alarm-redist / fifty-states

Redistricting analysis for all 50 U.S. states
https://alarm-redist.github.io/fifty-states/
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2010 New Hampshire Congressional Districts #137

Closed taransamarth closed 1 year ago

taransamarth commented 1 year ago

Redistricting requirements

In New Hampshire, districts must:

  1. be contiguous
  2. have equal populations

Algorithmic Constraints

We enforce a maximum population deviation of 0.5%.

Data Sources

Data for New Hampshire comes from the ALARM Project's 2010 Redistricting Data Files.

Pre-processing Notes

Since the enacted plan has no minor civil division (MCD) splits, we merge precincts into MCDs prior to simulating districts.

Simulation Notes

We sample 5,000 districting plans for New Hampshire in 2 independent runs of the sequential Monte Carlo algorithm. No special techniques were needed to produce the sample.

Validation

image
SMC: 10,000 sampled plans of 2 districts on 327 units
`adapt_k_thresh`=0.985 • `seq_alpha`=0.5
`est_label_mult`=1 • `pop_temper`=0

Plan diversity 80% range: 0.077 to 0.688

R-hat values for summary statistics:
   pop_overlap      total_vap       plan_dev      comp_edge    comp_polsby      pop_white      pop_black 
     1.0003513      1.0001241      1.0001424      1.0001911      1.0001240      0.9999308      0.9999279 
      pop_hisp       pop_aian      pop_asian       pop_nhpi      pop_other        pop_two      vap_white 
     1.0002353      1.0004657      1.0001745      1.0003403      1.0002216      1.0001565      1.0000949 
     vap_black       vap_hisp       vap_aian      vap_asian       vap_nhpi      vap_other        vap_two 
     0.9999270      1.0001076      1.0004601      1.0001754      1.0004624      1.0001429      1.0007339 
pre_16_rep_tru pre_16_dem_cli pre_20_dem_bid pre_20_rep_tru uss_16_rep_ayo uss_16_dem_has uss_20_dem_sha 
     1.0004108      1.0000235      1.0000306      1.0003255      1.0004218      1.0000711      1.0000726 
uss_20_rep_mes gov_16_rep_sun gov_16_dem_van gov_18_rep_sun gov_18_dem_kel gov_20_dem_fel gov_20_rep_sun 
     1.0003142      1.0006072      1.0001284      1.0004109      1.0000197      1.0000276      1.0003850 
        adv_16         adv_18         adv_20         arv_16         arv_18         arv_20            ndv 
     1.0000556      1.0000197      1.0000716      1.0004907      1.0004109      1.0003269      1.0000385 
           nrv        ndshare          e_dvs         pr_dem          e_dem           egap 
     1.0004114      1.0003163      1.0002981      1.0006573      0.9999000      1.0001386 

Sampling diagnostics for SMC run 1 of 2 (5,000 samples)
         Eff. samples (%) Acc. rate Log wgt. sd  Max. unique Est. k 
Split 1     4,944 (98.9%)      3.5%        0.21 3,127 ( 99%)      5 
Resample    4,765 (95.3%)       NA%        0.21 3,115 ( 99%)     NA 

Sampling diagnostics for SMC run 2 of 2 (5,000 samples)
         Eff. samples (%) Acc. rate Log wgt. sd  Max. unique Est. k 
Split 1     4,945 (98.9%)      3.5%        0.21 3,168 (100%)      5 
Resample    4,768 (95.4%)       NA%        0.21 3,102 ( 98%)     NA 

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