From d53ed1a81ec176dd1be07bc8e74dbf238378900d Mon Sep 17 00:00:00 2001 From: jamesxgamesyt Date: Tue, 21 Feb 2023 20:39:05 -0500 Subject: [PATCH] update community generation and write new quantification metric --- rba/community_generation.py | 52 +++++++++++++++++--- rba/data/2010/maryland_communities.json | 2 +- rba/data/2010/new_hampshire_communities.json | 2 +- rba/district_quantification.py | 35 +++++++------ rba/scripts/serialize.py | 6 +-- rba/visualization.py | 48 ++++++------------ 6 files changed, 84 insertions(+), 61 deletions(-) diff --git a/rba/community_generation.py b/rba/community_generation.py index cf0f8fe..91b8f51 100644 --- a/rba/community_generation.py +++ b/rba/community_generation.py @@ -11,6 +11,7 @@ import numpy as np from gerrychain import Graph from scipy.spatial import distance +import matplotlib.pyplot as plt import warnings warnings.filterwarnings("ignore") @@ -47,6 +48,10 @@ def compute_precinct_similarities(graph, verbose=False): max_pop_density = max(max_pop_density, population_density) population_densities[node] = population_density + race_distances = [] + votes_distances = [] + pop_density_distances = [] + similarities = [] for i, nodes in enumerate(graph.edges): node1, node2 = nodes if verbose: @@ -61,11 +66,21 @@ def compute_precinct_similarities(graph, verbose=False): race_distance = distance.jensenshannon(race1 / np.sum(race1), race2 / np.sum(race2), 2) votes1 = [data1[party] for party in ["total_rep", "total_dem"]] - votes1.append(data1["total_votes"] - sum(votes1)) # total_other + if data1["total_votes"] - sum(votes1) < 0: + print("SUS other votes:", data1["total_votes"] - sum(votes1)) + votes1.append(0) # total_other + else: + votes1.append(data1["total_votes"] - sum(votes1)) # total_other + votes2 = [data2[party] for party in ["total_rep", "total_dem"]] - votes2.append(data2["total_votes"] - sum(votes2)) # total_other + if data2["total_votes"] - sum(votes2) < 0: + print("SUS other votes:", data2["total_votes"] - sum(votes2)) + votes2.append(0) # total_other + else: + votes2.append(data2["total_votes"] - sum(votes2)) # total_other + votes_distance = distance.jensenshannon(votes1 / np.sum(votes1), votes2 / np.sum(votes2), 2) - + # print(votes1, votes2, votes_distances, "SUS VOTES") pop1 = (population_densities[node1]-min_pop_density)/(max_pop_density-min_pop_density) pop2 = (population_densities[node2]-min_pop_density)/(max_pop_density-min_pop_density) pop_density_distance = abs(pop1 - pop2) @@ -75,7 +90,18 @@ def compute_precinct_similarities(graph, verbose=False): weights=[SIMILARITY_WEIGHTS["race"], SIMILARITY_WEIGHTS["votes"], SIMILARITY_WEIGHTS["pop_density"]]) # print(similarity, race_distance, votes_distance, pop_density_distance) graph.edges[node1, node2]["similarity"] = similarity - + race_distances.append(race_distance) + votes_distances.append(votes_distance) + pop_density_distances.append(pop_density_distance) + similarities.append(similarity) + plt.hist(race_distances, label="race", bins=50) + plt.hist(votes_distances, label="votes", bins=50) + plt.hist(pop_density_distances, label="pop_density", bins=50) + plt.hist(similarities, bins=50) + plt.legend() + plt.savefig("maryland_similarities.png") + # plt.savefig("race_distances_distribution.png") + # plt.clear() if verbose: print() @@ -111,6 +137,7 @@ def create_communities(graph_file, num_thresholds, output_file, verbose=False): # edges with lower similarity than the threshold. This means it is possible for a single # community to be involved in multiple contractions during a single iteration. contractions = [] # Contains lists: [c1, c2, time], where time = 1 - threshold + edge_lifetimes_ = [] for t in range(num_thresholds + 1): threshold = 1 - (t / num_thresholds) # print(threshold) @@ -124,11 +151,17 @@ def create_communities(graph_file, num_thresholds, output_file, verbose=False): if frozenset((c1, c2)) not in explored_edges: explored_edges.add(frozenset((c1, c2))) contract = False + total_similarity = 0 + i = 0 for _, _, similarity in communities.edges[c1, c2]["constituent_edges"]: - if similarity > threshold: - contract = True - break - if contract: + total_similarity += similarity + i += 1 + # if similarity > threshold: + # contract = True + # break + if total_similarity/i > threshold: + # contract = True + # if contract: for edge in communities.edges[c1, c2]["constituent_edges"]: edge_lifetimes[tuple(edge[:2])] = 1 - threshold @@ -143,7 +176,10 @@ def create_communities(graph_file, num_thresholds, output_file, verbose=False): communities.add_edge(c1, neighbor, constituent_edges=c_edges) contractions.append([c1, c2, 1 - threshold]) communities.remove_node(c2) + edge_lifetimes_.append(1-threshold) break # communities.edges has changed. Continue to next iteration. + plt.hist(edge_lifetimes_, bins=50) + plt.savefig("edge_lifetimes.png") # print(edge_lifetimes) for edge, lifetime in edge_lifetimes.items(): if lifetime is None: diff --git a/rba/data/2010/maryland_communities.json b/rba/data/2010/maryland_communities.json index ea16750..d5c95c4 100644 --- a/rba/data/2010/maryland_communities.json +++ b/rba/data/2010/maryland_communities.json @@ -1 +1 @@ -{"contractions": [["2403306-017", "2403306-008", 0.015000000000000013], ["2403313-008", "2403313-002", 0.015000000000000013], ["2400107-001", "2400106-006", 0.020000000000000018], ["2400511-002", "2402504-002", 0.020000000000000018], ["2400511-017", "2400511-018", 0.020000000000000018], ["2400512-003", "2400512-008", 0.020000000000000018], ["2401302-002", "2401302-001", 0.020000000000000018], ["2401302-002", "2401303-001", 0.020000000000000018], ["2401505-001", "2401505-002", 0.020000000000000018], ["2401706-015", "2401706-004s1", 0.020000000000000018], ["2402114-001", "2402103-001", 0.020000000000000018], ["2402114-001", "2402116-001", 0.020000000000000018], ["2402504-005", "2402503-005", 0.020000000000000018], ["2402705-003", "2402705-004", 0.020000000000000018], ["2403104-002", "2403104-003", 0.020000000000000018], ["2403306-016", "2403306-006", 0.020000000000000018], ["2403306-016", "2403306-003", 0.020000000000000018], ["2403306-017", "2403306-009", 0.020000000000000018], ["2403309-001", "2403309-002", 0.020000000000000018], ["2403305-006", "2403305-003", 0.020000000000000018], ["2403504-001", "2403504-005", 0.020000000000000018], ["2403504-001", "2403504-004", 0.020000000000000018], ["2451015-019", "2451016-005", 0.020000000000000018], ["2451015-009", "2451015-003", 0.020000000000000018], ["2451016-012", "2451016-011", 0.020000000000000018], ["2451027-035", "2451027-028", 0.020000000000000018], ["2400118-000", "2400110-000", 0.025000000000000022], ["2400302-010", "2400302-012", 0.025000000000000022], ["2400307-024", "2400307-018", 0.025000000000000022], ["2400305-012", "2400305-014", 0.025000000000000022], ["2400502-017", "2400502-024", 0.025000000000000022], ["2400509-020", "2451027-020", 0.025000000000000022], ["2400511-002", "2402504-001", 0.025000000000000022], ["2400502-002", "2400502-004", 0.025000000000000022], ["2400511-017", "2400511-007", 0.025000000000000022], ["2400902-003", "2400902-006", 0.025000000000000022], ["2401304-001", "2401304-003", 0.025000000000000022], ["2401304-001", "2401304-002", 0.025000000000000022], ["2401314-002", "2401309-002", 0.025000000000000022], ["2401314-002", "2401309-001", 0.025000000000000022], ["2401313-001", "2402118-001", 0.025000000000000022], ["2401508-001", "2401506-002", 0.025000000000000022], ["2402101-001", "2403103-001", 0.025000000000000022], ["2402115-001", "2402115-002", 0.025000000000000022], ["2402109-002", "2402109-004", 0.025000000000000022], ["2402119-001", "2402117-001", 0.025000000000000022], ["2402307-001", "2402316-001", 0.025000000000000022], ["2402505-001", "2402505-003", 0.025000000000000022], ["2402503-006", "2402503-003", 0.025000000000000022], ["2402503-024", "2402503-008", 0.025000000000000022], ["2402702-024", "2402702-018", 0.025000000000000022], ["2402703-006", "2402703-003", 0.025000000000000022], ["2402702-012", "2402702-015", 0.025000000000000022], ["2403113-037", "2403113-043", 0.025000000000000022], ["2403113-047", "2403113-010", 0.025000000000000022], ["2403107-012", "2403107-019", 0.025000000000000022], ["2403107-028", "2403107-015", 0.025000000000000022], ["2403108-009", "2403108-001", 0.025000000000000022], ["2403109-005", "2403109-009", 0.025000000000000022], ["2403306-016", "2403318-011", 