. per word bound = -5.859, relative change = 3.280e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 107 (approx. per word bound = -5.856, relative change = 4.719e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 108 (approx. per word bound = -5.854, relative change = 3.934e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 109 (approx. per word bound = -5.852, relative change = 3.391e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 110 (approx. per word bound = -5.850, relative change = 3.511e-04) 
Topic 1: land, community, food, less, use 
 Topic 2: local, farmers, ag, food, market 
 Topic 3: affordable, healthy, farm, gardens, options 
 Topic 4: food, see, local, like, sustainable 
 Topic 5: local, food, locally, farmers, grocery 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 111 (approx. per word bound = -5.848, relative change = 2.678e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 112 (approx. per word bound = -5.847, relative change = 2.469e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 113 (approx. per word bound = -5.846, relative change = 2.443e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 114 (approx. per word bound = -5.845, relative change = 1.547e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 115 (approx. per word bound = -5.844, relative change = 1.500e-04) 
Topic 1: land, food, community, less, use 
 Topic 2: local, farmers, food, ag, market 
 Topic 3: affordable, healthy, farm, gardens, options 
 Topic 4: food, see, like, local, sustainable 
 Topic 5: local, food, locally, farmers, grocery 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 116 (approx. per word bound = -5.843, relative change = 1.526e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 117 (approx. per word bound = -5.842, relative change = 1.750e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 118 (approx. per word bound = -5.841, relative change = 1.859e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 119 (approx. per word bound = -5.840, relative change = 1.655e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 120 (approx. per word bound = -5.839, relative change = 1.632e-04) 
Topic 1: land, food, community, less, use 
 Topic 2: local, farmers, food, ag, support 
 Topic 3: affordable, healthy, farm, gardens, options 
 Topic 4: food, see, like, local, sustainable 
 Topic 5: local, food, locally, farmers, grocery 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 121 (approx. per word bound = -5.838, relative change = 1.849e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 122 (approx. per word bound = -5.837, relative change = 1.708e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 123 (approx. per word bound = -5.836, relative change = 1.542e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 124 (approx. per word bound = -5.835, relative change = 1.737e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 125 (approx. per word bound = -5.834, relative change = 1.870e-04) 
Topic 1: land, food, community, less, use 
 Topic 2: local, farmers, food, ag, support 
 Topic 3: affordable, healthy, farm, gardens, options 
 Topic 4: food, see, like, local, sustainable 
 Topic 5: local, food, locally, farmers, grocery 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 126 (approx. per word bound = -5.833, relative change = 1.820e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 127 (approx. per word bound = -5.832, relative change = 1.854e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 128 (approx. per word bound = -5.830, relative change = 2.055e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 129 (approx. per word bound = -5.829, relative change = 2.343e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 130 (approx. per word bound = -5.828, relative change = 2.202e-04) 
Topic 1: land, food, community, less, use 
 Topic 2: local, farmers, food, ag, support 
 Topic 3: affordable, farm, gardens, healthy, options 
 Topic 4: food, see, like, local, sustainable 
 Topic 5: local, food, locally, grocery, stores 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 131 (approx. per word bound = -5.827, relative change = 1.806e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 132 (approx. per word bound = -5.826, relative change = 1.416e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 133 (approx. per word bound = -5.825, relative change = 1.036e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 134 (approx. per word bound = -5.825, relative change = 8.281e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 135 (approx. per word bound = -5.824, relative change = 8.101e-05) 
Topic 1: land, food, community, less, use 
 Topic 2: local, farmers, food, ag, market 
 Topic 3: affordable, gardens, farm, healthy, options 
 Topic 4: food, see, like, local, sustainable 
 Topic 5: local, food, locally, grocery, stores 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 136 (approx. per word bound = -5.824, relative change = 8.831e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 137 (approx. per word bound = -5.823, relative change = 1.076e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 138 (approx. per word bound = -5.822, relative change = 1.380e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 139 (approx. per word bound = -5.821, relative change = 1.657e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 140 (approx. per word bound = -5.821, relative change = 1.457e-04) 
Topic 1: land, food, community, less, use 
 Topic 2: local, food, farmers, ag, support 
 Topic 3: affordable, gardens, farm, healthy, options 
 Topic 4: food, see, like, local, sustainable 
 Topic 5: local, food, locally, grocery, stores 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 141 (approx. per word bound = -5.820, relative change = 1.076e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 142 (approx. per word bound = -5.819, relative change = 9.487e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 143 (approx. per word bound = -5.819, relative change = 9.851e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 144 (approx. per word bound = -5.818, relative change = 1.143e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 145 (approx. per word bound = -5.817, relative change = 1.474e-04) 
Topic 1: land, food, community, less, use 
 Topic 2: local, food, farmers, ag, support 
 Topic 3: affordable, gardens, farm, healthy, options 
 Topic 4: food, see, like, local, sustainable 
 Topic 5: local, food, locally, grocery, stores 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 146 (approx. per word bound = -5.816, relative change = 1.668e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 147 (approx. per word bound = -5.815, relative change = 1.746e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 148 (approx. per word bound = -5.814, relative change = 1.647e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 149 (approx. per word bound = -5.814, relative change = 1.441e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 150 (approx. per word bound = -5.813, relative change = 1.280e-04) 
Topic 1: land, food, community, less, use 
 Topic 2: local, food, farmers, ag, support 
 Topic 3: affordable, gardens, farm, healthy, options 
 Topic 4: food, see, like, local, sustainable 
 Topic 5: local, food, locally, grocery, stores 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 151 (approx. per word bound = -5.812, relative change = 1.222e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 152 (approx. per word bound = -5.811, relative change = 1.122e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 153 (approx. per word bound = -5.811, relative change = 1.062e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 154 (approx. per word bound = -5.810, relative change = 1.105e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 155 (approx. per word bound = -5.810, relative change = 1.164e-04) 
Topic 1: land, food, community, less, use 
 Topic 2: local, food, farmers, ag, market 
 Topic 3: affordable, gardens, farm, healthy, options 
 Topic 4: food, see, like, local, sustainable 
 Topic 5: local, food, locally, grocery, stores 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 156 (approx. per word bound = -5.809, relative change = 1.055e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 157 (approx. per word bound = -5.808, relative change = 7.958e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 158 (approx. per word bound = -5.808, relative change = 6.207e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 159 (approx. per word bound = -5.808, relative change = 5.781e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 160 (approx. per word bound = -5.807, relative change = 6.988e-05) 
Topic 1: land, food, community, less, use 
 Topic 2: local, food, farmers, ag, market 
 Topic 3: affordable, gardens, farm, healthy, options 
 Topic 4: food, see, like, local, sustainable 
 Topic 5: local, food, locally, grocery, stores 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 161 (approx. per word bound = -5.807, relative change = 9.104e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 162 (approx. per word bound = -5.806, relative change = 1.031e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 163 (approx. per word bound = -5.806, relative change = 8.813e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 164 (approx. per word bound = -5.805, relative change = 6.238e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 165 (approx. per word bound = -5.805, relative change = 6.081e-05) 
Topic 1: land, food, community, less, use 
 Topic 2: local, food, farmers, ag, year 
 Topic 3: affordable, gardens, farm, healthy, options 
 Topic 4: food, see, like, local, sustainable 
 Topic 5: local, food, locally, grocery, stores 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 166 (approx. per word bound = -5.805, relative change = 7.600e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 167 (approx. per word bound = -5.804, relative change = 8.961e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 168 (approx. per word bound = -5.803, relative change = 9.655e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 169 (approx. per word bound = -5.803, relative change = 1.055e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 170 (approx. per word bound = -5.802, relative change = 1.206e-04) 
Topic 1: land, food, community, less, use 
 Topic 2: local, food, farmers, ag, year 
 Topic 3: affordable, gardens, farm, healthy, options 
 Topic 4: food, see, like, local, sustainable 
 Topic 5: local, food, locally, grocery, stores 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 171 (approx. per word bound = -5.801, relative change = 1.319e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 172 (approx. per word bound = -5.801, relative change = 1.304e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 173 (approx. per word bound = -5.800, relative change = 1.236e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 174 (approx. per word bound = -5.799, relative change = 1.105e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 175 (approx. per word bound = -5.799, relative change = 9.422e-05) 
Topic 1: land, food, community, less, use 
 Topic 2: local, food, farmers, ag, year 
 Topic 3: affordable, gardens, farm, healthy, options 
 Topic 4: food, see, like, local, sustainable 
 Topic 5: local, food, locally, grocery, stores 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 176 (approx. per word bound = -5.798, relative change = 8.290e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 177 (approx. per word bound = -5.798, relative change = 7.629e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 178 (approx. per word bound = -5.797, relative change = 6.685e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 179 (approx. per word bound = -5.797, relative change = 6.200e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 180 (approx. per word bound = -5.797, relative change = 6.073e-05) 
Topic 1: land, food, community, less, use 
 Topic 2: local, food, farmers, ag, year 
 Topic 3: affordable, gardens, farm, healthy, options 
 Topic 4: food, see, like, local, sustainable 
 Topic 5: local, food, locally, grocery, stores 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 181 (approx. per word bound = -5.796, relative change = 4.457e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 182 (approx. per word bound = -5.796, relative change = 2.452e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 183 (approx. per word bound = -5.796, relative change = 2.018e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 184 (approx. per word bound = -5.796, relative change = 4.000e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 185 (approx. per word bound = -5.795, relative change = 7.964e-05) 
Topic 1: land, food, community, less, use 
 Topic 2: local, food, farmers, ag, year 
 Topic 3: affordable, gardens, farm, healthy, options 
 Topic 4: food, see, like, local, sustainable 
 Topic 5: local, food, locally, grocery, stores 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 186 (approx. per word bound = -5.795, relative change = 6.236e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 187 (approx. per word bound = -5.795, relative change = 3.083e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 188 (approx. per word bound = -5.795, relative change = 1.362e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Model Converged

