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OPINION PER CURIAM: Plaintiffs, individual voters registered in the State of Arizona, challenge the map drawn for state legislative districts by the Arizona Independent Redistricting Commission for use starting in 2012, based on the 2010 census. They argue that the Commission underpopulated Democrat-leaning districts and overpopulated Republican-leaning districts for partisan reasons, in violation of the Fourteenth Amendment’s one-person, one-vote principle. The Commission denies that it was driven by partisanship, explaining that the population deviations were driven by its efforts to comply with Section 5 of the Voting Rights Act. We conclude that the population deviations were primarily a result of good-faith efforts to comply with the Voting Rights Act, and that even though partisanship played some role in the design of the map, the Fourteenth Amendment challenge fails. The one-person, one-vote requirement of the Equal Protection Clause of the Fourteenth Amendment does not require that legislative districts have precisely equal population, but provides that divergences must be “based on legitimate considerations incident to the effectuation of a rational state policy.” Reynolds v. Sims, 377 U.S. 533, 579, 84 S.Ct. 1362, 12 L.Ed.2d 506 (1964). The majority of the overpopulated districts in the map drawn by the Commission were Republican-leaning, while the majority of the underpopulated districts leaned Democratic. Plaintiffs’ complaint alleged that this correlation was no accident, that partisanship drove it, and that partisanship is not a permissible reason to deviate from population equality in redistricting. The Commission does not argue that the population deviations came about by accident, but it disputes that the motivation was partisanship. Most of the underpopulated districts have significant minority populations, and the Commission presented them to the Department of Justice as districts in which minority groups would have the opportunity to elect candidates of their choice. Section 5 of the Voting Rights Act required that the Commission obtain preclearance from the Department before its plan went into effect. To obtain preclearance, the Commission had to show that any proposed changes would not diminish the ability of minority groups to elect the candidates of their choice. The Commission argues that its effort to comply with the Voting Rights Act drove the population deviations. For the purpose of this opinion, we assume without deciding that partisanship is not a legitimate reason to deviate from population equality. We find that the primary factor driving the population deviation was the Commission’s good-faith effort to comply with the Voting Rights Act and, in particular, to obtain preclearance from the Department of Justice on the first try. The commissioners were aware of the political consequences of redistricting, however, and we find that some of the commissioners were motivated in part in some of the linedrawing decisions by a desire to improve Democratic prospects in the affected districts. Nonetheless, the Fourteenth Amendment gives states some degree of leeway in drawing their own legislative districts and, because compliance with federal voting rights law was the predominant reason for the deviations, we conclude that no federal constitutional violation occurred. We do not decide whether any violations of state law occurred. Though plaintiffs have alleged violations of state law and the Arizona Constitution, we decided early in the proceedings and announced in a prior order that Arizona’s courts are the proper forum for such claims. We discuss that subject further below, at 1065-66. We express no opinion on whether the redistricting plan violated the equal population clause of the Arizona Constitution, whether the Commission violated state law in adopting the grid map with population variations rather than strict population equality, or whether state law prohibits adjusting legislative districts for partisan reasons. All that we consider is whether a federal constitutional violation occurred. At trial, plaintiffs focused on three districts that they argued were not true Voting Rights Districts and therefore could not justify population deviations: Districts 8, 24, and 26. Accordingly, this opinion largely focuses on the population shifts associated with the creation of these three districts. 1. Course of Proceedings Plaintiffs filed this action on April 27, 2012, and subsequently filed a First Amended Complaint. This three judge district court was convened pursuant to 28 U.S.C. § 2284(a). Plaintiffs sought a declaration that the final legislative map violated both the Equal Protection Clause of the Fourteenth Amendment of the U.S. Constitution and the equal population requirement of the Arizona Constitution, an injunction against enforcing the map, and a mandate that the Commission draw a new map for legislative elections following the 2012 elections. Originally, not only was the Commission a defendant in this action, but so too were each of the five commissioners in their official capacities. Defendants moved to dismiss the complaint for failure to state a claim. In a reasoned order, we denied the motion. Plaintiffs then filed a Second- Amended Complaint. Prior to trial, the parties filed several motions that the court summarily disposed of on February 22, 2013. First, defendants moved to stay the case pending the resolution of state-law claims in state court, which we denied. Defendants also moved for a protective order on the basis of legislative privilege, which we denied. Finally, defendants moved for judgment on the pleadings, asking for dismissal of the individual commissioners as defendants and for dismissal of plaintiffs’ claim for relief under the equal population requirement of the Arizona Constitution. We granted this motion, dismissing the individual commissioners from the suit and dismissing plaintiffs’ second claim for relief. We explain the bases for our rulings on these motions later in this opinion, at 1063-71. Starting March 25, 2013, we presided over a five-day bench trial. Among other witnesses, all five commissioners testified. II. Findings of Fact Most of the factual findings below, based in large part on transcripts of public hearings and other documents in the public record, were not disputed at trial. Rather, what was most controverted was what inferences about the Commission’s motivation we should draw from the largely undisputed facts. We discuss that issue, whether and to what extent partisanship motivated the Commission, at the end of this section, at 1063-71. To the extent any finding of fact should more properly be designated a conclusion of law, it should be treated as a conclusion of law. Similarly, to the extent any conclusion of law should more properly be designated a finding of fact, it should be treated as a finding of fact. A. The Approved Legislative Redistricting Plan The first election cycle using the legislative map drawn by the Commission took place in 2012. Arizona has thirty legisla-tire districts, each of which elects two representatives and one senator. Ariz. Const, art. IV, pt. 2, § 1. The following chart summarizes pertinent electoral re-suits and population statistics for the Corn-mission’s 2012 legislative map, which we explain in greater detail below. Figure 1. 