P3: codes and results

2026-01-18 17:06:19 +08:00
parent ae3d4cffde
commit 5f3d5c95ed
10 changed files with 1433 additions and 5 deletions
--- a/README.md
+++ b/README.md
@@ -53,11 +53,10 @@ Optimize a 365-day schedule with at most 2 visits per day and minimum gap constr
   其中 `lat0` 可取所有站点纬度均值（单位：英里）。若仅需相对距离，也可用
   `|lat_i - lat_j| + |lon_i - lon_j|` 作为无量纲近似。  
   具体配对流程（可直接脚本化）：
-   - **距离筛选**：对每个站点 `i`，计算与所有 `j != i` 的 `d_ij`，保留 `d_ij <= d_max`
+   - **距离筛选**：对每个站点 `i`，计算与所有 `j != i` 的 `d_ij`，取 `k` 个最近邻
-     或取 `k` 个最近邻（如 `k=5~8`），得到近邻集合 `N(i)`。
+     （默认 `k=6`），得到近邻集合 `N(i)`。
-   - **需求均衡筛选**：对候选 `(i, j)`，要求
+   - **运载量筛选**：对候选 `(i, j)`，要求 `mu_i + mu_j <= 250`
-     `mu_i / mu_j` 处于区间 `[r_min, r_max]`（如 `[0.5, 2.0]`），
+     （将每次访问的平均客户数视为需求均值），确保双站总需求不超过单车载量。
     或 `|mu_i - mu_j| <= delta_mu`，避免极端失衡导致第二站缺货。
   - **波动风险筛选**：若 `sigma_i` 或 `sigma_j` 过大（如 `sigma / mu > 0.5`），
     则优先作为第二站（或直接剔除）以降低不确定性风险。
   - **最终候选集**：`P = {(i, j) | j in N(i) 且满足需求/波动筛选}`，
@@ -97,3 +96,26 @@ Optimize a 365-day schedule with at most 2 visits per day and minimum gap constr
 - **动态修正**：若某站点连续出现“后站不足”，在后续排程中降低其作为第一站的概率或提高 `q_i` 分位数阈值。
 该方案与当前脚本兼容：`kmin_effectiveness.py` 提供需求统计与 Monte Carlo 框架；`scheduling_optimization.py` 的 CP-SAT 可扩展为“单站/双站二选一”的排程模型。
 ### 候选配对生成脚本
 - `python3 candidate_pairs.py --k 6 --capacity 250`
 - 输出：`data/candidate_pairs_k6_cap250.csv`
 ### 第一站分配量优化脚本
 - `python3 two_stop_allocation.py --input data/candidate_pairs_k6_cap250.csv`
 - 输出：`data/ordered_pairs_allocation_k6_cap250.csv`
 - 说明：对每个无序候选对生成 `(i -> j)` 与 `(j -> i)` 两条有序记录，并用 Monte Carlo
  在 `q_i ∈ [0, C]` 上搜索最优第一站分配量。
 ### Task 3 频次分配（双站合并出车）
 - `python3 p3_kmin.py --input-pairs data/ordered_pairs_allocation_k6_cap250.csv`
 - 输出：
  - `data/p3_kmin_data.csv`：扫 `k_min` 的有效性/公平性指标 + 出车统计
  - `data/p3_kmin_sites.csv`：每站单独次数/双站次数统计
  - `data/p3_kmin_pairs.csv`：有序双站出车次数 + 第一站上限 `q_opt`
  - `data/p3_kmin_effectiveness.png`：Task 3 的 `k_min` 指标曲线图
 ![p3 kmin effectiveness](data/p3_kmin_effectiveness.png)
--- a/candidate_pairs.py
+++ b/candidate_pairs.py
@@ -0,0 +1,153 @@
 """
 Generate candidate two-stop site pairs using k-nearest Manhattan distance
 and a capacity filter on average demand.
 """
 from __future__ import annotations
 import argparse
 import os
 from typing import Dict, List, Tuple
 import numpy as np
 import pandas as pd
 DEFAULT_INPUT = "prob/MFP Regular Sites 2019.xlsx"
 DEFAULT_OUTPUT = "data/candidate_pairs_k6_cap250.csv"
 def _find_col(df: pd.DataFrame, candidates: List[str]) -> str:
    for name in candidates:
        if name in df.columns:
            return name
    lower_map = {c.lower(): c for c in df.columns}
    for name in candidates:
        key = name.lower()
        if key in lower_map:
            return lower_map[key]
    raise ValueError(f"Missing required column. Tried: {candidates}")
 def _load_sites(path: str) -> pd.DataFrame:
    df = pd.read_excel(path)
    col_site = _find_col(df, ["Site Name", "site name", "site"])
    col_lat = _find_col(df, ["latitude", "lat"])
    col_lon = _find_col(df, ["longitude", "lon", "lng"])
    col_mu = _find_col(df, ["Average Demand per Visit", "average demand per visit", "avg demand"])
    col_sigma = _find_col(
        df, ["StDev(Demand per Visit)", "stdev(demand per visit)", "stdev", "std"]
    )
    out = df[[col_site, col_lat, col_lon, col_mu, col_sigma]].copy()
    out.columns = ["site_name", "latitude", "longitude", "mu", "sigma"]
    out["latitude"] = pd.to_numeric(out["latitude"], errors="coerce")
    out["longitude"] = pd.to_numeric(out["longitude"], errors="coerce")
    out["mu"] = pd.to_numeric(out["mu"], errors="coerce")
    out["sigma"] = pd.to_numeric(out["sigma"], errors="coerce").fillna(0.0)
    if out[["latitude", "longitude", "mu"]].isna().any().any():
        missing = out[out[["latitude", "longitude", "mu"]].isna().any(axis=1)]
        raise ValueError(f"Missing lat/lon/mu for {len(missing)} rows.")
    out = out.reset_index(drop=True)
    out["site_idx"] = np.arange(1, len(out) + 1, dtype=int)
    return out
 def _manhattan_miles(lat: np.ndarray, lon: np.ndarray) -> np.ndarray:
    lat0 = float(np.mean(lat))
    lat_scale = 69.0
    lon_scale = 69.0 * float(np.cos(np.deg2rad(lat0)))
    dlat = np.abs(lat[:, None] - lat[None, :]) * lat_scale
    dlon = np.abs(lon[:, None] - lon[None, :]) * lon_scale
    dist = dlat + dlon
    np.fill_diagonal(dist, np.inf)
    return dist
 def generate_pairs(
    df: pd.DataFrame,
    *,
    k: int,
    capacity: float,
 ) -> pd.DataFrame:
    if k <= 0:
        raise ValueError("k must be > 0")
    lat = df["latitude"].to_numpy(dtype=float)
    lon = df["longitude"].to_numpy(dtype=float)
    mu = df["mu"].to_numpy(dtype=float)
    sigma = df["sigma"].to_numpy(dtype=float)
    dist = _manhattan_miles(lat, lon)
    pair_rows: List[Dict[str, float]] = []
    seen: set[Tuple[int, int]] = set()
    for i in range(len(df)):
        nn_idx = np.argsort(dist[i])[:k]
        for j in nn_idx:
            if mu[i] + mu[j] > capacity:
                continue
            a, b = (i, j) if i < j else (j, i)
            if (a, b) in seen:
                continue
            seen.add((a, b))
            mu_a = float(mu[a])
            mu_b = float(mu[b])
            sigma_a = float(sigma[a])
            sigma_b = float(sigma[b])
            ratio = mu_a / mu_b if mu_b > 0 else np.inf
            pair_rows.append(
                {
                    "site_i_idx": int(df.loc[a, "site_idx"]),
                    "site_i_name": df.loc[a, "site_name"],
                    "site_j_idx": int(df.loc[b, "site_idx"]),
                    "site_j_name": df.loc[b, "site_name"],
                    "distance_miles": float(dist[a, b]),
                    "lat_i": float(lat[a]),
                    "lon_i": float(lon[a]),
                    "lat_j": float(lat[b]),
                    "lon_j": float(lon[b]),
                    "mu_i": mu_a,
                    "sigma_i": sigma_a,
                    "mu_j": mu_b,
                    "sigma_j": sigma_b,
                    "sum_mu": mu_a + mu_b,
                    "mu_ratio": ratio,
                    "sum_sigma": sigma_a + sigma_b,
                }
            )
    out = pd.DataFrame(pair_rows)
    if len(out) > 0:
        out = out.sort_values(["distance_miles", "sum_mu"]).reset_index(drop=True)
    return out
 def main() -> None:
    parser = argparse.ArgumentParser(
        description="Generate candidate two-stop site pairs from MFP dataset."
    )
    parser.add_argument("--input", default=DEFAULT_INPUT)
    parser.add_argument("--k", type=int, default=6, help="k nearest neighbors per site.")
    parser.add_argument("--capacity", type=float, default=250.0)
    parser.add_argument("--output", default=DEFAULT_OUTPUT)
    args = parser.parse_args()
    df = _load_sites(args.input)
    pairs = generate_pairs(df, k=args.k, capacity=args.capacity)
    os.makedirs(os.path.dirname(args.output), exist_ok=True)
    pairs.to_csv(args.output, index=False)
    print(f"Saved {len(pairs)} candidate pairs to {args.output}")
 if __name__ == "__main__":
    main()
--- a/data/candidate_pairs_k6_cap250.csv
+++ b/data/candidate_pairs_k6_cap250.csv
@@ -0,0 +1,117 @@
 site_i_idx,site_i_name,site_j_idx,site_j_name,distance_miles,lat_i,lon_i,lat_j,lon_j,mu_i,sigma_i,mu_j,sigma_j,sum_mu,mu_ratio,sum_sigma
 37,MFP Senior - Bragg,38,MFP Senior - Carpenter Apartments,0.26343727419097573,42.0896598,-76.7977954,42.0930065,-76.7984317,66.88888888888889,6.03001750504186,31.09090909090909,6.75950509215793,97.97979797979798,2.151397011046134,12.78952259719979
 19,MFP First Assembly Of God Church,52,MFP Senior - Metro Plaza Apartments,0.26603540683023114,42.1022814,-75.9129518,42.1016977,-75.9085338,146.0,21.6459108042479,56.3,19.9167712689024,202.3,2.5932504440497337,41.5626820731503
 33,MFP Saint Mary Recreation Center,52,MFP Senior - Metro Plaza Apartments,0.41906667521229546,42.0988789,-75.9041391,42.1016977,-75.9085338,148.3,59.8313370140505,56.3,19.9167712689024,204.60000000000002,2.6341030195381885,79.7481082829529
 52,MFP Senior - Metro Plaza Apartments,53,MFP Senior - North Shore Towers,0.44560068880224146,42.1016977,-75.9085338,42.0966132,-75.9103884,56.3,19.9167712689024,58.333333333333336,6.86051504383355,114.63333333333333,0.9651428571428571,26.777286312735953
 50,MFP Senior - Lincoln Court,53,MFP Senior - North Shore Towers,0.4510672532235281,42.090217,-75.910198,42.0966132,-75.9103884,26.0,4.89897948556636,58.333333333333336,6.86051504383355,84.33333333333334,0.4457142857142857,11.759494529399909
 33,MFP Saint Mary Recreation Center,53,MFP Senior - North Shore Towers,0.4756729640145355,42.0988789,-75.9041391,42.0966132,-75.9103884,148.3,59.8313370140505,58.333333333333336,6.86051504383355,206.63333333333335,2.5422857142857143,66.69185205788405
 35,MFP Schuyler Outreach,49,MFP Senior - Jefferson Village,0.4835250933346896,42.3770866,-76.8698425,42.3829923,-76.8713304,138.85714285714286,21.5362374571215,24.818181818181817,2.78633026822672,163.67532467532467,5.59497645211931,24.32256772534822
 19,MFP First Assembly Of God Church,53,MFP Senior - North Shore Towers,0.5220957180283179,42.1022814,-75.9129518,42.0966132,-75.9103884,146.0,21.6459108042479,58.333333333333336,6.86051504383355,204.33333333333334,2.5028571428571427,28.50642584808145
 50,MFP Senior - Lincoln Court,52,MFP Senior - Metro Plaza Apartments,0.8772090355783712,42.090217,-75.910198,42.1016977,-75.9085338,26.0,4.89897948556636,56.3,19.9167712689024,82.3,0.4618117229129663,24.815750754468763
 33,MFP Saint Mary Recreation Center,50,MFP Senior - Lincoln Court,0.9072813107906652,42.0988789,-75.9041391,42.090217,-75.910198,148.3,59.8313370140505,26.0,4.89897948556636,174.3,5.703846153846154,64.73031649961686
 37,MFP Senior - Bragg,47,MFP Senior - Flannery,0.9136830730627137,42.0896598,-76.7977954,42.0819957,-76.8053269,66.88888888888889,6.03001750504186,61.72727272727273,10.1103007778296,128.6161616161616,1.0836197021764031,16.140318282871462
 45,"MFP Senior - Elizabeth Square, Waverly",56,MFP Senior - Springview Apartments,0.9595184075407899,42.001546,-76.541203,42.0100399,-76.533895,29.0,9.67658842962558,27.583333333333332,9.31722094084958,56.58333333333333,1.0513595166163143,18.993809370475162
 19,MFP First Assembly Of God Church,50,MFP Senior - Lincoln Court,0.973162971251846,42.1022814,-75.9129518,42.090217,-75.910198,146.0,21.6459108042479,26.0,4.89897948556636,172.0,5.615384615384615,26.544890289814262
 20,MFP Lamphear Court,59,MFP Senior - Village Square/Manor,1.038358516439775,42.1598551,-77.0711389,42.159804,-77.09139,126.0,40.6803255750109,34.25,6.48249390842192,160.25,3.678832116788321,47.16281948343282
 26,MFP Owego VFW,51,MFP Senior - Long Meadow Senior Housing,1.084296011715769,42.1043411,-76.2615965,42.1135325,-76.2704045,176.25,34.285234033433,34.75,13.0043698949098,211.0,5.071942446043166,47.2896039283428
 38,MFP Senior - Carpenter Apartments,47,MFP Senior - Flannery,1.1120903988719573,42.0930065,-76.7984317,42.0819957,-76.8053269,31.09090909090909,6.75950509215793,61.72727272727273,10.1103007778296,92.81818181818181,0.5036818851251841,16.86980586998753