Code

# model w/ 7 topics
stm_change_final_7 <- stm(dfm_change_final,
               K = 7,
               prevalence = ~ age + size + income + zip,
               data = CFA_tidy_final,
               max.em.its = 1000,
               seed = 1234,
               init.type = "Spectral")

Beginning Spectral Initialization 
     Calculating the gram matrix...
     Finding anchor words...
    .......
     Recovering initialization...
    ...........
Initialization complete.
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 1 (approx. per word bound = -6.407) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 2 (approx. per word bound = -6.236, relative change = 2.681e-02) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 3 (approx. per word bound = -6.168, relative change = 1.083e-02) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 4 (approx. per word bound = -6.137, relative change = 5.086e-03) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 5 (approx. per word bound = -6.121, relative change = 2.577e-03) 
Topic 1: stores, good, available, housing, accessible 
 Topic 2: food, support, access, grocery, missoula 
 Topic 3: land, foods, grown, use, know 
 Topic 4: local, food, see, produce, locally 
 Topic 5: farmers, like, healthy, fresh, city 
 Topic 6: community, gardens, markets, school, people 
 Topic 7: affordable, options, market, can, greater 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 6 (approx. per word bound = -6.111, relative change = 1.520e-03) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 7 (approx. per word bound = -6.105, relative change = 1.127e-03) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 8 (approx. per word bound = -6.099, relative change = 9.627e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 9 (approx. per word bound = -6.093, relative change = 9.023e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 10 (approx. per word bound = -6.087, relative change = 9.493e-04) 
Topic 1: stores, good, available, see, housing 
 Topic 2: food, support, access, grocery, missoula 
 Topic 3: land, foods, grown, agricultural, use 
 Topic 4: local, food, see, locally, produce 
 Topic 5: farmers, healthy, like, fresh, expensive 
 Topic 6: community, gardens, markets, school, people 
 Topic 7: affordable, options, market, can, greater 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 11 (approx. per word bound = -6.081, relative change = 1.014e-03) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 12 (approx. per word bound = -6.075, relative change = 1.003e-03) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 13 (approx. per word bound = -6.070, relative change = 8.970e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 14 (approx. per word bound = -6.065, relative change = 8.091e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 15 (approx. per word bound = -6.060, relative change = 7.641e-04) 
Topic 1: stores, good, available, see, urban 
 Topic 2: food, support, access, grocery, missoula 
 Topic 3: land, foods, agricultural, grown, use 
 Topic 4: local, food, like, see, locally 
 Topic 5: farmers, healthy, fresh, expensive, like 
 Topic 6: community, gardens, markets, school, people 
 Topic 7: affordable, options, market, can, greater 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 16 (approx. per word bound = -6.056, relative change = 6.410e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 17 (approx. per word bound = -6.053, relative change = 4.967e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 18 (approx. per word bound = -6.050, relative change = 4.626e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 19 (approx. per word bound = -6.047, relative change = 5.227e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 20 (approx. per word bound = -6.043, relative change = 6.533e-04) 
Topic 1: stores, good, available, see, urban 
 Topic 2: food, support, access, missoula, schools 
 Topic 3: land, foods, agricultural, grown, use 
 Topic 4: local, food, like, see, locally 
 Topic 5: farmers, healthy, fresh, expensive, year 
 Topic 6: community, gardens, markets, school, people 
 Topic 7: affordable, options, market, can, greater 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 21 (approx. per word bound = -6.039, relative change = 7.687e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 22 (approx. per word bound = -6.034, relative change = 8.450e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 23 (approx. per word bound = -6.028, relative change = 9.447e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 24 (approx. per word bound = -6.022, relative change = 9.596e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 25 (approx. per word bound = -6.016, relative change = 1.014e-03) 
Topic 1: stores, good, available, see, urban 
 Topic 2: food, support, missoula, access, farm 
 Topic 3: land, foods, agricultural, grown, use 
 Topic 4: local, food, see, like, locally 
 Topic 5: farmers, healthy, fresh, expensive, year 
 Topic 6: community, gardens, markets, school, people 
 Topic 7: affordable, options, market, can, greater 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 26 (approx. per word bound = -6.009, relative change = 1.098e-03) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 27 (approx. per word bound = -6.002, relative change = 1.185e-03) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 28 (approx. per word bound = -5.995, relative change = 1.172e-03) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 29 (approx. per word bound = -5.989, relative change = 1.042e-03) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 30 (approx. per word bound = -5.983, relative change = 9.938e-04) 
Topic 1: stores, good, available, like, see 
 Topic 2: food, support, farm, missoula, access 
 Topic 3: land, foods, agricultural, use, know 
 Topic 4: local, food, see, locally, like 
 Topic 5: farmers, healthy, fresh, expensive, climate 
 Topic 6: community, gardens, markets, school, people 
 Topic 7: affordable, options, market, can, greater 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 31 (approx. per word bound = -5.977, relative change = 1.098e-03) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 32 (approx. per word bound = -5.969, relative change = 1.203e-03) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 33 (approx. per word bound = -5.962, relative change = 1.207e-03) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 34 (approx. per word bound = -5.955, relative change = 1.142e-03) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 35 (approx. per word bound = -5.949, relative change = 1.120e-03) 
Topic 1: stores, available, good, like, see 
 Topic 2: food, support, farm, missoula, access 
 Topic 3: land, foods, agricultural, use, know 
 Topic 4: local, food, see, locally, like 
 Topic 5: farmers, fresh, climate, expensive, healthy 
 Topic 6: community, gardens, markets, school, people 
 Topic 7: affordable, options, greater, market, production 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 36 (approx. per word bound = -5.942, relative change = 1.140e-03) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 37 (approx. per word bound = -5.935, relative change = 1.093e-03) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 38 (approx. per word bound = -5.930, relative change = 9.385e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 39 (approx. per word bound = -5.925, relative change = 8.427e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 40 (approx. per word bound = -5.920, relative change = 8.056e-04) 
Topic 1: available, good, like, stores, much 
 Topic 2: food, support, farm, missoula, access 
 Topic 3: land, foods, healthy, agricultural, use 
 Topic 4: local, food, see, locally, like 
 Topic 5: farmers, market, fresh, climate, expensive 
 Topic 6: community, gardens, markets, school, people 
 Topic 7: affordable, options, grown, greater, production 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 41 (approx. per word bound = -5.916, relative change = 7.314e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 42 (approx. per word bound = -5.911, relative change = 8.210e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 43 (approx. per word bound = -5.905, relative change = 9.582e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 44 (approx. per word bound = -5.900, relative change = 8.057e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 45 (approx. per word bound = -5.896, relative change = 6.633e-04) 
Topic 1: available, like, good, see, stores 
 Topic 2: food, support, farm, missoula, access 
 Topic 3: land, foods, healthy, agricultural, use 
 Topic 4: local, food, see, locally, produce 
 Topic 5: farmers, market, fresh, climate, year 
 Topic 6: community, gardens, markets, farmers, school 
 Topic 7: affordable, options, grown, greater, production 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 46 (approx. per word bound = -5.892, relative change = 6.980e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 47 (approx. per word bound = -5.888, relative change = 7.361e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 48 (approx. per word bound = -5.884, relative change = 7.657e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 49 (approx. per word bound = -5.879, relative change = 8.243e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 50 (approx. per word bound = -5.874, relative change = 8.417e-04) 
Topic 1: like, good, available, see, know 
 Topic 2: food, support, farm, access, need 
 Topic 3: land, foods, healthy, agricultural, use 
 Topic 4: local, food, see, produce, locally 
 Topic 5: farmers, market, fresh, climate, year 
 Topic 6: community, gardens, markets, farmers, school 
 Topic 7: affordable, options, grown, greater, production 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 51 (approx. per word bound = -5.869, relative change = 7.620e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 52 (approx. per word bound = -5.865, relative change = 6.451e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 53 (approx. per word bound = -5.862, relative change = 6.535e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 54 (approx. per word bound = -5.857, relative change = 7.885e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 55 (approx. per word bound = -5.852, relative change = 8.582e-04) 
Topic 1: like, good, know, see, much 
 Topic 2: food, support, farm, access, need 
 Topic 3: land, healthy, foods, agricultural, use 
 Topic 4: food, local, see, produce, sustainable 
 Topic 5: farmers, market, fresh, climate, year 
 Topic 6: community, gardens, stores, markets, school 
 Topic 7: affordable, options, grown, locally, greater 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 56 (approx. per word bound = -5.847, relative change = 8.136e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 57 (approx. per word bound = -5.842, relative change = 8.242e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 58 (approx. per word bound = -5.836, relative change = 1.029e-03) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 59 (approx. per word bound = -5.829, relative change = 1.226e-03) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 60 (approx. per word bound = -5.822, relative change = 1.182e-03) 
Topic 1: like, good, know, see, much 
 Topic 2: food, support, farm, farmers, access 
 Topic 3: land, healthy, foods, agricultural, use 
 Topic 4: food, local, see, produce, sustainable 
 Topic 5: farmers, market, fresh, climate, year 
 Topic 6: community, gardens, stores, markets, school 