2012 Legislative Map Statistics. In the 2012 elections, Republicans won a total of 36 out of the 60 house seats, winning both seats in 17 districts and 1 seat in 2 districts. Democrats won the remaining 24 house seats, winning 2 seats in 11 districts and 1 seat in 2 districts. Republicans won 17 out of 30 senate seats, and Democrats won the remaining 13. The Democratic senate candidate narrowly won in District 8, but the Republican candidate might have won if not for the presence of a Libertarian candidate in the race. In all, 16 districts elected only Republicans to the state legislative houses, 11 districts elected only Democrats, and 3 districts elected a combination of Republicans and Democrats. Ideal population is the average per-district population, or the population each district would have if population was evenly distributed across all districts. Of the 16 districts that elected only Republicans to the state legislature, 15 were above the ideal population and 1 was below. Of the 11 districts that elected only Democrats to the state legislature, 2 were above the ideal population and 11 were below. District 8 was below ideal population, and the other 2 districts that elected legislators from both parties were above ideal population. Of the 10 districts the Commission presented to the Department of Justice as districts in which minority candidates could elect candidates of their choice, or “ability-to-eleet districts,” all 10 only elected Democrats to the state legislature in 2012. Nine out of ten of these ability-to-elect districts were below the ideal population, and one was above. Of the 9 districts presented to the Department of Justice as districts in which Hispanics could elect a candidate of their choice, all but District 24 elected at least one Hispanic candidate to the state legislature in the 2012 elections. In District 26, only one of the three legislators elected in 2012 was of Hispanic descent. Of the 27 state legislators elected in the purported ability-to-elect districts, 16 were of Hispanic descent. District 7 was presented to the Department of Justice as a district in which Native Americans could elect candidates of their choice, and it elected Native American candidates in all three of its state legislative races. Maximum population deviation refers to the difference, in terms of percentage deviation from the ideal population, between the most populated district and the least populated district in the map. In the approved legislative map, maximum population deviation was 8.8 percent; District 12 had the largest population, at 4.1 percent over the ideal population, and District 7 had the smallest population, at 4.7 percent under the ideal. B. Formation of the Commission In 2000, Arizona voters amended the state constitution by passing Proposition 106, an initiative removing responsibility for congressional and legislative redistricting from the state legislature and placing it in the newly established Independent Redistricting Commission. See Ariz. Const, art. IV, pt. 2, § 1(3). Five citizens serve on the Commission, consisting of two Republicans, two Democrats, and one unaffiliated with either major party. See id. § l(3)-(5). Selection of the commissioners begins with the Arizona Commission on Appellate Court Appointments, which interviews applicants and creates a slate of ten Republican candidates, ten Democratic candidates, and five independent or unaffiliated candidates. See id. § l(4)-(5). Four commissioners are appointed from the party slates, one by each of the party leaders from the two chambers of the legislature. See id. § 1(6). Once appointed, those four commissioners select the fifth commissioner from the slate of unaffiliated candidates, and the fifth commissioner also serves as the commission chair. Id. § 1(8). Pursuant to these requirements, Republican commissioners Scott Freeman and Richard Stertz were appointed by the Speaker of the House and the President of the Senate, respectively, and Democratic commissioners Jose Herrera and Linda McNulty were appointed by the House Minority Leader and Senate Minority Leader, respectively. Commissioners Freeman, Stertz, Herrera, and McNulty then interviewed all five candidates on the unaffiliated slate. In his interview notes, Commissioner Stertz noted his concerns with the liberal leanings of most of the candidates on the unaffiliated list. For example, he wrote that Kimber Lanning’s fundraising efforts were almost all for Democrats, and that her Facebook page indicated a fondness for Van Jones. Paul Bender, another candidate, served on the board of the ACLU. Margaret Silva identified Cesar Chavez as her hero, and her Facebook profile picture featured her alongside Nancy Pelosi, the Democratic leader in the U.S. House of Representatives. Ray Bla-dine was his first choice for the position, whom Stertz described as balanced despite Bladine’s former tenure as chief of staff for a Democratic mayor. In a public meeting, the four commissioners unanimously selected Colleen Mathis as the fifth commissioner and chairwoman. In his interview notes Commissioner Stertz described her as balanced, though noting that she and her husband had supported Democratic candidates. Mathis and her husband had also made contributions to Republican candidates. C. Selection of Counsel and Mapping Consultant The Commission has authority to hire legal counsel to “represent the people of Arizona in the legal defense of a redistricting plan,” as well as staff and consultants to assist with the mapping process. Ariz. Const, art. IV, pt. 2, §§ 1(19), (20). The selection of the Commission’s counsel and mapping consultant sparked public controversy, and plaintiffs argue that the process reflected a partisan bias on the part of Chairwoman Mathis. The previous Commission, after the 2000 census, had retained a Democratic attorney and a Republican attorney. Chairwoman Mathis expressed interest in hiring one attorney instead of two, as the counsel hired would represent the entire Commission. The other four commissioners preferred to hire two attorneys with different party affiliations, however. That is what the Commission decided to do. The Commission used the State Procurement Office to help retain counsel and interviewed attorneys from six law firms. Among the interviewees were the two attorneys who had worked for the previous Commission: Lisa Hauser, an attorney with the firm of Gammage & Burnham and a Republican, and Michael Mandell, an attorney with the Mandell Law Firm and a Democrat. Other attorneys interviewed by the Commission included Mary O’Grady, a Democrat with Osborn Maledon, and Joe Kanefield, a Republican with Ballard Spahr. Osborn Maledon and Ballard Spahr received the highest scores from the Commission based on forms provided by the State Procurement Office for use in the selection process. Nonetheless, Commissioner Herrera expressed a preference for retaining Mandell as Democratic counsel, and Commissioners Stertz and Freeman preferred Hauser and Gammage & Burnham as Republican counsel. In a public meeting, Commissioner Herrera moved to retain Osborn Maledon and Ballard Spahr at Chairwoman Mathis’s suggestion. Commissioner Herrera later explained that while Mandell was his first choice, Osborn Maledon and Ballard Spahr received the highest evaluation scores. Commissioner Freeman expressed his preference for Gammage & Burnham, and said he would give deference to the Democratic commissioners’ preference for Democratic counsel if they would do the same for the Republican