 12,MFP College Ithaca College,57,MFP Senior - Titus Towers,1.2126342142593374,42.4199351,-76.4969643,42.4317058,-76.504801,138.33333333333334,66.1418929272515,72.8,4.31534728871525,211.13333333333333,1.9001831501831503,70.45724021596675
 20,MFP Lamphear Court,42,MFP Senior - Corning Senior Center,1.2156460766066033,42.1598551,-77.0711389,42.1490255,-77.0619725,126.0,40.6803255750109,75.0,30.9636884107821,201.0,1.68,71.644013985793
 1,MFP American Legion - Binghamton,44,MFP Senior - East Hill Senior Living,1.2264929609690354,42.108036,-75.887779,42.1141777,-75.8720703,200.1818181818182,46.0669473306365,39.833333333333336,2.16724933890169,240.01515151515153,5.02548497527577,48.23419666953819
 21,MFP Lansing,61,MFP Senior - Woodsedge Apartments,1.2874023513887627,42.5183206,-76.5035538,42.535151,-76.501086,181.0,23.2937759927411,17.2,4.23739962188552,198.2,10.523255813953488,27.53117561462662
 48,MFP Senior - Harry L Apartments,60,MFP Senior - Wells Apartments,1.3192042503486914,42.1237339,-75.9567565,42.1076045,-75.9607932,32.833333333333336,6.24232862533419,23.5,4.55216676124922,56.333333333333336,1.397163120567376,10.79449538658341
 42,MFP Senior - Corning Senior Center,43,MFP Senior - Dayspring,1.3231815462029837,42.1490255,-77.0619725,42.1420715,-77.0454685,75.0,30.9636884107821,77.18181818181819,17.9489174148091,152.1818181818182,0.9717314487632508,48.9126058255912
 39,MFP Senior - Cayuga Meadows,41,MFP Senior - Conifer Village,1.366052046263474,42.464569,-76.5409393,42.4511294,-76.5323538,25.88888888888889,3.33333333333333,33.8,10.3794669098819,59.68888888888888,0.7659434582511506,13.71280024321523
 6,MFP Boys and Girls Club,50,MFP Senior - Lincoln Court,1.6176038361456346,42.1053841,-75.9213736,42.090217,-75.910198,210.8,52.3551971313896,26.0,4.89897948556636,236.8,8.107692307692307,57.25417661695596
 5,MFP Birnie Transportation Services,59,MFP Senior - Village Square/Manor,1.8200361709161552,42.172309,-77.1101217,42.159804,-77.09139,213.375,53.4039525021991,34.25,6.48249390842192,247.625,6.2299270072992705,59.88644641062102
 6,MFP Boys and Girls Club,60,MFP Senior - Wells Apartments,2.1675518976919204,42.1053841,-75.9213736,42.1076045,-75.9607932,210.8,52.3551971313896,23.5,4.55216676124922,234.3,8.970212765957447,56.90736389263882
 42,MFP Senior - Corning Senior Center,59,MFP Senior - Village Square/Manor,2.2469527930463364,42.1490255,-77.0619725,42.159804,-77.09139,75.0,30.9636884107821,34.25,6.48249390842192,109.25,2.18978102189781,37.44618231920402
 34,MFP Salvation Army Ithaca,41,MFP Senior - Conifer Village,2.3330238989813528,42.4398066,-76.5019869,42.4511294,-76.5323538,181.1818181818182,39.5848915163808,33.8,10.3794669098819,214.9818181818182,5.360408821947284,49.9643584262627
 34,MFP Salvation Army Ithaca,46,MFP Senior - Ellis Hollow,2.3921824800166336,42.4398066,-76.5019869,42.435955,-76.460374,181.1818181818182,39.5848915163808,24.727272727272727,13.8064543536051,205.9090909090909,7.327205882352942,53.3913458699859
 20,MFP Lamphear Court,43,MFP Senior - Dayspring,2.5388276228095874,42.1598551,-77.0711389,42.1420715,-77.0454685,126.0,40.6803255750109,77.18181818181819,17.9489174148091,203.1818181818182,1.6325088339222613,58.62924298982
 46,MFP Senior - Ellis Hollow,57,MFP Senior - Titus Towers,2.5634175854556234,42.435955,-76.460374,42.4317058,-76.504801,24.727272727272727,13.8064543536051,72.8,4.31534728871525,97.52727272727273,0.33966033966033965,18.12180164232035
 33,MFP Saint Mary Recreation Center,44,MFP Senior - East Hill Senior Living,2.694335107177977,42.0988789,-75.9041391,42.1141777,-75.8720703,148.3,59.8313370140505,39.833333333333336,2.16724933890169,188.13333333333335,3.723012552301255,61.99858635295219
 44,MFP Senior - East Hill Senior Living,52,MFP Senior - Metro Plaza Apartments,2.724407382390271,42.1141777,-75.8720703,42.1016977,-75.9085338,39.833333333333336,2.16724933890169,56.3,19.9167712689024,96.13333333333333,0.7075192421551214,22.084020607804092
 41,MFP Senior - Conifer Village,57,MFP Senior - Titus Towers,2.748178393541912,42.4511294,-76.5323538,42.4317058,-76.504801,33.8,10.3794669098819,72.8,4.31534728871525,106.6,0.46428571428571425,14.69481419859715
 19,MFP First Assembly Of God Church,60,MFP Senior - Wells Apartments,2.8119927625857093,42.1022814,-75.9129518,42.1076045,-75.9607932,146.0,21.6459108042479,23.5,4.55216676124922,169.5,6.212765957446808,26.198077565497123
 19,MFP First Assembly Of God Church,44,MFP Senior - East Hill Senior Living,2.909892189220507,42.1022814,-75.9129518,42.1141777,-75.8720703,146.0,21.6459108042479,39.833333333333336,2.16724933890169,185.83333333333334,3.6652719665271962,23.81316014314959
 12,MFP College Ithaca College,46,MFP Senior - Ellis Hollow,2.9751399711972084,42.4199351,-76.4969643,42.435955,-76.460374,138.33333333333334,66.1418929272515,24.727272727272727,13.8064543536051,163.06060606060606,5.5943627450980395,79.94834728085661
 6,MFP Boys and Girls Club,48,MFP Senior - Harry L Apartments,3.07420484734281,42.1053841,-75.9213736,42.1237339,-75.9567565,210.8,52.3551971313896,32.833333333333336,6.24232862533419,243.63333333333335,6.420304568527919,58.59752575672379
 52,MFP Senior - Metro Plaza Apartments,60,MFP Senior - Wells Apartments,3.07802816941594,42.1016977,-75.9085338,42.1076045,-75.9607932,56.3,19.9167712689024,23.5,4.55216676124922,79.8,2.3957446808510636,24.46893803015162
 44,MFP Senior - East Hill Senior Living,53,MFP Senior - North Shore Towers,3.1700080711925125,42.1141777,-75.8720703,42.0966132,-75.9103884,39.833333333333336,2.16724933890169,58.333333333333336,6.86051504383355,98.16666666666667,0.6828571428571428,9.027764382735239
 53,MFP Senior - North Shore Towers,60,MFP Senior - Wells Apartments,3.334088480614027,42.0966132,-75.9103884,42.1076045,-75.9607932,58.333333333333336,6.86051504383355,23.5,4.55216676124922,81.83333333333334,2.4822695035460995,11.41268180508277
 38,MFP Senior - Carpenter Apartments,58,MFP Senior - Villa Serene,3.413257608083184,42.0930065,-76.7984317,42.1295916,-76.8158267,31.09090909090909,6.75950509215793,69.72727272727273,5.0614406860282,100.81818181818183,0.4458930899608865,11.820945778186129
 47,MFP Senior - Flannery,55,MFP Senior - Park Terrace Congregate Apartments,3.525334028702802,42.0819957,-76.8053269,42.051364,-76.832954,61.72727272727273,10.1103007778296,24.363636363636363,4.41073071662117,86.0909090909091,2.533582089552239,14.52103149445077
 43,MFP Senior - Dayspring,59,MFP Senior - Village Square/Manor,3.57013433924932,42.1420715,-77.0454685,42.159804,-77.09139,77.18181818181819,17.9489174148091,34.25,6.48249390842192,111.43181818181819,2.2534837425348377,24.431411323231018
 37,MFP Senior - Bragg,58,MFP Senior - Villa Serene,3.67669488227416,42.0896598,-76.7977954,42.1295916,-76.8158267,66.88888888888889,6.03001750504186,69.72727272727273,5.0614406860282,136.6161616161616,0.9592930609879761,11.09145819107006
 34,MFP Salvation Army Ithaca,39,MFP Senior - Cayuga Meadows,3.699075945244827,42.4398066,-76.5019869,42.464569,-76.5409393,181.1818181818182,39.5848915163808,25.88888888888889,3.33333333333333,207.07070707070707,6.998439328911432,42.91822484971413
 19,MFP First Assembly Of God Church,48,MFP Senior - Harry L Apartments,3.7186457122365986,42.1022814,-75.9129518,42.1237339,-75.9567565,146.0,21.6459108042479,32.833333333333336,6.24232862533419,178.83333333333334,4.446700507614213,27.888239429582093
 47,MFP Senior - Flannery,58,MFP Senior - Villa Serene,3.820657609211378,42.0819957,-76.8053269,42.1295916,-76.8158267,61.72727272727273,10.1103007778296,69.72727272727273,5.0614406860282,131.45454545454547,0.8852672750977835,15.1717414638578
 12,MFP College Ithaca College,41,MFP Senior - Conifer Village,3.960812607801249,42.4199351,-76.4969643,42.4511294,-76.5323538,138.33333333333334,66.1418929272515,33.8,10.3794669098819,172.13333333333333,4.092702169625247,76.5213598371334
 14,MFP Conklin- Maines Community Center,44,MFP Senior - East Hill Senior Living,3.9695434147851723,42.0870901,-75.8309647,42.1141777,-75.8720703,153.16666666666666,20.1125620325993,39.833333333333336,2.16724933890169,193.0,3.845188284518828,22.27981137150099
 48,MFP Senior - Harry L Apartments,52,MFP Senior - Metro Plaza Apartments,3.98468111906683,42.1237339,-75.9567565,42.1016977,-75.9085338,32.833333333333336,6.24232862533419,56.3,19.9167712689024,89.13333333333333,0.5831853167554767,26.15909989423659
 39,MFP Senior - Cayuga Meadows,57,MFP Senior - Titus Towers,4.114230439805386,42.464569,-76.5409393,42.4317058,-76.504801,25.88888888888889,3.33333333333333,72.8,4.31534728871525,98.68888888888888,0.35561660561660563,7.64868062204858
 14,MFP Conklin- Maines Community Center,50,MFP Senior - Lincoln Court,4.264583232754312,42.0870901,-75.8309647,42.090217,-75.910198,153.16666666666666,20.1125620325993,26.0,4.89897948556636,179.16666666666666,5.8910256410256405,25.01154151816566
 24,MFP Montour Falls-Schuyler County Human Services Complex,49,MFP Senior - Jefferson Village,4.433762697674371,42.3409968,-76.8412703,42.3829923,-76.8713304,149.36363636363637,60.0387753493902,24.818181818181817,2.78633026822672,174.1818181818182,6.018315018315019,62.82510561761692
 37,MFP Senior - Bragg,55,MFP Senior - Park Terrace Congregate Apartments,4.439017101765515,42.0896598,-76.7977954,42.051364,-76.832954,66.88888888888889,6.03001750504186,24.363636363636363,4.41073071662117,91.25252525252525,2.745439469320066,10.440748221663029
 38,MFP Senior - Carpenter Apartments,55,MFP Senior - Park Terrace Congregate Apartments,4.637424427574759,42.0930065,-76.7984317,42.051364,-76.832954,31.09090909090909,6.75950509215793,24.363636363636363,4.41073071662117,55.45454545454545,1.2761194029850746,11.1702358087791
 14,MFP Conklin- Maines Community Center,53,MFP Senior - North Shore Towers,4.71565048597784,42.0870901,-75.8309647,42.0966132,-75.9103884,153.16666666666666,20.1125620325993,58.333333333333336,6.86051504383355,211.5,2.6257142857142854,26.97307707643285
 41,MFP Senior - Conifer Village,46,MFP Senior - Ellis Hollow,4.725206378997987,42.4511294,-76.5323538,42.435955,-76.460374,33.8,10.3794669098819,24.727272727272727,13.8064543536051,58.527272727272724,1.3669117647058824,24.185921263487
 14,MFP Conklin- Maines Community Center,52,MFP Senior - Metro Plaza Apartments,4.971710797175927,42.0870901,-75.8309647,42.1016977,-75.9085338,153.16666666666666,20.1125620325993,56.3,19.9167712689024,209.46666666666664,2.7205447010065127,40.0293333015017
 36,MFP Senior - Addison Place Apartments,64,MFP Tuscarora,5.172850536384525,42.1001876,-77.2371924,42.0522655,-77.2737134,30.09090909090909,5.02900676982135,192.63636363636363,29.8639338576576,222.72727272727272,0.1562057574327513,34.89294062747895
 12,MFP College Ithaca College,39,MFP Senior - Cayuga Meadows,5.326864654064723,42.4199351,-76.4969643,42.464569,-76.5409393,138.33333333333334,66.1418929272515,25.88888888888889,3.33333333333333,164.22222222222223,5.343347639484979,69.47522626058483
 21,MFP Lansing,39,MFP Senior - Cayuga Meadows,5.619262046423938,42.5183206,-76.5035538,42.464569,-76.5409393,181.0,23.2937759927411,25.88888888888889,3.33333333333333,206.88888888888889,6.991416309012876,26.62710932607443
 39,MFP Senior - Cayuga Meadows,46,MFP Senior - Ellis Hollow,6.0912584252614606,42.464569,-76.5409393,42.435955,-76.460374,25.88888888888889,3.33333333333333,24.727272727272727,13.8064543536051,50.61616161616162,1.0469771241830066,17.13978768693843
