Topic Models Gadarian
Session 4
Theresa Gessler
last updated: 2022-05-09
This script follows the actions on the slides
Preparing the data
# data prep
gadarian_corpus <- corpus(gadarian,text_field="open.ended.response")
gadarian_toks <- tokens(gadarian_corpus,
remove_punct=T,
remove_numbers=T) %>%
tokens_remove(stopwords("en"))
gadarian_dfm <- dfm(gadarian_toks)Estimating a topic model
gad_stm_1 <- stm(gadarian_dfm,K=10,seed=2020)## Beginning Spectral Initialization
## Calculating the gram matrix...
## Finding anchor words...
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## Recovering initialization...
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## Topic 1: security, right, aliens, nation, get
## Topic 2: care, life, taking, better, etc
## Topic 3: country, americans, social, mexico, america
## Topic 4: immigrants, many, coming, system, can
## Topic 5: illegal, need, services, live, time
## Topic 6: illegals, border, legally, free, benefits
## Topic 7: taxes, work, pay, crime, health
## Topic 8: immigration, think, come, legal, english
## Topic 9: jobs, get, learn, language, want
## Topic 10: people, us, citizens, job, way
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## Topic 1: security, get, aliens, right, nation
## Topic 2: life, care, taking, better, etc
## Topic 3: country, americans, social, mexico, america
## Topic 4: immigrants, many, coming, system, can
## Topic 5: illegal, need, services, live, time
## Topic 6: illegals, border, free, legally, benefits
## Topic 7: work, taxes, pay, crime, health
## Topic 8: immigration, think, come, legal, welfare
## Topic 9: jobs, learn, language, want, get
## Topic 10: people, us, citizens, job, way
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## Completing Iteration 15 (approx. per word bound = -6.187, relative change = 8.831e-04)
## Topic 1: security, get, aliens, right, nation
## Topic 2: life, taking, better, etc, care
## Topic 3: country, americans, social, mexico, jobs
## Topic 4: immigrants, coming, many, system, can
## Topic 5: illegal, need, services, live, schools
## Topic 6: illegals, border, free, benefits, legally
## Topic 7: work, taxes, pay, crime, health
## Topic 8: immigration, think, come, legal, welfare
## Topic 9: jobs, learn, language, want, poor
## Topic 10: people, us, citizens, job, way
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## Completing Iteration 20 (approx. per word bound = -6.162, relative change = 5.679e-04)
## Topic 1: get, security, aliens, right, nation
## Topic 2: life, taking, better, etc, care
## Topic 3: country, americans, jobs, social, mexico
## Topic 4: immigrants, coming, many, system, can
## Topic 5: illegal, need, services, schools, live
## Topic 6: illegals, border, free, benefits, legally
## Topic 7: work, taxes, pay, crime, money
## Topic 8: immigration, think, come, legal, welfare
## Topic 9: jobs, learn, language, want, poor
## Topic 10: people, us, citizens, job, way
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## Completing Iteration 25 (approx. per word bound = -6.139, relative change = 7.879e-04)
## Topic 1: get, aliens, right, nation, children
## Topic 2: life, better, taking, etc, u.s
## Topic 3: country, jobs, americans, security, social
## Topic 4: immigrants, coming, many, system, care
## Topic 5: illegal, need, services, schools, live
## Topic 6: illegals, border, free, benefits, legally
## Topic 7: work, taxes, pay, crime, money
## Topic 8: immigration, think, come, legal, welfare
## Topic 9: learn, language, jobs, want, poor
## Topic 10: people, us, citizens, job, way
## .................................................................................................................
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## Topic 1: get, aliens, nation, right, children
## Topic 2: life, better, etc, taking, u.s
## Topic 3: country, jobs, americans, security, social
## Topic 4: immigrants, coming, many, care, english
## Topic 5: illegal, need, services, schools, live
## Topic 6: illegals, border, free, benefits, laws
## Topic 7: work, taxes, pay, crime, money
## Topic 8: immigration, think, come, legal, welfare
## Topic 9: learn, language, poor, want, also
## Topic 10: people, us, citizens, job, way
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## Completing Iteration 35 (approx. per word bound = -6.093, relative change = 8.861e-04)
## Topic 1: get, aliens, nation, right, children
## Topic 2: life, better, etc, becoming, u.s
## Topic 3: country, jobs, americans, security, social
## Topic 4: immigrants, coming, many, english, care
## Topic 5: illegal, need, services, schools, live
## Topic 6: illegals, border, free, benefits, mexico
## Topic 7: work, taxes, pay, crime, money
## Topic 8: immigration, think, come, legal, welfare
## Topic 9: learn, language, poor, want, also
## Topic 10: people, us, citizens, job, way
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## Completing Iteration 40 (approx. per word bound = -6.070, relative change = 8.043e-04)
## Topic 1: get, aliens, nation, right, citizen
## Topic 2: life, better, etc, becoming, taken
## Topic 3: country, jobs, americans, security, social
## Topic 4: immigrants, english, coming, many, care
## Topic 5: illegal, need, services, schools, live
## Topic 6: illegals, border, free, benefits, mexico
## Topic 7: work, taxes, pay, crime, money
## Topic 8: immigration, think, come, welfare, legal
## Topic 9: learn, language, poor, also, want
## Topic 10: people, us, citizens, job, way
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## Completing Iteration 45 (approx. per word bound = -6.048, relative change = 7.727e-04)
## Topic 1: get, aliens, nation, right, can
## Topic 2: life, better, etc, becoming, border
## Topic 3: country, jobs, americans, security, social
## Topic 4: immigrants, english, coming, many, care
## Topic 5: illegal, need, services, schools, live
## Topic 6: illegals, border, free, benefits, workers
## Topic 7: work, taxes, pay, crime, health
## Topic 8: immigration, think, come, welfare, take
## Topic 9: learn, poor, language, speak, also
## Topic 10: people, us, citizens, job, way
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## Completing Iteration 50 (approx. per word bound = -6.030, relative change = 5.080e-04)
## Topic 1: get, aliens, nation, right, laws
## Topic 2: life, better, etc, becoming, border
## Topic 3: country, jobs, americans, security, social
## Topic 4: immigrants, english, coming, many, care
## Topic 5: illegal, need, services, legal, paying
## Topic 6: illegals, border, free, benefits, workers
## Topic 7: work, taxes, pay, crime, health
## Topic 8: immigration, think, come, welfare, take
## Topic 9: learn, speak, poor, can, language
## Topic 10: people, us, citizens, job, way
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## Topic 1: get, aliens, laws, nation, right
## Topic 2: life, better, etc, becoming, border
## Topic 3: country, jobs, americans, security, social
## Topic 4: immigrants, english, coming, many, care
## Topic 5: illegal, need, legal, services, paying
## Topic 6: illegals, border, free, benefits, workers
## Topic 7: taxes, work, pay, language, health
## Topic 8: immigration, think, come, welfare, take
## Topic 9: learn, speak, poor, can, also
## Topic 10: people, us, citizens, job, legally
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## Topic 1: get, aliens, laws, nation, right
## Topic 2: life, better, etc, border, becoming
## Topic 3: country, jobs, americans, security, social
## Topic 4: immigrants, english, coming, many, care
## Topic 5: illegal, need, legal, services, paying
## Topic 6: illegals, free, border, benefits, workers
## Topic 7: taxes, work, pay, language, health
## Topic 8: immigration, think, come, welfare, take
## Topic 9: learn, poor, can, usa, borders
## Topic 10: people, us, job, citizens, legally
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## Topic 1: get, aliens, laws, nation, new
## Topic 2: life, better, etc, border, becoming
## Topic 3: country, jobs, americans, security, social
## Topic 4: immigrants, english, coming, many, care
## Topic 5: illegal, need, legal, services, paying
## Topic 6: illegals, free, benefits, workers, mexico
## Topic 7: taxes, pay, language, work, health
## Topic 8: immigration, think, come, take, welfare
## Topic 9: learn, poor, can, usa, borders
## Topic 10: people, us, job, citizens, legally
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## Topic 1: get, laws, nation, new, aliens
## Topic 2: life, better, etc, border, taken
## Topic 3: country, jobs, americans, security, social
## Topic 4: immigrants, english, coming, care, many
## Topic 5: illegal, need, legal, services, paying
## Topic 6: illegals, free, benefits, workers, mexico
## Topic 7: taxes, pay, language, crime, health
## Topic 8: immigration, think, come, take, welfare
## Topic 9: learn, poor, usa, borders, can
## Topic 10: people, us, job, legally, citizens
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## Topic 1: get, laws, new, nation, right
## Topic 2: life, better, etc, border, taken
## Topic 3: country, jobs, americans, security, social
## Topic 4: immigrants, english, coming, care, many
## Topic 5: illegal, need, legal, services, paying
## Topic 6: free, benefits, workers, mexico, illegals
## Topic 7: taxes, pay, language, crime, health
## Topic 8: immigration, think, come, take, getting
## Topic 9: learn, poor, borders, usa, really
## Topic 10: people, us, job, legally, work
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## Topic 1: get, laws, new, right, aliens
## Topic 2: life, better, etc, border, way
## Topic 3: country, jobs, americans, security, illegals
## Topic 4: immigrants, english, coming, care, many
## Topic 5: illegal, need, legal, services, paying
## Topic 6: free, benefits, workers, mexico, things
## Topic 7: taxes, pay, language, health, crime
## Topic 8: immigration, think, come, take, getting
## Topic 9: learn, poor, usa, borders, really
## Topic 10: people, us, job, legally, work
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## Topic 1: get, laws, new, right, aliens