commissioners. Commissioner Stertz then made a motion to amend, to instead retain the Mandell Law Firm and Gammage & Burnham. The amendment was defeated on a 2-3 vote, with Commissioners Stertz and Freeman voting for it and Commissioners Mathis, Herrera, and McNulty voting against. The motion to retain Osborn Maledon and Ballard Spahr carried with a 3-2 vote, with Commissioners Mathis, Herrera, and McNulty voting for the motion and Commissioners Stertz and Freeman voting against. The Commission thus selected a Republican attorney for whom neither of the Republican commissioners voted. In selecting a mapping consultant, the Commission initially worked with the State Procurement Office. An applicant for the position had to submit, among other things, an explanation of its capabilities to perform the work, any previous redistricting experience, any partisan connections, and a cost sheet. In the initial round of scoring, each applicant was scored on a 1000-point scale. Each commissioner independently filled out a scoring sheet, which considered capability to do the work but not cost, rating each applicant on a 700-point scale. The State Procurement Office rated each applicant on a 300-point scale, 200 points of which evaluated the relative cost of the bid. The Commission considered the first round of scoring, and then announced a short list of four firms that it would interview for the mapping consultant position. Those firms were Strategic Telemetry, National Demographics, Research Advisory Services, and Terra Systems Southwest. National Demographics, which had served as mapping consultant for the previous Commission, had received the highest score in the first round of evaluations. The Commission interviewed the four selected firms in a public meeting. During the interview of the head of National Demographics, Commissioner Herrera expressed concern that there was a perception that the firm was affiliated with Republican interests. National Demographics had worked for both Democratic and Republican clients, though more Republicans than Democrats. In interviewing Strategic Telemetry, Commissioners Freeman and Stertz asked whether, because Strategic Telemetry had worked for a number of Democratic clients but no Republican clients, the firm would be perceived as biased. After these interviews, the commissioners conducted a second round of scoring before selecting a firm. In this round of scoring, Commissioners Mathis, Herrera, and McNulty all gave Strategic Telemetry a perfect score. Strategic Telemetry came out of this round with the highest overall score. Prior to the public meeting in which the Commission voted to retain a mapping consultant, Chairwoman Mathis made a phone call to Commissioner Stertz and asked him to support the choice of Strategic Telemetry. The Commission selected Strategic Telemetry as the mapping consultant on a 3-2 vote, with Commissioners McNulty, Herrera, and Mathis voting in favor, and Commissioners Freeman and Stertz voting against. Before the vote, Commissioners Freeman and Stertz had expressed a preference for National Demographics. At subsequent meetings, the Commission heard extensive criticism from members of the public about the selection of Strategic Telemetry. Much of the criticism related to the Democratic affiliations of the firm and to the fact that it was based out of Washington, D.C., rather than Arizona. Strategic Telemetry was founded primarily as a microtargeting firm, which uses statistical analyses of voter opinions to assist political campaigns. Ken Strasma, president and founder of Strategic Telemetry, considered himself a Democrat, as did most of the other employees of the firm. The firm had worked for Democratic, independent, and nonpartisan campaigns, but no Republican campaigns. While Strasma had redistricting experience in more than thirty states before he founded the firm in 2003, the firm itself had no statewide redistricting experience at the time of its bid, nor any redistricting experience in Arizona. Also making Strategic Telemetry a controversial choice was that it had submitted the most expensive bid to the Commission. All of this was known to the Commission when Strategic Telemetry was selected as the mapping consultant for the Commission and when Commissioners Mathis, Herrera, and McNulty each gave Strategic Telemetry a perfect score of 700 points during the second round of scoring. D. The Grid Map The Commission was required to begin the mapping process by creating “districts of equal population in a grid-like pattern across the state.” Ariz. Const, art. IV, pt. 2, § 1(14). The Commission directed its mapping consultant to prepare two alternative grid maps. Believing that the Arizona Constitution intended the Commission to begin with a clean slate, several commissioners expressed interest in having an element of randomness in the generation of the grid map. The Commission decided, after a series of coin flips, that the consultant would generate two alternative grid maps, one beginning in the center of the state and moving out counterclockwise, and the other with districts starting in the southeast corner of the state, moving inwards clockwise. After the two maps were presented, the Commission voted to adopt the second alternative. The grid map selected had a maximum population deviation' — the difference between the most populated and least populated district — of 4.07 percent of the average district population. E. Voting Rights Act Preclearance Requirement During the redistricting cycle at issue, Arizona was subject to the requirements of Section 5 of the Voting Rights Act. Before a state covered by Section 5 can implement a redistricting plan, the state must prove that its proposed plan “neither has the purpose nor will have the effect of denying or abridging the right to vote on account of race or color.” 42 U.S.C. § 1973c(a). The state must either institute an action with the U.S. District Court for the District of Columbia for a declaratory judgment that the plan has no such purpose or effect, or, as the Commission did here, submit the plan to the U.S. Department of Justice. If the Justice Department does not object within sixty days, the plan has been precleared and the state may implement it. See id. A plan has an impermissible effect under Section 5 if it “would lead to a retrogression in the position of racial minorities with respect to their effective exercise of the electoral franchise.” Reno v. Bossier Parish Sch. Bd., 520 U.S. 471, 478, 117 S.Ct. 1491, 137 L.Ed.2d 730 (1997). A redistricting plan leads to retrogression when, compared to the plan currently in effect, the new plan diminishes the ability of minority groups to “elect their preferred candidates of choice.” See id.; 42 U.S.C. § 1973c(b). There is no retrogression so long as the number of ability-to-elect districts does not decrease from the benchmark to the proposed plan. Texas v. United States, 887 F.Supp.2d 133, 157 (D.D.C.2012) (citing Abrams v. Johnson, 521 U.S. 74, 97-98, 117 S.Ct. 1925, 138 L.Ed.2d 285 (1997)), vacated and remanded, — U.S. -, 133 S.Ct. 2885, 186 L.Ed.2d 930 (2013) (remanding for further consideration in light of Shelby County v. Holder, — U.S. -, 133 S.Ct. 2612, 186 L.Ed.2d 651 (2013)). A district gives a minority group the opportunity to elect the candidate of its choice not only when the minority group makes up a majority of the district’s population (a majority-minority district), but also when it can elect its preferred