 Topic 7: affordable, options, locally, grown, greater 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 61 (approx. per word bound = -5.816, relative change = 1.147e-03) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 62 (approx. per word bound = -5.809, relative change = 1.131e-03) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 63 (approx. per word bound = -5.803, relative change = 1.034e-03) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 64 (approx. per word bound = -5.798, relative change = 8.419e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 65 (approx. per word bound = -5.794, relative change = 6.911e-04) 
Topic 1: like, good, see, much, families 
 Topic 2: food, support, farmers, farm, access 
 Topic 3: land, healthy, foods, agricultural, use 
 Topic 4: food, local, see, sustainable, produce 
 Topic 5: farmers, market, fresh, year, climate 
 Topic 6: community, gardens, stores, markets, school 
 Topic 7: affordable, options, locally, grown, greater 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 66 (approx. per word bound = -5.790, relative change = 6.968e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 67 (approx. per word bound = -5.787, relative change = 6.245e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 68 (approx. per word bound = -5.783, relative change = 6.048e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 69 (approx. per word bound = -5.779, relative change = 7.201e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 70 (approx. per word bound = -5.775, relative change = 6.065e-04) 
Topic 1: like, produce, families, see, much 
 Topic 2: food, farmers, support, farm, access 
 Topic 3: land, foods, agricultural, healthy, use 
 Topic 4: food, local, see, sustainable, love 
 Topic 5: fresh, market, farmers, year, climate 
 Topic 6: community, gardens, stores, markets, school 
 Topic 7: affordable, options, locally, grown, greater 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 71 (approx. per word bound = -5.773, relative change = 4.586e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 72 (approx. per word bound = -5.770, relative change = 4.189e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 73 (approx. per word bound = -5.768, relative change = 4.828e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 74 (approx. per word bound = -5.764, relative change = 5.757e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 75 (approx. per word bound = -5.761, relative change = 6.070e-04) 
Topic 1: like, produce, families, see, much 
 Topic 2: food, farmers, support, access, farm 
 Topic 3: land, foods, agricultural, use, healthy 
 Topic 4: food, local, see, sustainable, love 
 Topic 5: fresh, market, farmers, year, climate 
 Topic 6: community, gardens, stores, school, markets 
 Topic 7: affordable, options, locally, grown, can 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 76 (approx. per word bound = -5.757, relative change = 5.999e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 77 (approx. per word bound = -5.754, relative change = 5.791e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 78 (approx. per word bound = -5.751, relative change = 4.915e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 79 (approx. per word bound = -5.748, relative change = 4.748e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 80 (approx. per word bound = -5.746, relative change = 4.566e-04) 
Topic 1: like, produce, families, see, much 
 Topic 2: food, farmers, support, access, ag 
 Topic 3: land, foods, affordable, agricultural, farm 
 Topic 4: food, local, see, sustainable, love 
 Topic 5: market, farmers, year, space, make 
 Topic 6: community, gardens, stores, school, markets 
 Topic 7: options, locally, affordable, grown, can 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 81 (approx. per word bound = -5.743, relative change = 4.613e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 82 (approx. per word bound = -5.740, relative change = 4.845e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 83 (approx. per word bound = -5.738, relative change = 4.393e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 84 (approx. per word bound = -5.735, relative change = 4.793e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 85 (approx. per word bound = -5.733, relative change = 4.055e-04) 
Topic 1: like, produce, families, fresh, see 
 Topic 2: food, farmers, support, access, ag 
 Topic 3: land, affordable, foods, farm, agricultural 
 Topic 4: food, local, see, sustainable, love 
 Topic 5: market, farmers, year, space, make 
 Topic 6: community, gardens, school, stores, markets 
 Topic 7: options, locally, affordable, grown, can 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 86 (approx. per word bound = -5.731, relative change = 3.671e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 87 (approx. per word bound = -5.728, relative change = 3.745e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 88 (approx. per word bound = -5.726, relative change = 3.629e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 89 (approx. per word bound = -5.724, relative change = 3.639e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 90 (approx. per word bound = -5.722, relative change = 3.997e-04) 
Topic 1: like, produce, families, fresh, see 
 Topic 2: food, farmers, support, access, ag 
 Topic 3: land, affordable, foods, farm, agricultural 
 Topic 4: food, local, see, sustainable, love 
 Topic 5: market, farmers, year, space, make 
 Topic 6: community, gardens, school, markets, like 
 Topic 7: locally, options, affordable, grown, can 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 91 (approx. per word bound = -5.719, relative change = 4.446e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 92 (approx. per word bound = -5.717, relative change = 4.411e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 93 (approx. per word bound = -5.715, relative change = 3.672e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 94 (approx. per word bound = -5.713, relative change = 2.453e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 95 (approx. per word bound = -5.712, relative change = 1.945e-04) 
Topic 1: like, produce, families, fresh, meat 
 Topic 2: food, farmers, support, ag, access 
 Topic 3: land, affordable, foods, farm, agricultural 
 Topic 4: local, food, see, sustainable, stores 
 Topic 5: market, farmers, year, space, make 
 Topic 6: community, gardens, school, markets, like 
 Topic 7: locally, options, food, grown, can 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 96 (approx. per word bound = -5.711, relative change = 1.835e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 97 (approx. per word bound = -5.710, relative change = 2.233e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 98 (approx. per word bound = -5.708, relative change = 3.134e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 99 (approx. per word bound = -5.706, relative change = 3.581e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 100 (approx. per word bound = -5.704, relative change = 3.064e-04) 
Topic 1: like, produce, see, meat, families 
 Topic 2: food, farmers, support, ag, access 
 Topic 3: land, affordable, foods, farm, agricultural 
 Topic 4: food, local, see, sustainable, stores 
 Topic 5: market, farmers, year, farmland, space 
 Topic 6: community, gardens, school, markets, like 
 Topic 7: locally, options, food, grown, can 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 101 (approx. per word bound = -5.703, relative change = 2.679e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 102 (approx. per word bound = -5.701, relative change = 2.829e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 103 (approx. per word bound = -5.700, relative change = 3.027e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 104 (approx. per word bound = -5.698, relative change = 3.089e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 105 (approx. per word bound = -5.696, relative change = 3.363e-04) 
Topic 1: like, produce, see, meat, fresh 
 Topic 2: food, farmers, support, ag, access 
 Topic 3: land, affordable, foods, farm, agricultural 
 Topic 4: food, local, see, sustainable, stores 
 Topic 5: farmers, market, year, farmland, space 
 Topic 6: community, gardens, school, markets, like 
 Topic 7: locally, food, options, local, grown 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 106 (approx. per word bound = -5.694, relative change = 3.483e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 107 (approx. per word bound = -5.692, relative change = 3.194e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 108 (approx. per word bound = -5.690, relative change = 3.019e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 109 (approx. per word bound = -5.689, relative change = 3.160e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 110 (approx. per word bound = -5.687, relative change = 3.364e-04) 
Topic 1: like, produce, see, fresh, meat 
 Topic 2: food, farmers, support, ag, access 
 Topic 3: land, affordable, foods, farm, agricultural 
 Topic 4: food, local, see, stores, affordable 
 Topic 5: farmers, market, year, farmland, space 
 Topic 6: community, school, gardens, like, markets 
 Topic 7: locally, food, local, options, grown 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 111 (approx. per word bound = -5.685, relative change = 3.501e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 112 (approx. per word bound = -5.683, relative change = 3.625e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 113 (approx. per word bound = -5.681, relative change = 3.487e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 114 (approx. per word bound = -5.679, relative change = 3.442e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 115 (approx. per word bound = -5.677, relative change = 3.158e-04) 
Topic 1: like, produce, see, fresh, much 
 Topic 2: food, farmers, ag, access, support 
 Topic 3: land, foods, farm, agricultural, affordable 
 Topic 4: food, local, affordable, see, stores 
 Topic 5: farmers, market, support, year, farmland 
 Topic 6: community, school, gardens, like, markets 
 Topic 7: locally, food, local, options, grown 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 116 (approx. per word bound = -5.675, relative change = 3.226e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 117 (approx. per word bound = -5.673, relative change = 3.503e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 118 (approx. per word bound = -5.671, relative change = 3.537e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 119 (approx. per word bound = -5.669, relative change = 3.446e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 120 (approx. per word bound = -5.667, relative change = 3.279e-04) 
Topic 1: like, produce, see, fresh, food 
 Topic 2: food, farmers, ag, access, healthy 
 Topic 3: land, foods, farm, agricultural, affordable 
 Topic 4: food, local, affordable, stores, love 
 Topic 5: farmers, support, market, year, farmland 
 Topic 6: community, school, gardens, like, markets 
 Topic 7: locally, food, local, options, grown 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 121 (approx. per word bound = -5.666, relative change = 2.934e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 122 (approx. per word bound = -5.664, relative change = 2.164e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 123 (approx. per word bound = -5.663, relative change = 1.757e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 124 (approx. per word bound = -5.662, relative change = 1.580e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 125 (approx. per word bound = -5.662, relative change = 1.460e-04) 