## Topic 2: life, better, etc, border, way
## Topic 3: jobs, country, americans, illegals, security
## Topic 4: immigrants, english, coming, care, many
## Topic 5: illegal, need, legal, services, paying
## Topic 6: free, benefits, workers, mexico, things
## Topic 7: taxes, pay, language, health, money
## Topic 8: immigration, think, come, take, loss
## Topic 9: learn, poor, usa, borders, mexico
## Topic 10: people, us, job, legally, work
## .................................................................................................................
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## Completing Iteration 86 (approx. per word bound = -5.924, relative change = 3.145e-04)
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## Completing Iteration 90 (approx. per word bound = -5.917, relative change = 2.480e-04)
## Topic 1: get, laws, country, new, right
## Topic 2: life, better, etc, border, way
## Topic 3: jobs, country, americans, illegals, security
## Topic 4: immigrants, english, coming, care, many
## Topic 5: illegal, need, legal, welfare, services
## Topic 6: free, benefits, workers, mexico, things
## Topic 7: taxes, pay, language, health, money
## Topic 8: immigration, think, come, take, loss
## Topic 9: learn, poor, mexico, usa, borders
## Topic 10: people, us, job, legally, work
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## Completing Iteration 91 (approx. per word bound = -5.916, relative change = 2.199e-04)
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## Topic 1: get, laws, country, new, right
## Topic 2: life, better, etc, border, way
## Topic 3: jobs, country, americans, illegals, security
## Topic 4: immigrants, english, coming, care, many
## Topic 5: illegal, need, legal, welfare, services
## Topic 6: benefits, free, workers, things, mexico
## Topic 7: taxes, pay, language, health, money
## Topic 8: immigration, think, come, take, live
## Topic 9: learn, poor, mexico, usa, english
## Topic 10: people, us, job, legally, work
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## Topic 1: get, country, laws, new, right
## Topic 2: life, better, etc, border, way
## Topic 3: jobs, country, americans, illegals, security
## Topic 4: immigrants, english, coming, many, care
## Topic 5: illegal, need, legal, welfare, services
## Topic 6: benefits, free, workers, things, mexico
## Topic 7: taxes, pay, language, health, money
## Topic 8: immigration, think, come, take, live
## Topic 9: learn, poor, mexico, usa, english
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## Completing Iteration 101 (approx. per word bound = -5.904, relative change = 2.427e-04)
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## Completing Iteration 105 (approx. per word bound = -5.897, relative change = 3.007e-04)
## Topic 1: get, country, laws, new, aliens
## Topic 2: life, better, etc, border, way
## Topic 3: jobs, country, americans, illegals, security
## Topic 4: immigrants, english, coming, many, care
## Topic 5: illegal, need, legal, welfare, paying
## Topic 6: benefits, free, workers, things, mexico
## Topic 7: taxes, pay, language, health, money
## Topic 8: immigration, think, come, take, live
## Topic 9: learn, poor, mexico, usa, people
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## Completing Iteration 110 (approx. per word bound = -5.888, relative change = 2.213e-04)
## Topic 1: get, country, laws, new, aliens
## Topic 2: life, better, etc, border, way
## Topic 3: jobs, country, americans, illegals, security
## Topic 4: immigrants, coming, english, many, citizens
## Topic 5: illegal, need, welfare, legal, paying
## Topic 6: benefits, free, workers, things, mexico
## Topic 7: taxes, pay, language, health, money
## Topic 8: immigration, think, come, take, live
## Topic 9: learn, poor, mexico, usa, people
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## Completing Iteration 115 (approx. per word bound = -5.878, relative change = 2.747e-04)
## Topic 1: get, country, laws, new, aliens
## Topic 2: life, better, etc, border, way
## Topic 3: jobs, country, americans, illegals, security
## Topic 4: immigrants, coming, many, english, citizens
## Topic 5: illegal, need, welfare, legal, paying
## Topic 6: benefits, free, workers, things, mexico
## Topic 7: taxes, pay, language, health, money
## Topic 8: immigration, think, come, take, live
## Topic 9: learn, poor, mexico, usa, people
## Topic 10: people, us, work, job, legally
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## Completing Iteration 116 (approx. per word bound = -5.877, relative change = 2.172e-04)
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## Completing Iteration 120 (approx. per word bound = -5.871, relative change = 3.057e-04)
## Topic 1: get, country, laws, new, aliens
## Topic 2: better, life, etc, border, way
## Topic 3: jobs, country, americans, illegals, security
## Topic 4: immigrants, coming, many, english, citizens
## Topic 5: illegal, need, welfare, legal, services
## Topic 6: benefits, free, workers, things, mexico
## Topic 7: taxes, pay, language, health, care
## Topic 8: immigration, think, come, take, live
## Topic 9: learn, country, poor, mexico, people
## Topic 10: people, us, work, legally, job
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## Completing Iteration 121 (approx. per word bound = -5.870, relative change = 3.137e-04)
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## Completing Iteration 125 (approx. per word bound = -5.863, relative change = 2.843e-04)
## Topic 1: get, country, laws, new, aliens
## Topic 2: better, life, etc, border, way
## Topic 3: jobs, americans, illegals, security, country
## Topic 4: immigrants, coming, many, english, citizens
## Topic 5: illegal, need, welfare, legal, services
## Topic 6: free, workers, benefits, things, mexico
## Topic 7: taxes, pay, language, care, health
## Topic 8: immigration, think, come, take, live
## Topic 9: learn, country, poor, mexico, people
## Topic 10: people, us, legally, work, job
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## Completing Iteration 126 (approx. per word bound = -5.861, relative change = 2.679e-04)
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## Completing Iteration 128 (approx. per word bound = -5.859, relative change = 1.975e-04)
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## Completing Iteration 129 (approx. per word bound = -5.858, relative change = 1.832e-04)
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## Completing Iteration 130 (approx. per word bound = -5.857, relative change = 1.465e-04)