 21,MFP Lansing,41,MFP Senior - Conifer Village,6.107874800160203,42.5183206,-76.5035538,42.4511294,-76.5323538,181.0,23.2937759927411,33.8,10.3794669098819,214.8,5.355029585798817,33.673242902623
 55,MFP Senior - Park Terrace Congregate Apartments,58,MFP Senior - Villa Serene,6.272910619491075,42.051364,-76.832954,42.1295916,-76.8158267,24.363636363636363,4.41073071662117,69.72727272727273,5.0614406860282,94.0909090909091,0.3494132985658409,9.47217140264937
 34,MFP Salvation Army Ithaca,61,MFP Senior - Woodsedge Apartments,6.624799652567899,42.4398066,-76.5019869,42.535151,-76.501086,181.1818181818182,39.5848915163808,17.2,4.23739962188552,198.38181818181818,10.533826638477802,43.82229113826632
 15,MFP Danby,57,MFP Senior - Titus Towers,6.74907391207574,42.3522565,-76.4800051,42.4317058,-76.504801,160.22222222222223,34.5788149658782,72.8,4.31534728871525,233.02222222222224,2.200854700854701,38.894162254593454
 15,MFP Danby,46,MFP Senior - Ellis Hollow,6.778347073379921,42.3522565,-76.4800051,42.435955,-76.460374,160.22222222222223,34.5788149658782,24.727272727272727,13.8064543536051,184.94949494949495,6.479575163398693,48.3852693194833
 39,MFP Senior - Cayuga Meadows,61,MFP Senior - Woodsedge Apartments,6.9066643978127,42.464569,-76.5409393,42.535151,-76.501086,25.88888888888889,3.33333333333333,17.2,4.23739962188552,43.08888888888889,1.505167958656331,7.570732955218849
 57,MFP Senior - Titus Towers,61,MFP Senior - Woodsedge Apartments,7.327555558006515,42.4317058,-76.504801,42.535151,-76.501086,72.8,4.31534728871525,17.2,4.23739962188552,90.0,4.232558139534884,8.55274691060077
 41,MFP Senior - Conifer Village,61,MFP Senior - Woodsedge Apartments,7.3952771515489655,42.4511294,-76.5323538,42.535151,-76.501086,33.8,10.3794669098819,17.2,4.23739962188552,51.0,1.9651162790697674,14.616866531767421
 12,MFP College Ithaca College,61,MFP Senior - Woodsedge Apartments,8.160516256252258,42.4199351,-76.4969643,42.535151,-76.501086,138.33333333333334,66.1418929272515,17.2,4.23739962188552,155.53333333333333,8.04263565891473,70.37929254913702
 25,MFP Nichols-The Creamery,56,MFP Senior - Springview Apartments,9.179050357986887,42.02302,-76.371793,42.0100399,-76.533895,122.4,26.4253666010521,27.583333333333332,9.31722094084958,149.98333333333335,4.437462235649547,35.742587541901685
 15,MFP Danby,41,MFP Senior - Conifer Village,9.497252305617653,42.3522565,-76.4800051,42.4511294,-76.5323538,160.22222222222223,34.5788149658782,33.8,10.3794669098819,194.02222222222224,4.740302432610125,44.9582818757601
 18,MFP Erin,58,MFP Senior - Villa Serene,9.716358981660893,42.1788978,-76.6922607,42.1295916,-76.8158267,173.9090909090909,27.3219858189501,69.72727272727273,5.0614406860282,243.63636363636363,2.494132985658409,32.3834265049783
 23,MFP Millport,49,MFP Senior - Jefferson Village,9.727694899522636,42.267172,-76.837356,42.3829923,-76.8713304,166.0,36.4996194805127,24.818181818181817,2.78633026822672,190.8181818181818,6.688644688644689,39.28594974873942
 29,MFP Reach for Christ Church Freeville,46,MFP Senior - Ellis Hollow,9.796449039452579,42.4919905,-76.3443272,42.435955,-76.460374,220.0,22.6175939382498,24.727272727272727,13.8064543536051,244.72727272727272,8.897058823529411,36.4240482918549
 25,MFP Nichols-The Creamery,45,"MFP Senior - Elizabeth Square, Waverly",10.138568765527676,42.02302,-76.371793,42.001546,-76.541203,122.4,26.4253666010521,29.0,9.67658842962558,151.4,4.220689655172414,36.10195503067768
 8,MFP Campbell,59,MFP Senior - Village Square/Manor,10.226626433666802,42.2314129,-77.1948265,42.159804,-77.09139,168.5,40.968946111104,34.25,6.48249390842192,202.75,4.91970802919708,47.451440019525926
 36,MFP Senior - Addison Place Apartments,70,MFP Woodhull,10.292202989934541,42.1001876,-77.2371924,42.0798397,-77.4111295,30.09090909090909,5.02900676982135,176.0,63.5438288256081,206.0909090909091,0.1709710743801653,68.57283559542945
 23,MFP Millport,58,MFP Senior - Villa Serene,10.593196325210428,42.267172,-76.837356,42.1295916,-76.8158267,166.0,36.4996194805127,69.72727272727273,5.0614406860282,235.72727272727275,2.380704041720991,41.5610601665409
 15,MFP Danby,39,MFP Senior - Cayuga Meadows,10.863304351881126,42.3522565,-76.4800051,42.464569,-76.5409393,160.22222222222223,34.5788149658782,25.88888888888889,3.33333333333333,186.11111111111111,6.1888412017167385,37.91214829921153
 29,MFP Reach for Christ Church Freeville,61,MFP Senior - Woodsedge Apartments,10.988460066901554,42.4919905,-76.3443272,42.535151,-76.501086,220.0,22.6175939382498,17.2,4.23739962188552,237.2,12.790697674418606,26.85499356013532
 8,MFP Campbell,36,MFP Senior - Addison Place Apartments,11.219446132312399,42.2314129,-77.1948265,42.1001876,-77.2371924,168.5,40.968946111104,30.09090909090909,5.02900676982135,198.5909090909091,5.599697885196375,45.997952880925354
 18,MFP Erin,38,MFP Senior - Carpenter Apartments,11.351845173577209,42.1788978,-76.6922607,42.0930065,-76.7984317,173.9090909090909,27.3219858189501,31.09090909090909,6.75950509215793,205.0,5.593567251461988,34.081490911108034
 25,MFP Nichols-The Creamery,51,MFP Senior - Long Meadow Senior Housing,11.42632189143268,42.02302,-76.371793,42.1135325,-76.2704045,122.4,26.4253666010521,34.75,13.0043698949098,157.15,3.5223021582733813,39.429736495961905
 18,MFP Erin,37,MFP Senior - Bragg,11.550252499386453,42.1788978,-76.6922607,42.0896598,-76.7977954,173.9090909090909,27.3219858189501,66.88888888888889,6.03001750504186,240.7979797979798,2.599969797644216,33.35200332399196
 7,MFP Bradford,40,MFP Senior - CFS Lakeview,11.76921918626308,42.3691309,-77.1081064,42.3488781,-77.3110763,122.27272727272727,29.7425315300864,112.0,15.563490039905,234.27272727272725,1.0917207792207793,45.3060215699914
 29,MFP Reach for Christ Church Freeville,39,MFP Senior - Cayuga Meadows,11.938975464714387,42.4919905,-76.3443272,42.464569,-76.5409393,220.0,22.6175939382498,25.88888888888889,3.33333333333333,245.88888888888889,8.49785407725322,25.95092727158313
 18,MFP Erin,47,MFP Senior - Flannery,12.463935572449167,42.1788978,-76.6922607,42.0819957,-76.8053269,173.9090909090909,27.3219858189501,61.72727272727273,10.1103007778296,235.63636363636363,2.817378497790869,37.432286596779704
 8,MFP Campbell,42,MFP Senior - Corning Senior Center,12.473579226713138,42.2314129,-77.1948265,42.1490255,-77.0619725,168.5,40.968946111104,75.0,30.9636884107821,243.5,2.2466666666666666,71.9326345218861
 4,MFP Beaver Dams,43,MFP Senior - Dayspring,12.753912404588453,42.2606415,-76.9559856,42.1420715,-77.0454685,170.7,28.7906234736241,77.18181818181819,17.9489174148091,247.88181818181818,2.2116607773851586,46.7395408884332
 4,MFP Beaver Dams,49,MFP Senior - Jefferson Village,12.768091799305061,42.2606415,-76.9559856,42.3829923,-76.8713304,170.7,28.7906234736241,24.818181818181817,2.78633026822672,195.5181818181818,6.8780219780219785,31.57695374185082
 7,MFP Bradford,49,MFP Senior - Jefferson Village,13.055706644096546,42.3691309,-77.1081064,42.3829923,-76.8713304,122.27272727272727,29.7425315300864,24.818181818181817,2.78633026822672,147.0909090909091,4.926739926739927,32.528861798313116
 44,MFP Senior - East Hill Senior Living,69,MFP Windsor,14.215724264291934,42.1141777,-75.8720703,42.0779615,-75.6427789,39.833333333333336,2.16724933890169,200.9090909090909,34.8954281975578,240.74242424242425,0.19826546003016593,37.06267753645949
 50,MFP Senior - Lincoln Court,69,MFP Windsor,14.510764082261073,42.090217,-75.910198,42.0779615,-75.6427789,26.0,4.89897948556636,200.9090909090909,34.8954281975578,226.9090909090909,0.12941176470588237,39.794407683124156
 48,MFP Senior - Harry L Apartments,54,"MFP Senior - Northern Broome Senior Center, Whitney Point",14.58591429542938,42.1237339,-75.9567565,42.3269618,-75.9677778,32.833333333333336,6.24232862533419,50.90909090909091,21.9565687002981,83.74242424242425,0.6449404761904762,28.198897325632288
 23,MFP Millport,55,MFP Senior - Park Terrace Congregate Apartments,15.115694505719103,42.267172,-76.837356,42.051364,-76.832954,166.0,36.4996194805127,24.363636363636363,4.41073071662117,190.36363636363637,6.813432835820896,40.910350197133866
 54,"MFP Senior - Northern Broome Senior Center, Whitney Point",60,MFP Senior - Wells Apartments,15.492567245080268,42.3269618,-75.9677778,42.1076045,-75.9607932,50.90909090909091,21.9565687002981,23.5,4.55216676124922,74.4090909090909,2.1663442940038684,26.508735461547317
 26,MFP Owego VFW,60,MFP Senior - Wells Apartments,15.596244120794326,42.1043411,-76.2615965,42.1076045,-75.9607932,176.25,34.285234033433,23.5,4.55216676124922,199.75,7.5,38.83740079468222
 48,MFP Senior - Harry L Apartments,68,MFP Whitney Point,15.96939470304803,42.1237339,-75.9567565,42.3405329,-75.9765268,32.833333333333336,6.24232862533419,202.54545454545453,30.4478690103713,235.37878787878788,0.16210353081986836,36.69019763570549
 56,MFP Senior - Springview Apartments,65,MFP Van Etten,15.987684260739819,42.0100399,-76.533895,42.2080409,-76.579406,27.583333333333332,9.31722094084958,213.7,19.9613515463145,241.28333333333333,0.12907502729683357,29.27857248716408
 45,"MFP Senior - Elizabeth Square, Waverly",65,MFP Van Etten,16.200324053199697,42.001546,-76.541203,42.2080409,-76.579406,29.0,9.67658842962558,213.7,19.9613515463145,242.7,0.1357042583060365,29.63793997594008
 51,MFP Senior - Long Meadow Senior Housing,60,MFP Senior - Wells Apartments,16.230190932509878,42.1135325,-76.2704045,42.1076045,-75.9607932,34.75,13.0043698949098,23.5,4.55216676124922,58.25,1.4787234042553192,17.556536656159018
 48,MFP Senior - Harry L Apartments,51,MFP Senior - Long Meadow Senior Housing,16.731331182858945,42.1237339,-75.9567565,42.1135325,-76.2704045,32.833333333333336,6.24232862533419,34.75,13.0043698949098,67.58333333333334,0.9448441247002399,19.24669852024399
 60,MFP Senior - Wells Apartments,68,MFP Whitney Point,16.87604765269892,42.1076045,-75.9607932,42.3405329,-75.9765268,23.5,4.55216676124922,202.54545454545453,30.4478690103713,226.04545454545453,0.1160233393177738,35.00003577162052
 26,MFP Owego VFW,48,MFP Senior - Harry L Apartments,16.915448371143015,42.1043411,-76.2615965,42.1237339,-75.9567565,176.25,34.285234033433,32.833333333333336,6.24232862533419,209.08333333333334,5.368020304568527,40.52756265876719
 10,MFP Colesville,44,MFP Senior - East Hill Senior Living,17.05151590904141,42.1841905,-75.6329193,42.1141777,-75.8720703,197.33333333333334,66.2589044902074,39.833333333333336,2.16724933890169,237.16666666666669,4.953974895397489,68.42615382910908
 55,MFP Senior - Park Terrace Congregate Apartments,56,MFP Senior - Springview Apartments,18.133298569652425,42.051364,-76.832954,42.0100399,-76.533895,24.363636363636363,4.41073071662117,27.583333333333332,9.31722094084958,51.946969696969695,0.8832738258720132,13.72795165747075
 45,"MFP Senior - Elizabeth Square, Waverly",55,MFP Senior - Park Terrace Congregate Apartments,18.3459383621123,42.001546,-76.541203,42.051364,-76.832954,29.0,9.67658842962558,24.363636363636363,4.41073071662117,53.36363636363636,1.1902985074626866,14.087319146246749