Topic 1: like, produce, see, food, much 
 Topic 2: food, farmers, ag, access, healthy 
 Topic 3: land, foods, farm, agricultural, affordable 
 Topic 4: food, local, affordable, stores, love 
 Topic 5: farmers, market, support, year, farmland 
 Topic 6: community, gardens, school, like, garden 
 Topic 7: locally, food, local, options, grown 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 126 (approx. per word bound = -5.661, relative change = 1.549e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 127 (approx. per word bound = -5.660, relative change = 1.881e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 128 (approx. per word bound = -5.659, relative change = 1.846e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 129 (approx. per word bound = -5.657, relative change = 2.017e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 130 (approx. per word bound = -5.656, relative change = 2.694e-04) 
Topic 1: like, produce, see, food, local 
 Topic 2: food, farmers, access, ag, healthy 
 Topic 3: land, foods, agricultural, farm, affordable 
 Topic 4: food, local, affordable, stores, love 
 Topic 5: farmers, market, support, farmland, year 
 Topic 6: community, school, gardens, like, garden 
 Topic 7: food, locally, local, options, grown 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 131 (approx. per word bound = -5.654, relative change = 3.520e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 132 (approx. per word bound = -5.652, relative change = 4.120e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 133 (approx. per word bound = -5.649, relative change = 4.090e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 134 (approx. per word bound = -5.647, relative change = 3.917e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 135 (approx. per word bound = -5.645, relative change = 4.153e-04) 
Topic 1: like, produce, see, food, local 
 Topic 2: food, farmers, access, healthy, ag 
 Topic 3: land, foods, agricultural, farm, affordable 
 Topic 4: food, local, affordable, options, stores 
 Topic 5: farmers, market, support, farmland, like 
 Topic 6: community, gardens, school, like, garden 
 Topic 7: food, locally, local, grown, greater 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 136 (approx. per word bound = -5.642, relative change = 4.575e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 137 (approx. per word bound = -5.639, relative change = 4.926e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 138 (approx. per word bound = -5.637, relative change = 4.647e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 139 (approx. per word bound = -5.635, relative change = 3.020e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 140 (approx. per word bound = -5.634, relative change = 2.552e-04) 
Topic 1: like, produce, food, see, local 
 Topic 2: food, farmers, access, healthy, bank 
 Topic 3: land, foods, agricultural, farm, affordable 
 Topic 4: food, local, affordable, options, stores 
 Topic 5: farmers, support, market, farmland, like 
 Topic 6: community, gardens, school, like, markets 
 Topic 7: food, local, locally, grown, greater 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 141 (approx. per word bound = -5.632, relative change = 2.531e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 142 (approx. per word bound = -5.631, relative change = 2.639e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 143 (approx. per word bound = -5.630, relative change = 2.104e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 144 (approx. per word bound = -5.629, relative change = 1.497e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 145 (approx. per word bound = -5.628, relative change = 1.408e-04) 
Topic 1: like, produce, food, see, local 
 Topic 2: food, farmers, access, healthy, support 
 Topic 3: land, foods, agricultural, farm, affordable 
 Topic 4: food, local, affordable, options, stores 
 Topic 5: farmers, support, market, farmland, like 
 Topic 6: community, gardens, school, like, markets 
 Topic 7: food, local, locally, grown, greater 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 146 (approx. per word bound = -5.627, relative change = 1.807e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 147 (approx. per word bound = -5.626, relative change = 2.139e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 148 (approx. per word bound = -5.625, relative change = 1.633e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 149 (approx. per word bound = -5.624, relative change = 1.654e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 150 (approx. per word bound = -5.623, relative change = 1.082e-04) 
Topic 1: like, produce, food, see, local 
 Topic 2: food, farmers, access, healthy, support 
 Topic 3: land, foods, agricultural, farm, affordable 
 Topic 4: food, local, affordable, options, stores 
 Topic 5: farmers, support, market, farmland, like 
 Topic 6: community, gardens, school, like, see 
 Topic 7: food, local, locally, grown, greater 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 151 (approx. per word bound = -5.623, relative change = 8.956e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 152 (approx. per word bound = -5.622, relative change = 9.166e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 153 (approx. per word bound = -5.622, relative change = 9.509e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 154 (approx. per word bound = -5.621, relative change = 1.049e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 155 (approx. per word bound = -5.620, relative change = 1.469e-04) 
Topic 1: like, produce, food, see, local 
 Topic 2: food, farmers, access, healthy, bank 
 Topic 3: land, foods, agricultural, farm, affordable 
 Topic 4: food, local, affordable, options, stores 
 Topic 5: farmers, support, market, farmland, like 
 Topic 6: community, gardens, school, like, see 
 Topic 7: food, local, locally, grown, greater 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 156 (approx. per word bound = -5.619, relative change = 1.630e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 157 (approx. per word bound = -5.618, relative change = 1.879e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 158 (approx. per word bound = -5.617, relative change = 2.993e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 159 (approx. per word bound = -5.615, relative change = 3.432e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 160 (approx. per word bound = -5.613, relative change = 3.450e-04) 
Topic 1: like, produce, food, see, local 
 Topic 2: food, farmers, local, access, healthy 
 Topic 3: land, foods, agricultural, farm, affordable 
 Topic 4: food, local, affordable, options, stores 
 Topic 5: farmers, support, market, farmland, like 
 Topic 6: community, gardens, school, like, see 
 Topic 7: food, local, locally, grown, greater 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 161 (approx. per word bound = -5.611, relative change = 2.504e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 162 (approx. per word bound = -5.610, relative change = 1.756e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 163 (approx. per word bound = -5.609, relative change = 1.899e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 164 (approx. per word bound = -5.608, relative change = 2.233e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 165 (approx. per word bound = -5.607, relative change = 1.660e-04) 
Topic 1: like, food, produce, see, local 
 Topic 2: food, farmers, local, access, healthy 
 Topic 3: land, foods, agricultural, farm, affordable 
 Topic 4: food, local, affordable, options, stores 
 Topic 5: farmers, support, market, farmland, like 
 Topic 6: community, gardens, school, like, see 
 Topic 7: food, local, locally, grown, greater 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 166 (approx. per word bound = -5.606, relative change = 1.109e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 167 (approx. per word bound = -5.606, relative change = 1.005e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 168 (approx. per word bound = -5.605, relative change = 1.599e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 169 (approx. per word bound = -5.603, relative change = 2.741e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 170 (approx. per word bound = -5.603, relative change = 1.610e-04) 
Topic 1: like, food, produce, see, local 
 Topic 2: food, farmers, local, access, healthy 
 Topic 3: land, foods, agricultural, farm, affordable 
 Topic 4: food, local, affordable, options, stores 
 Topic 5: support, farmers, market, farmland, see 
 Topic 6: community, gardens, school, like, see 
 Topic 7: food, locally, local, grown, greater 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 171 (approx. per word bound = -5.602, relative change = 8.061e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 172 (approx. per word bound = -5.602, relative change = 7.328e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 173 (approx. per word bound = -5.601, relative change = 7.211e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 174 (approx. per word bound = -5.601, relative change = 7.111e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 175 (approx. per word bound = -5.601, relative change = 7.429e-05) 
Topic 1: like, food, produce, see, local 
 Topic 2: food, farmers, local, access, healthy 
 Topic 3: land, foods, agricultural, farm, affordable 
 Topic 4: food, local, affordable, options, stores 
 Topic 5: support, farmers, farmland, market, see 
 Topic 6: community, gardens, school, like, see 
 Topic 7: food, locally, local, grown, greater 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 176 (approx. per word bound = -5.600, relative change = 8.278e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 177 (approx. per word bound = -5.599, relative change = 1.165e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 178 (approx. per word bound = -5.599, relative change = 1.381e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 179 (approx. per word bound = -5.598, relative change = 8.439e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 180 (approx. per word bound = -5.598, relative change = 5.624e-05) 
Topic 1: like, food, produce, see, local 
 Topic 2: food, farmers, local, access, healthy 
 Topic 3: land, foods, agricultural, farm, affordable 
 Topic 4: food, local, affordable, options, stores 
 Topic 5: support, farmers, farmland, market, see 
 Topic 6: community, gardens, school, like, year 
 Topic 7: food, local, locally, grown, greater 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 181 (approx. per word bound = -5.597, relative change = 6.262e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 182 (approx. per word bound = -5.597, relative change = 6.634e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 183 (approx. per word bound = -5.597, relative change = 4.632e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 184 (approx. per word bound = -5.597, relative change = 4.239e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 185 (approx. per word bound = -5.596, relative change = 4.162e-05) 
Topic 1: like, food, produce, see, local 
 Topic 2: food, farmers, local, access, healthy 
 Topic 3: land, foods, agricultural, farm, affordable 
 Topic 4: food, local, affordable, options, stores 
 Topic 5: support, farmers, farmland, market, see 
 Topic 6: community, gardens, school, like, markets 
