/Immigrants_and_Mainstream

Replication package to accompany research paper "From Immigrant to Normal: Computational approaches to examining trajectories of integration through shifts in the mainstream"

Primary LanguageRGNU General Public License v3.0GPL-3.0

Immigrants_and_Mainstream

Appendices and replication package to accompany research paper "From Strange to Normal: Computational Approaches to Examining Immigrant Incorporation through Shifts in the Mainstream" by Zachary D. Kline, Andrea Voyer, Madison Danton, and Tatiana Volkova.

The syntax included in this replication package can be used to replicate the analyses presented in the main paper, and in the accompanying online appendices. Please find here a matching guide:

EP-IMP: Results from main analyses. Figures for the online appendix are created and exported from this file: see line 4332


EP-IMG_128: Creates results using a less stringent cutoff of 1.28, appendix A

EP-IMG_233: Creates results using a more stringent cutoff of 2.33, appendix A

EP-IMG_fastTM: Creates results using fastTM embeddings, appendix C

EP-IMG_ngram20: Creates results using the 1920 Google N-Gram Embeddings, appendix C

EP-IMG_ngram40: Creates results using the 1940 Google N-Gram Embeddings, appendix C

EP-IMG_ngram60: Creates results using the 1960 Google N-Gram Embeddings, appendix C

EP-IMG_ngram80: Creates results using the 1980 Google N-Gram Embeddings, appendix C

EP-IMG_neutral: Creates results from neutral terms for appendix D

EP-IMG_centroid: Creates results from alternative immigrant specification, appendix E

EP-IMG_misc: A small sample of miscelanious syntax from preliminary analyses and previous robustness checks, not discussed in the paper


Accessing the Corpus

The 1922 edition is in the public domain and is included in this repository. Other editions remain under copyright. They were digitized and are being used for research under fair use guidelines, and in conversation with the copyright holder. To request access to the full corpus, please fill out the application form: https://forms.gle/4bf1rAVsEd5E7dmN6 Access will be granted for non-commercial research only, in consultation with the copyright holder, and in light of potential overlaps with the planned and ongoing research being carried out by the creator of the corpus.