 6,MFP Boys and Girls Club,51,MFP Senior - Long Meadow Senior Housing,18.397742830201796,42.1053841,-75.9213736,42.1135325,-76.2704045,210.8,52.3551971313896,34.75,13.0043698949098,245.55,6.066187050359712,65.3595670262994
 47,MFP Senior - Flannery,56,MFP Senior - Springview Apartments,18.83513914094972,42.0819957,-76.8053269,42.0100399,-76.533895,61.72727272727273,10.1103007778296,27.583333333333332,9.31722094084958,89.31060606060606,2.2378467453996156,19.42752171867918
 45,"MFP Senior - Elizabeth Square, Waverly",47,MFP Senior - Flannery,19.047778933409596,42.001546,-76.541203,42.0819957,-76.8053269,29.0,9.67658842962558,61.72727272727273,10.1103007778296,90.72727272727272,0.4698085419734904,19.786889207455182
 36,MFP Senior - Addison Place Apartments,63,MFP Troupsburg,19.69026681157269,42.1001876,-77.2371924,42.0432505,-77.5456383,30.09090909090909,5.02900676982135,148.71428571428572,50.2484304422015,178.80519480519482,0.20234040695135794,55.27743721202285
 16,MFP Deposit,44,MFP Senior - East Hill Senior Living,26.546392170166833,42.0625771,-75.422248,42.1141777,-75.8720703,156.58333333333334,56.545168322378,39.833333333333336,2.16724933890169,196.41666666666669,3.930962343096234,58.71241766127969
 16,MFP Deposit,50,MFP Senior - Lincoln Court,26.84143198813597,42.0625771,-75.422248,42.090217,-75.910198,156.58333333333334,56.545168322378,26.0,4.89897948556636,182.58333333333334,6.022435897435898,61.444147807944354
--- a/data/ordered_pairs_allocation_k6_cap250.csv
+++ b/data/ordered_pairs_allocation_k6_cap250.csv
@@ -0,0 +1,233 @@
 site_i_idx,site_i_name,site_j_idx,site_j_name,distance_miles,mu_i,sigma_i,mu_j,sigma_j,q_opt,score_mean,served_i_mean,served_j_mean,served_total_mean,unmet_mean,waste_mean,ratio_i_mean,ratio_j_mean,fairness_mean
 1,MFP American Legion - Binghamton,44,MFP Senior - East Hill Senior Living,1.2264929609690354,200.1818181818182,46.0669473306365,39.833333333333336,2.16724933890169,218.0,0.9076916879119182,189.64189395688896,36.834715559218765,226.47660951610771,0.045930999813104945,0.09409356193556909,0.9590566364451305,0.9270570130555649,0.04125701131999791
 4,MFP Beaver Dams,43,MFP Senior - Dayspring,12.753912404588451,170.7,28.7906234736241,77.18181818181819,17.9489174148091,222.0,0.9213082404806847,169.38076586924691,65.82608186501915,235.2068477342661,0.04178577356670505,0.05917260906293571,0.9981329689452986,0.8664082391636959,0.13176073559218776
 4,MFP Beaver Dams,49,MFP Senior - Jefferson Village,12.76809179930506,170.7,28.7906234736241,24.818181818181817,2.78633026822672,232.0,0.954000502934162,170.00948955299742,24.62246455435106,194.63195410734852,0.0010656627198230492,0.22147218357060602,0.9994281099354286,0.9943761803588563,0.005102235172355691
 5,MFP Birnie Transportation Services,59,MFP Senior - Village Square/Manor,1.8200361709161552,213.375,53.4039525021991,34.25,6.48249390842192,241.0,0.8795125938031572,203.4360404959719,24.589854880699217,228.02589537667112,0.06431757656136228,0.08789641849331556,0.9649204062391686,0.7189184293067638,0.24607542516028993
 6,MFP Boys and Girls Club,48,MFP Senior - Harry L Apartments,3.07420484734281,210.8,52.3551971313896,32.833333333333336,6.24232862533419,239.0,0.892399246103388,200.7949830864558,24.66787394962242,225.46285703607822,0.05498189970342165,0.09814857185568707,0.968756220309243,0.7651150831551522,0.2037863766810612
 6,MFP Boys and Girls Club,50,MFP Senior - Lincoln Court,1.6176038361456346,210.8,52.3551971313896,26.0,4.89897948556636,240.0,0.8993626808196025,201.55059591156535,20.396398629186457,221.9469945407518,0.048871821758124344,0.11221202183699282,0.9680641564849471,0.7914870869562642,0.17681128414003552
 6,MFP Boys and Girls Club,51,MFP Senior - Long Meadow Senior Housing,18.397742830201796,210.8,52.3551971313896,34.75,13.0043698949098,249.0,0.8782157521635565,204.81916101475764,22.09955847145334,226.91871948621096,0.06457451464088262,0.09232512205515608,0.9750334679024825,0.6514970276905242,0.3235364402119582
 6,MFP Boys and Girls Club,60,MFP Senior - Wells Apartments,2.1675518976919204,210.8,52.3551971313896,23.5,4.55216676124922,240.0,0.9028500509733773,200.62355997338392,19.00243932780315,219.62599930118708,0.04553171779223268,0.12149600279525166,0.9679003089658942,0.8136093923385961,0.15433506805843383
 7,MFP Bradford,40,MFP Senior - CFS Lakeview,11.76921918626308,122.27272727272728,29.7425315300864,112.0,15.563490039905,184.0,0.9428869758435677,122.25498527814786,105.3741322184006,227.62911749654845,0.024510198846044388,0.08948353001380621,0.9990972042500004,0.9441164351469573,0.05505858603761611
 7,MFP Bradford,49,MFP Senior - Jefferson Village,13.055706644096546,122.27272727272728,29.7425315300864,24.818181818181817,2.78633026822672,228.0,0.9185946110575463,123.5551082242641,24.746410687248552,148.30151891151266,2.9127544789943305e-05,0.4067939243539494,0.9999876348450154,0.9998238227962103,0.0001638120488050504
 8,MFP Campbell,36,MFP Senior - Addison Place Apartments,11.2194461323124,168.5,40.968946111104,30.09090909090909,5.02900676982135,232.0,0.9448016628001836,167.7230928097312,28.88657125821306,196.6096640679442,0.007803792783857342,0.21356134372822305,0.9956735992305155,0.9660083686158929,0.029741383980146068
 8,MFP Campbell,42,MFP Senior - Corning Senior Center,12.473579226713138,168.5,40.968946111104,75.0,30.9636884107821,248.0,0.8940926170580517,166.40521210206353,59.56367058819695,225.96888269026047,0.054176555683848,0.096124469238958,0.9984274250036133,0.817411946946492,0.18101547805712126
 8,MFP Campbell,59,MFP Senior - Village Square/Manor,10.226626433666802,168.5,40.968946111104,34.25,6.48249390842192,232.0,0.9451685542727916,168.0863770865769,32.742213591302,200.82859067787888,0.009683948918444773,0.19668563728848448,0.9957414761049685,0.956172515189619,0.03966354245159542
 10,MFP Colesville,44,MFP Senior - East Hill Senior Living,17.05151590904141,197.33333333333337,66.2589044902074,39.833333333333336,2.16724933890169,216.0,0.8699716425215174,177.68690495085536,37.535447713128946,215.22235266398434,0.0638788997560438,0.1391105893440627,0.9346237514656086,0.9420964858492877,0.04081793509513079
 12,MFP College Ithaca College,39,MFP Senior - Cayuga Meadows,5.326864654064723,138.33333333333334,66.1418929272515,25.88888888888889,3.33333333333333,234.0,0.9127523640151164,137.354497543239,24.97134605274027,162.32584359597928,0.010692694288541848,0.3506966256160829,0.9745005805995437,0.9664647912786183,0.04300122422697849
 12,MFP College Ithaca College,41,MFP Senior - Conifer Village,3.960812607801249,138.33333333333334,66.1418929272515,33.8,10.3794669098819,241.0,0.9104847698649855,137.5150720773743,31.086322329429404,168.6013944068037,0.015247716037785913,0.32559442237278524,0.9710814627858873,0.926440821155676,0.08924470739974813
 12,MFP College Ithaca College,46,MFP Senior - Ellis Hollow,2.9751399711972084,138.33333333333334,66.1418929272515,24.727272727272727,13.8064543536051,250.0,0.9107393637474336,138.43325840643172,22.943951870677104,161.37721027710882,0.010851502796408383,0.35449115889156474,0.9754624239688535,0.8898112094367245,0.12380161411369103
 12,MFP College Ithaca College,57,MFP Senior - Titus Towers,1.2126342142593374,138.33333333333334,66.1418929272515,72.8,4.31534728871525,190.0,0.904261273027411,129.00922137833865,69.92074038505893,198.9299617633976,0.03430168523956696,0.20428015294640964,0.954272473919421,0.9597518986042567,0.03974427387921178
 12,MFP College Ithaca College,61,MFP Senior - Woodsedge Apartments,8.160516256252258,138.33333333333334,66.1418929272515,17.2,4.23739962188552,246.0,0.9095963628247209,136.65591657003773,16.425970287542782,153.0818868575805,0.008043216663339717,0.3876724525696779,0.9733445037688507,0.9520598859871465,0.06399335904140643
 14,MFP Conklin- Maines Community Center,44,MFP Senior - East Hill Senior Living,3.969543414785172,153.16666666666666,20.1125620325993,39.833333333333336,2.16724933890169,213.0,0.9546072453572061,153.50497076800713,39.834476580702976,193.33944734871008,4.019532610125289e-05,0.22664221060515954,0.9999681480420629,0.999914835110471,6.756933735085025e-05
 14,MFP Conklin- Maines Community Center,50,MFP Senior - Lincoln Court,4.264583232754312,153.16666666666666,20.1125620325993,26.0,4.89897948556636,222.0,0.9432913604350304,153.16580340095715,25.948397142830764,179.11420054378792,0.0,0.2835431978248483,1.0,1.0,0.0
 14,MFP Conklin- Maines Community Center,52,MFP Senior - Metro Plaza Apartments,4.971710797175927,153.16666666666666,20.1125620325993,56.3,19.9167712689024,212.0,0.9606771014925984,153.85284691640337,54.89896052039646,208.75180743679982,0.003952715285525919,0.1649927702528007,0.9999552075987247,0.9853587902354928,0.014596417363232007
 14,MFP Conklin- Maines Community Center,53,MFP Senior - North Shore Towers,4.71565048597784,153.16666666666666,20.1125620325993,58.333333333333336,6.86051504383355,202.0,0.9673232176127321,153.16748725169143,58.222339029392096,211.38982628108351,0.0011179021325842078,0.15444069487566592,0.9997651519565478,0.9962419469840803,0.003572490917959506
 15,MFP Danby,39,MFP Senior - Cayuga Meadows,10.863304351881126,160.22222222222223,34.5788149658782,25.88888888888889,3.33333333333333,235.0,0.9455831007192662,160.19857945995946,25.4939307222559,185.6925101822154,0.0018568171415662498,0.25722995927113845,0.9991634385332259,0.9889676315483619,0.010195806984864164
 15,MFP Danby,41,MFP Senior - Conifer Village,9.497252305617652,160.22222222222223,34.5788149658782,33.8,10.3794669098819,241.0,0.9488742384334137,159.29126012554119,32.57749862536899,191.86875875091016,0.0028879803545715475,0.23252496499635938,0.9996272801254767,0.9815013277372591,0.0181259523882177
 15,MFP Danby,46,MFP Senior - Ellis Hollow,6.778347073379921,160.22222222222223,34.5788149658782,24.727272727272727,13.8064543536051,250.0,0.9427180325465487,159.43297699024188,24.372066743724478,183.80504373396636,0.0027037515253902334,0.26477982506413467,0.9997180241844811,0.9370499350781432,0.0626680891063382
 15,MFP Danby,57,MFP Senior - Titus Towers,6.74907391207574,160.22222222222223,34.5788149658782,72.8,4.31534728871525,190.0,0.9386917705052576,156.90304496212124,69.19779172023146,226.10083668235268,0.026368061775390392,0.09559665327058929,0.9819261875976929,0.9524403721601727,0.03238289475592244
 16,MFP Deposit,44,MFP Senior - East Hill Senior Living,26.546392170166833,156.58333333333334,56.545168322378,39.833333333333336,2.16724933890169,217.0,0.9257452096889515,152.13952261283453,38.71173378387466,190.85125639670918,0.01683487214275996,0.23659497441316327,0.9838678840459515,0.9721218178032724,0.018560181072153605
 16,MFP Deposit,50,MFP Senior - Lincoln Court,26.84143198813597,156.58333333333334,56.545168322378,26.0,4.89897948556636,236.0,0.9255364577642545,153.76072391158505,24.855213722996407,178.61593763458146,0.010847682714631603,0.28553624946167416,0.9877537841154094,0.9566258601047426,0.041203313768873075
 18,MFP Erin,37,MFP Senior - Bragg,11.550252499386453,173.9090909090909,27.3219858189501,66.88888888888889,6.03001750504186,201.0,0.9457820858175549,171.4753383144834,61.88515598728526,233.36049430176865,0.025566443514912576,0.06655802279292537,0.9897139944969792,0.9297695333623885,0.060330348957278956