0.025000000000000022], ["2403318-007", "2403318-002", 0.025000000000000022], ["2403321-007", "2403321-010", 0.025000000000000022], ["2403307-015", "2403307-011", 0.025000000000000022], ["2403307-015", "2403307-012", 0.025000000000000022], ["2403305-006", "2403312-011", 0.025000000000000022], ["2404324-001", "2404313-001", 0.025000000000000022], ["2451015-019", "2451015-017", 0.025000000000000022], ["2451015-009", "2451015-001", 0.025000000000000022], ["2451028-013", "2451020-007", 0.025000000000000022], ["2451028-005", "2451028-004", 0.025000000000000022], ["2451028-005", "2451015-002", 0.025000000000000022], ["2451020-006", "2451016-014", 0.025000000000000022], ["2451016-012", "2451016-010", 0.025000000000000022], ["2451016-002", "2451014-003", 0.025000000000000022], ["2451027-004", "2451027-005", 0.025000000000000022], ["2404705-001s2", "2404706-001s3", 0.025000000000000022], ["2400102-000", "2400103-000", 0.030000000000000027], ["2400106-001", "2400106-003", 0.030000000000000027], ["2400129-001", "2400129-003", 0.030000000000000027], ["2400118-000", "2400109-000", 0.030000000000000027], ["2400306-010", "2400306-029", 0.030000000000000027], ["2400305-015", "2400305-019", 0.030000000000000027], ["2400303-003", "2400303-016", 0.030000000000000027], ["2400307-004", "2400307-008", 0.030000000000000027], ["2400304-005", "2400304-016", 0.030000000000000027], ["2400303-012", "2400303-019", 0.030000000000000027], ["2400304-013", "2400304-004", 0.030000000000000027], ["2400305-011", "2400305-021", 0.030000000000000027], ["2400302-016", "2400301-003", 0.030000000000000027], ["2400502-009", "2400502-010", 0.030000000000000027], ["2400502-009", "2400502-006", 0.030000000000000027], ["2400506-002", "2400506-001", 0.030000000000000027], ["2400506-002", "2400507-001", 0.030000000000000027], ["2400506-002", "2400507-002", 0.030000000000000027], ["2400502-013", "2400502-016", 0.030000000000000027], ["2400510-004", "2400510-003", 0.030000000000000027], ["2400509-018", "2400509-022", 0.030000000000000027], ["2400514-001", "2400514-012", 0.030000000000000027], ["2400511-002", "2402504-006", 0.030000000000000027], ["2400511-003", "2402503-006", 0.030000000000000027], ["2400511-003", "2402504-005", 0.030000000000000027], ["2400515-016", "2400515-011", 0.030000000000000027], ["2400511-010", "2400511-011", 0.030000000000000027], ["2400512-004", "2400512-005", 0.030000000000000027], ["2400512-004", "2400512-007", 0.030000000000000027], ["2400901-006", "2400901-005", 0.030000000000000027], ["2400903-004", "2400903-005", 0.030000000000000027], ["2400903-006", "2400903-007", 0.030000000000000027], ["2401106-001", "2404104-001", 0.030000000000000027], ["2401106-001", "2403505-001", 0.030000000000000027], ["2401314-001", "2401314-002", 0.030000000000000027], ["2401306-001", "2401306-002", 0.030000000000000027], ["2401306-001", "2401308-001", 0.030000000000000027], ["2401505-001", "2401505-003", 0.030000000000000027], ["2401709-001", "2401708-002", 0.030000000000000027], ["2402114-001", "2402103-002", 0.030000000000000027], ["2402114-001", "2404306-001", 0.030000000000000027], ["2402110-001", "2402106-001", 0.030000000000000027], ["2402109-008", "2402109-006", 0.030000000000000027], ["2402302-001", "2402305-001", 0.030000000000000027], ["2402314-001", "2402314-002", 0.030000000000000027], ["2402505-001", "2402503-004", 0.030000000000000027], ["2402503-013", "2402503-014", 0.030000000000000027], ["2402503-024", "2402503-009", 0.030000000000000027], ["2402506-006", "2402506-002s1", 0.030000000000000027], ["2402501-013", "2402501-015", 0.030000000000000027], ["2402503-012", "2402503-016", 0.030000000000000027], ["2402503-002", "2402502-002s6", 0.030000000000000027], ["2402702-024", "2402702-019", 0.030000000000000027], ["2402704-004", "2402703-002", 0.030000000000000027], ["2402701-005", "2402702-003", 0.030000000000000027], ["2402702-002", "2402702-012", 0.030000000000000027], ["2402702-002", "2402702-010", 0.030000000000000027], ["2402702-002", "2402702-005", 0.030000000000000027], ["2403106-009", "2403106-001", 0.030000000000000027], ["2403107-001", "2403107-004", 0.030000000000000027], ["2403107-008", "2403107-010", 0.030000000000000027], ["2403107-008", "2403107-017", 