## Topic 1: get, laws, country, new, right
## Topic 2: better, life, etc, border, way
## Topic 3: jobs, americans, illegals, security, social
## Topic 4: immigrants, coming, many, english, citizens
## Topic 5: illegal, need, welfare, legal, services
## Topic 6: free, workers, benefits, things, mexico
## Topic 7: taxes, pay, care, language, health
## Topic 8: immigration, think, come, take, live
## Topic 9: learn, poor, country, mexico, english
## Topic 10: people, us, legally, work, back
## .................................................................................................................
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## Completing Iteration 131 (approx. per word bound = -5.856, relative change = 1.323e-04)
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## Completing Iteration 132 (approx. per word bound = -5.855, relative change = 1.179e-04)
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## Completing Iteration 133 (approx. per word bound = -5.855, relative change = 1.234e-04)
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## Completing Iteration 134 (approx. per word bound = -5.854, relative change = 1.016e-04)
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## Completing Iteration 135 (approx. per word bound = -5.853, relative change = 9.085e-05)
## Topic 1: get, laws, new, country, right
## Topic 2: better, life, etc, border, way
## Topic 3: jobs, americans, illegals, security, social
## Topic 4: immigrants, coming, many, country, english
## Topic 5: illegal, need, welfare, legal, services
## Topic 6: free, workers, benefits, things, mexico
## Topic 7: taxes, pay, care, language, health
## Topic 8: immigration, think, come, take, live
## Topic 9: learn, poor, country, english, mexico
## Topic 10: people, us, legally, work, country
## .................................................................................................................
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## Completing Iteration 136 (approx. per word bound = -5.853, relative change = 9.121e-05)
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## Completing Iteration 137 (approx. per word bound = -5.852, relative change = 8.324e-05)
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## Completing Iteration 138 (approx. per word bound = -5.852, relative change = 7.964e-05)
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## Completing Iteration 139 (approx. per word bound = -5.852, relative change = 7.159e-05)
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## Completing Iteration 140 (approx. per word bound = -5.851, relative change = 6.159e-05)
## Topic 1: get, laws, new, country, right
## Topic 2: life, better, etc, border, way
## Topic 3: jobs, americans, illegals, security, social
## Topic 4: immigrants, coming, many, country, citizens
## Topic 5: illegal, need, welfare, legal, job
## Topic 6: free, workers, benefits, things, mexico
## Topic 7: taxes, pay, care, language, health
## Topic 8: immigration, think, come, take, live
## Topic 9: learn, poor, english, country, people
## Topic 10: people, us, legally, country, work
## .................................................................................................................
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## Completing Iteration 141 (approx. per word bound = -5.851, relative change = 6.189e-05)
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## Completing Iteration 143 (approx. per word bound = -5.850, relative change = 7.653e-05)
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## Completing Iteration 144 (approx. per word bound = -5.849, relative change = 7.882e-05)
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## Completing Iteration 145 (approx. per word bound = -5.849, relative change = 8.428e-05)
## Topic 1: get, laws, new, country, right
## Topic 2: life, better, etc, border, way
## Topic 3: jobs, americans, illegals, security, social
## Topic 4: immigrants, coming, many, country, citizens
## Topic 5: illegal, need, welfare, legal, job
## Topic 6: free, workers, benefits, things, mexico
## Topic 7: taxes, pay, care, health, language
## Topic 8: immigration, think, come, take, live
## Topic 9: learn, english, poor, country, people
## Topic 10: people, us, country, work, legally
## .................................................................................................................
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## Completing Iteration 146 (approx. per word bound = -5.848, relative change = 1.124e-04)
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## Completing Iteration 147 (approx. per word bound = -5.847, relative change = 1.526e-04)
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## Completing Iteration 148 (approx. per word bound = -5.846, relative change = 1.782e-04)
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## Completing Iteration 149 (approx. per word bound = -5.845, relative change = 1.873e-04)
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## Completing Iteration 150 (approx. per word bound = -5.844, relative change = 1.677e-04)
## Topic 1: get, laws, new, country, right
## Topic 2: life, better, etc, border, way
## Topic 3: jobs, americans, illegals, security, social
## Topic 4: immigrants, coming, many, country, citizens
## Topic 5: illegal, need, welfare, legal, job
## Topic 6: free, workers, benefits, things, mexico
## Topic 7: taxes, pay, care, health, language
## Topic 8: immigration, think, come, live, work
## Topic 9: learn, english, poor, country, people
## Topic 10: people, us, work, country, legally
## .................................................................................................................
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## Completing Iteration 151 (approx. per word bound = -5.844, relative change = 1.400e-04)
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## Completing Iteration 152 (approx. per word bound = -5.843, relative change = 1.249e-04)
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## Completing Iteration 153 (approx. per word bound = -5.842, relative change = 1.203e-04)
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## Completing Iteration 154 (approx. per word bound = -5.841, relative change = 1.262e-04)
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## Completing Iteration 155 (approx. per word bound = -5.841, relative change = 1.271e-04)
## Topic 1: get, laws, new, country, right
## Topic 2: life, better, etc, border, way
## Topic 3: jobs, americans, illegals, security, social
## Topic 4: immigrants, coming, many, country, citizens
## Topic 5: illegal, need, welfare, legal, job
## Topic 6: free, workers, benefits, things, mexico
## Topic 7: taxes, pay, care, health, language
## Topic 8: immigration, think, come, live, work
## Topic 9: learn, english, poor, country, people
## Topic 10: people, us, work, legally, country
## .................................................................................................................
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## Completing Iteration 156 (approx. per word bound = -5.840, relative change = 1.185e-04)
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## Completing Iteration 157 (approx. per word bound = -5.839, relative change = 1.107e-04)
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## Completing Iteration 158 (approx. per word bound = -5.839, relative change = 1.162e-04)
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## Completing Iteration 159 (approx. per word bound = -5.838, relative change = 1.179e-04)
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## Completing Iteration 160 (approx. per word bound = -5.837, relative change = 1.250e-04)
## Topic 1: get, laws, new, country, right
## Topic 2: life, better, etc, border, way
## Topic 3: jobs, americans, illegals, security, social
## Topic 4: immigrants, coming, many, country, citizens
## Topic 5: illegal, need, welfare, legal, job
## Topic 6: free, workers, benefits, things, mexico
## Topic 7: taxes, pay, care, health, language
## Topic 8: immigration, think, come, live, work
## Topic 9: learn, english, poor, country, people
## Topic 10: people, us, work, legally, country
## .................................................................................................................
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## Completing Iteration 161 (approx. per word bound = -5.836, relative change = 1.811e-04)
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## Completing Iteration 162 (approx. per word bound = -5.835, relative change = 2.292e-04)
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## Completing Iteration 163 (approx. per word bound = -5.834, relative change = 1.086e-04)
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## Completing Iteration 164 (approx. per word bound = -5.834, relative change = 9.295e-05)
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## Completing Iteration 165 (approx. per word bound = -5.833, relative change = 8.886e-05)
## Topic 1: get, laws, new, country, right
## Topic 2: life, better, etc, border, way
## Topic 3: jobs, americans, illegals, security, social
## Topic 4: immigrants, coming, many, country, citizens
## Topic 5: illegal, need, welfare, legal, job
## Topic 6: free, workers, loss, benefits, things
## Topic 7: taxes, pay, care, health, language
## Topic 8: immigration, think, come, live, much
## Topic 9: learn, english, poor, country, people
## Topic 10: people, us, work, legally, country
## .................................................................................................................
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## Completing Iteration 166 (approx. per word bound = -5.832, relative change = 1.020e-04)
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## Completing Iteration 167 (approx. per word bound = -5.832, relative change = 1.141e-04)
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## Completing Iteration 168 (approx. per word bound = -5.831, relative change = 9.289e-05)
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## Completing Iteration 169 (approx. per word bound = -5.831, relative change = 6.988e-05)
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## Completing Iteration 170 (approx. per word bound = -5.831, relative change = 6.137e-05)