 18,MFP Erin,38,MFP Senior - Carpenter Apartments,11.351845173577209,173.9090909090909,27.3219858189501,31.09090909090909,6.75950509215793,232.0,0.9596543054737808,174.75971286597905,30.63486464514537,205.39457751112442,0.0029133478344492507,0.1784216899555023,0.9991448032866024,0.9833982853535616,0.015787688992074545
 18,MFP Erin,47,MFP Senior - Flannery,12.463935572449168,173.9090909090909,27.3219858189501,61.72727272727273,10.1103007778296,215.0,0.9518261130996397,173.78074383378473,56.36340452390987,230.14414835769463,0.02018075349157241,0.07942340656922162,0.9967743078990587,0.9264515396633294,0.07048091349358046
 18,MFP Erin,58,MFP Senior - Villa Serene,9.716358981660893,173.9090909090909,27.3219858189501,69.72727272727273,5.0614406860282,195.0,0.9419878158051813,169.7459073027099,65.17965222179345,234.92555952450334,0.028720394884013414,0.06029776190198663,0.9839530957513088,0.9363048103373215,0.048721757375764126
 19,MFP First Assembly Of God Church,44,MFP Senior - East Hill Senior Living,2.909892189220507,146.0,21.6459108042479,39.833333333333336,2.16724933890169,213.0,0.9487649930999985,146.1592916414775,39.86564413193418,186.0249357734117,3.434719920681324e-05,0.2559002569063532,0.999979440137201,0.9998999328210343,8.305258300460189e-05
 19,MFP First Assembly Of God Church,48,MFP Senior - Harry L Apartments,3.7186457122365986,146.0,21.6459108042479,32.833333333333336,6.24232862533419,215.0,0.9435176376476938,146.4583427189074,32.954298458705615,179.412641177613,7.797058997799003e-06,0.2823494352895481,1.0,0.9999492272311782,5.0772768821853384e-05
 19,MFP First Assembly Of God Church,50,MFP Senior - Lincoln Court,0.973162971251846,146.0,21.6459108042479,26.0,4.89897948556636,221.0,0.9373611114847463,145.70562225838734,26.068123489083487,171.77374574747083,3.617819576893856e-05,0.3129050170101167,0.999980914815686,0.9998576351489288,0.00012327966675712375
 19,MFP First Assembly Of God Church,52,MFP Senior - Metro Plaza Apartments,0.2660354068302311,146.0,21.6459108042479,56.3,19.9167712689024,208.0,0.9564994656923202,146.01424475032007,54.985832752129774,201.00007750244987,0.0026878726935247385,0.1959996899902005,0.9999815970962013,0.9896153638072829,0.010366233288918395
 19,MFP First Assembly Of God Church,53,MFP Senior - North Shore Towers,0.5220957180283179,146.0,21.6459108042479,58.333333333333336,6.86051504383355,201.0,0.9625420516175291,146.3596023863901,58.03038823760345,204.38999062399355,0.0006062130510410495,0.1824400375040258,0.9998809734713545,0.9979092489869449,0.0019717244844096446
 19,MFP First Assembly Of God Church,60,MFP Senior - Wells Apartments,2.8119927625857093,146.0,21.6459108042479,23.5,4.55216676124922,217.0,0.9355427430443758,145.95658251458482,23.471846290884898,169.42842880546976,0.0,0.322286284778121,1.0,1.0,0.0
 20,MFP Lamphear Court,42,MFP Senior - Corning Senior Center,1.2156460766066033,126.0,40.6803255750109,75.0,30.9636884107821,227.0,0.9302798578553,127.56628346264213,70.70067791416179,198.2669613768039,0.01770856952883946,0.20693215449278438,0.9986662140788031,0.9409016797571023,0.059335580738799264
 20,MFP Lamphear Court,43,MFP Senior - Dayspring,2.5388276228095874,126.0,40.6803255750109,77.18181818181819,17.9489174148091,209.0,0.9417319305889975,125.2536380858632,73.67629766238196,198.92993574824516,0.010882511255999077,0.20428025700701932,0.9975753346750716,0.96892092605832,0.03070464765920665
 20,MFP Lamphear Court,59,MFP Senior - Village Square/Manor,1.038358516439775,126.0,40.6803255750109,34.25,6.48249390842192,226.0,0.9262649314751051,125.30130338357917,34.13069177831543,159.4319951618946,0.0008004154090065908,0.3622720193524216,0.9991587995687785,0.9964998339794799,0.0036782738491397196
 21,MFP Lansing,39,MFP Senior - Cayuga Meadows,5.619262046423938,181.0,23.2937759927411,25.88888888888889,3.33333333333333,234.0,0.9632424199444167,180.910898646557,25.636436636448472,206.54733528300548,0.0012471551762423107,0.17381065886797809,0.9996879283011278,0.9908340036885477,0.008853924612580352
 21,MFP Lansing,41,MFP Senior - Conifer Village,6.107874800160203,181.0,23.2937759927411,33.8,10.3794669098819,233.0,0.9651881002957399,180.59999851592787,32.66221052848747,213.26220904441536,0.0033885418373702696,0.14695116382233858,0.9997629580990872,0.9799437603770594,0.01984599710430551
 21,MFP Lansing,61,MFP Senior - Woodsedge Apartments,1.2874023513887627,181.0,23.2937759927411,17.2,4.23739962188552,241.0,0.9571903573940116,180.72498188368826,17.029663088655152,197.7546449723434,0.0006333491149144955,0.20898142011062634,0.9998384832563243,0.9939716887236656,0.005886885720801468
 23,MFP Millport,49,MFP Senior - Jefferson Village,9.727694899522636,166.0,36.4996194805127,24.818181818181817,2.78633026822672,234.0,0.9467621807094303,164.4728897388206,24.388425907596737,188.86131564641732,0.0027042948798147465,0.24455473741433065,0.998490475790719,0.9861840517553558,0.012431371010983383
 23,MFP Millport,55,MFP Senior - Park Terrace Congregate Apartments,15.115694505719103,166.0,36.4996194805127,24.363636363636363,4.41073071662117,239.0,0.948162717900407,166.58653630344105,23.67680631426951,190.26334261771052,0.002529972621100995,0.23894662952915785,0.9990836602507631,0.9816929211140459,0.01740390501958927
 23,MFP Millport,58,MFP Senior - Villa Serene,10.593196325210428,166.0,36.4996194805127,69.72727272727273,5.0614406860282,194.0,0.9318355370091744,161.15633915642178,65.88224559828005,227.03858475470182,0.031122081746616844,0.09184566098119266,0.978166674045486,0.9438233455558811,0.038469353908204953
 24,MFP Montour Falls-Schuyler County Human Services Complex,49,MFP Senior - Jefferson Village,4.433762697674371,149.36363636363637,60.0387753493902,24.818181818181817,2.78633026822672,233.0,0.9212077480397017,146.56024257251153,24.090118470265082,170.65036104277658,0.009570337996574665,0.31739855582889365,0.984696018809527,0.9733723206167312,0.026660044152371797
 25,MFP Nichols-The Creamery,45,"MFP Senior - Elizabeth Square, Waverly",10.138568765527676,122.4,26.4253666010521,29.0,9.67658842962558,212.0,0.9201070311479234,121.3478181779974,28.785970756906966,150.13378893490432,0.0,0.39946484426038265,1.0,0.9998187224090636,0.0001812775909364812
 25,MFP Nichols-The Creamery,51,MFP Senior - Long Meadow Senior Housing,11.42632189143268,122.4,26.4253666010521,34.75,13.0043698949098,212.0,0.9254843313990551,122.19023199722395,34.665182251594885,156.85541424881885,0.0,0.3725783430047246,1.0,0.9955340910266149,0.0044659089733850195
 25,MFP Nichols-The Creamery,56,MFP Senior - Springview Apartments,9.179050357986888,122.4,26.4253666010521,27.583333333333332,9.31722094084958,210.0,0.9203302610166295,122.68620735540006,27.73520068723258,150.4214080426326,4.290885922909427e-06,0.3983143678294695,1.0,0.9988614177517227,0.0011385822482773227
 26,MFP Owego VFW,48,MFP Senior - Harry L Apartments,16.915448371143015,176.25,34.285234033433,32.833333333333336,6.24232862533419,235.0,0.9529469686331824,175.65757309293303,31.374335477855293,207.03190857078835,0.00792409888965515,0.17187236571684666,0.9975157699526355,0.9556718035748117,0.041964176047360524
 26,MFP Owego VFW,51,MFP Senior - Long Meadow Senior Housing,1.084296011715769,176.25,34.285234033433,34.75,13.0043698949098,249.0,0.9519174094223091,175.972203613584,32.84657982249788,208.8187834360819,0.009461010829097777,0.1647248662556724,0.9994002830847503,0.9355871593829644,0.06381312370178585
 26,MFP Owego VFW,60,MFP Senior - Wells Apartments,15.596244120794326,176.25,34.285234033433,23.5,4.55216676124922,240.0,0.9525062560423728,176.69706922841073,22.588277358631302,199.28534658704203,0.00432626326703802,0.2028586136518319,0.9983454443205477,0.9698207762618037,0.028594076720749043
 29,MFP Reach for Christ Church Freeville,39,MFP Senior - Cayuga Meadows,11.938975464714389,220.0,22.6175939382498,25.88888888888889,3.33333333333333,234.0,0.950629534948421,215.98171993749114,22.55338998480063,238.53510992229178,0.025124095618382723,0.045859560310832874,0.9862967996227717,0.8730592198050864,0.11324237292643542
 29,MFP Reach for Christ Church Freeville,46,MFP Senior - Ellis Hollow,9.79644903945258,220.0,22.6175939382498,24.727272727272727,13.8064543536051,250.0,0.9416923070748863,218.8112985874378,17.551837783297625,236.36313637073542,0.02962387626356382,0.05454745451705833,0.996163081824017,0.7280385539525601,0.26812452787145685
 29,MFP Reach for Christ Church Freeville,61,MFP Senior - Woodsedge Apartments,10.988460066901554,220.0,22.6175939382498,17.2,4.23739962188552,244.0,0.962586600279761,217.59971016858316,14.787948793888864,232.387658962472,0.014577204306385358,0.07044936415011206,0.993904404447825,0.871430362462156,0.12247404198566907
 33,MFP Saint Mary Recreation Center,44,MFP Senior - East Hill Senior Living,2.694335107177977,148.3,59.8313370140505,39.833333333333336,2.16724933890169,217.0,0.922133392609499,144.86563256162114,38.86020309000904,183.72583565163018,0.015529547444878293,0.2650966573934793,0.9780047323529,0.9775754867413929,0.020947057643149095
 33,MFP Saint Mary Recreation Center,50,MFP Senior - Lincoln Court,0.9072813107906652,148.3,59.8313370140505,26.0,4.89897948556636,241.0,0.9231397477959274,149.9028230081814,24.52933457378506,174.43215758196644,0.010253736418528548,0.3022713696721342,0.9867884007435708,0.9458782413593531,0.05623630614132844
 33,MFP Saint Mary Recreation Center,52,MFP Senior - Metro Plaza Apartments,0.4190666752122954,148.3,59.8313370140505,56.3,19.9167712689024,237.0,0.9116875193410305,146.2421133902556,49.495426638401845,195.73754002865743,0.02806407042618469,0.21704983988537022,0.9875266587936937,0.8883332607256507,0.11129274540385768
 33,MFP Saint Mary Recreation Center,53,MFP Senior - North Shore Towers,0.4756729640145355,148.3,59.8313370140505,58.333333333333336,6.86051504383355,214.0,0.9145855822251376,146.08422904878773,54.03511800898833,200.11934705777603,0.028443684638176998,0.19952261176889585,0.9779965227377279,0.9263681201962933,0.06395028437223008
 34,MFP Salvation Army Ithaca,39,MFP Senior - Cayuga Meadows,3.699075945244827,181.1818181818182,39.5848915163808,25.88888888888889,3.33333333333333,234.0,0.9479516411026961,179.95065740375,24.656047475818017,204.606704879568,0.009833576750598942,0.18157318048172796,0.9937723230721938,0.957473502083155,0.036298820989038784
 34,MFP Salvation Army Ithaca,41,MFP Senior - Conifer Village,2.3330238989813528,181.1818181818182,39.5848915163808,33.8,10.3794669098819,246.0,0.944630200576508,177.78244868593995,30.347353483272904,208.12980216921284,0.01367102572428895,0.16748079132314858,0.9970633784926484,0.912531992995514,0.08461953003341238
 34,MFP Salvation Army Ithaca,46,MFP Senior - Ellis Hollow,2.3921824800166336,181.1818181818182,39.5848915163808,24.727272727272727,13.8064543536051,250.0,0.9441317028639936,180.2991516513942,22.85470107457625,203.15385272597044,0.01149461207298922,0.1873845890961182,0.9973876213388251,0.8734128603537162,0.12397476098510882
 34,MFP Salvation Army Ithaca,61,MFP Senior - Woodsedge Apartments,6.624799652567899,181.1818181818182,39.5848915163808,17.2,4.23739962188552,243.0,0.9473543057176131,181.3950946552491,16.308727818057243,197.70382247330636,0.006755470163144965,0.2091847101067746,0.9962679371286173,0.9527701687865492,0.0434977683420681