0.030000000000000027], ["2403110-007", "2403110-010", 0.030000000000000027], ["2403318-007", "2403318-003", 0.030000000000000027], ["2403318-007", "2403318-001", 0.030000000000000027], ["2403318-007", "2403318-004", 0.030000000000000027], ["2403319-002", "2403320-005", 0.030000000000000027], ["2403320-001", "2403320-006", 0.030000000000000027], ["2403313-009", "2403313-006", 0.030000000000000027], ["2403307-002", "2403307-003", 0.030000000000000027], ["2403314-003", "2403314-004", 0.030000000000000027], ["2403303-006", "2403307-015", 0.030000000000000027], ["2403313-012", "2403313-014", 0.030000000000000027], ["2403312-016", "2403312-007", 0.030000000000000027], ["2403305-007", "2403305-005", 0.030000000000000027], ["2403305-006", "2403309-005", 0.030000000000000027], ["2403306-013", "2403306-002", 0.030000000000000027], ["2403704-001", "2403705-001", 0.030000000000000027], ["2403704-001", "2403705-002", 0.030000000000000027], ["2403706-003", "2403706-001", 0.030000000000000027], ["2404324-001", "2404323-001", 0.030000000000000027], ["2404705-002", "2404705-001s2", 0.030000000000000027], ["2451015-019", "2451016-004", 0.030000000000000027], ["2451015-019", "2451016-007", 0.030000000000000027], ["2451015-007", "2451015-009", 0.030000000000000027], ["2451015-007", "2451015-025", 0.030000000000000027], ["2451015-007", "2451028-005", 0.030000000000000027], ["2451015-007", "2451027-054", 0.030000000000000027], ["2451028-008", "2451028-006", 0.030000000000000027], ["2451028-008", "2451028-007", 0.030000000000000027], ["2451015-004", "2451015-024", 0.030000000000000027], ["2451020-001", "2451016-008", 0.030000000000000027], ["2451020-001", "2451016-012", 0.030000000000000027], ["2451017-001", "2451011-004", 0.030000000000000027], ["2451011-007", "2451011-001", 0.030000000000000027], ["2451025-010", "2451025-008", 0.030000000000000027], ["2451025-010", "2451025-006", 0.030000000000000027], ["2451008-009", "2451008-006", 0.030000000000000027], ["2451008-009", "2451008-005", 0.030000000000000027], ["2451008-009", "2451009-015", 0.030000000000000027], ["2451009-005", "2451009-004", 0.030000000000000027], ["2400106-001", "2400105-004", 0.03500000000000003], ["2400106-001", "2400123-000", 0.03500000000000003], ["2400302-001", "2400302-023", 0.03500000000000003], ["2400305-007", "2400305-015", 0.03500000000000003], ["2400305-018", "2400305-026", 0.03500000000000003], ["2400305-020", "2400306-010", 0.03500000000000003], ["2400302-010", "2400302-006", 0.03500000000000003], ["2400302-015", "2400302-018", 0.03500000000000003], ["2400306-026", "2400307-012", 0.03500000000000003], ["2400303-003", "2400303-001", 0.03500000000000003], ["2400307-019", "2400307-006", 0.03500000000000003], ["2400307-017", "2400307-024", 0.03500000000000003], ["2400303-014", "2400303-002", 0.03500000000000003], ["2400305-012", "2400305-034", 0.03500000000000003], ["2400303-011", "2400303-012", 0.03500000000000003], ["2400303-011", "2400303-015", 0.03500000000000003], ["2400304-013", "2400306-027", 0.03500000000000003], ["2400304-014", "2400304-015", 0.03500000000000003], ["2400306-021", "2400305-023", 0.03500000000000003], ["2400502-009", "2400502-007", 0.03500000000000003], ["2400506-002", "2400505-001", 0.03500000000000003], ["2400506-002", "2400510-001", 0.03500000000000003], ["2400510-004", "2400511-001", 0.03500000000000003], ["2400508-015", "2400509-007", 0.03500000000000003], ["2400508-012", "2400508-013", 0.03500000000000003], ["2400511-002", "2400511-003", 0.03500000000000003], ["2400511-002", "2402504-004", 0.03500000000000003], ["2400501-004", "2400501-003", 0.03500000000000003], ["2400502-002", "2400502-005", 0.03500000000000003], ["2400511-017", "2400511-012", 0.03500000000000003], ["2400511-010", "2400511-019", 0.03500000000000003], ["2400512-002", "2400512-003", 0.03500000000000003], ["2400903-004", "2400903-006", 0.03500000000000003], ["2401108-001", "2401106-001", 0.03500000000000003], ["2401302-002", "2401306-001", 0.03500000000000003], ["2401302-002", "2401308-002", 0.03500000000000003], ["2401314-001", "2401313-002", 0.03500000000000003], ["2401314-001", "2401307-008", 0.03500000000000003], ["2401305-004", "2401305-002", 