## Topic 1: get, laws, new, country, right
## Topic 2: life, better, etc, border, way
## Topic 3: jobs, americans, illegals, security, social
## Topic 4: immigrants, coming, many, country, citizens
## Topic 5: illegal, need, welfare, legal, job
## Topic 6: free, workers, loss, benefits, things
## Topic 7: taxes, pay, care, health, language
## Topic 8: immigration, think, come, live, much
## Topic 9: learn, english, poor, country, people
## Topic 10: people, us, work, legally, country
## .................................................................................................................
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## Completing Iteration 171 (approx. per word bound = -5.830, relative change = 5.937e-05)
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## Topic 1: get, laws, new, country, right
## Topic 2: life, better, etc, border, way
## Topic 3: jobs, americans, illegals, security, social
## Topic 4: immigrants, coming, many, country, citizens
## Topic 5: illegal, need, welfare, legal, job
## Topic 6: free, workers, loss, benefits, things
## Topic 7: taxes, pay, care, health, language
## Topic 8: immigration, think, come, live, much
## Topic 9: learn, english, poor, country, people
## Topic 10: people, us, work, legally, country
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## Topic 1: get, laws, new, country, right
## Topic 2: life, better, etc, border, way
## Topic 3: jobs, americans, illegals, security, social
## Topic 4: immigrants, coming, many, country, citizens
## Topic 5: illegal, need, welfare, legal, job
## Topic 6: free, workers, loss, benefits, things
## Topic 7: taxes, pay, care, health, language
## Topic 8: immigration, think, come, live, much
## Topic 9: learn, english, poor, country, people
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## Topic 1: get, laws, new, country, right
## Topic 2: life, better, etc, border, way
## Topic 3: jobs, americans, illegals, security, social
## Topic 4: immigrants, coming, many, country, english
## Topic 5: illegal, need, welfare, legal, job
## Topic 6: free, workers, loss, benefits, things
## Topic 7: taxes, pay, care, health, language
## Topic 8: immigration, think, come, live, much
## Topic 9: learn, poor, country, english, people
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## Topic 1: get, laws, new, country, right
## Topic 2: life, better, etc, border, way
## Topic 3: jobs, americans, illegals, security, social
## Topic 4: immigrants, coming, many, country, english
## Topic 5: illegal, need, welfare, legal, job
## Topic 6: free, workers, loss, benefits, things
## Topic 7: taxes, pay, care, health, language
## Topic 8: immigration, think, come, live, much
## Topic 9: country, poor, learn, english, people
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## Topic 1: get, new, laws, country, right
## Topic 2: life, better, etc, border, way
## Topic 3: jobs, americans, illegals, security, social
## Topic 4: immigrants, coming, many, english, country
## Topic 5: illegal, need, welfare, legal, job
## Topic 6: free, loss, benefits, workers, things
## Topic 7: taxes, pay, care, health, language
## Topic 8: immigration, think, come, live, much
## Topic 9: country, poor, mexico, learn, english
## Topic 10: people, us, work, legally, country
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## Topic 1: get, new, laws, country, right
## Topic 2: life, better, border, way, etc
## Topic 3: jobs, americans, illegals, security, social
## Topic 4: immigrants, many, coming, english, country
## Topic 5: illegal, welfare, need, legal, job
## Topic 6: free, loss, things, benefits, workers
## Topic 7: taxes, pay, care, health, language
## Topic 8: immigration, think, come, live, much
## Topic 9: country, mexico, poor, people, learn
## Topic 10: people, us, work, legally, country
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## Completing Iteration 201 (approx. per word bound = -5.805, relative change = 2.392e-04)
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## Completing Iteration 205 (approx. per word bound = -5.799, relative change = 2.214e-04)
## Topic 1: get, new, laws, country, right
## Topic 2: life, better, way, border, etc
## Topic 3: jobs, americans, illegals, security, social
## Topic 4: immigrants, many, english, taking, country
## Topic 5: illegal, welfare, legal, need, job
## Topic 6: free, benefits, things, loss, usa
## Topic 7: taxes, pay, care, health, language
## Topic 8: immigration, think, come, live, much
## Topic 9: country, mexico, poor, people, english
## Topic 10: people, us, coming, work, legally
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## Completing Iteration 206 (approx. per word bound = -5.798, relative change = 2.151e-04)
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## Completing Iteration 210 (approx. per word bound = -5.793, relative change = 1.641e-04)
## Topic 1: get, new, laws, country, right
## Topic 2: life, better, way, border, us
## Topic 3: jobs, americans, illegals, security, social
## Topic 4: immigrants, many, english, taking, learn
## Topic 5: illegal, welfare, legal, immigration, need
## Topic 6: free, things, benefits, usa, aliens
## Topic 7: taxes, pay, care, health, language
## Topic 8: think, immigration, come, need, live
## Topic 9: country, mexico, poor, people, english
## Topic 10: people, us, coming, country, legally
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## Completing Iteration 211 (approx. per word bound = -5.792, relative change = 1.210e-04)
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## Completing Iteration 215 (approx. per word bound = -5.790, relative change = 9.846e-05)
## Topic 1: get, new, laws, country, right
## Topic 2: life, better, way, border, us
## Topic 3: jobs, americans, illegals, security, social
## Topic 4: immigrants, many, english, learn, taking
## Topic 5: illegal, welfare, legal, immigration, job
## Topic 6: free, things, usa, aliens, american
## Topic 7: taxes, pay, care, health, language
## Topic 8: think, immigration, come, need, live
## Topic 9: country, mexico, poor, people, really
## Topic 10: people, us, coming, country, legally
## .................................................................................................................
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## Completing Iteration 216 (approx. per word bound = -5.790, relative change = 7.258e-05)
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## Completing Iteration 218 (approx. per word bound = -5.789, relative change = 5.159e-05)
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## Completing Iteration 219 (approx. per word bound = -5.789, relative change = 4.839e-05)
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## Completing Iteration 220 (approx. per word bound = -5.788, relative change = 4.868e-05)
## Topic 1: get, new, laws, country, right
## Topic 2: life, better, way, border, us
## Topic 3: americans, jobs, illegals, security, social
## Topic 4: immigrants, many, english, learn, taking
## Topic 5: illegal, welfare, immigration, legal, job
## Topic 6: free, things, usa, american, aliens
## Topic 7: taxes, pay, care, language, health
## Topic 8: think, immigration, come, need, live
## Topic 9: country, mexico, poor, people, really
## Topic 10: people, us, coming, country, legally
## .................................................................................................................
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## Completing Iteration 221 (approx. per word bound = -5.788, relative change = 4.537e-05)
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## Completing Iteration 224 (approx. per word bound = -5.787, relative change = 4.809e-05)
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## Completing Iteration 225 (approx. per word bound = -5.787, relative change = 5.850e-05)
## Topic 1: get, new, laws, country, right
## Topic 2: life, better, border, us, way
## Topic 3: americans, illegals, jobs, security, social
## Topic 4: immigrants, many, english, learn, taking
## Topic 5: illegal, welfare, immigration, legal, crime
## Topic 6: free, things, american, usa, aliens
## Topic 7: taxes, pay, care, language, health
## Topic 8: think, immigration, come, need, live
## Topic 9: country, mexico, poor, people, really
## Topic 10: people, us, coming, country, work
## .................................................................................................................
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## Completing Iteration 226 (approx. per word bound = -5.787, relative change = 7.346e-05)
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## Completing Iteration 228 (approx. per word bound = -5.786, relative change = 3.131e-05)
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## Completing Iteration 229 (approx. per word bound = -5.786, relative change = 3.376e-05)
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## Completing Iteration 230 (approx. per word bound = -5.786, relative change = 3.997e-05)
## Topic 1: get, new, laws, country, right
## Topic 2: life, better, border, us, way
## Topic 3: americans, illegals, jobs, security, social
## Topic 4: immigrants, many, english, learn, taking
## Topic 5: illegal, welfare, immigration, legal, crime
## Topic 6: free, things, american, usa, ride
## Topic 7: taxes, pay, care, language, health
## Topic 8: think, immigration, come, need, live
## Topic 9: country, mexico, poor, people, really
## Topic 10: people, us, coming, country, work
## .................................................................................................................
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## Completing Iteration 231 (approx. per word bound = -5.785, relative change = 5.942e-05)
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## Completing Iteration 232 (approx. per word bound = -5.785, relative change = 8.229e-05)
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## Completing Iteration 233 (approx. per word bound = -5.784, relative change = 7.446e-05)
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## Completing Iteration 234 (approx. per word bound = -5.784, relative change = 6.800e-05)
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## Completing Iteration 235 (approx. per word bound = -5.784, relative change = 7.711e-05)