 35,MFP Schuyler Outreach,49,MFP Senior - Jefferson Village,0.4835250933346896,138.85714285714286,21.5362374571215,24.818181818181817,2.78633026822672,216.0,0.9314144403389621,139.39897597687565,24.86907444682688,164.26805042370248,0.0,0.34292779830519005,1.0,1.0,0.0
 36,MFP Senior - Addison Place Apartments,8,MFP Campbell,11.2194461323124,30.09090909090909,5.02900676982135,168.5,40.968946111104,46.0,0.9457593251395936,30.076547619694416,165.64544849160856,195.72199611130293,0.006761419843405591,0.21711201555478818,1.0,0.992412030360839,0.0075879696391610305
 36,MFP Senior - Addison Place Apartments,63,MFP Troupsburg,19.69026681157269,30.09090909090909,5.02900676982135,148.71428571428572,50.2484304422015,48.0,0.9288906695926177,30.044651619144787,144.33916083694405,174.38381245608883,0.006635237732658418,0.3024647501756446,1.0,0.9895452292966367,0.01045477070336343
 36,MFP Senior - Addison Place Apartments,64,MFP Tuscarora,5.172850536384525,30.09090909090909,5.02900676982135,192.63636363636363,29.8639338576576,48.0,0.9570370972522737,29.987718310219154,189.2485413607691,219.23625967098826,0.011469944052823085,0.12305496131604696,1.0,0.9870996558688718,0.012900344131128146
 36,MFP Senior - Addison Place Apartments,70,MFP Woodhull,10.29220298993454,30.09090909090909,5.02900676982135,176.0,63.5438288256081,51.0,0.9104648633418764,30.131997468927636,166.6128504889785,196.7448479579061,0.029331884390280324,0.21302060816837554,1.0,0.9648402631449817,0.03515973685501833
 37,MFP Senior - Bragg,18,MFP Erin,11.550252499386453,66.88888888888889,6.03001750504186,173.9090909090909,27.3219858189501,86.0,0.9453496899428082,66.79883368460483,166.76752104774818,233.56635473235306,0.02593962115192134,0.06573458107058781,0.9999827909639569,0.9655694687690591,0.03441332219489794
 37,MFP Senior - Bragg,38,MFP Senior - Carpenter Apartments,0.2634372741909757,66.88888888888889,6.03001750504186,31.09090909090909,6.75950509215793,87.0,0.8783147196438295,66.78324885772722,31.11015069705952,97.89339955478674,0.0,0.6084264017808529,1.0,1.0,0.0
 37,MFP Senior - Bragg,47,MFP Senior - Flannery,0.9136830730627136,66.88888888888889,6.03001750504186,61.72727272727273,10.1103007778296,89.0,0.902795735769781,66.94370184478032,61.55096786744603,128.49466971222637,0.0,0.48602132115109453,1.0,1.0,0.0
 37,MFP Senior - Bragg,55,MFP Senior - Park Terrace Congregate Apartments,4.439017101765515,66.88888888888889,6.03001750504186,24.363636363636363,4.41073071662117,90.0,0.8730351137671815,66.9790941115903,24.314798097386596,91.29389220897687,0.0,0.6348244311640924,1.0,1.0,0.0
 37,MFP Senior - Bragg,58,MFP Senior - Villa Serene,3.67669488227416,66.88888888888889,6.03001750504186,69.72727272727273,5.0614406860282,88.0,0.9092182257392413,66.7780126148811,69.7447695591704,136.5227821740515,0.0,0.453908871303794,1.0,1.0,0.0
 38,MFP Senior - Carpenter Apartments,18,MFP Erin,11.351845173577209,31.09090909090909,6.75950509215793,173.9090909090909,27.3219858189501,55.0,0.9595602108419315,30.816569725812275,173.22014854740362,204.0367182732159,0.0022932273604007237,0.18385312690713643,1.0,0.9973685240246086,0.00263147597539131
 38,MFP Senior - Carpenter Apartments,37,MFP Senior - Bragg,0.2634372741909757,31.09090909090909,6.75950509215793,66.88888888888889,6.03001750504186,53.0,0.8781735296393239,30.966406156656863,66.75050589249815,97.71691204915503,0.0,0.60913235180338,1.0,1.0,0.0
 38,MFP Senior - Carpenter Apartments,47,MFP Senior - Flannery,1.1120903988719573,31.09090909090909,6.75950509215793,61.72727272727273,10.1103007778296,57.0,0.8742593054192478,31.022405494299715,61.80172627976006,92.8241317740598,0.0,0.6287034729037608,1.0,1.0,0.0
 38,MFP Senior - Carpenter Apartments,55,MFP Senior - Park Terrace Congregate Apartments,4.637424427574759,31.09090909090909,6.75950509215793,24.363636363636363,4.41073071662117,56.0,0.8438751745268569,30.788173544679438,24.055794613891738,54.84396815857118,0.0,0.7806241273657153,1.0,1.0,0.0
 38,MFP Senior - Carpenter Apartments,58,MFP Senior - Villa Serene,3.413257608083184,31.09090909090909,6.75950509215793,69.72727272727273,5.0614406860282,52.0,0.8806873095107269,31.08110189593318,69.77803499247548,100.85913688840866,0.0,0.5965634524463653,1.0,1.0,0.0
 39,MFP Senior - Cayuga Meadows,12,MFP College Ithaca College,5.326864654064723,25.88888888888889,3.33333333333333,138.33333333333334,66.1418929272515,36.0,0.9122231553548927,25.75217694492372,136.5004945476971,162.25267149262078,0.010986863649502493,0.3509893140295169,1.0,0.9659931907695977,0.03400680923040233
 39,MFP Senior - Cayuga Meadows,15,MFP Danby,10.863304351881126,25.88888888888889,3.33333333333333,160.22222222222223,34.5788149658782,37.0,0.9461558562506889,25.910570236421204,159.67422087684744,185.58479111326866,0.0014449853999537962,0.2576608355469253,1.0,0.9983937142673733,0.0016062857326266501
 39,MFP Senior - Cayuga Meadows,21,MFP Lansing,5.619262046423938,25.88888888888889,3.33333333333333,181.0,23.2937759927411,38.0,0.9635822985614684,25.940284344595877,180.6618705898014,206.60215493439725,0.001062140866280889,0.17359138026241097,1.0,0.9988153083219709,0.001184691678029074
 39,MFP Senior - Cayuga Meadows,29,MFP Reach for Christ Church Freeville,11.938975464714389,25.88888888888889,3.33333333333333,220.0,22.6175939382498,38.0,0.9495769147007114,25.96079855409688,212.62689737658502,238.5876959306819,0.025808276277396295,0.04564921627727236,0.9999935766572019,0.971398118952175,0.028595457705026812
 39,MFP Senior - Cayuga Meadows,34,MFP Salvation Army Ithaca,3.699075945244827,25.88888888888889,3.33333333333333,181.1818181818182,39.5848915163808,37.0,0.9467121319511724,26.008790217443465,178.44702737582287,204.45581759326632,0.01053282632715042,0.18217672962693468,1.0,0.9883601048497603,0.011639895150239792
 39,MFP Senior - Cayuga Meadows,41,MFP Senior - Conifer Village,1.366052046263474,25.88888888888889,3.33333333333333,33.8,10.3794669098819,37.0,0.8481508614633982,25.970785282386345,34.21779154686141,60.18857682924775,0.0,0.7592456926830091,1.0,1.0,0.0
 39,MFP Senior - Cayuga Meadows,46,MFP Senior - Ellis Hollow,6.0912584252614606,25.88888888888889,3.33333333333333,24.727272727272727,13.8064543536051,38.0,0.8400389709009328,25.86018450217753,24.188529123988477,50.048713626166005,0.0,0.799805145495336,1.0,0.9615071687136776,0.03849283128632236
 39,MFP Senior - Cayuga Meadows,57,MFP Senior - Titus Towers,4.114230439805386,25.88888888888889,3.33333333333333,72.8,4.31534728871525,39.0,0.8789661290465096,25.917500164280167,72.79016114385698,98.70766130813715,0.0,0.6051693547674515,1.0,1.0,0.0
 39,MFP Senior - Cayuga Meadows,61,MFP Senior - Woodsedge Apartments,6.9066643978127,25.88888888888889,3.33333333333333,17.2,4.23739962188552,38.0,0.834333144767865,25.849764890750944,17.066666069080355,42.916430959831295,0.0,0.8283342761606748,1.0,1.0,0.0
 40,MFP Senior - CFS Lakeview,7,MFP Bradford,11.76921918626308,112.0,15.563490039905,122.27272727272728,29.7425315300864,159.0,0.9427058289387816,111.6332015799329,115.65641089389015,227.28961247382304,0.024453663150172996,0.09084155010470782,1.0,0.9565100710332918,0.04348992896670824
 41,MFP Senior - Conifer Village,12,MFP College Ithaca College,3.960812607801249,33.8,10.3794669098819,138.33333333333334,66.1418929272515,66.0,0.9116797876291791,33.68367535895418,135.5957301912743,169.2794055502285,0.014839835506877294,0.322882377799086,1.0,0.9583290288652075,0.04167097113479249
 41,MFP Senior - Conifer Village,15,MFP Danby,9.497252305617652,33.8,10.3794669098819,160.22222222222223,34.5788149658782,64.0,0.9491271177257241,33.792778654513775,159.28818408051524,193.08096273502903,0.0033360327889369085,0.22767614905988387,0.9995,0.996096908326348,0.004403091673651985
 41,MFP Senior - Conifer Village,21,MFP Lansing,6.107874800160203,33.8,10.3794669098819,181.0,23.2937759927411,67.0,0.964910960142488,34.00979160088637,179.24792880291136,213.25772040379772,0.0035595101128439418,0.14696911838480906,0.9995,0.995741979756016,0.004758020243984025
 41,MFP Senior - Conifer Village,34,MFP Salvation Army Ithaca,2.3330238989813528,33.8,10.3794669098819,181.1818181818182,39.5848915163808,69.0,0.94301809320968,33.18527145619351,176.87835335331235,210.06362480950588,0.015645504148702926,0.15974550076197647,0.998697794300437,0.9820041523664355,0.019257867764276484
 41,MFP Senior - Conifer Village,39,MFP Senior - Cayuga Meadows,1.366052046263474,33.8,10.3794669098819,25.88888888888889,3.33333333333333,76.0,0.8477946312662283,33.940416404348476,25.80287267843698,59.74328908278546,0.0,0.7610268436688582,0.9995,1.0,0.0005
 41,MFP Senior - Conifer Village,46,MFP Senior - Ellis Hollow,4.725206378997987,33.8,10.3794669098819,24.727272727272727,13.8064543536051,73.0,0.8467738468173023,34.231188288068275,24.2361202335595,58.467308521627785,0.0,0.7661307659134888,0.998987087200854,0.9592696720306687,0.041743240768477255
 41,MFP Senior - Conifer Village,57,MFP Senior - Titus Towers,2.748178393541912,33.8,10.3794669098819,72.8,4.31534728871525,73.0,0.8851335805200321,33.711529062775575,72.70544658726445,106.41697565004002,0.0,0.5743320973998399,0.999,1.0,0.001
 41,MFP Senior - Conifer Village,61,MFP Senior - Woodsedge Apartments,7.395277151548965,33.8,10.3794669098819,17.2,4.23739962188552,69.0,0.8411846071243511,34.13894237662277,17.341816528816175,51.48075890543895,0.0,0.7940769643782443,0.9985043327979458,1.0,0.0014956672020541894
 42,MFP Senior - Corning Senior Center,8,MFP Campbell,12.473579226713138,75.0,30.9636884107821,168.5,40.968946111104,172.0,0.8894519492506825,74.11010533413926,152.015046799968,226.12515213410725,0.057155107785377066,0.09549939146357105,0.9910360402421368,0.915747482246796,0.09307112706566609
 42,MFP Senior - Corning Senior Center,20,MFP Lamphear Court,1.2156460766066033,75.0,30.9636884107821,126.0,40.6803255750109,170.0,0.9294506975178515,74.78499738900017,120.71895778605914,195.50395517505933,0.016845291638872453,0.21798417929976277,0.993,0.9717192118386294,0.03528078816137045
 42,MFP Senior - Corning Senior Center,43,MFP Senior - Dayspring,1.3231815462029837,75.0,30.9636884107821,77.18181818181819,17.9489174148091,161.0,0.9216718450305098,75.10698421261439,77.32048727665344,152.42747148926784,0.00016883260056531918,0.39029011404292874,0.994955017430137,0.9996821589553199,0.00527285847481704
 42,MFP Senior - Corning Senior Center,59,MFP Senior - Village Square/Manor,2.2469527930463364,75.0,30.9636884107821,34.25,6.48249390842192,168.0,0.8877931849966899,75.60263269439167,34.13884855147076,109.74148124586243,0.0,0.5610340750165502,0.9954890125268903,1.0,0.004510987473109786
 43,MFP Senior - Dayspring,4,MFP Beaver Dams,12.753912404588451,77.18181818181819,17.9489174148091,170.7,28.7906234736241,123.0,0.9226034498778233,76.61920553210992,158.44470418778906,235.06390971989904,0.04090479868630993,0.05974436112040394,0.9998529835184264,0.9405751892183717,0.05927779430005481
 43,MFP Senior - Dayspring,20,MFP Lamphear Court,2.5388276228095874,77.18181818181819,17.9489174148091,126.0,40.6803255750109,141.0,0.9408573767962026,76.38487029412194,122.92108379132692,199.30595408544886,0.011617116545097766,0.2027761836582046,1.0,0.980805999834957,0.019194000165043097