candidate with the help of another minority group (a coalition district) or white voters (crossover districts). Texas, 887 F.Supp.2d at 147-49. A minority group’s preferred candidate need not be a member of the racial minority. Cf. Ruiz v. City of Santa Maria, 160 F.3d 543, 552 (9th Cir.1998) (discussing minority candidates of choice for the purposes of Section 2 of the Voting Rights Act). “Ability to elect” properly refers to the ability to elect the preferred candidate of Hispanic voters from the given district, which is not necessarily the same thing as the ability to elect a Hispanic candidate from that district, though there is obvious overlap between those two concepts. In determining the ability to elect in districts in the proposed and benchmark plan, the Department of Justice begins its review of a plan submitted for preclearance by analyzing the districts with current census data. 76 Fed.Reg. 7470, 7472 (Feb. 9, 2011). The analysis is a complex one relying on more than just census numbers, however, and does not turn on reaching a fixed percentage of minority population. Rather, the Department looks at additional demographic data such as group voting patterns, electoral participation, election history, and voter turnout. Id. at 7471; see also Texas, 887 F.Supp.2d at 150 (“There is no single, clearly defined metric to determine when a minority group has an ability to elect, so we use a multi-factored approach to determine when a coalition or crossover district achieves that ability.”). Several aspects of the preclearance process encourage states to do more than the bare minimum to avoid retrogression. First, state officials do not know exactly what is required to achieve preclearance. As explained above, the Department of Justice relies on a variety of data in assessing retrogression, rather than assessing a fixed goal that states can easily ascertain. Bruce Cain, an expert in Voting Rights Act compliance in redistricting who served as a consultant to the Commission following the 2000 census and was retained for this lawsuit by the current Commission, testified at trial that the lack of clear rules creates “regulatory uncertainty” that forces states “to be cautious and to take extra steps.” Moreover, the preclearance process with respect to any particular plan is generally an opaque one. When the Department of Justice objects to a plan, the state receives an explanation of the basis for the objection. When the Department does not object, by contrast, the state receives no such information. In other words, the state does not know how many benchmark districts the Department believed there were nor how many ability-to-elect districts the Department concluded were in the proposed plan. Nor does it know whether the new plan barely precleared or could have done with fewer ability-to-elect districts. Consultants and attorneys hired by a state to assist with the preclearance process may also tend to encourage taking additional steps to achieve preclearance. The professional reputation of a consultant gives him a strong incentive to ensure that the jurisdictions he advises obtain pre-clearance. The Commission, for example, asked applicants to serve as its mapping consultant whether they had previously worked with states in redistricting and whether those jurisdictions had succeeded in gaining preclearance on the first try. These factors may work together to tilt the board somewhat because they encourage a state that wants to obtain preclearance to overshoot the mark, particularly if it wants its first submission to be approved. Because it is not clear where the Justice Department will draw the line, there is a natural incentive to provide a margin of error or to aim higher than might actually be necessary. Attorneys and consultants, aware that their professional reputations may be affected, can be motivated to push in that direction. The Arizona Commission early in the process identified obtaining preclearance on its first attempt as a priority. All of the commissioners, Democrats and Republicans alike, shared this goal. In prior decades, Arizona had never obtained pre-clearance from the Department of Justice for its legislative redistricting plan based upon its first submission. The Commission was aware that, among other consequences, failure to preclear would make Arizona ineligible to bail out as a Section 5 jurisdiction for another ten years. See 42 U.S.C. § 1973b(a)(l). Although the Commission considered and often adjusted lines to meet other goals, it put a priority on compliance with the Voting Rights Act and, in particular, on obtaining preclearance on the first attempt. F. The Draft Map After adopting a grid map, the Commission was directed by the Arizona Constitution to adjust the map to comply with the United States Constitution and the federal Voting Rights Act. Ariz. Const, art. IV, pt. 2, § 1(14). It was also instructed to adjust the map, “to the extent practicable,” to comply with five other enumerated criteria: (1) equality of population between districts; (2) geographic compactness and contiguity; (3) respect for communities of interest; (4) respect for visible geographic features, city, town and county boundaries, and undivided census tracts; and (5) competitiveness, if it would “create no significant detriment to the other goals.” Id. The map approved by the Commission after the first round of these adjustments was only a draft map, which was required to undergo public comment and a further round of revisions before final approval. Id. § 1(16). Before beginning to adjust the grid map, the Commission received presentations on the Voting Rights Act from its attorneys, its mapping consultant, and its Voting Rights Act consultant Bruce Adelson. Adelson previously worked for the Department of Justice, where he led the team that had reviewed and objected to the first legislative map submitted by Arizona for preclearance in 2002. Adelson gave the Commission an overview of the preclearance process. He explained that determining whether a minority population had the ability to elect was a complex analysis that turned on more than just the percentage of minorities in a district. He explained, for example, that in reviewing Arizona’s submission from the prior decade, the Department had found a district where it concluded that minorities had an ability to elect even though they made up only between 30 and 40 percent of the population. Adelson informed the Commission at that time that he believed the 2002 map that was ultimately approved had nine districts in which minorities had an ability to elect their preferred candidates. Because the preclearance process focused on making sure there was no retrogression, that number was the benchmark, meaning that the new plan had to achieve at least the same number of ability-to-elect districts. One of the most important factors the Department of Justice considers in determining the ability to elect in a district is its level of racial polarization, which is a measure of the voting tendencies of whites and minorities in elections pitting a white candidate against a minority candidate. A racial polarization study is a statistical analysis of past election results to determine the level of racial polarization in a district. When it first started considering potential benchmark districts, the Commission did not have any formal racial polarization analysis at its disposal and relied primarily on demographic data from the 