## Topic 1: get, new, laws, country, right
## Topic 2: life, better, border, us, done
## Topic 3: americans, illegals, security, jobs, social
## Topic 4: immigrants, many, english, learn, taking
## Topic 5: illegal, welfare, immigration, legal, crime
## Topic 6: free, things, american, usa, ride
## Topic 7: taxes, pay, care, language, health
## Topic 8: think, immigration, come, need, live
## Topic 9: country, mexico, poor, people, really
## Topic 10: people, us, coming, country, work
## .................................................................................................................
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## Completing Iteration 236 (approx. per word bound = -5.783, relative change = 8.703e-05)
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## Completing Iteration 237 (approx. per word bound = -5.782, relative change = 1.022e-04)
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## Completing Iteration 238 (approx. per word bound = -5.782, relative change = 1.041e-04)
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## Completing Iteration 239 (approx. per word bound = -5.781, relative change = 9.379e-05)
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## Completing Iteration 240 (approx. per word bound = -5.781, relative change = 8.051e-05)
## Topic 1: get, new, laws, country, right
## Topic 2: life, better, border, us, done
## Topic 3: americans, illegals, jobs, security, social
## Topic 4: immigrants, many, english, learn, taking
## Topic 5: illegal, welfare, immigration, legal, crime
## Topic 6: free, things, american, usa, ride
## Topic 7: taxes, pay, care, language, health
## Topic 8: think, immigration, come, need, live
## Topic 9: country, mexico, poor, people, really
## Topic 10: people, us, coming, country, work
## .................................................................................................................
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## Completing Iteration 241 (approx. per word bound = -5.780, relative change = 6.865e-05)
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## Completing Iteration 242 (approx. per word bound = -5.780, relative change = 6.618e-05)
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## Completing Iteration 243 (approx. per word bound = -5.780, relative change = 9.491e-05)
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## Completing Iteration 244 (approx. per word bound = -5.779, relative change = 8.780e-05)
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## Completing Iteration 245 (approx. per word bound = -5.779, relative change = 5.412e-05)
## Topic 1: get, new, laws, country, right
## Topic 2: life, better, border, done, us
## Topic 3: americans, jobs, illegals, security, social
## Topic 4: immigrants, many, english, learn, taking
## Topic 5: illegal, welfare, immigration, legal, crime
## Topic 6: free, things, american, usa, ride
## Topic 7: taxes, pay, care, language, health
## Topic 8: think, immigration, come, need, legally
## Topic 9: country, mexico, poor, people, really
## Topic 10: people, us, coming, country, work
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## Completing Iteration 246 (approx. per word bound = -5.778, relative change = 6.086e-05)
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## Completing Iteration 247 (approx. per word bound = -5.778, relative change = 1.089e-04)
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## Completing Iteration 248 (approx. per word bound = -5.777, relative change = 9.727e-05)
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## Completing Iteration 249 (approx. per word bound = -5.777, relative change = 6.950e-05)
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## Completing Iteration 250 (approx. per word bound = -5.776, relative change = 7.699e-05)
## Topic 1: get, new, laws, country, right
## Topic 2: life, better, done, border, u.s
## Topic 3: americans, jobs, security, illegals, social
## Topic 4: immigrants, many, english, learn, taking
## Topic 5: illegal, welfare, immigration, legal, crime
## Topic 6: free, things, american, usa, entering
## Topic 7: taxes, pay, care, language, health
## Topic 8: think, immigration, come, need, legally
## Topic 9: country, mexico, poor, people, really
## Topic 10: people, us, coming, country, work
## .................................................................................................................
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## Completing Iteration 251 (approx. per word bound = -5.776, relative change = 8.009e-05)
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## Completing Iteration 252 (approx. per word bound = -5.775, relative change = 7.992e-05)
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## Completing Iteration 253 (approx. per word bound = -5.775, relative change = 7.884e-05)
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## Completing Iteration 254 (approx. per word bound = -5.774, relative change = 8.146e-05)
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## Completing Iteration 255 (approx. per word bound = -5.774, relative change = 8.467e-05)
## Topic 1: get, new, laws, country, right
## Topic 2: life, better, done, border, u.s
## Topic 3: americans, jobs, security, illegals, social
## Topic 4: immigrants, english, many, learn, taking
## Topic 5: illegal, welfare, immigration, legal, crime
## Topic 6: free, things, entering, american, usa
## Topic 7: taxes, pay, care, health, language
## Topic 8: think, immigration, come, need, legally
## Topic 9: country, mexico, poor, people, really
## Topic 10: people, us, coming, country, work
## .................................................................................................................
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## Completing Iteration 256 (approx. per word bound = -5.774, relative change = 8.002e-05)
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## Topic 1: get, new, laws, country, right
## Topic 2: life, better, done, border, u.s
## Topic 3: americans, jobs, security, illegals, social
## Topic 4: immigrants, english, many, learn, taking
## Topic 5: illegal, welfare, immigration, legal, crime
## Topic 6: free, things, entering, american, usa
## Topic 7: taxes, pay, care, health, language
## Topic 8: think, immigration, come, need, legally
## Topic 9: country, mexico, poor, people, usa
## Topic 10: people, us, coming, country, work
## .................................................................................................................
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## Topic 1: get, new, laws, country, right
## Topic 2: life, better, done, border, u.s
## Topic 3: americans, jobs, security, illegals, social
## Topic 4: immigrants, english, many, learn, taking
## Topic 5: illegal, immigration, welfare, legal, crime
## Topic 6: free, things, entering, usa, american
## Topic 7: taxes, pay, care, health, language
## Topic 8: think, immigration, come, need, legally
## Topic 9: country, mexico, poor, people, usa
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## Topic 1: get, new, laws, country, right
## Topic 2: life, better, done, border, u.s
## Topic 3: americans, jobs, security, illegals, social
## Topic 4: immigrants, english, many, learn, taking
## Topic 5: illegal, immigration, welfare, legal, crime
## Topic 6: free, things, entering, usa, american
## Topic 7: taxes, pay, care, health, language
## Topic 8: think, immigration, come, need, legally
## Topic 9: country, mexico, poor, people, usa
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## Completing Iteration 271 (approx. per word bound = -5.768, relative change = 3.878e-05)
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## Topic 1: get, new, laws, country, right
## Topic 2: life, better, done, u.s, another
## Topic 3: americans, security, jobs, illegals, social
## Topic 4: immigrants, english, many, learn, taking
## Topic 5: illegal, immigration, welfare, legal, crime
## Topic 6: free, things, entering, usa, american
## Topic 7: taxes, pay, care, health, language
## Topic 8: think, immigration, come, need, legally
## Topic 9: country, mexico, poor, people, usa
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## Topic 1: get, new, laws, country, right
## Topic 2: life, better, done, u.s, another
## Topic 3: americans, security, jobs, illegals, social
## Topic 4: immigrants, english, many, learn, economy
## Topic 5: illegal, immigration, welfare, legal, crime
## Topic 6: free, things, entering, usa, american
## Topic 7: taxes, pay, care, health, language
## Topic 8: think, immigration, come, need, legally
## Topic 9: country, mexico, poor, people, usa
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## Completing Iteration 285 (approx. per word bound = -5.764, relative change = 4.980e-05)
## Topic 1: get, new, laws, country, right
## Topic 2: life, better, done, u.s, another
## Topic 3: americans, security, jobs, illegals, social
## Topic 4: immigrants, english, many, learn, economy
## Topic 5: illegal, immigration, welfare, legal, crime
## Topic 6: free, things, entering, usa, american
## Topic 7: taxes, pay, care, health, language
## Topic 8: think, immigration, come, need, legally
## Topic 9: country, mexico, poor, people, usa
## Topic 10: people, us, coming, country, work
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## Completing Iteration 286 (approx. per word bound = -5.764, relative change = 3.375e-05)
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## Completing Iteration 290 (approx. per word bound = -5.763, relative change = 8.522e-05)
## Topic 1: get, new, laws, country, right
## Topic 2: life, better, done, border, u.s
## Topic 3: americans, security, jobs, illegals, social
## Topic 4: immigrants, english, many, economy, learn
## Topic 5: illegal, immigration, welfare, crime, legal
## Topic 6: free, things, entering, usa, american
## Topic 7: taxes, pay, care, health, take
## Topic 8: think, immigration, come, need, legally
## Topic 9: country, mexico, poor, people, usa
## Topic 10: people, us, coming, country, work
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## Completing Iteration 291 (approx. per word bound = -5.762, relative change = 7.569e-05)
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## Completing Iteration 295 (approx. per word bound = -5.762, relative change = 1.952e-05)
## Topic 1: get, new, laws, country, right
## Topic 2: life, better, done, border, u.s
## Topic 3: americans, security, jobs, illegals, social
## Topic 4: immigrants, english, many, economy, learn
## Topic 5: illegal, immigration, welfare, crime, legal
## Topic 6: free, things, entering, usa, american
## Topic 7: taxes, pay, care, health, take
## Topic 8: think, immigration, come, need, legally
## Topic 9: country, mexico, poor, people, usa
## Topic 10: people, us, coming, country, work
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## Completing Iteration 300 (approx. per word bound = -5.761, relative change = 4.166e-05)