 Topic 7: food, local, locally, grown, greater 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 186 (approx. per word bound = -5.596, relative change = 4.333e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 187 (approx. per word bound = -5.596, relative change = 4.446e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 188 (approx. per word bound = -5.596, relative change = 3.243e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 189 (approx. per word bound = -5.596, relative change = 2.839e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 190 (approx. per word bound = -5.595, relative change = 3.494e-05) 
Topic 1: like, food, produce, see, local 
 Topic 2: food, farmers, local, access, healthy 
 Topic 3: land, foods, agricultural, farm, affordable 
 Topic 4: food, local, affordable, options, stores 
 Topic 5: support, farmers, farmland, see, market 
 Topic 6: community, gardens, school, like, markets 
 Topic 7: food, local, locally, grown, greater 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 191 (approx. per word bound = -5.595, relative change = 5.881e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 192 (approx. per word bound = -5.595, relative change = 7.895e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 193 (approx. per word bound = -5.594, relative change = 9.305e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 194 (approx. per word bound = -5.594, relative change = 7.702e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 195 (approx. per word bound = -5.593, relative change = 6.869e-05) 
Topic 1: like, food, produce, see, local 
 Topic 2: food, farmers, local, access, healthy 
 Topic 3: land, foods, agricultural, farm, affordable 
 Topic 4: food, local, affordable, options, stores 
 Topic 5: support, farmers, farmland, see, like 
 Topic 6: community, gardens, school, like, markets 
 Topic 7: food, local, locally, grown, greater 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 196 (approx. per word bound = -5.593, relative change = 5.463e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 197 (approx. per word bound = -5.593, relative change = 4.805e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 198 (approx. per word bound = -5.592, relative change = 5.817e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 199 (approx. per word bound = -5.592, relative change = 7.197e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 200 (approx. per word bound = -5.592, relative change = 5.311e-05) 
Topic 1: like, food, produce, see, local 
 Topic 2: food, farmers, local, access, support 
 Topic 3: land, foods, agricultural, farm, affordable 
 Topic 4: food, local, affordable, options, stores 
 Topic 5: support, farmers, food, farmland, see 
 Topic 6: community, gardens, school, like, markets 
 Topic 7: food, local, locally, grown, greater 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 201 (approx. per word bound = -5.592, relative change = 2.503e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 202 (approx. per word bound = -5.591, relative change = 1.716e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 203 (approx. per word bound = -5.591, relative change = 2.104e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 204 (approx. per word bound = -5.591, relative change = 4.685e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 205 (approx. per word bound = -5.591, relative change = 7.555e-05) 
Topic 1: like, food, produce, see, local 
 Topic 2: food, farmers, local, access, support 
 Topic 3: land, foods, agricultural, farm, affordable 
 Topic 4: food, local, affordable, options, stores 
 Topic 5: support, farmers, food, farmland, see 
 Topic 6: community, gardens, school, like, markets 
 Topic 7: food, local, locally, grown, greater 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 206 (approx. per word bound = -5.590, relative change = 6.108e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 207 (approx. per word bound = -5.590, relative change = 9.510e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 208 (approx. per word bound = -5.589, relative change = 1.084e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 209 (approx. per word bound = -5.589, relative change = 8.601e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 210 (approx. per word bound = -5.588, relative change = 7.109e-05) 
Topic 1: like, food, produce, see, local 
 Topic 2: food, farmers, local, access, support 
 Topic 3: land, foods, agricultural, farm, affordable 
 Topic 4: food, local, affordable, options, stores 
 Topic 5: support, food, farmers, farmland, see 
 Topic 6: community, gardens, school, like, markets 
 Topic 7: food, local, locally, grown, greater 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 211 (approx. per word bound = -5.588, relative change = 4.947e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 212 (approx. per word bound = -5.588, relative change = 4.548e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 213 (approx. per word bound = -5.587, relative change = 4.731e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 214 (approx. per word bound = -5.587, relative change = 5.078e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 215 (approx. per word bound = -5.587, relative change = 5.616e-05) 
Topic 1: like, food, produce, see, local 
 Topic 2: food, farmers, local, access, support 
 Topic 3: land, foods, agricultural, farm, affordable 
 Topic 4: food, local, affordable, options, stores 
 Topic 5: support, food, farmers, farmland, see 
 Topic 6: community, gardens, school, like, year 
 Topic 7: food, local, locally, grown, greater 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 216 (approx. per word bound = -5.587, relative change = 6.244e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 217 (approx. per word bound = -5.586, relative change = 6.744e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 218 (approx. per word bound = -5.586, relative change = 6.913e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 219 (approx. per word bound = -5.585, relative change = 6.894e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 220 (approx. per word bound = -5.585, relative change = 6.808e-05) 
Topic 1: like, food, produce, see, local 
 Topic 2: food, farmers, local, access, support 
 Topic 3: land, foods, agricultural, farm, affordable 
 Topic 4: food, local, affordable, options, stores 
 Topic 5: support, food, farmers, farmland, see 
 Topic 6: community, gardens, school, like, see 
 Topic 7: food, local, locally, grown, greater 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 221 (approx. per word bound = -5.585, relative change = 7.103e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 222 (approx. per word bound = -5.584, relative change = 7.714e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 223 (approx. per word bound = -5.584, relative change = 9.179e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 224 (approx. per word bound = -5.583, relative change = 1.098e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 225 (approx. per word bound = -5.583, relative change = 9.227e-05) 
Topic 1: like, food, produce, see, local 
 Topic 2: food, farmers, local, access, healthy 
 Topic 3: land, foods, agricultural, farm, affordable 
 Topic 4: food, local, affordable, options, stores 
 Topic 5: food, support, farmers, farmland, see 
 Topic 6: community, gardens, school, like, see 
 Topic 7: food, local, locally, grown, greater 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 226 (approx. per word bound = -5.582, relative change = 7.458e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 227 (approx. per word bound = -5.582, relative change = 8.043e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 228 (approx. per word bound = -5.581, relative change = 8.805e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 229 (approx. per word bound = -5.581, relative change = 9.288e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 230 (approx. per word bound = -5.580, relative change = 1.003e-04) 
Topic 1: like, food, produce, see, local 
 Topic 2: food, farmers, local, access, healthy 
 Topic 3: land, foods, agricultural, farm, affordable 
 Topic 4: food, local, affordable, options, stores 
 Topic 5: food, farmers, support, farmland, see 
 Topic 6: community, school, gardens, like, see 
 Topic 7: food, local, locally, grown, greater 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 231 (approx. per word bound = -5.580, relative change = 7.826e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 232 (approx. per word bound = -5.579, relative change = 5.959e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 233 (approx. per word bound = -5.579, relative change = 5.123e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 234 (approx. per word bound = -5.579, relative change = 4.505e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 235 (approx. per word bound = -5.579, relative change = 4.492e-05) 
Topic 1: like, food, produce, see, local 
 Topic 2: food, farmers, local, access, healthy 
 Topic 3: land, foods, farm, agricultural, affordable 
 Topic 4: local, food, affordable, options, stores 
 Topic 5: food, farmers, farmland, support, see 
 Topic 6: community, school, gardens, like, see 
 Topic 7: food, local, locally, grown, greater 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 236 (approx. per word bound = -5.578, relative change = 6.629e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 237 (approx. per word bound = -5.578, relative change = 6.574e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 238 (approx. per word bound = -5.577, relative change = 6.420e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 239 (approx. per word bound = -5.577, relative change = 4.946e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 240 (approx. per word bound = -5.577, relative change = 3.858e-05) 
Topic 1: like, food, produce, see, local 
 Topic 2: food, farmers, local, access, healthy 
 Topic 3: land, foods, farm, agricultural, affordable 
 Topic 4: local, food, affordable, options, stores 
 Topic 5: food, farmers, farmland, see, market 
 Topic 6: community, school, gardens, like, see 
 Topic 7: food, local, locally, grown, greater 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 241 (approx. per word bound = -5.577, relative change = 3.169e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 242 (approx. per word bound = -5.577, relative change = 2.693e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 243 (approx. per word bound = -5.576, relative change = 2.101e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 244 (approx. per word bound = -5.576, relative change = 1.733e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 245 (approx. per word bound = -5.576, relative change = 1.500e-05) 
Topic 1: like, food, produce, see, local 
 Topic 2: food, farmers, local, access, healthy 
 Topic 3: land, foods, farm, affordable, agricultural 
 Topic 4: local, food, affordable, options, stores 
 Topic 5: food, farmers, farmland, see, make 
 Topic 6: community, school, gardens, like, see 
 Topic 7: food, local, locally, grown, greater 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 246 (approx. per word bound = -5.576, relative change = 1.274e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 247 (approx. per word bound = -5.576, relative change = 1.294e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 248 (approx. per word bound = -5.576, relative change = 1.149e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 249 (approx. per word bound = -5.576, relative change = 1.204e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 250 (approx. per word bound = -5.576, relative change = 1.234e-05) 
Topic 1: like, food, produce, see, local 