2010 census. The Commission eventually retained Professor Gary King, a social scientist at Harvard University recommended by the Commission’s counsel, to conduct a racial polarization analysis. Until the Commission had a formal racial polarization analysis, it often used what it called the “Cruz Index” to assess whether voters in an area might support a Hispanic candidate. Devised by Commissioners McNulty and Stertz, the Cruz Index used data from the 2010 election for Mine Inspector, a statewide race pitting Joe Hart, a Republican, non-Hispanie white (or Anglo) candidate, against Manuel Cruz, a Democrat, Hispanic candidate. The Cruz Index, sometimes described by commissioners and staff as a “down and dirty” measure, was not intended to be the Commission’s only analysis of cohesion in minority voting in proposed districts, but rather a rough proxy until the Commission had formal racial polarization analysis. In the end, however, the voting pattern estimates derived from the Cruz Index wound up corresponding closely to the voting pattern estimates King derived from his formal statistical analysis. To explore possible adjustments to the grid map, the commissioners could either direct the mapping consultant to create a map with a certain change or use mapping software to make changes themselves. They referred to these maps as “what if’ maps because the maps simply showed possible line changes that the Commission might choose to incorporate into the draft map. Willie Desmond was the Strategic Telemetry employee with primary responsibility for assisting commissioners with the mapping software or creating “what if’ maps at their direction. The Commission originally operated on the assumption that it had to create nine ability-to-elect districts, based on Adel-son’s report that there were nine benchmark districts. As a result, the earliest “what if’ maps focused on creating nine minority ability-to-elect districts. Commissioner Freeman, for example, directed Desmond to create several maps that would create nine ability-to-elect districts. Soon, however, the Commission began considering the possibility that there might be ten benchmark districts. Counsel advised that there were some districts without a majority-minority population that had a history of electing minority candidates, such as District 23 from the 2002 legislative map. Counsel further explained that, even though there were seven majority-minority benchmark districts and two to three other districts where minorities did not make up the majority, they nonetheless might be viewed as having the ability to elect. Because it was uncertain how many benchmark and ability-to-elect districts the Department of Justice would determine existed, counsel advised that creating ten districts would increase the odds of getting precleared on the first attempt. The Commission worked to make Districts 24 and 26 ones in which, despite lacking a majority of the population, His-pamos could elect candidates of their choice. At this point, the Commission was still relying on the Cruz Index to predict minority voting patterns in proposed districts. As the Commission explored shifting boundaries to create ability-to-elect districts, their mapping consultant apprised the Commission of the effects of the shifts on various statistics, such as minority voting population, the Cruz Index, and the deviation from average district population. Counsel advised the Commission that some population disparity was permissible if it was a result of compliance with the Voting Rights Act. On October 10, 2011, the Commission approved a draft legislative map on a 4-1 vote, with all but Commissioner Stertz voting in favor of the map. That map had ten districts identified by the Commission as minority ability-to-elect districts. G. The Effort to Remove Chairwoman Mathis The Arizona Constitution prescribes at least a thirty-day comment period after the adoption of the draft map. Ariz. Const, art. IV, pt. 2, § 1(16). The Commission did not begin working on the final map until late November, however, because of a delay resulting from an effort to remove Chairwoman Mathis from the Commission. On October 26, Governor Janice Brewer sent a letter to the Commission alleging it had committed “substantial neglect of duty and gross misconduct in office” for, among other things, the manner in which it selected the mapping consultant. On November 1, the Governor’s office informed Chairwoman Mathis that it would remove her from the Commission for committing gross misconduct in office, conditioned upon the concurrence of two-thirds of the Arizona Senate. The Arizona Constitution permits the governor to remove a member of the Commission, with concurrence of two-thirds of the Senate, for “substantial neglect of duty” or “gross misconduct in office.” Ariz. Const, art. IV, pt. 2, § 1(10). After the Senate concurred in the removal of Chairwoman Mathis in a special session, the Commission petitioned the Arizona Supreme Court for the reinstatement of Chairwoman Mathis on the basis that the Governor had exceeded her authority under the Arizona Constitution. Ariz. Indep. Redistricting Comm’n v. Brewer, 229 Ariz. 347, 275 P.3d 1267, 1270 (2012). On November 17, that court ordered the reinstatement of Chairwoman Mathis, concluding that the Governor did not have legal cause to remove her. Id. at 1268, 1276-78. H. The Final Map On November 29, the Commission began working to modify the draft map to create the final map it would submit to the Department of Justice. Because of the delay caused by the effort to remove Chairwoman Mathis, the Commission felt under pressure to finalize its work in time to permit election officials and prospective candidates to prepare for the 2012 elections, knowing that the preclearance process would also take time. The Commission received a draft racial polarization voting analysis prepared by King and Strasma. According to the draft analysis, minorities would be able to elect candidates of their choice in all ten proposed ability-to-elect districts in the draft map. The Commission received advice from its attorneys and consultants as to the importance of presenting the Department of Justice with at least ten ability-to-elect districts. Adelson said that, based on the information he had received since his earlier assessment, he believed the Department would conclude that there were ten benchmark districts. He also emphasized that, due to the uncertainty in determining what constitutes a benchmark district, the Department might determine there were more benchmark districts than what the Commission had concluded. Counsel advised the Commission that it would be “prudent to stay the course in terms of the ten districts that are in the draft map and look to ... strengthen them if there is a way to strengthen them.” The Commission also received advice that it could use population shifts, within certain limits, to strengthen these districts. Adelson advised the Commission that un-derpopulating minority districts was an acceptable tool for complying with the Voting Rights Act, so long as the maximum deviation remained within ten percent. According to Adelson, underpopulating districts to increase the proportion of minorities was an “accepted redistricting tool” and something that the Department of Justice looked at favorably when assessing compliance with Section 5. According to Strasma, underpopulation could strengthen the districts in several ways. First, it could