0.03500000000000003], ["2401305-004", "2401305-003", 0.03500000000000003], ["2401708-001", "2401709-002", 0.03500000000000003], ["2401708-001", "2401708-005", 0.03500000000000003], ["2401704-001", "2401704-002", 0.03500000000000003], ["2401706-011", "2401706-021", 0.03500000000000003], ["2401706-011", "2401706-010", 0.03500000000000003], ["2401914-001", "2401902-001s2", 0.03500000000000003], ["2402114-001", "2402121-001", 0.03500000000000003], ["2402120-001", "2402111-001", 0.03500000000000003], ["2402505-001", "2402505-002", 0.03500000000000003], ["2402503-013", "2402503-024", 0.03500000000000003], ["2402503-013", "2402503-019", 0.03500000000000003], ["2402503-023", "2402503-018", 0.03500000000000003], ["2402503-023", "2402503-021", 0.03500000000000003], ["2402501-009", "2402501-013", 0.03500000000000003], ["2402501-012", "2402501-021", 0.03500000000000003], ["2402503-002", "2402505-004s2", 0.03500000000000003], ["2402706-020", "2402706-033", 0.03500000000000003], ["2402706-020", "2402706-026", 0.03500000000000003], ["2402702-024", "2402702-011", 0.03500000000000003], ["2402703-006", "2402705-001", 0.03500000000000003], ["2402704-004", "2402704-006", 0.03500000000000003], ["2402702-016", "2402702-002", 0.03500000000000003], ["2402705-019", "2402705-011", 0.03500000000000003], ["2402705-019", "2402705-020", 0.03500000000000003], ["2403107-001", "2403107-008", 0.03500000000000003], ["2403107-001", "2403107-011", 0.03500000000000003], ["2403107-001", "2403107-007", 0.03500000000000003], ["2403112-001", "2403112-002", 0.03500000000000003], ["2403109-012", "2403109-011", 0.03500000000000003], ["2403102-001", "2403109-025", 0.03500000000000003], ["2403107-016", "2403113-003", 0.03500000000000003], ["2403107-024", "2403107-013", 0.03500000000000003], ["2403113-052", "2403113-051", 0.03500000000000003], ["2403104-006", "2403104-007", 0.03500000000000003], ["2403113-035", "2403113-036", 0.03500000000000003], ["2403104-012", "2403110-005", 0.03500000000000003], ["2403113-008", "2403113-005", 0.03500000000000003], ["2403107-020", "2403107-025", 0.03500000000000003], ["2403105-001", "2403105-011", 0.03500000000000003], ["2403105-001", "2403105-017", 0.03500000000000003], ["2403306-016", "2403318-007", 0.03500000000000003], ["2403313-009", "2403313-010", 0.03500000000000003], ["2403313-009", "2403303-006", 0.03500000000000003], ["2403313-009", "2403313-013", 0.03500000000000003], ["2403307-001", "2403314-007", 0.03500000000000003], ["2403307-002", "2403314-003", 0.03500000000000003], ["2403309-001", "2403306-013", 0.03500000000000003], ["2403315-003", "2403315-004", 0.03500000000000003], ["2403309-008", "2403309-006", 0.03500000000000003], ["2403309-008", "2403309-007", 0.03500000000000003], ["2403312-012", "2403312-008", 0.03500000000000003], ["2403312-013", "2403312-006", 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first_community = district_assignment[edge[0]] - # second_community = district_assignment[edge[1]] - # if first_community != second_community: - crossdistrict_edges[state_graph.nodes[edge[0]]["district"]].append((edge[0], edge[1])) - crossdistrict_edges[state_graph.nodes[edge[1]]["district"]].append((edge[1], edge[0])) + first_community = state_graph.nodes[edge[0]]["district"] + second_community = state_graph.nodes[edge[1]]["district"] + if first_community != second_community: + crossdistrict_edges[state_graph.nodes[edge[0]]["district"]].append((edge[0], edge[1])) + crossdistrict_edges[state_graph.nodes[edge[1]]["district"]].append((edge[1], edge[0])) state_gerrymandering = 0 district_gerrymanderings = {} for district, district_graph in district_graphs.items(): district_gerrymandering = 0 - for edge in district_graph.edges(): - try: - district_gerrymandering += community_lifespan[edge] - state_gerrymandering += community_lifespan[edge] - except: - district_gerrymandering += (community_lifespan[(edge[1], edge[0])]) - state_gerrymandering += community_lifespan[(edge[1], edge[0])] + # for edge in district_graph.edges(): + # try: + # district_gerrymandering += community_lifespan[edge] + # state_gerrymandering += community_lifespan[edge] + # except: + # district_gerrymandering += (community_lifespan[(edge[1], edge[0])]) + # state_gerrymandering += community_lifespan[(edge[1], edge[0])] + total_crossedge_num = len(crossdistrict_edges[district]) for crossedge in crossdistrict_edges[district]: try: - district_gerrymandering -= (community_lifespan[crossedge])/2 - state_gerrymandering -= community_lifespan[crossedge]/2 + district_gerrymandering += (community_lifespan[crossedge])/total_crossedge_num + # district_gerrymandering -= (community_lifespan[crossedge])/2 + # state_gerrymandering -= community_lifespan[crossedge]/2 except: - district_gerrymandering -= (community_lifespan[(crossedge[1], crossedge[0])])/2 - state_gerrymandering -= community_lifespan[(crossedge[1], crossedge[0])]/2 + district_gerrymandering += (community_lifespan[(crossedge[1], crossedge[0])])/total_crossedge_num + # district_gerrymandering -= (community_lifespan[(crossedge[1], crossedge[0])])/2 + # state_gerrymandering -= community_lifespan[(crossedge[1], crossedge[0])]/2 district_gerrymanderings[district] = district_gerrymandering return district_gerrymanderings, state_gerrymandering diff --git a/rba/scripts/serialize.py b/rba/scripts/serialize.py index ed307cc..1c407c0 100644 --- a/rba/scripts/serialize.py +++ b/rba/scripts/serialize.py @@ -544,7 +544,7 @@ def merge_empty(graph): for node in graph.nodes(data=True): node_data = node[1] # CUTOFF TO MERGE: 20 PEOPLE - if node_data["total_pop"] < 20: + if node_data["total_pop"] < 20 or node_data["total_votes"] < 10: empty_nodes.append(node[0]) elif str(node_data["total_pop"]) == "nan": empty_nodes.append(node[0]) @@ -1039,8 +1039,8 @@ def serialize_all(): print("All done!") if __name__ == "__main__": - compress_all_data("final") - # merge_graphs() + # compress_all_data("final") + merge_graphs() # serialize_all() # serialize(2010, "maryland", checkpoint="beginning") # serialize(2010, "north_dakota", checkpoint="geometry") diff --git a/rba/visualization.py b/rba/visualization.py index f698344..5351e64 100644 --- a/rba/visualization.py +++ b/rba/visualization.py @@ -14,11 +14,13 @@ import shapely.geometry import shapely.ops import numpy as np +import random from . import community_generation from . import util -IMAGE_DIMS = (2000, 2000) +# IMAGE_DIMS = (2000, 2000) +IMAGE_DIMS = (5000, 5000) IMAGE_BG = "white" EDGE_WIDTH_FACTOR = 15 @@ -201,9 +203,6 @@ def visualize_map(graph, output_fpath, node_coords, edge_coords, node_colors=Non start_index = num_edge_line_strings*2 + 2 else: start_index = node_end_indices[i - 1] + 1 - if node_list[i] == "2403707-001s3": - print(node_color_values[i], "BEING COLORED IN?") - print(all_flattened_coords[start_index : node_end_indices[i] + 1]) draw.polygon(all_flattened_coords[start_index : node_end_indices[i] + 1], fill=node_color_values[i]) # Draw outlines for i in range(num_edge_line_strings): @@ -262,10 +261,12 @@ def visualize_community_generation(edge_lifetime_fpath, output_fpath, graph, num edge: int((lt - min_lt) / max_lt * EDGE_WIDTH_FACTOR) + 1 for edge, lt in edge_lifetimes.items() } - node_colors = { - u: get_partisanship_color(graph.nodes[u]["total_rep"] / graph.nodes[u]["total_votes"]) - for u in graph.nodes - } + # node_colors = { + # u: get_partisanship_color(graph.nodes[u]["total_rep"] / graph.nodes[u]["total_votes"]) + # for u in graph.nodes + # } + node_colors = {node: (random.randint(20, 235), random.randint(20, 235), random.randint(20, 235)) for node in graph.nodes} + random_node_colors = {node: (random.randint(20, 235), random.randint(20, 235), random.randint(20, 235)) for node in graph.nodes} print("Getting node coordinates... ", end="") sys.stdout.flush() @@ -364,8 +365,10 @@ def visualize_community_generation(edge_lifetime_fpath, output_fpath, graph, num # New color total_rep = sum([graph.nodes[node]["total_rep"] for node in c_nodes]) total_votes = sum([graph.nodes[node]["total_votes"] for node in c_nodes]) + first_node = list(c_nodes)[0] for node in c_nodes: - node_colors[node] = get_partisanship_color(total_rep / total_votes) + node_colors[node] = random_node_colors[first_node] + # node_colors[node] = get_partisanship_color(total_rep / total_votes) # Delete c2 this_iter_contractions.add((c1, c2, time)) @@ -496,6 +499,9 @@ def