 Topic 2: food, farmers, local, access, healthy 
 Topic 3: land, foods, farm, affordable, agricultural 
 Topic 4: local, food, affordable, options, stores 
 Topic 5: food, farmers, farmland, see, make 
 Topic 6: community, school, gardens, like, see 
 Topic 7: food, local, locally, grown, greater 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 251 (approx. per word bound = -5.576, relative change = 1.533e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 252 (approx. per word bound = -5.576, relative change = 2.226e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 253 (approx. per word bound = -5.576, relative change = 3.833e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 254 (approx. per word bound = -5.575, relative change = 8.038e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 255 (approx. per word bound = -5.574, relative change = 1.102e-04) 
Topic 1: like, food, produce, see, local 
 Topic 2: food, farmers, local, access, healthy 
 Topic 3: land, foods, farm, affordable, agricultural 
 Topic 4: food, local, affordable, options, stores 
 Topic 5: food, farmers, farmland, see, market 
 Topic 6: community, school, gardens, like, see 
 Topic 7: food, local, locally, grown, greater 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 256 (approx. per word bound = -5.574, relative change = 8.596e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 257 (approx. per word bound = -5.574, relative change = 4.697e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 258 (approx. per word bound = -5.574, relative change = 3.999e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 259 (approx. per word bound = -5.573, relative change = 4.286e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 260 (approx. per word bound = -5.573, relative change = 4.883e-05) 
Topic 1: like, food, produce, see, local 
 Topic 2: food, farmers, local, access, healthy 
 Topic 3: land, foods, farm, affordable, agricultural 
 Topic 4: food, local, affordable, options, stores 
 Topic 5: food, farmers, farmland, see, market 
 Topic 6: community, school, gardens, like, see 
 Topic 7: food, local, locally, grown, greater 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 261 (approx. per word bound = -5.573, relative change = 4.108e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 262 (approx. per word bound = -5.573, relative change = 2.839e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 263 (approx. per word bound = -5.572, relative change = 2.242e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 264 (approx. per word bound = -5.572, relative change = 3.144e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 265 (approx. per word bound = -5.572, relative change = 5.720e-05) 
Topic 1: like, food, produce, see, local 
 Topic 2: food, farmers, local, access, healthy 
 Topic 3: land, foods, farm, affordable, agricultural 
 Topic 4: food, local, affordable, options, stores 
 Topic 5: food, farmers, farmland, see, market 
 Topic 6: community, school, gardens, like, see 
 Topic 7: food, local, locally, grown, greater 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 266 (approx. per word bound = -5.571, relative change = 1.202e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 267 (approx. per word bound = -5.571, relative change = 1.377e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 268 (approx. per word bound = -5.570, relative change = 9.038e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 269 (approx. per word bound = -5.570, relative change = 7.730e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 270 (approx. per word bound = -5.569, relative change = 6.608e-05) 
Topic 1: like, food, produce, see, local 
 Topic 2: food, farmers, local, access, healthy 
 Topic 3: land, foods, farm, affordable, use 
 Topic 4: food, local, affordable, options, stores 
 Topic 5: food, farmers, farmland, see, make 
 Topic 6: community, school, gardens, like, see 
 Topic 7: food, local, locally, grown, greater 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 271 (approx. per word bound = -5.569, relative change = 5.291e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 272 (approx. per word bound = -5.569, relative change = 5.003e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 273 (approx. per word bound = -5.568, relative change = 6.025e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 274 (approx. per word bound = -5.568, relative change = 9.392e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 275 (approx. per word bound = -5.566, relative change = 2.729e-04) 
Topic 1: like, food, see, produce, local 
 Topic 2: food, local, farmers, access, healthy 
 Topic 3: land, foods, farm, use, affordable 
 Topic 4: local, food, affordable, options, stores 
 Topic 5: food, farmers, farmland, see, make 
 Topic 6: community, school, gardens, like, see 
 Topic 7: food, local, locally, grown, greater 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 276 (approx. per word bound = -5.564, relative change = 4.683e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 277 (approx. per word bound = -5.563, relative change = 1.056e-04) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 278 (approx. per word bound = -5.563, relative change = 8.549e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 279 (approx. per word bound = -5.562, relative change = 9.232e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 280 (approx. per word bound = -5.562, relative change = 8.718e-05) 
Topic 1: like, food, see, produce, local 
 Topic 2: food, local, farmers, access, healthy 
 Topic 3: land, foods, farm, use, affordable 
 Topic 4: local, food, affordable, options, stores 
 Topic 5: food, farmers, farmland, see, make 
 Topic 6: community, school, gardens, like, see 
 Topic 7: food, local, locally, grown, greater 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 281 (approx. per word bound = -5.561, relative change = 8.171e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 282 (approx. per word bound = -5.561, relative change = 8.629e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 283 (approx. per word bound = -5.560, relative change = 8.724e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 284 (approx. per word bound = -5.560, relative change = 7.685e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 285 (approx. per word bound = -5.559, relative change = 5.997e-05) 
Topic 1: like, food, see, produce, local 
 Topic 2: food, local, farmers, access, healthy 
 Topic 3: land, foods, farm, use, affordable 
 Topic 4: local, food, affordable, options, stores 
 Topic 5: food, farmers, farmland, see, make 
 Topic 6: community, school, gardens, like, see 
 Topic 7: food, local, locally, grown, greater 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 286 (approx. per word bound = -5.559, relative change = 5.666e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 287 (approx. per word bound = -5.559, relative change = 6.124e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 288 (approx. per word bound = -5.559, relative change = 4.981e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 289 (approx. per word bound = -5.558, relative change = 3.035e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 290 (approx. per word bound = -5.558, relative change = 2.505e-05) 
Topic 1: like, food, see, produce, local 
 Topic 2: food, local, farmers, access, healthy 
 Topic 3: land, foods, farm, use, affordable 
 Topic 4: local, food, affordable, options, stores 
 Topic 5: food, farmland, farmers, see, make 
 Topic 6: community, school, gardens, like, food 
 Topic 7: food, local, locally, grown, greater 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 291 (approx. per word bound = -5.558, relative change = 2.508e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 292 (approx. per word bound = -5.558, relative change = 2.615e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 293 (approx. per word bound = -5.558, relative change = 2.642e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 294 (approx. per word bound = -5.558, relative change = 2.372e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 295 (approx. per word bound = -5.558, relative change = 2.095e-05) 
Topic 1: like, food, see, produce, local 
 Topic 2: food, local, farmers, access, healthy 
 Topic 3: land, foods, farm, use, agricultural 
 Topic 4: local, food, affordable, options, stores 
 Topic 5: food, farmland, farmers, see, make 
 Topic 6: community, school, gardens, like, food 
 Topic 7: food, local, locally, grown, greater 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 296 (approx. per word bound = -5.557, relative change = 1.774e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 297 (approx. per word bound = -5.557, relative change = 1.784e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 298 (approx. per word bound = -5.557, relative change = 2.152e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 299 (approx. per word bound = -5.557, relative change = 3.092e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 300 (approx. per word bound = -5.557, relative change = 5.602e-05) 
Topic 1: like, food, see, produce, local 
 Topic 2: food, local, farmers, access, healthy 
 Topic 3: land, foods, farm, use, agricultural 
 Topic 4: local, food, affordable, options, stores 
 Topic 5: food, farmland, farmers, see, make 
 Topic 6: community, school, gardens, like, food 
 Topic 7: food, local, locally, grown, greater 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 301 (approx. per word bound = -5.556, relative change = 8.226e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 302 (approx. per word bound = -5.556, relative change = 5.845e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 303 (approx. per word bound = -5.556, relative change = 4.059e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 304 (approx. per word bound = -5.555, relative change = 4.457e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 305 (approx. per word bound = -5.555, relative change = 5.816e-05) 
Topic 1: like, food, see, local, produce 
 Topic 2: food, local, farmers, access, healthy 
 Topic 3: land, foods, farm, use, agricultural 
 Topic 4: local, food, affordable, options, stores 
 Topic 5: food, farmland, farmers, see, make 
 Topic 6: community, school, gardens, like, food 
 Topic 7: food, local, locally, grown, greater 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 306 (approx. per word bound = -5.555, relative change = 5.149e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 307 (approx. per word bound = -5.555, relative change = 3.879e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 308 (approx. per word bound = -5.554, relative change = 4.280e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 309 (approx. per word bound = -5.554, relative change = 6.311e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 310 (approx. per word bound = -5.554, relative change = 4.124e-05) 
Topic 1: like, food, see, local, produce 
 Topic 2: food, local, farmers, access, healthy 
 Topic 3: land, foods, farm, use, agricultural 
 Topic 4: local, food, affordable, options, locally 
 Topic 5: food, farmland, farmers, see, make 
 Topic 6: community, school, gardens, like, food 
 Topic 7: food, local, locally, grown, greater 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Completing Iteration 311 (approx. per word bound = -5.554, relative change = 1.588e-05) 
........................................................................................................
Completed E-Step (0 seconds). 
Completed M-Step. 
Model Converged