increase the percentage of minority voters in a district. Second, it could account for expected growth in the Hispanic districts, which might otherwise become overpopulated in the decade following the implementation of a new map. The Commission directed Strasma and Adelson to look for ways to strengthen the ability-to-elect districts and report back. At a subsequent meeting, Strasma, Adel-son, and Desmond presented a number of options for improving the districts along with the trade-offs associated with those changes. Strasma identified Districts 24 and 26 in particular as districts that might warrant further efforts to strengthen the minority ability to elect. Doing so would increase the likelihood that the Department of Justice would recognize those districts as ability-to-elect districts and thus the likelihood that the plan would obtain preclearance. The Commission adopted a number of changes to Districts 24 and 26, including many purportedly aimed at strengthening the minority population’s ability to elect. Between the draft map and final map, the Hispanic population in District 24 increased from 38.6 percent to 41.3 percent, and the Hispanic voting-age population increased from 31.8 percent to 34.1 percent. In District 26, the Hispanic population increased from 36.8 percent to 38.5 percent, and the Hispanic voting-age population increased from 30.4 percent to 32 percent. A consequence of these changes was an increase in population inequality. District 24’s population decreased from 0.2 percent above the ideal population to 3 percent below. District 26’s population increased from 0.1 percent above the ideal population to 0.3 percent above. Commissioner McNulty asked Desmond to explore possibilities for making either District 8 or 11 more competitive. Desmond presented an option to the Commission that would have made District 8 more competitive. The Republican commissioners expressed opposition to the proposed change. Commissioner Stertz argued that the change favored Democrats in District 8 while “hyperpacking” Republicans into District 11. Commissioner Freeman argued that competitiveness should be applied “fairly and evenhandedly” across the state rather than just advantaging one party in a particular district. The Republican commissioners were correct that the change would necessarily favor Democratic electoral prospects given that the voter registration in the existing versions of both Districts 8 and 11 favored Republicans and that Commissioner McNulty did not propose any corresponding effort to make any Democratic-leaning districts more competitive. Commissioner McNulty was absent from the meetings in which these initial discussions occurred, but Commissioner Herrera noted that competitiveness was one of the criteria the Commission was required to consider and expressed support for the change. Commissioner McNulty asked Desmond to try a few other ways of shifting the lines between Districts 8 and 11, one of which would have kept several communities with high minority populations together in District 8. Commissioner McNulty, noting that the area had a history of having an opportunity to elect, raised the possibility that the change might also preserve that opportunity. Adelson opined that, if the minority population of District 8 were increased slightly, the Commission might be able to present it to the Department of Justice as an eleventh opportunity-to-elect district, which would “unquestionably enhance the submission and enhance chances for preclearance.” Counsel suggested that having another possible ability-to-elect district could be helpful because District 26 was not as strong of an ability-to-elect district as the other districts. District 8 contained many of the same concentrations of minority populations as the district identified as District 23 in the previous decade’s plan. The comparable district in that region of the state had a history of electing minority candidates pri- or to the 2002 redistricting cycle. In 2002, the Department of Justice identified that district as one of the reasons why the Commission did not obtain preclearance of its first proposed plan in that cycle. Although the Commission later argued to the Department of Justice in its 2012 submission that the minorities could not consistently elect their candidate of choice in that district between 2002 and 2012, several minority candidates had been elected to the state legislature from the district in that time period. The Commission voted 3-2 to implement Commissioner McNulty’s proposed change into the working map and send it to Dr. King for further analysis, with the Republican commissioners voting against. This was the only change order that resulted in a divided vote. This change order also affected the population count of Districts 11, 12, and 16. The order changed the deviation from ideal population from 1.5 percent to -2.3 percent in District 8, from 1.9 percent to 0.3 percent in District 11, from 1.7 percent to 4.3 percent in District 12, and from 1.9 percent to 4.8 percent in District 16. Because of subsequent changes, the population deviations in these districts in the final map was -2.2 percent for District 8, 0.1 percent for District 11, 4.1 percent for District 12, and 3.3 percent for District 16. Therefore, the change in population deviation for each district that is both attributable to Commissioner McNulty’s change order and that actually remained in the final map was an increase in deviation of 0.7 percent for District 8, a decrease in deviation of 1.6 percent for District 11, an increase of 2.4 percent for District 12, and an increase in deviation of 1.4 percent for District 16. These changes increased the percentage of Hispanic population in District 8 from 25.9 percent in the draft map to 34.8 percent in the final map, with Hispanic voting-age population from 22.8 percent to 31.3 percent. The Commission ultimately concluded, however, that while District 8 came closer to constituting a minority ability-to-elect district than the previous District 23, it did not ensure minority voters the ability to elect candidates of their choice. The changes were nonetheless retained in the final map. The Commission approved the final legislative map on January 17, 2012, on a 3-2 vote, with the Republican commissioners voting against. On February 28, 2012, the Commission submitted its plan to the Department of Justice for preclearance purposes. In its written submission, the Commission argued that the benchmark plan contained seven ability-to-elect districts, comprised of one Native American district and six Hispanic districts. The Commission argued that the new map was an improvement over the benchmark plan, as the new map contained ten districts (one Native American district and nine Hispanic districts) in which a minority group had the opportunity to elect the candidate of its choice. The Commission also noted that while District 8 was not an ability-to-elect district, its performance by that measure was improved over its predecessor, Benchmark District 23. On April 26, the Department of Justice approved the Commission’s map. I. The Motivation for the Deviations As noted previously and explained in more detail below, at 1071-74, we conclude as a matter of law that the burden of proof is on plaintiffs. To prevail, plaintiffs must prove that the population deviations were not motivated by legitimate considerations or, possibly, if motivated in part by legitimate