visualize(output_file, graph_file, edge_lifetime_file, num_frames, verbose): visualize_community_generation(edge_lifetime_file, output_file, geodata, num_frames) +# def graph_edge_lifetime_distribution(edge_lifetime_path): +# with open(edge_lifetime_path, "r") as f: +# supercommunity_output = json.load(f) if __name__ == "__main__": @@ -504,27 +510,5 @@ def visualize(output_file, graph_file, edge_lifetime_file, num_frames, verbose): with open(sys.argv[1], "rb") as f: graph = nx.readwrite.json_graph.adjacency_graph(json.load(f)) - # graph = pickle.load(f) - - # def colors(node): - # groupings = [{'50003VD30', '50025VD221', '50025VD208', '50025VD211', '50025VD2022', '50025VD2021', '50025VD220', '50003VD36', '50025VD207', '50003VD25-2', '50003VD25-1', '50003VD39', '50003VD31', '50025VD217'}, {'50025VD221', '50025VD211', '50003VD35', '50025VD2021', '50025VD213', '50025VD216', '50025VD218', '50025VD2192', '50003VD25-2', '50003VDBEN1', '50003VD39', '50003VD31', '50025VDWIN1', '50025VD203', '50003VD34', '50003VD25-1', '50025VD2023', '50025VD204', '50025VD215', '50025VD2022', '50025VD212', '50025VD205'}, {'50003VD26', '50025VD2191', '50003VD24', '50025VD210', '50003VD35', '50003VD33', '50025VD222', '50025VD201', '50003VD37', '50003VD28', '50025VD213', '50025VD216', '50025VD218', '50025VD2192', '50003VDBEN1', '50025VDWIN1', '50025VD203', '50003VD27', '50025VD206', '50025VD214', '50025VD215', '50025VD212', '50025VD209', '50003VD38', '50003VD29'}, {'50003VD26', '50027VD228', '50025VD210', '50027VD224', '50003VD33', '50027VD2401', '50025VD222', '50027VD232', '50027VD223', '50021VD158', '50027VD2402', '50027VD229', '50003VD28', '50003VD32-2', '50003VD32-1', '50021VD166', '50003VD27', '50025VD206', '50027VD243', '50027VD242', '50025VD214', '50003VD29', '50021VD167'}, {'50027VD228', '50021VD177', '50027VD224', '50021VD1612', '50021VD156', '50027VD232', '50027VD223', '50021VD158', '50027VD231', '50027VD245', '50021VD174', '50021VD165', '50021VD176', '50021VD170', '50021VD178', '50021VD166', '50027VD236', '50027VD234', '50027VD243', '50027VD242', '50021VD164', '50027VD244', '50021VD167'}, {'50027VD227', '50021VD1612', '50021VD156', '50021VD163', '50021VD155', '50021VD1724', '50027VD246', '50027VD231', '50021VD174', '50027VD2302', '50021VD180', '50021VD170', '50021VD1723', '50021VD162', '50021VD1722', '50021VD1731', '50021VD1732', '50027VD236', '50027VD234', '50021VD159', '50021VD164', '50027VD244', '50021VD1611', '50021VD179'}, {'50021VD171', '50021VD153', '50027VD2301', '50027VD227', '50021VD168', '50027VD225', '50021VD163', '50021VD155', '50021VD1724', '50021VD160', '50021VD175', '50027VD2302', '50027VD235', '50021VD169', '50021VD180', '50021VD1723', '50021VD162', '50021VD1722', '50021VD1731', '50027VD241', '50021VD1732', '50027VD239', '50021VD159', '50021VD1721', '50021VD1611', '50021VD179', '50027VD233', '50021VD157'}, {'50021VD153', '50027VD237', '50021VD168', '50027VD225', '50001VD18', '50021VD160', '50021VD175', '50017VD126', '50027VD235', '50021VD169', '50001VD9', '50027VD226', '50027VD241', '50017VD122', '50027VD239', '50027VD238', '50001VD22', '50017VD127', '50021VD154', '50017VD129', '50001VD8', '50001VD6', '50001VD14', '50027VD233', '50021VD157'}, {'50001VD7', '50027VD237', '50017VD118', '50001VD18', '50017VD125', '50001VD11', '50017VD117', '50017VD126', '50001VD2', '50017VD119', '50001VD4', '50017VD120', '50001VD9', '50001VD16', '50027VD226', '50017VD132', '50017VD130', '50017VD122', '50027VD238', '50001VD17', '50001VD22', '50017VD127', '50017VD129', '50017VD121', '50001VD8', '50001VD6'}, {'50001VD7', '50017VD124', '50001VD13', '50001VD20', '50017VD118', '50023VD195', '50001VD11', '50017VD117', '50017VD133', '50001VD2', '50017VD119', '50001VD4', '50017VD120', '50001VD16', '50017VD128', '50001VD10', '50017VD130', '50001VD21', '50023VD197', '50017VD123', '50017VD131', '50001VD1', '50017VD121', '50001VD3', '50023VD193'}, {'50005VD491', '50017VD124', '50001VD13', '50001VD20', '50001VD23', '50005VD43', '50001VD15', '50023VD195', '50017VD133', '50023VD188', '50023VD182', '50023VD192', '50017VD128', '50001VD12', '50001VD5', '50023VD196', '50001VD19', '50001VD10', '50023VD1811', '50007VDCHI1', '50023VD197', '50017VD123', '50001VD1', '50023VD183', '50005VD