 43,MFP Senior - Dayspring,42,MFP Senior - Corning Senior Center,1.3231815462029837,77.18181818181819,17.9489174148091,75.0,30.9636884107821,137.0,0.9204454349197772,77.23851016521442,73.48458464176609,150.72309480698053,8.315057862953249e-05,0.3971076207720779,1.0,0.9900183660449204,0.009981633955079621
 43,MFP Senior - Dayspring,59,MFP Senior - Village Square/Manor,3.57013433924932,77.18181818181819,17.9489174148091,34.25,6.48249390842192,150.0,0.8889839709239535,77.01257171222328,34.21739194271862,111.22996365494188,0.0,0.5550801453802323,1.0,1.0,0.0
 44,MFP Senior - East Hill Senior Living,1,MFP American Legion - Binghamton,1.2264929609690354,39.833333333333336,2.16724933890169,200.1818181818182,46.0669473306365,47.0,0.9086065032578287,39.80241660156709,185.8621152312336,225.6645318328007,0.04495320138025745,0.09734187266879733,1.0,0.9481118503611236,0.051888149638876425
 44,MFP Senior - East Hill Senior Living,10,MFP Colesville,17.05151590904141,39.833333333333336,2.16724933890169,197.33333333333337,66.2589044902074,48.0,0.8775160584238801,39.7663246091889,176.16375353730155,215.93007814649047,0.05951750255832012,0.13627968741403806,1.0,0.9308550877625597,0.06914491223744033
 44,MFP Senior - East Hill Senior Living,14,MFP Conklin- Maines Community Center,3.969543414785172,39.833333333333336,2.16724933890169,153.16666666666666,20.1125620325993,47.0,0.9535846908565183,39.7662914512261,152.38045205923203,192.1467435104581,8.293996990504902e-05,0.23141302595816754,1.0,0.9999019115199594,9.808848004053483e-05
 44,MFP Senior - East Hill Senior Living,16,MFP Deposit,26.546392170166833,39.833333333333336,2.16724933890169,156.58333333333334,56.545168322378,47.0,0.9237216415783767,39.82356374381338,152.44273254235844,192.26629628617184,0.018807122156600464,0.23093481485531267,1.0,0.9772428522398265,0.02275714776017348
 44,MFP Senior - East Hill Senior Living,19,MFP First Assembly Of God Church,2.909892189220507,39.833333333333336,2.16724933890169,146.0,21.6459108042479,48.0,0.948494279319603,39.83978225770908,145.7917098832599,185.631492140969,6.821495732633938e-06,0.2574740314361241,1.0,0.9999919067732405,8.093226759586569e-06
 44,MFP Senior - East Hill Senior Living,33,MFP Saint Mary Recreation Center,2.694335107177977,39.833333333333336,2.16724933890169,148.3,59.8313370140505,46.0,0.9232495753078674,39.82497915151681,144.12822406705158,183.95320321856838,0.014945617041867124,0.2641871871257265,0.9999933196501914,0.9787315303406399,0.021261789309551554
 44,MFP Senior - East Hill Senior Living,52,MFP Senior - Metro Plaza Apartments,2.724407382390271,39.833333333333336,2.16724933890169,56.3,19.9167712689024,48.0,0.8770023478575545,39.862689106833926,56.390245715109295,96.25293482194323,0.0,0.6149882607122272,1.0,0.9985,0.0015
 44,MFP Senior - East Hill Senior Living,53,MFP Senior - North Shore Towers,3.1700080711925125,39.833333333333336,2.16724933890169,58.333333333333336,6.86051504383355,48.0,0.8787102113759582,39.811326814564104,58.57643740538357,98.38776421994768,0.0,0.6064489431202092,1.0,1.0,0.0
 44,MFP Senior - East Hill Senior Living,69,MFP Windsor,14.215724264291934,39.833333333333336,2.16724933890169,200.9090909090909,34.8954281975578,47.0,0.9315803699121217,39.742044726677655,190.9112885611214,230.65333328779903,0.033088935448823464,0.07738666684880374,0.9999970343865616,0.9615588164562936,0.03843821793026807
 45,"MFP Senior - Elizabeth Square, Waverly",25,MFP Nichols-The Creamery,10.138568765527676,29.0,9.67658842962558,122.4,26.4253666010521,59.0,0.9206789658119094,28.937176942341488,121.91153032254542,150.84870726488688,0.0,0.39660517094045245,0.997,1.0,0.003
 45,"MFP Senior - Elizabeth Square, Waverly",47,MFP Senior - Flannery,19.047778933409596,29.0,9.67658842962558,61.72727272727273,10.1103007778296,62.0,0.8726691193035772,29.201822235322958,61.63457689414858,90.83639912947154,0.0,0.6366544034821138,0.9995,1.0,0.0005
 45,"MFP Senior - Elizabeth Square, Waverly",55,MFP Senior - Park Terrace Congregate Apartments,18.3459383621123,29.0,9.67658842962558,24.363636363636363,4.41073071662117,63.0,0.8426787693325484,28.889006941715955,24.4594547239697,53.348461665685655,0.0,0.7866061533372574,0.9985,1.0,0.0015
 45,"MFP Senior - Elizabeth Square, Waverly",56,MFP Senior - Springview Apartments,0.95951840754079,29.0,9.67658842962558,27.583333333333332,9.31722094084958,66.0,0.8451098800297587,28.754347032706495,27.63300300449193,56.38735003719842,0.0,0.7744505998512063,0.998360256274488,0.9986065161361063,0.003033227589405838
 45,"MFP Senior - Elizabeth Square, Waverly",65,MFP Van Etten,16.200324053199697,29.0,9.67658842962558,213.7,19.9613515463145,57.0,0.9575306805051936,28.932857648259986,207.86708464280986,236.79994229106984,0.01994329582978879,0.05280023083572064,0.9994172881088079,0.9771252086948627,0.023368568690720765
 46,MFP Senior - Ellis Hollow,12,MFP College Ithaca College,2.9751399711972084,24.727272727272727,13.8064543536051,138.33333333333334,66.1418929272515,77.0,0.9104732948648702,25.04432473516569,135.81834120038482,160.86266593555052,0.010448023677231437,0.3565493362577979,0.956998086287528,0.9734325786440103,0.06601498656039914
 46,MFP Senior - Ellis Hollow,15,MFP Danby,6.778347073379921,24.727272727272727,13.8064543536051,160.22222222222223,34.5788149658782,75.0,0.9431661955372309,24.7761240604192,158.55592102470547,183.33204508512466,0.002187150331792987,0.26667181965950126,0.9588213517811425,0.9974466469414204,0.043732001277437246
 46,MFP Senior - Ellis Hollow,29,MFP Reach for Christ Church Freeville,9.79644903945258,24.727272727272727,13.8064543536051,220.0,22.6175939382498,63.0,0.942242321593566,25.592672772448196,211.71282199278033,237.30549476522853,0.02975129638663549,0.05077802093908578,0.9623558337721096,0.9660398190022788,0.07120969742513787
 46,MFP Senior - Ellis Hollow,34,MFP Salvation Army Ithaca,2.3921824800166336,24.727272727272727,13.8064543536051,181.1818181818182,39.5848915163808,69.0,0.9461425904751966,24.60395402465814,177.22230271238274,201.82625673704086,0.009574009321522631,0.19269497305183653,0.9559781794865209,0.9891674250122044,0.05475372836443934
 46,MFP Senior - Ellis Hollow,39,MFP Senior - Cayuga Meadows,6.0912584252614606,24.727272727272727,13.8064543536051,25.88888888888889,3.33333333333333,67.0,0.840776681364033,25.146171951310578,25.824679753730663,50.97085170504125,0.0,0.7961165931798351,0.958153250270563,1.0,0.04184674972943706
 46,MFP Senior - Ellis Hollow,41,MFP Senior - Conifer Village,4.725206378997987,24.727272727272727,13.8064543536051,33.8,10.3794669098819,70.0,0.8468802315872725,24.677185776729427,33.92310370736128,58.60028948409071,0.0,0.7655988420636373,0.9665326280261993,0.999,0.03446737197380071
 46,MFP Senior - Ellis Hollow,57,MFP Senior - Titus Towers,2.5634175854556234,24.727272727272727,13.8064543536051,72.8,4.31534728871525,69.0,0.87795963191651,24.75316132664113,72.6963785689964,97.44953989563753,0.0,0.6102018404174498,0.9560298168360287,1.0,0.04397018316397123
 47,MFP Senior - Flannery,18,MFP Erin,12.463935572449168,61.72727272727273,10.1103007778296,173.9090909090909,27.3219858189501,99.0,0.9510402492977993,61.86877068428495,168.18276140374064,230.0515320880256,0.02062561023288823,0.07979387164789764,1.0,0.9727388464667481,0.02726115353325178
 47,MFP Senior - Flannery,37,MFP Senior - Bragg,0.9136830730627136,61.72727272727273,10.1103007778296,66.88888888888889,6.03001750504186,99.0,0.9028897915279447,61.641667869309266,66.97057154062155,128.6122394099308,0.0,0.48555104236027674,1.0,1.0,0.0
 47,MFP Senior - Flannery,38,MFP Senior - Carpenter Apartments,1.1120903988719573,61.72727272727273,10.1103007778296,31.09090909090909,6.75950509215793,96.0,0.8744558000139027,61.84133600340808,31.228414013970237,93.06975001737833,0.0,0.6277209999304867,1.0,1.0,0.0
 47,MFP Senior - Flannery,45,"MFP Senior - Elizabeth Square, Waverly",19.047778933409596,61.72727272727273,10.1103007778296,29.0,9.67658842962558,90.0,0.8730186859576109,61.909873789514066,29.363483657499536,91.27335744701361,0.0,0.6349065702119455,1.0,0.997502277347739,0.0024977226522610715
 47,MFP Senior - Flannery,55,MFP Senior - Park Terrace Congregate Apartments,3.525334028702802,61.72727272727273,10.1103007778296,24.363636363636363,4.41073071662117,100.0,0.8689525136265764,61.652767751830645,24.537874281389975,86.19064203322061,0.0,0.6552374318671175,1.0,1.0,0.0
 47,MFP Senior - Flannery,56,MFP Senior - Springview Apartments,18.83513914094972,61.72727272727273,10.1103007778296,27.583333333333332,9.31722094084958,99.0,0.8713227233857037,61.712825370188,27.440578861941713,89.15340423212973,0.0,0.6433863830714811,1.0,0.998,0.002
 47,MFP Senior - Flannery,58,MFP Senior - Villa Serene,3.820657609211378,61.72727272727273,10.1103007778296,69.72727272727273,5.0614406860282,96.0,0.9049874266452896,61.40411251829729,69.83017078831463,131.23428330661193,0.0,0.4750628667735523,1.0,1.0,0.0
 48,MFP Senior - Harry L Apartments,6,MFP Boys and Girls Club,3.07420484734281,32.833333333333336,6.24232862533419,210.8,52.3551971313896,54.0,0.8857852257896607,32.76068443921264,192.43878966867732,225.19947410788993,0.05898397093540708,0.09920210356844025,0.9999804223148453,0.9337126337050967,0.06626778860974863
 48,MFP Senior - Harry L Apartments,19,MFP First Assembly Of God Church,3.7186457122365986,32.833333333333336,6.24232862533419,146.0,21.6459108042479,58.0,0.9434285145183958,32.94471860952175,146.38082571482158,179.32554432434333,1.9950588174235913e-05,0.2826978227026268,1.0,0.999977018125536,2.2981874463996466e-05
 48,MFP Senior - Harry L Apartments,26,MFP Owego VFW,16.915448371143015,32.833333333333336,6.24232862533419,176.25,34.285234033433,51.0,0.9557506491221163,32.967065793811216,175.59195315480338,208.5590189486146,0.006935353772984646,0.1657639242055417,1.0,0.9920687776161624,0.007931222383837632
 48,MFP Senior - Harry L Apartments,51,MFP Senior - Long Meadow Senior Housing,16.731331182858945,32.833333333333336,6.24232862533419,34.75,13.0043698949098,53.0,0.8539102175715496,32.616098535167026,34.77167342926997,67.38777196443701,0.0,0.730448912142252,1.0,0.9968924962036553,0.003107503796344723
 48,MFP Senior - Harry L Apartments,52,MFP Senior - Metro Plaza Apartments,3.98468111906683,32.833333333333336,6.24232862533419,56.3,19.9167712689024,55.0,0.8715895596201708,32.83427560374961,56.65267392146398,89.48694952521359,0.0,0.6420522018991457,1.0,0.9985,0.0015
 48,MFP Senior - Harry L Apartments,54,"MFP Senior - Northern Broome Senior Center, Whitney Point",14.58591429542938,32.833333333333336,6.24232862533419,50.90909090909091,21.9565687002981,53.0,0.866840414809825,32.907008633981135,50.64350987830012,83.55051851228127,0.0,0.665797925950875,1.0,0.9893339210665472,0.010666078933452823
 48,MFP Senior - Harry L Apartments,60,MFP Senior - Wells Apartments,1.3192042503486914,32.833333333333336,6.24232862533419,23.5,4.55216676124922,55.0,0.8450039510836872,32.66692178116868,23.588017073440326,56.254938854609016,0.0,0.774980244581564,1.0,1.0,0.0
 48,MFP Senior - Harry L Apartments,68,MFP Whitney Point,15.96939470304803,32.833333333333336,6.24232862533419,202.54545454545453,30.4478690103713,54.0,0.9435898653470001,32.71641733144388,195.7820904536888,228.4985077851327,0.024505588050691297,0.08600596885946933,0.9999865548198668,0.9720825975426278,0.027903957277239027