## Topic 1: get, new, laws, country, right
## Topic 2: life, better, done, border, u.s
## Topic 3: americans, security, jobs, illegals, social
## Topic 4: immigrants, english, many, economy, learn
## Topic 5: illegal, immigration, welfare, crime, legal
## Topic 6: free, things, entering, usa, american
## Topic 7: taxes, pay, care, health, take
## Topic 8: think, immigration, come, need, legally
## Topic 9: country, mexico, poor, people, usa
## Topic 10: people, us, coming, country, work
## .................................................................................................................
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## Completing Iteration 301 (approx. per word bound = -5.761, relative change = 4.963e-05)
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## Completing Iteration 305 (approx. per word bound = -5.760, relative change = 2.962e-05)
## Topic 1: get, new, laws, right, country
## Topic 2: life, better, done, border, u.s
## Topic 3: americans, security, jobs, illegals, social
## Topic 4: immigrants, english, many, economy, learn
## Topic 5: illegal, immigration, welfare, crime, legal
## Topic 6: free, things, entering, usa, american
## Topic 7: taxes, pay, care, health, take
## Topic 8: think, immigration, come, need, legally
## Topic 9: country, mexico, poor, people, usa
## Topic 10: people, us, coming, country, work
## .................................................................................................................
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## Completing Iteration 306 (approx. per word bound = -5.760, relative change = 3.121e-05)
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## Completing Iteration 308 (approx. per word bound = -5.759, relative change = 2.615e-05)
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## Completing Iteration 309 (approx. per word bound = -5.759, relative change = 2.780e-05)
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## Completing Iteration 310 (approx. per word bound = -5.759, relative change = 3.527e-05)
## Topic 1: get, new, laws, right, country
## Topic 2: life, better, done, border, u.s
## Topic 3: americans, security, jobs, illegals, social
## Topic 4: immigrants, english, many, economy, learn
## Topic 5: illegal, immigration, welfare, crime, legal
## Topic 6: free, things, entering, usa, american
## Topic 7: taxes, pay, care, health, take
## Topic 8: think, immigration, come, need, legally
## Topic 9: country, mexico, people, poor, usa
## Topic 10: people, us, coming, country, work
## .................................................................................................................
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## Completing Iteration 311 (approx. per word bound = -5.759, relative change = 4.912e-05)
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## Completing Iteration 314 (approx. per word bound = -5.757, relative change = 6.526e-05)
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## Completing Iteration 315 (approx. per word bound = -5.757, relative change = 7.631e-05)
## Topic 1: get, new, laws, right, country
## Topic 2: life, better, done, border, another
## Topic 3: americans, security, jobs, illegals, social
## Topic 4: immigrants, english, many, economy, learn
## Topic 5: illegal, immigration, welfare, crime, legal
## Topic 6: free, things, entering, usa, american
## Topic 7: taxes, pay, care, health, take
## Topic 8: think, immigration, come, need, legally
## Topic 9: country, mexico, people, immigrants, usa
## Topic 10: people, us, coming, country, work
## .................................................................................................................
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## Completing Iteration 316 (approx. per word bound = -5.757, relative change = 5.565e-05)
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## Completing Iteration 317 (approx. per word bound = -5.756, relative change = 5.419e-05)
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## Completing Iteration 318 (approx. per word bound = -5.756, relative change = 6.243e-05)
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## Completing Iteration 319 (approx. per word bound = -5.756, relative change = 7.995e-05)
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## Completing Iteration 320 (approx. per word bound = -5.755, relative change = 8.116e-05)
## Topic 1: get, new, laws, right, country
## Topic 2: life, better, done, us, another
## Topic 3: americans, security, jobs, illegals, social
## Topic 4: immigrants, english, many, economy, learn
## Topic 5: illegal, immigration, welfare, crime, legal
## Topic 6: free, things, entering, usa, american
## Topic 7: taxes, pay, care, health, take
## Topic 8: think, immigration, come, need, legally
## Topic 9: mexico, country, people, immigrants, usa
## Topic 10: people, us, coming, country, work
## .................................................................................................................
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## Completing Iteration 321 (approx. per word bound = -5.755, relative change = 6.706e-05)
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## Completing Iteration 322 (approx. per word bound = -5.754, relative change = 4.583e-05)
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## Completing Iteration 323 (approx. per word bound = -5.754, relative change = 3.330e-05)
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## Completing Iteration 324 (approx. per word bound = -5.754, relative change = 3.449e-05)
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## Completing Iteration 325 (approx. per word bound = -5.754, relative change = 3.607e-05)
## Topic 1: get, new, laws, right, country
## Topic 2: life, better, done, us, another
## Topic 3: americans, security, jobs, illegals, social
## Topic 4: immigrants, english, many, economy, learn
## Topic 5: illegal, immigration, welfare, crime, legal
## Topic 6: free, things, entering, usa, american
## Topic 7: taxes, pay, care, health, take
## Topic 8: think, immigration, come, need, legally
## Topic 9: mexico, country, people, immigrants, usa
## Topic 10: people, us, coming, country, work
## .................................................................................................................
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## Completing Iteration 326 (approx. per word bound = -5.754, relative change = 3.688e-05)
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## Completing Iteration 327 (approx. per word bound = -5.753, relative change = 3.872e-05)
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## Completing Iteration 328 (approx. per word bound = -5.753, relative change = 4.144e-05)
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## Completing Iteration 329 (approx. per word bound = -5.753, relative change = 4.569e-05)
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## Completing Iteration 330 (approx. per word bound = -5.753, relative change = 4.286e-05)
## Topic 1: get, new, laws, right, country
## Topic 2: life, better, done, us, another
## Topic 3: americans, security, jobs, illegals, social
## Topic 4: immigrants, english, many, economy, learn
## Topic 5: illegal, immigration, welfare, crime, legal
## Topic 6: free, things, entering, usa, american
## Topic 7: taxes, pay, care, health, take
## Topic 8: think, immigration, come, need, legally
## Topic 9: mexico, country, people, immigrants, usa
## Topic 10: people, us, coming, country, work
## .................................................................................................................
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## Completing Iteration 331 (approx. per word bound = -5.752, relative change = 3.541e-05)
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## Completing Iteration 332 (approx. per word bound = -5.752, relative change = 3.928e-05)
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## Completing Iteration 333 (approx. per word bound = -5.752, relative change = 3.826e-05)
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## Completing Iteration 334 (approx. per word bound = -5.752, relative change = 3.198e-05)
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## Completing Iteration 335 (approx. per word bound = -5.752, relative change = 2.873e-05)