Code

# label topics - 3 topics
labelTopics(stm_change_final_3)

Topic 1 Top Words:
     Highest Prob: local, food, support, grocery, stores, farmers, produce 
     FREX: grocery, stores, afford, bank, restaurants, year, able 
     Lift: afford, bank, grocery, restaurants, stores, year, -or 
     Score: stores, cost, high, possible, missoula, bank, composting 
Topic 2 Top Words:
     Highest Prob: food, land, local, farm, affordable, farmers, healthy 
     FREX: use, ag, grow, buying, development, enough, feed 
     Lift: $, ag, among, crop, evidence-based, forest, livestock 
     Score: land, agricultural, use, $, among, crop, evidence-based 
Topic 3 Top Words:
     Highest Prob: food, like, see, local, locally, school, less 
     FREX: school, less, schools, know, health, winter, meals 
     Lift: school, #11, +, 1,000, 2-5x, additional, addressing 
     Score: poor, time, winter, school, know, health, never

Code

plot(stm_change_final_3, type = "summary") # plot

Code

# label topics - 5 topics
labelTopics(stm_change_final_5)

Topic 1 Top Words:
     Highest Prob: land, food, community, less, use, agricultural, city 
     FREX: land, less, use, affordability, meals, community, county 
     Lift: 2-5x, accessed, advocacy, always, banks, boulevards, breakfast 
     Score: land, use, affordability, less, community, boulevards, production 
Topic 2 Top Words:
     Highest Prob: local, food, farmers, ag, year, climate, support 
     FREX: ag, winter, enough, farmer's, year, costs, practices 
     Lift: +, 1, 1,000, 10, acquisition, adaptation, adapted 
     Score: feeding, costs, ag, winter, among, evidence-based, meet 
Topic 3 Top Words:
     Highest Prob: affordable, gardens, farm, healthy, options, like, farmers 
     FREX: gardening, neighborhoods, preserve, increased, gardens, affordable, making 
     Lift: allowing, already, amounts, apartments, barriers, base, become 
     Score: poor, affordable, gardens, gardening, resource, increased, preserve 
Topic 4 Top Words:
     Highest Prob: food, see, like, local, sustainable, school, missoula 
     FREX: system, space, children, help, school, schools, sustainable 
     Lift: $, 5-, 6, abundant, addressing, alleviate, allowed 
     Score: csa, system, like, space, school, schools, lose 
Topic 5 Top Words:
     Highest Prob: local, food, locally, grocery, stores, produce, foods 
     FREX: locally, grocery, stores, afford, restaurants, store, accessible 
     Lift: -or, #11, adults, afford, albertsons, alone, applaud 
     Score: locally, composting, stores, grocery, shop, possible, lower

Code

plot(stm_change_final_5, type = "summary") # plot

Code

# label topics - 7 topics
labelTopics(stm_change_final_7)

Topic 1 Top Words:
     Highest Prob: like, food, see, local, produce, much, market 
     FREX: farmer's, really, just, preservation, meat, much, like 
     Lift: care, meet, resource, +, 1,000, adapted, additional 
     Score: really, care, meet, resource, aid, since, long-term 
Topic 2 Top Words:
     Highest Prob: food, local, farmers, access, healthy, bank, missoula 
     FREX: many, stands, young, bank, basic, households, county 
     Lift: $, among, evidence-based, guess, might, 1, 10 
     Score: basic, young, many, supporting, bank, might, feeding 
Topic 3 Top Words:
     Highest Prob: land, foods, farm, use, agricultural, affordable, healthy 
     FREX: foods, land, use, ag, agricultural, farm, poor 
     Lift: 2-5x, acquisition, alone, always, aquisition, attention, barriers 
     Score: land, agricultural, poor, foods, use, ag, farm 
Topic 4 Top Words:
     Highest Prob: local, food, affordable, options, locally, stores, grocery 
     FREX: options, stores, organic, less, affordable, grocery, local 
     Lift: accessed, advocacy, already, apartments, aware, banks, berry 
     Score: options, csa, stores, locally, throughout, organic, affordable 
Topic 5 Top Words:
     Highest Prob: food, farmland, farmers, see, make, climate, market 
     FREX: composting, make, farmland, prices, climate, accessibility, large 
     Lift: -or, #11, abundant, address, albertsons, alleviate, along 
     Score: composting, make, space, cans, next, progress, ranchers 
Topic 6 Top Words:
     Highest Prob: community, school, gardens, like, food, see, local 
     FREX: neighborhoods, school, community, gardens, urban, round, gfs 
     Lift: boulevards, livestock, shares, adaptation, affordablity, allowed, allowing 
     Score: school, neighborhoods, gardens, urban, pigs, lunches, boulevards 
Topic 7 Top Words:
     Highest Prob: food, local, locally, grown, greater, like, can 
     FREX: produced, buying, greater, grown, groups, growers, packaging 
     Lift: adults, attend, bar, battle, buying, came, capacity 
     Score: growers, grown, consumers, produced, network, packaging, emphasis

Code

plot(stm_change_final_7, type = "summary") # plot

Looking at these plots, I am leaning towards the 7-topic model because the topics appear to be more strongly differentiated from one another. While most of the topics revealed by all 3 models feature the words “food” and “local,” in the 7-topic model the third word for each topic is distinct enough to give me a sense of that topic. For example, “education” (Topic 1) and “gardens” (Topic 7) are distinct concepts.

Code

topic_names <- labelTopics(stm_change_final_7, n=4)$frex
topic_labels <- rep(NA, 7)
for (i in 1:7) {
  topic_labels[i] <- paste(topic_names[i,], collapse = "_")
}

print(topic_labels)

[1] "farmer's_really_just_preservation"     
[2] "many_stands_young_bank"                
[3] "foods_land_use_ag"                     
[4] "options_stores_organic_less"           
[5] "composting_make_farmland_prices"       
[6] "neighborhoods_school_community_gardens"
[7] "produced_buying_greater_grown"

Moving ahead with the 7-topic model, I will now estimate the effects of my covariates on topic prevalence.

Code

# estimate effects
effects_estimate <- estimateEffect(formula = 1:7 ~ age + size + income + zip,
                                   stmobj = stm_change_final_7,
                                   metadata = CFA_tidy_final)

# get summary
summary(effects_estimate)


Call:
estimateEffect(formula = 1:7 ~ age + size + income + zip, stmobj = stm_change_final_7, 
    metadata = CFA_tidy_final)


Topic 1:

Coefficients:
                                   Estimate Std. Error t value Pr(>|t|)    
(Intercept)                        0.076073   0.235619   0.323 0.747165    
age                               -0.004307   0.001272  -3.386 0.000866 ***
size                               0.005346   0.016546   0.323 0.746999    
incomeBetween $25,000 and $34,999 -0.006432   0.066125  -0.097 0.922615    
incomeBetween $35,000 and $49,999  0.046954   0.055438   0.847 0.398114    
incomeBetween $50,000 and $99,999  0.096137   0.050986   1.886 0.060930 .  
incomeOver $250,000                0.108285   0.101268   1.069 0.286338    
incomeUnder $25,000                0.002671   0.071851   0.037 0.970381    
zip59801                           0.201505   0.231278   0.871 0.384744    
zip59802                           0.174854   0.231806   0.754 0.451627    
zip59803                           0.187320   0.236522   0.792 0.429393    
zip59804                           0.121665   0.243749   0.499 0.618278    
zip59808                           0.164339   0.238571   0.689 0.491789    
zip59821                           0.052067   0.370798   0.140 0.888484    
zip59823                           0.173581   0.256575   0.677 0.499553    
zip59825                           0.152866   0.260572   0.587 0.558153    
zip59826                           0.119684   0.327817   0.365 0.715461    
zip59833                           0.310612   0.326461   0.951 0.342622    
zip59846                           0.463387   0.432806   1.071 0.285726    
zip59847                           0.284994   0.256849   1.110 0.268630    
zip59860                           0.395719   0.460408   0.859 0.391186    
zip59864                           0.440994   0.408521   1.079 0.281783    
zip59868                          -0.010741   0.320218  -0.034 0.973279    
zip59908                           0.110365   0.321582   0.343 0.731844    
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1


Topic 2:

Coefficients:
                                    Estimate Std. Error t value Pr(>|t|)    
(Intercept)                        0.0449199  0.2228976   0.202 0.840509    
age                               -0.0009742  0.0013756  -0.708 0.479723    
size                              -0.0138550  0.0148394  -0.934 0.351703    
incomeBetween $25,000 and $34,999  0.0020293  0.0638201   0.032 0.974668    
incomeBetween $35,000 and $49,999  0.0335033  0.0534416   0.627 0.531493    
incomeBetween $50,000 and $99,999  0.0067993  0.0475259   0.143 0.886396    
incomeOver $250,000               -0.1034226  0.0836652  -1.236 0.217979    
incomeUnder $25,000                0.0803550  0.0713238   1.127 0.261369    
zip59801                           0.1239108  0.2151941   0.576 0.565448    
zip59802                           0.1073841  0.2150884   0.499 0.618196    
zip59803                           0.2009554  0.2207581   0.910 0.363857    
zip59804                           0.2383507  0.2353513   1.013 0.312512    
zip59808                           0.1650315  0.2233811   0.739 0.460976    
zip59821                           0.0057721  0.2976447   0.019 0.984549    
zip59823                           0.3762243  0.2520556   1.493 0.137248    
zip59825                          -0.0139339  0.2404514  -0.058 0.953852    
zip59826                           0.2427630  0.3544908   0.685 0.494318    
zip59833                           0.0437859  0.2597107   0.169 0.866301    
zip59846                           0.0328171  0.3064997   0.107 0.914850    
zip59847                           0.1326719  0.2454568   0.541 0.589499    
zip59860                           0.0098760  0.2990092   0.033 0.973687    
zip59864                           0.4404755  0.4240221   1.039 0.300259    
zip59868                           1.0261442  0.2959137   3.468 0.000654 ***
zip59908                           0.0946457  0.3266287   0.290 0.772322    
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1


Topic 3:

Coefficients:
                                   Estimate Std. Error t value Pr(>|t|)  
(Intercept)                        0.007053   0.212632   0.033   0.9736  
age                                0.002757   0.001146   2.407   0.0171 *
size                              -0.015246   0.014065  -1.084   0.2798  
incomeBetween $25,000 and $34,999 -0.082286   0.064074  -1.284   0.2007  
incomeBetween $35,000 and $49,999 -0.103790   0.054105  -1.918   0.0566 .
incomeBetween $50,000 and $99,999 -0.087591   0.047001  -1.864   0.0640 .
incomeOver $250,000               -0.041803   0.098379  -0.425   0.6714  
incomeUnder $25,000               -0.110159   0.057946  -1.901   0.0589 .
zip59801                           0.054239   0.205733   0.264   0.7924  
zip59802                           0.129460   0.206775   0.626   0.5320  
zip59803                           0.061393   0.211296   0.291   0.7717  
zip59804                           0.287870   0.228340   1.261   0.2090  
zip59808                           0.073253   0.214844   0.341   0.7335  
zip59821                           0.096098   0.298563   0.322   0.7479  
zip59823                           0.117623   0.234685   0.501   0.6168  
zip59825                           0.297899   0.236632   1.259   0.2097  
zip59826                           0.449456   0.352379   1.275   0.2037  
zip59833                          -0.003183   0.256547  -0.012   0.9901  
zip59846                           0.078176   0.304442   0.257   0.7976  
zip59847                           0.186856   0.236253   0.791   0.4300  
zip59860                          -0.004095   0.289147  -0.014   0.9887  
zip59864                           0.057403   0.316416   0.181   0.8562  
zip59868                           0.012138   0.284688   0.043   0.9660  
zip59908                           0.619999   0.327786   1.891   0.0601 .
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1


Topic 4:

Coefficients:
                                    Estimate Std. Error t value Pr(>|t|)   
(Intercept)                        0.2539109  0.2806213   0.905  0.36675   
age                               -0.0029438  0.0014810  -1.988  0.04833 * 
size                               0.0165191  0.0191270   0.864  0.38890   
incomeBetween $25,000 and $34,999  0.1626634  0.0815230   1.995  0.04748 * 
incomeBetween $35,000 and $49,999  0.1203317  0.0631065   1.907  0.05810 . 
incomeBetween $50,000 and $99,999 -0.0514396  0.0518447  -0.992  0.32241   
incomeOver $250,000               -0.2488749  0.0932475  -2.669  0.00829 **
incomeUnder $25,000                0.0789538  0.0708824   1.114  0.26679   
zip59801                           0.0360343  0.2838122   0.127  0.89911   
zip59802                           0.0983228  0.2820804   0.349  0.72782   
zip59803                           0.1375431  0.2900679   0.474  0.63594   
zip59804                          -0.0004238  0.2908572  -0.001  0.99884   
zip59808                          -0.0292561  0.2932397  -0.100  0.92064   
zip59821                          -0.1443556  0.3580565  -0.403  0.68730   
zip59823                          -0.1732539  0.3061248  -0.566  0.57211   
zip59825                          -0.0510382  0.3207313  -0.159  0.87374   
zip59826                          -0.0594960  0.3693233  -0.161  0.87220   
zip59833                           0.1661334  0.3605662   0.461  0.64552   
zip59846                          -0.2774652  0.3819024  -0.727  0.46843   
zip59847                           0.0277529  0.3263000   0.085  0.93231   
zip59860                          -0.2035719  0.3637572  -0.560  0.57641   
zip59864                          -0.3032428  0.3675421  -0.825  0.41041   
zip59868                          -0.1315728  0.3636187  -0.362  0.71788   
zip59908                          -0.0357028  0.3654057  -0.098  0.92227   
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1


Topic 5:

Coefficients:
                                   Estimate Std. Error t value Pr(>|t|)   
(Intercept)                        0.682822   0.324399   2.105   0.0367 * 
age                                0.004057   0.001459   2.780   0.0060 **
size                              -0.006586   0.018722  -0.352   0.7254   
incomeBetween $25,000 and $34,999 -0.087232   0.078909  -1.105   0.2704   
incomeBetween $35,000 and $49,999 -0.009278   0.069302  -0.134   0.8936   
incomeBetween $50,000 and $99,999  0.042335   0.062138   0.681   0.4965   
incomeOver $250,000               -0.095040   0.104335  -0.911   0.3635   
incomeUnder $25,000                0.061661   0.078234   0.788   0.4316   
zip59801                          -0.723695   0.317581  -2.279   0.0238 * 
zip59802                          -0.709630   0.314144  -2.259   0.0251 * 
zip59803                          -0.791855   0.322091  -2.458   0.0149 * 
zip59804                          -0.720032   0.323233  -2.228   0.0271 * 
zip59808                          -0.635880   0.320435  -1.984   0.0487 * 
zip59821                          -0.778355   0.424219  -1.835   0.0682 . 
zip59823                          -0.680011   0.367652  -1.850   0.0660 . 
zip59825                          -0.711247   0.363612  -1.956   0.0520 . 
zip59826                          -0.841602   0.426802  -1.972   0.0501 . 
zip59833                          -0.862400   0.367486  -2.347   0.0200 * 
zip59846                          -0.817599   0.446034  -1.833   0.0684 . 
zip59847                          -0.702840   0.350307  -2.006   0.0463 * 
zip59860                          -0.726309   0.418105  -1.737   0.0840 . 
zip59864                          -0.725751   0.438555  -1.655   0.0997 . 
zip59868                          -0.878705   0.406376  -2.162   0.0319 * 
zip59908                          -0.902694   0.419345  -2.153   0.0327 * 
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1


Topic 6:

Coefficients:
                                   Estimate Std. Error t value Pr(>|t|)
(Intercept)                       -0.152069   0.247937  -0.613    0.540
age                                0.001636   0.001370   1.194    0.234
size                               0.028187   0.018039   1.563    0.120
incomeBetween $25,000 and $34,999  0.053053   0.074033   0.717    0.475
incomeBetween $35,000 and $49,999 -0.040178   0.059697  -0.673    0.502
incomeBetween $50,000 and $99,999  0.066393   0.052147   1.273    0.205
incomeOver $250,000               -0.033469   0.107297  -0.312    0.755
incomeUnder $25,000               -0.030091   0.068311  -0.440    0.660
zip59801                           0.174738   0.236685   0.738    0.461
zip59802                           0.106197   0.237245   0.448    0.655
zip59803                           0.057349   0.244207   0.235    0.815
zip59804                           0.010629   0.251527   0.042    0.966
zip59808                           0.133586   0.247482   0.540    0.590
zip59821                           0.013054   0.328975   0.040    0.968
zip59823                           0.027216   0.260039   0.105    0.917
zip59825                           0.079490   0.270626   0.294    0.769
zip59826                           0.025607   0.350450   0.073    0.942
zip59833                           0.324389   0.308779   1.051    0.295
zip59846                           0.028369   0.344879   0.082    0.935
zip59847                           0.037691   0.263406   0.143    0.886
zip59860                           0.103995   0.355859   0.292    0.770
zip59864                           0.028487   0.356294   0.080    0.936
zip59868                          -0.064817   0.331141  -0.196    0.845
zip59908                           0.068444   0.341332   0.201    0.841


Topic 7:

Coefficients:
                                    Estimate Std. Error t value Pr(>|t|)    
(Intercept)                        0.0962640  0.2240061   0.430 0.667889    
age                               -0.0001965  0.0012109  -0.162 0.871285    
size                              -0.0141917  0.0161798  -0.877 0.381564    
incomeBetween $25,000 and $34,999 -0.0419663  0.0663216  -0.633 0.527669    
incomeBetween $35,000 and $49,999 -0.0484304  0.0566693  -0.855 0.393877    
incomeBetween $50,000 and $99,999 -0.0730486  0.0479246  -1.524 0.129165    
incomeOver $250,000                0.4139106  0.1115932   3.709 0.000275 ***
incomeUnder $25,000               -0.0848732  0.0619203  -1.371 0.172143    
zip59801                           0.1219525  0.2190383   0.557 0.578366    
zip59802                           0.0824909  0.2194531   0.376 0.707429    
zip59803                           0.1359274  0.2249195   0.604 0.546363    
zip59804                           0.0495052  0.2330658   0.212 0.832023    
zip59808                           0.1169990  0.2259842   0.518 0.605268    
zip59821                           0.7485711  0.3878320   1.930 0.055127 .  
zip59823                           0.1501930  0.2603840   0.577 0.564770    
zip59825                           0.2366310  0.2636429   0.898 0.370602    
zip59826                           0.0547959  0.3104024   0.177 0.860070    
zip59833                           0.0104699  0.2682397   0.039 0.968907    
zip59846                           0.4801009  0.4117242   1.166 0.245094    
zip59847                           0.0217986  0.2398463   0.091 0.927682    
zip59860                           0.4162531  0.4445618   0.936 0.350335    
zip59864                           0.0531662  0.3315195   0.160 0.872765    
zip59868                           0.0249425  0.3033366   0.082 0.934556    
zip59908                           0.0330411  0.3069637   0.108 0.914400    
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Topic 1: county_facilities_year_production

Has a statistically significant, positive association with ZIP code 59868.

Topic 2: ag_stores_cost_produce

Has no statistically significant (at the .01 level) association with any covariates.

Topic 3: enough_growing_market_grow

Has a statistically significant, negative association with every ZIP code.

Topic 4: organic_less_produced_sourced

Has no statistically significant association with any covariates.

Topic 5: affordable_composting_new_healthy

Has a statistically significant, positive association with number of people living in household (size).

Topic 6: preserve_prices_farm_development

Has a statistically significant, positive association with ZIP code 59821.

Topic 7: restaurants_producers_gardens_city

Has a statistically significant, negative association with age and a statistically significant, positive association with ZIP code 59908.

Conclusion

I still need to spend some time thinking about these topics and results but my analysis is taking shape!