considerations, that illegitimate considerations predominated over legitimate considerations. We assume that seeking partisan advantage is not a legitimate consideration, and we conclude, as discussed at 1073-77, that compliance with the Voting Rights Act is a legitimate consideration. We find that plaintiffs have not satisfied their burden of proof. In particular, we find that the deviations in the ten districts submitted to the Department of Justice as minority ability-to-elect districts were predominantly a result of the Commission’s good-faith efforts to achieve preclearance under the Voting Rights Act. Partisanship may have played some role, but the primary motivation was legitimate. With respect to the deviations resulting from Commissioner McNulty’s change to District 8 between the draft map and the final map, we find that partisanship clearly played some role. We also find, however, that legitimate motivations to achieve pre-clearance also played a role in the Commission’s decision to enact the change to District 8. We acknowledge that it is difficult to separate out different motivations in this context. That is particularly true in this instance because the cited motivations pulled in exactly the same direction. As a practical matter, changes that strengthened minority ability-to-elect districts were also changes that improved the prospects for electing Democratic candidates. Those motivations were not at cross purposes. They were entirely parallel. The Cruz Index, used by the commissioners in considering changes to the map aimed at strengthening minority districts, illustrates the overlap of these two motivations. It applied results from an election contest between a Hispanic Democrat and a white, non-Hispanic (Anglo) Republican. The commissioners used votes for candidate Cruz to reflect a willingness to vote for a Hispanic candidate — which was itself a proxy for the ability of the Hispanic population to elect its preferred candidate, regardless of that candidate’s ethnicity— but the voters could have been motivated, as much or even more, to vote for a Democrat. Similarly, voters who voted for Cruz’s opponent may have been willing to vote for a Hispanic candidate but were actually motivated to vote for a Republican. In using the Cruz Index to adjust district boundaries in order to strengthen the minority population’s ability to elect its preferred candidate, the commissioners used a measure that equally reflected the ability to elect a Democratic candidate. The practical correlation between these two motivations was confirmed by the results of the 2012 election, conducted under the map that is the subject of this lawsuit. The legislators elected from districts identified by the Commission as minority ability-to-elect districts were all Democrats. As noted above, 19 of the 30 legislators elected from those districts were Hispanic or Native American. It is highly likely that the members of the Commission were aware of this correlation. Individuals sufficiently interested in government and politics to volunteer to serve on the Commission and to contribute hundreds of hours of time to the assignment would be aware of historic voting patterns. If they weren’t aware before, then they would necessarily have become aware of the strong correlation between minority ability-to-elect districts and Democratic-leaning districts in the course of their work. That knowledge could open the door to partisan motivations in both directions. If an individual member of the Commission were motivated to favor Democrats, that could have been accomplished under the guise of trying to strengthen minority ability-to-elect districts. Similarly, a member motivated to favor Republicans could have taken advantage of the process to concentrate minority population into certain districts in such a way as to leave a larger proportion of Republicans in the remaining districts. Recognizing the difficulty of separating these two motivations, we find that the Commission was predominantly motivated by a legitimate consideration, in compliance with the Voting Rights Act. All five of the commissioners, including the Republicans, put a priority on achieving preclearance from the Department of Justice on the first try. To maximize the chances of achieving that goal, the Commission’s counsel and consultants recommended creating ten minority ability-to-elect districts. There was not a partisan divide on the question of whether ten districts was an appropriate target. After working to create ten such districts in the draft map, including Districts 24 and 26, all but Commissioner Stertz voted for the draft map. Commissioner Stertz’s reason for voting against the draft map, however, was not that he objected to the population deviations resulting from the creation of the ability-to-elect districts. Rather, he felt that the Commission had not paid sufficient attention to the other criteria that the Arizona Constitution requires the Commission to consider, such as keeping communities of interest together. In short, the bipartisan support for the changes leading to the population deviations in the draft map undermines the notion that partisanship, rather than compliance with the Voting Rights Act, was what motivated those deviations. We also find that the additional population deviation in these ten districts resulting from changes occurring between the passage of the draft map and the final map were primarily the result of efforts to obtain preclearance, some reservations by the Republican commissioners notwithstanding. After the draft map was completed, both Republican commissioners expressed concern about further depopulating minority ability-to-elect districts. At the hearing in which the Commission began work on the final map, Commissioner Stertz said that it was his “understanding that the maps as they are currently drawn do meet [the Voting Rights Act] criteria,” and that he didn’t want to “overpack Republicans into Republican districts ... all being done on the shoulders of strengthening [Voting Rights Districts].” Commissioner Freeman shared Commissioner Stertz’s concerns. But the Commission’s counsel and consultants responded that there was uncertainty as to whether the map would pre-clear without strengthening those districts. And despite their initial reservations, the Republican commissioners did not vote against any of the change orders further strengthening the minority ability to elect in those districts. Commissioner Stertz even expressed support for these changes. In a public hearing that took place after the Commission made additional changes to the Voting Rights Act districts, Commissioner Stertz said that apart from a change order affecting Districts 8 and 11— which were not ability-to-elect districts and which we discuss next — he was “liking where the map has gone” and thought there was “a higher level of positive adjustments that have been made than the preponderance of the negative design of Districts 8 and 11.” At trial, Commissioner Stertz testified that he relied on counsel’s advice that ten benchmark districts were necessary, and that he thought those ten districts were “better today than when they were first developed in draft maps.” The bipartisan support for the goal of pre-clearance, and the bipartisan support for the change orders strengthening these ten districts to meet that goal, support the finding that preclearance motivated the deviations. We make this finding despite plaintiffs’ contention that the selection of counsel and mapping consultant prove that Chairwoman Mathis was biased towards Democratic interests. We agree that giving Strategic Telemetry a perfect score is difficult to justify and reflects Mathis taking an ends-oriented approach to the process to select her preferred firm, Strategic Telemetry. But even if Chairwoman Mathis preferred Strategic Telemetry for partisan reasons rather than the neutral reasons she expressed at the time, it would not prove that partisanship was the reason she supported the creation of ability-to-elect districts. As we have discussed, strong evidence shows that preclearing on the first attempt was a goal shared by all commissioners, not just Chairwoman Mathis. With respect to the changes to District 8 occurring between the draft map and final map, the evidence shows that partisanship played some role. Though Commissioner McNulty first presented the possible changes to Districts 8 and 11 as an opportunity to make District 8 into a more competitive district, that simply meant making District 8 into a more Democratic district. Because Districts 8 and 11 both favored Republicans before the proposed change, any shift in population between the two districts to make one of them more “competitive” necessarily increased the chances that a Democrat would win in one of those districts. In fact, in a close senate race in the newly drawn District 8, the Democrat did win. We might view the issue differently had Commissioner McNulty proposed to create a series of competitive districts out of both Democrat- and Republican-leaning districts, or applied some defined standards evenhandedly across the state. Instead, she sought to make one Republican-leaning district more amenable to Democratic interests. Moreover, the Commission was well aware of the partisan implications of the proposed change before adopting it. Both Republican commissioners made their opposition to the change, on the basis that it packed Republican voters into District 11 to aid Democratic prospects in District 8, known early on. Nonetheless, while partisanship played a role in the increased population deviation associated with changing District 8, so too did the preclearance goal play a part in motivating the change. While Commissioner McNulty originally suggested altering Districts 8 and 11 for the sake of competitiveness, she subsequently suggested that District 8 could become an ability-to-elect district. Consultants and counsel endorsed this idea, in part because they had some doubts that District 26 would offer the ability to elect. It was not until after the consultants and counsel suggested pursuing these changes for the sake of preclearance that Chairwoman Mathis endorsed the idea. While the Commission ultimately concluded that it could not make a true ability-to-elect district out of District 8, the submission to the Department of Justice did cite the changes made to that district’s boundaries in arguing that the plan deserved preclearance. Compliance with the Voting Rights Act was a substantial part of the motivation for the treatment of District 8. III. Resolution of Pretrial Motions The parties filed several motions prior to trial that this court disposed of summarily in its order dated February 22, 2013, with an opinion explaining the bases of the rulings to follow. Before we turn to our conclusions of law on the merits of the case, we explain our rulings on those motions. A. First Motion for Judgment on the Pleadings Defendants’ first motion for judgment on the pleadings sought two forms of relief. First, defendants requested dismissal of the commissioners based on legislative immunity. Second, defendants requested dismissal of plaintiffs’ state-law claim as barred by the Eleventh Amendment. We now explain why both forms of relief were granted. 1. Standard of Judgment on the Pleadings Judgment on the pleadings is appropriate when there is “no issue of material fact in dispute, and the moving party is entitled to judgment as a matter of law.” Fleming v. Pickard, 581 F.3d 922, 925 (9th Cir.2009). In assessing defendants’ motion, we “accepted] all factual allegations in the complaint as true and construefd] them in the light most favorable to the non-moving party.” Id. 2. The Commissioners Were Immune from Suit It was not entirely clear from the complaint but plaintiffs’ claims against the commissioners appeared to be based solely on the commissioners’ official acts. That is, plaintiffs’ claims rested on the commissioners’ actions in connection with the adoption of a particular final legislative map. Plaintiffs’ federal claim sought relief pursuant to 42 U.S.C. § 1983 based on their belief that the adoption of that map constituted a violation of the Equal Protection Clause of the Fourteenth Amendment. The Commission argued legislative immunity forbade plaintiffs from pursuing this claim against the commissioners. “The Supreme Court has long held that state and regional legislators are absolutely immune from liability under § 1983 for their legislative acts.” Kaahumanu v. Cnty. of Maui, 315 F.3d 1215, 1219 (9th Cir.2003). This immunity applies to suits for money damages as well as requests for injunctive relief. See Supreme Court of Va. v. Consumers Union of the United States, Inc., 446 U.S. 719, 734, 100 S.Ct. 1967, 64 L.Ed.2d 641 (1980). Litigants often disagree over whether legislative immunity applies to a particular individual or to particular acts performed by an individual occupying a legislative office. Kaahumanu, 315 F.3d at 1219 (legislative immunity applies only to “legislative rather than administrative or executive” actions). But plaintiffs effectively conceded the commissioners qualified as legislators performing legislative acts. So instead of the normal lines of attack, plaintiffs argued that Ex parte Young, 209 U.S. 123, 28 S.Ct. 441, 52 L.Ed. 714 (1908), prevented legislative immunity from requiring dismissal of the commissioners. Plaintiffs also claimed their request for attorneys’ fees permitted them to maintain suit against the commissioners. Neither argument was convincing. Ex parte Young creates a legal fiction to avoid suits against state officials from being barred by the Eleventh Amendment. See, e.g., Miranda B. v. Kitzhaber, 328 F.3d 1181, 1189 (9th Cir.2003) (per curiam) (“[T]he doctrine of Ex parte Young avoids an Eleventh Amendment bar to suit....”). That fiction permits only “actions for prospective declaratory or injunctive relief against state officers in their official capacities for their alleged violations of federal law.” Coal, to Defend Affirmative Action v. Brown, 674 F.3d 1128, 1134 (9th Cir.2012). Plaintiffs did not cite any case where a court employed the fiction of Ex parte Young to avoid the otherwise applicable bar of legislative immunity. And existing case law reaches the opposite conclusion. See, e.g., Scott v. Taylor, 405 F.3d 1251, 1257 (11th Cir.2005) (finding legislative immunity barred claim for prospective injunctive relief). Thus, Ex parte Young was not sufficient to overcome the bar of legislative immunity. Even if the court had agreed Ex parte Young might permit the naming of the commissioners in certain circumstances, it was particularly inapt here. Pursuant to Ex parte Young, the “state official sued ‘must have some connection with the enforcement of the act.’ ” Coal, to Defend Affirmative Action, 674 F.3d at 1134 (quoting Ex parte Young, 209 U.S. at 157, 28 S.Ct. 441). That co