## Topic 1: get, new, laws, right, country
## Topic 2: life, better, done, worry, us
## Topic 3: americans, security, illegals, jobs, social
## Topic 4: immigrants, english, many, economy, learn
## Topic 5: illegal, immigration, welfare, crime, legal
## Topic 6: free, things, entering, usa, american
## Topic 7: taxes, pay, care, health, take
## Topic 8: think, immigration, come, need, legally
## Topic 9: mexico, country, immigrants, people, usa
## Topic 10: people, us, coming, country, work
## .................................................................................................................
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## Completing Iteration 336 (approx. per word bound = -5.751, relative change = 4.274e-05)
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## Completing Iteration 337 (approx. per word bound = -5.751, relative change = 7.525e-05)
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## Completing Iteration 338 (approx. per word bound = -5.751, relative change = 6.612e-05)
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## Completing Iteration 339 (approx. per word bound = -5.750, relative change = 5.337e-05)
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## Completing Iteration 340 (approx. per word bound = -5.750, relative change = 6.264e-05)
## Topic 1: get, new, laws, right, country
## Topic 2: life, better, done, worry, us
## Topic 3: americans, security, illegals, jobs, social
## Topic 4: immigrants, english, many, economy, learn
## Topic 5: illegal, immigration, welfare, crime, legal
## Topic 6: free, things, entering, usa, american
## Topic 7: taxes, pay, care, health, take
## Topic 8: think, immigration, come, need, legally
## Topic 9: mexico, country, immigrants, people, usa
## Topic 10: people, us, coming, country, work
## .................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 341 (approx. per word bound = -5.750, relative change = 7.374e-05)
## .................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 342 (approx. per word bound = -5.749, relative change = 7.321e-05)
## .................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 343 (approx. per word bound = -5.749, relative change = 6.831e-05)
## .................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 344 (approx. per word bound = -5.748, relative change = 7.287e-05)
## .................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 345 (approx. per word bound = -5.748, relative change = 7.635e-05)
## Topic 1: get, new, laws, right, country
## Topic 2: life, better, done, worry, us
## Topic 3: americans, security, illegals, jobs, social
## Topic 4: immigrants, english, many, economy, learn
## Topic 5: illegal, immigration, welfare, crime, legal
## Topic 6: free, things, entering, usa, american
## Topic 7: taxes, pay, care, health, take
## Topic 8: think, immigration, come, need, legally
## Topic 9: mexico, country, immigrants, people, usa
## Topic 10: people, us, coming, country, work
## .................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 346 (approx. per word bound = -5.748, relative change = 5.934e-05)
## .................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 347 (approx. per word bound = -5.747, relative change = 5.452e-05)
## .................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 348 (approx. per word bound = -5.747, relative change = 6.446e-05)
## .................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 349 (approx. per word bound = -5.746, relative change = 6.501e-05)
## .................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 350 (approx. per word bound = -5.746, relative change = 5.803e-05)
## Topic 1: get, new, laws, right, country
## Topic 2: life, better, done, worry, us
## Topic 3: americans, security, illegals, jobs, social
## Topic 4: immigrants, english, many, economy, learn
## Topic 5: illegal, immigration, welfare, crime, legal
## Topic 6: free, things, entering, usa, american
## Topic 7: taxes, pay, care, health, take
## Topic 8: think, immigration, need, come, legally
## Topic 9: mexico, country, immigrants, people, usa
## Topic 10: people, us, coming, country, work
## .................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 351 (approx. per word bound = -5.746, relative change = 5.027e-05)
## .................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 352 (approx. per word bound = -5.746, relative change = 4.560e-05)
## .................................................................................................................
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## Completed M-Step.
## Completing Iteration 353 (approx. per word bound = -5.745, relative change = 3.799e-05)
## .................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 354 (approx. per word bound = -5.745, relative change = 3.271e-05)
## .................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 355 (approx. per word bound = -5.745, relative change = 2.845e-05)
## Topic 1: get, new, laws, right, country
## Topic 2: life, better, done, worry, us
## Topic 3: americans, security, illegals, jobs, social
## Topic 4: immigrants, english, many, economy, learn
## Topic 5: illegal, immigration, welfare, crime, legal
## Topic 6: free, things, usa, entering, american
## Topic 7: taxes, pay, care, health, take
## Topic 8: think, immigration, need, legally, country
## Topic 9: mexico, country, immigrants, people, usa
## Topic 10: people, us, coming, country, work
## .................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 356 (approx. per word bound = -5.745, relative change = 2.446e-05)
## .................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 357 (approx. per word bound = -5.745, relative change = 2.257e-05)
## .................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 358 (approx. per word bound = -5.745, relative change = 2.316e-05)
## .................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 359 (approx. per word bound = -5.744, relative change = 2.641e-05)
## .................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 360 (approx. per word bound = -5.744, relative change = 2.858e-05)
## Topic 1: get, new, come, laws, country
## Topic 2: life, better, done, worry, us
## Topic 3: americans, security, illegals, jobs, social
## Topic 4: immigrants, english, many, economy, tax
## Topic 5: illegal, immigration, welfare, crime, legal
## Topic 6: free, things, usa, entering, american
## Topic 7: taxes, pay, care, health, take
## Topic 8: think, immigration, need, legally, country
## Topic 9: mexico, country, immigrants, people, usa
## Topic 10: people, us, coming, country, work
## .................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 361 (approx. per word bound = -5.744, relative change = 3.226e-05)
## .................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 362 (approx. per word bound = -5.744, relative change = 3.457e-05)
## .................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 363 (approx. per word bound = -5.744, relative change = 3.792e-05)
## .................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 364 (approx. per word bound = -5.743, relative change = 3.977e-05)
## .................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 365 (approx. per word bound = -5.743, relative change = 3.792e-05)
## Topic 1: get, new, come, country, laws
## Topic 2: life, better, done, us, worry
## Topic 3: americans, security, illegals, jobs, social
## Topic 4: immigrants, english, many, economy, tax
## Topic 5: illegal, immigration, welfare, crime, legal
## Topic 6: free, things, entering, usa, american
## Topic 7: taxes, pay, care, health, take
## Topic 8: think, immigration, need, legally, country
## Topic 9: mexico, country, immigrants, people, usa
## Topic 10: people, us, coming, country, work
## .................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 366 (approx. per word bound = -5.743, relative change = 3.218e-05)
## .................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 367 (approx. per word bound = -5.743, relative change = 2.653e-05)
## .................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 368 (approx. per word bound = -5.743, relative change = 2.169e-05)
## .................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 369 (approx. per word bound = -5.743, relative change = 1.721e-05)
## .................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 370 (approx. per word bound = -5.743, relative change = 1.383e-05)
## Topic 1: get, new, come, country, laws
## Topic 2: life, better, done, us, worry
## Topic 3: americans, security, illegals, jobs, social
## Topic 4: immigrants, english, many, economy, tax
## Topic 5: illegal, immigration, welfare, crime, legal
## Topic 6: free, things, entering, usa, american
## Topic 7: taxes, pay, care, health, take
## Topic 8: think, immigration, need, legally, country
## Topic 9: mexico, country, immigrants, people, english
## Topic 10: people, us, coming, country, work
## .................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Completing Iteration 371 (approx. per word bound = -5.743, relative change = 1.164e-05)