492', '50001VD3', '50023VD193'}, {'50005VD43', '50007VD59', '50023VD188', '50007VD62-21', '50023VD182', '50023VD192', '50023VD1813', '50023VD187', '50005VD48', '50001VD12', '50001VD5', '50023VD196', '50001VD19', '50007VD62-1', '50023VD1811', '50007VD63', '50005VD40', '50007VDCHI1', '50023VD190', '50023VD183', '50023VD189', '50023VD1812', '50023VD194', '50005VD492', '50023VD186', '50023VD191'}, {'50005VD55', '50007VD57', '50023VD184', '50023VD185', '50007VD59', '50009VD78', '50023VD187', '50005VD48', '50007VD62-1', '50007VD62-22', '50007VD63', '50005VD40', '50007VD66', '50007VD68-2', '50007VD67', '50007VD68-1', '50023VD190', '50005VD42', '50007VD72', '50023VD200', '50023VD189', '50023VD198', '50023VD186', '50023VD191'}, {'50005VD55', '50007VD57', '50015VD114', '50007VD69-1', '50009VD83', '50007VD69-3', '50023VD184', '50007VD58-5', '50005VD50', '50009VD78', '50023VD199', '50007VD64', '50015VD110', '50007VD69-2', '50005VT45', '50007VD69-4', '50007VD58-6', '50005VD54', '50007VD66', '50007VD68-2', '50007VD67', '50007VD68-1', '50005VD42', '50007VD72', '50023VD200', '50007VD70', '50023VD198'}, {'50015VD113', '50015VD114', '50007VD69-1', '50007VD58-7', '50009VD81', '50007VD58-4', '50009VD83', '50007VD69-3', '50007VD58-5', '50005VD50', '50007VD61-1', '50007VD64', '50015VD110', '50007VD58-1', '50009VD86', '50007VD69-2', '50005VT45', '50007VD69-4', '50007VD58-6', '50005VD54', '50005VD44', '50007VD61-3', '50007VD73', '50007VD58-3', '50007VD58-2', '50007VD70', '50007VD60-1', '50005VD46'}, {'50015VD113', '50015VD116', '50007VD58-7', '50009VD81', '50007VD58-4', '50007VD71', '50007VD60-2', '50015VD108', '50007VD65-1', '50007VD61-1', '50009VD86', '50005VD56', '50007VD61-2', '50009VD80', '50009VD84', '50005VD52', '50013VD106', '50007VD61-3', '50007VD73', '50007VD58-2', '50015VD111', '50005VD41', '50007VD60-1', '50019VD142', '50005VD46'}, {'50015VD116', '50009VDESX3', '50005VD51', '50007VD71', '50011VD90', '50015VD112', '50019VD141', '50015VD108', '50007VD65-1', '50019VD139', '50011VD94', '50007VD65-2', '50005VD56', '50009VD80', '50009VD79', '50009VD84', '50009VD76', '50015VD109', '50005VD52', '50013VD106', '50015VD111', '50005VD41', '50005VD47', '50005VD53', '50011VD92', '50019VD142'}, {'50011VD91', '50009VDESX3', '50019VD144', '50005VD51', '50011VD90', '50019VD141', '50019VD139', '50011VD94', '50007VD65-2', '50011VD87', '50015VD115', '50009VD75', '50009VD79', '50009VD76', '50019VD135', '50015VD109', '50011VD99', '50019VD134', '50019VD146', '50015VD107', '50013VD105', '50009VD74', '50005VD47', '50005VD53', '50011VD92', '50019VD152', '50013VD103'}, {'50009VDESX4', '50011VD91', '50019VD144', '50011VD101', '50019VD138', '50019VD147', '50019VD136', '50013VD104', '50011VD87', '50009VD75', '50009VD82', '50009VDESX2', '50019VD135', '50019VD137', '50011VD99', '50019VD134', '50019VD146', '50015VD107', '50011VD96', '50013VD105', '50013VD102', '50009VD74', '50011VD89', '50019VD152', '50019VD151', '50019VD150', '50019VD149', '50013VD103'}, {'50009VDESX4', '50019VD140', '50011VD101', '50011VD97', '50019VD138', '50009VD77', '50019VD147', '50019VD148', '50011VD95', '50019VD136', '50009VDESX1', '50011VD100', '50013VD104', '50009VDESX6', '50009VDESX5', '50011VD93', '50019VD145', '50009VD85', '50009VD82', '50009VDESX2', '50011VD88', '50019VD137', '50019VD143', '50011VD89', '50013VD102', '50019VD151', '50019VD150', '50019VD149'}] - # num = 0 - # for i in range(0, len(groupings)): - # if node in groupings[i]: - # num += 1 - # if node == "50013VD106": - # print("southerner detected!") - # print(num) - # if node == "50013VD103": - # print("northerner detected!") - # print(num) - # if num == 0: - # return (255, 255, 255) - # if num == 1: - # return (0, 0, 255) - # if num == 2: - # return (255, 0, 0) - - # visualize_graph(graph, sys.argv[2], lambda node: shapely.geometry.shape(graph.nodes[node]['geometry']).centroid, colors=colors, show=True) - # visualize_graph(graph, sys.argv[2], lambda node: shapely.geometry.shape(graph.nodes[node]['geometry']).centroid, show=True) + visualize_graph(graph, sys.argv[2], lambda node: shapely.geometry.mapping(shapely.geometry.shape(graph.nodes[node]['geometry']).centroid)["coordinates"], show=True) \ No newline at end of file