## .................................................................................................................
## Completed E-Step (0 seconds).
## Completed M-Step.
## Model ConvergedInterpreting results
labelTopics(gad_stm_1)## Topic 1 Top Words:
## Highest Prob: get, new, come, country, laws, right, nation
## FREX: new, amount, right, learning, laws, nation, know
## Lift: congress, lobbyists, required, -english, -jobs, -more, -us
## Score: new, amount, right, laws, support, know, congress
## Topic 2 Top Words:
## Highest Prob: life, better, done, us, worry, citizens, immigration
## FREX: another, im, done, life, better, major, wall
## Lift: abroad, accross, alilens, anymore.and, attack, bank, became
## Score: life, im, better, assimilate, another, family, wall
## Topic 3 Top Words:
## Highest Prob: americans, security, illegals, jobs, social, healthcare, cost
## FREX: healthcare, security, americans, social, mexicans, illegals, cost
## Lift: act, activity, allegiance, along, amounts, annoying, began
## Score: security, healthcare, americans, social, cost, mexicans, jobs
## Topic 4 Top Words:
## Highest Prob: immigrants, english, many, economy, tax, paid, taking
## FREX: immigrants, economy, tax, just, paid, english, taking
## Lift: #2, allour, anymore, bennefit, bother, cities, collect
## Score: immigrants, just, tax, economy, population, many, paid
## Topic 5 Top Words:
## Highest Prob: illegal, immigration, welfare, crime, legal, jobs, services
## FREX: illegal, welfare, hospitals, fences, services, paying, crime
## Lift: =, average, barriers, bigger, boarders, bums, car
## Score: illegal, hospitals, crime, fences, schools, services, loss
## Topic 6 Top Words:
## Highest Prob: free, things, entering, usa, american, care, immigrants
## FREX: ride, things, free, entering, usa, bring, medical
## Lift: accomodated, accomodating, accountability, agreed, amoung, ancious, anxious
## Score: causing, failure, politicians, values, wonder, illegaly, recieve
## Topic 7 Top Words:
## Highest Prob: taxes, pay, care, health, take, language, money
## FREX: taxes, pay, health, take, care, education, money
## Lift: abuses, access, allowed, america's, american's, americanized, asians
## Score: pay, taxes, care, health, money, education, take
## Topic 8 Top Words:
## Highest Prob: think, immigration, need, legally, country, live, much
## FREX: think, much, live, well, legally, need, immigration
## Lift: -finding, actually, afraid, altime, americas, arent, artificially
## Score: think, well, much, fair, countries, immigration, process
## Topic 9 Top Words:
## Highest Prob: mexico, country, immigrants, people, english, usa, illegal
## FREX: else, mexico, close, lived, needs, wage, one
## Lift: abolition, abused, accomplish, activities, alternative, among, assumption
## Score: close, mexico, else, term, used, usa, developing
## Topic 10 Top Words:
## Highest Prob: people, us, coming, country, work, jobs, back
## FREX: back, coming, us, people, illegally, send, poor
## Lift: nothing, back, affects, amercia, asked, asylum, basis
## Score: people, send, us, coming, back, illegally, worries# formatting the plot (optional)
par(bty="n",col="grey40",lwd=5)
# plotting
plot(gad_stm_1,topics=1:5,type="summary",xlim=c(0,0.2))
labelTopics(gad_stm_1,topics=3)## Topic 3 Top Words:
## Highest Prob: americans, security, illegals, jobs, social, healthcare, cost
## FREX: healthcare, security, americans, social, mexicans, illegals, cost
## Lift: act, activity, allegiance, along, amounts, annoying, began
## Score: security, healthcare, americans, social, cost, mexicans, jobsfindThoughts(gad_stm_1, gadarian$open.ended.response, topics=3, n=10)##
## Topic 3:
## robbing americans of their social security; rising costs of social programs to cover illegals; rising costs of incarceration due to illegals; not being able to understand what they are saying (spanish and other languages); the fact that illegal immigrants are here with their children who go through our school systems then cannot get financial aid for college because their parents never filed for naturalization leaving the kids to work dead end jobs and never get naturalized; the fact that they are doing the work that americans don't want to do anyway, and then the americans complain about it; border walls; increasing amounts of drugs in america because it is so easy to get into our country
## i want illegals gone. they cost my husband his business. they come here undercut the americans, and then raise their prices after they've driven hard working americans out of their jobs.
## migrant workers, mexicans, green cards, passports, border security, people willing to do jobs most americans don't want, multi-lingual culture, ignorance, fear, hypocrisy of americans
## the cost of living, cost of food, diseases, and jobs that are taken from americans.
## lack of jobs for americans
## terrorist activity
## illegals; social security; benefits
## a bible verse (send me your weak and hungry) and a one way door
## violence, drugs, jobs lost
## border security is lacking.
## mexicans have no regard for our system of law.
## washington has let illegal immigration go on, too long
## the construction of the fence along the border. the deaths of people smuggled into the us in unventilated trucks. people starving or freezing to death in the desertPrevalence and Content covariates
gad_stm_2 <- stm(gadarian_dfm,K=10,
prevalence=~treatment,
data=docvars(gadarian_dfm),verbose=F)
labelTopics(gad_stm_2)## Topic 1 Top Words:
## Highest Prob: get, new, come, country, laws, right, immigration
## FREX: new, amount, right, learning, laws, nation, know
## Lift: -english, -jobs, -more, -us, aboration, accidents, actively
## Score: new, amount, right, laws, support, congress, lobbyists
## Topic 2 Top Words:
## Highest Prob: life, better, done, government, immigration, assimilate, another
## FREX: another, im, done, life, major, wall, better
## Lift: abroad, accross, alilens, ancestors, another, anymore.and, attack
## Score: im, life, family, assimilate, better, another, wanting
## Topic 3 Top Words:
## Highest Prob: jobs, americans, security, illegals, social, etc, healthcare
## FREX: healthcare, violence, security, americans, social, jobs, illegals
## Lift: activity, allegiance, along, amounts, annoying, b, began
## Score: security, jobs, americans, social, healthcare, cost, illegals
## Topic 4 Top Words:
## Highest Prob: immigrants, many, economy, english, tax, paid, taking
## FREX: economy, tax, immigrants, paid, just, population, taking
## Lift: #2, act, anymore, bennefit, bother, cities, collect
## Score: immigrants, tax, just, population, giving, many, paid
## Topic 5 Top Words:
## Highest Prob: illegal, immigration, welfare, legal, crime, paying, services
## FREX: illegal, hospitals, fences, paying, services, unfair, welfare
## Lift: =, allour, availability, average, barriers, bigger, boarders
## Score: illegal, hospitals, fences, crime, services, =, vs
## Topic 6 Top Words:
## Highest Prob: free, things, american, entering, care, ride, usa
## FREX: ride, things, free, entering, medical, bring, usa
## Lift: accomodated, accomodating, accountability, agreed, amoung, ancious, anxious
## Score: failure, politicians, values, causing, wonder, illegaly, ride
## Topic 7 Top Words:
## Highest Prob: taxes, pay, care, health, take, language, money
## FREX: pay, taxes, health, care, take, education, money
## Lift: abuses, access, allowed, america's, american's, americanized, asians
## Score: pay, taxes, care, health, money, take, unemployment
## Topic 8 Top Words:
## Highest Prob: think, immigration, need, immigrants, legally, country, much
## FREX: think, much, well, need, fine, fair, legally
## Lift: -finding, actually, afraid, altime, americas, arent, artificially
## Score: think, well, much, fair, need, process, takes
## Topic 9 Top Words:
## Highest Prob: mexico, country, immigrants, english, people, usa, learn
## FREX: else, mexico, close, increase, one, needs, usa
## Lift: abolition, abused, accomplish, activities, adjust, agree, almost
## Score: close, mexico, else, term, used, developing, usa
## Topic 10 Top Words:
## Highest Prob: people, us, coming, country, work, come, jobs
## FREX: coming, us, people, back, illegally, less, send
## Lift: affects, amercia, asked, asylum, back, basis, bc
## Score: people, send, us, coming, back, illegally, worriesgad_stm_3 <- stm(gadarian_dfm,K=10,
content=~treatment,
data=docvars(gadarian_dfm),verbose=F)
labelTopics(gad_stm_3,topics=3)## Topic Words:
## Topic 3: systems, america, americans, social, much, one, country
##
## Covariate Words:
## Group 0: themsleves, allour, assistance, finincal, imigerants, subsidize, cheap
## Group 1: large
##
## Topic-Covariate Interactions:
## Topic 3, Group 0: stop, immagrants, =, higher, students, unattainable, mexicans
## Topic 3, Group 1: usa, entering, history, politicians, crime, desperation, accountability
## Estimation of effects
gad_est <- estimateEffect(1:10~treatment,
gad_stm_2,docvars(gadarian_dfm))
plot(gad_est,topics=1,covariate="treatment")
plot(gad_est,method="difference",cov.value1="0",
cov.value2="1",covariate="treatment",topics=1)
Validation
stm_obj<- convert(gadarian_dfm,"stm")
ksearch<-searchK(stm_obj$documents,stm_obj$vocab,
K = seq(5, 15, by = 2), max.em.its = 15,verbose=F)
plot(ksearch)