 49,MFP Senior - Jefferson Village,4,MFP Beaver Dams,12.76809179930506,24.818181818181817,2.78633026822672,170.7,28.7906234736241,35.0,0.9541130470769167,24.876624785335387,170.89326699128202,195.76989177661744,0.0015642914652357499,0.2169204328935303,1.0,0.9982673733666095,0.001732626633390555
 49,MFP Senior - Jefferson Village,7,MFP Bradford,13.055706644096546,24.818181818181817,2.78633026822672,122.27272727272728,29.7425315300864,35.0,0.9183170068980401,24.800831624850275,123.0954269976999,147.89625862255016,0.0,0.4084149655097992,1.0,1.0,0.0
 49,MFP Senior - Jefferson Village,23,MFP Millport,9.727694899522636,24.818181818181817,2.78633026822672,166.0,36.4996194805127,35.0,0.9483307431611822,24.922133210940554,165.30998600247702,190.23211921341758,0.0024093451309700063,0.23907152314632965,1.0,0.9973434595267302,0.0026565404732699274
 49,MFP Senior - Jefferson Village,24,MFP Montour Falls-Schuyler County Human Services Complex,4.433762697674371,24.818181818181817,2.78633026822672,149.36363636363637,60.0387753493902,33.0,0.9187656382832033,24.83145441098687,143.1627141272326,167.9941685382194,0.009768560342107671,0.3280233258471223,0.9999925946089513,0.9828245050597423,0.017168089549209134
 49,MFP Senior - Jefferson Village,35,MFP Schuyler Outreach,0.4835250933346896,24.818181818181817,2.78633026822672,138.85714285714286,21.5362374571215,36.0,0.9308359878396211,24.907676377065364,138.637308422461,163.54498479952636,0.0,0.34582006080189454,1.0,1.0,0.0
 50,MFP Senior - Lincoln Court,6,MFP Boys and Girls Club,1.6176038361456346,26.0,4.89897948556636,210.8,52.3551971313896,43.0,0.8964940398967124,25.95351428515129,196.35179713810712,222.3053114232584,0.05084388077618397,0.11077875430696635,1.0,0.9442859569072346,0.05571404309276544
 50,MFP Senior - Lincoln Court,14,MFP Conklin- Maines Community Center,4.264583232754312,26.0,4.89897948556636,153.16666666666666,20.1125620325993,42.0,0.943682628410739,25.97720589365366,153.66209977292792,179.63930566658155,1.801007657891957e-05,0.2814427773336738,1.0,0.9999798050940635,2.019490593651363e-05
 50,MFP Senior - Lincoln Court,16,MFP Deposit,26.84143198813597,26.0,4.89897948556636,156.58333333333334,56.545168322378,42.0,0.9249915747940385,26.121729584670216,152.98407516330678,179.10580474797698,0.011433168127714461,0.283576781008092,1.0,0.9859289924814113,0.01407100751858862
 50,MFP Senior - Lincoln Court,19,MFP First Assembly Of God Church,0.973162971251846,26.0,4.89897948556636,146.0,21.6459108042479,44.0,0.9372186960759207,26.160911414485724,145.36245868041505,171.52337009490077,0.0,0.3139065196203969,1.0,1.0,0.0
 50,MFP Senior - Lincoln Court,33,MFP Saint Mary Recreation Center,0.9072813107906652,26.0,4.89897948556636,148.3,59.8313370140505,42.0,0.922358574805745,26.000919755057506,145.2702338133836,171.2711535684411,0.009161467530629939,0.3149153857262355,1.0,0.9819117449433578,0.01808825505664219
 50,MFP Senior - Lincoln Court,52,MFP Senior - Metro Plaza Apartments,0.8772090355783712,26.0,4.89897948556636,56.3,19.9167712689024,43.0,0.8661038143148505,26.114122856844293,56.515645036718794,82.62976789356308,0.0,0.6694809284257476,1.0,0.995112728618511,0.004887271381489109
 50,MFP Senior - Lincoln Court,53,MFP Senior - North Shore Towers,0.4510672532235281,26.0,4.89897948556636,58.333333333333336,6.86051504383355,43.0,0.8674236042176697,26.113826185326747,58.165679086760456,84.2795052720872,0.0,0.6628819789116512,1.0,1.0,0.0
 50,MFP Senior - Lincoln Court,69,MFP Windsor,14.510764082261073,26.0,4.89897948556636,200.9090909090909,34.8954281975578,42.0,0.9456726291804917,26.030319995749654,195.5577931920765,221.5881131878261,0.019748663356105776,0.11364754724869545,0.9999941260131213,0.9781816212596834,0.021812504753437947
 51,MFP Senior - Long Meadow Senior Housing,6,MFP Boys and Girls Club,18.397742830201796,34.75,13.0043698949098,210.8,52.3551971313896,71.0,0.8715704617386206,34.8794294573394,192.9712779883952,227.8507074457346,0.06919381513622934,0.08859717021706164,0.9959173727296845,0.9210717125787228,0.08294376476001716
 51,MFP Senior - Long Meadow Senior Housing,25,MFP Nichols-The Creamery,11.42632189143268,34.75,13.0043698949098,122.4,26.4253666010521,75.0,0.925878192363591,34.83617913975692,122.59048797156883,157.4266671113257,3.946332841848229e-05,0.370293331554697,0.9968339263903601,0.9999487591251854,0.003217314484454472
 51,MFP Senior - Long Meadow Senior Housing,26,MFP Owego VFW,1.084296011715769,34.75,13.0043698949098,176.25,34.285234033433,75.0,0.9519792196656197,34.48286887986591,172.9413445528889,207.4242134327548,0.008725094425365107,0.1703031462689808,0.9963411468595392,0.9895484339730172,0.014110419167443539
 51,MFP Senior - Long Meadow Senior Housing,48,MFP Senior - Harry L Apartments,16.731331182858945,34.75,13.0043698949098,32.833333333333336,6.24232862533419,79.0,0.8542054473628178,35.04287488605271,32.71393431746958,67.75680920352228,0.0,0.728972763185911,0.9973082360537114,1.0,0.002691763946288526
 51,MFP Senior - Long Meadow Senior Housing,60,MFP Senior - Wells Apartments,16.230190932509878,34.75,13.0043698949098,23.5,4.55216676124922,87.0,0.8467391742723328,34.80240488503061,23.621562955385254,58.42396784041587,0.0,0.7663041286383365,0.99649426915564,1.0,0.003505730844359984
 52,MFP Senior - Metro Plaza Apartments,14,MFP Conklin- Maines Community Center,4.971710797175927,56.3,19.9167712689024,153.16666666666666,20.1125620325993,114.0,0.9614448925652858,56.134920404051805,151.73568494851176,207.8706053525636,0.0030322448229782714,0.16851757858974564,0.9953519426123021,0.9955147715494261,0.009093366275166808
 52,MFP Senior - Metro Plaza Apartments,19,MFP First Assembly Of God Church,0.2660354068302311,56.3,19.9167712689024,146.0,21.6459108042479,126.0,0.9568398060344661,56.831339522837204,145.21866545851418,202.0500049813514,0.0030001237191344065,0.19179998007459437,0.997,0.9955327157006175,0.007467284299382516
 52,MFP Senior - Metro Plaza Apartments,33,MFP Saint Mary Recreation Center,0.4190666752122954,56.3,19.9167712689024,148.3,59.8313370140505,125.0,0.9102046826005051,57.12793558442053,137.78816333423936,194.91609891865988,0.028580122834014187,0.22033560432536042,0.9978438244202061,0.9569614734521639,0.04519470212762995
 52,MFP Senior - Metro Plaza Apartments,44,MFP Senior - East Hill Senior Living,2.724407382390271,56.3,19.9167712689024,39.833333333333336,2.16724933890169,121.0,0.8769771693333425,56.37981219495795,39.84164947172013,96.2214616666781,0.0,0.6151141533332878,0.9977565920142397,1.0,0.002243407985760301
 52,MFP Senior - Metro Plaza Apartments,48,MFP Senior - Harry L Apartments,3.98468111906683,56.3,19.9167712689024,32.833333333333336,6.24232862533419,115.0,0.8715883241984678,56.60691581657072,32.878489431514026,89.48540524808473,0.0,0.6420583790076609,0.9965,1.0,0.0035
 52,MFP Senior - Metro Plaza Apartments,50,MFP Senior - Lincoln Court,0.8772090355783712,56.3,19.9167712689024,26.0,4.89897948556636,120.0,0.8656901519584083,56.27203623075791,25.840653717252497,82.11268994801041,0.0,0.6715492402079583,0.998,1.0,0.002
 52,MFP Senior - Metro Plaza Apartments,53,MFP Senior - North Shore Towers,0.4456006888022414,56.3,19.9167712689024,58.333333333333336,6.86051504383355,125.0,0.8914394153039292,56.0102761133084,58.28899301660314,114.29926912991154,0.0,0.5428029234803537,0.9965529433627016,1.0,0.003447056637298348
 52,MFP Senior - Metro Plaza Apartments,60,MFP Senior - Wells Apartments,3.07802816941594,56.3,19.9167712689024,23.5,4.55216676124922,129.0,0.8638478044035528,56.26110129743483,23.548654207006233,79.80975550444106,0.0,0.6807609779822358,0.9989046171309841,1.0,0.0010953828690159165
 53,MFP Senior - North Shore Towers,14,MFP Conklin- Maines Community Center,4.71565048597784,58.333333333333336,6.86051504383355,153.16666666666666,20.1125620325993,81.0,0.9671612707121308,58.15717523677041,153.09272564808333,211.24990088485373,0.0011491562473450788,0.15500039646058503,1.0,0.9984825541992525,0.0015174458007475174
 53,MFP Senior - North Shore Towers,19,MFP First Assembly Of God Church,0.5220957180283179,58.333333333333336,6.86051504383355,146.0,21.6459108042479,90.0,0.962485707875553,58.599940211582584,145.78765599991183,204.38759621149444,0.0006402306835266476,0.18244961515402222,1.0,0.9991609164791477,0.0008390835208521582
 53,MFP Senior - North Shore Towers,33,MFP Saint Mary Recreation Center,0.4756729640145355,58.333333333333336,6.86051504383355,148.3,59.8313370140505,79.0,0.9152867778904358,58.3483288475185,141.7335980392195,200.081926886738,0.027986727261846627,0.19967229245304807,1.0,0.9592008578801036,0.04079914211989653
 53,MFP Senior - North Shore Towers,44,MFP Senior - East Hill Senior Living,3.1700080711925125,58.333333333333336,6.86051504383355,39.833333333333336,2.16724933890169,82.0,0.878456740931582,58.197420637357794,39.87350552711964,98.07092616447743,0.0,0.6077162953420903,1.0,1.0,0.0
 53,MFP Senior - North Shore Towers,50,MFP Senior - Lincoln Court,0.4510672532235281,58.333333333333336,6.86051504383355,26.0,4.89897948556636,81.0,0.8676239029320432,58.55798807006764,25.971890594986245,84.52987866505387,0.0,0.6618804853397845,1.0,1.0,0.0
 53,MFP Senior - North Shore Towers,52,MFP Senior - Metro Plaza Apartments,0.4456006888022414,58.333333333333336,6.86051504383355,56.3,19.9167712689024,81.0,0.8915450572576351,58.16626996861192,56.26505160343195,114.43132157204387,0.0,0.5422747137118245,1.0,0.9965,0.0035
 53,MFP Senior - North Shore Towers,60,MFP Senior - Wells Apartments,3.334088480614027,58.333333333333336,6.86051504383355,23.5,4.55216676124922,85.0,0.865261521081359,58.21543954469859,23.361461807000214,81.57690135169881,0.0,0.6736923945932048,1.0,1.0,0.0
 54,"MFP Senior - Northern Broome Senior Center, Whitney Point",48,MFP Senior - Harry L Apartments,14.58591429542938,50.90909090909091,21.9565687002981,32.833333333333336,6.24232862533419,131.0,0.8676801995905857,51.86009459742323,32.74015489080899,84.60024948823222,0.0,0.661599002047071,0.9881712076937169,1.0,0.01182879230628308
 54,"MFP Senior - Northern Broome Senior Center, Whitney Point",60,MFP Senior - Wells Apartments,15.492567245080268,50.90909090909091,21.9565687002981,23.5,4.55216676124922,125.0,0.8595280752273122,51.09808046942431,23.312013564716064,74.41009403414037,0.0,0.7023596238634385,0.9898633124891646,1.0,0.010136687510835431
 55,MFP Senior - Park Terrace Congregate Apartments,23,MFP Millport,15.115694505719103,24.363636363636363,4.41073071662117,166.0,36.4996194805127,39.0,0.9469858109726231,24.352236831357025,165.5048835788935,189.85712041025053,0.0030624283472357895,0.24057151835899787,1.0,0.9966287273769971,0.003371272623002902
 55,MFP Senior - Park Terrace Congregate Apartments,37,MFP Senior - Bragg,4.439017101765515,24.363636363636363,4.41073071662117,66.88888888888889,6.03001750504186,38.0,0.8728140319832637,24.258717849490306,66.75882212958928,91.01753997907959,0.0,0.6359298400836817,1.0,1.0,0.0
 55,MFP Senior - Park Terrace Congregate Apartments,38,MFP Senior - Carpenter Apartments,4.637424427574759,24.363636363636363,4.41073071662117,31.09090909090909,6.75950509215793,41.0,0.844512689192702,24.575447640276963,31.065413850600546,55.64086149087751,0.0,0.7774365540364899,1.0,1.0,0.0
 55,MFP Senior - Park Terrace Congregate Apartments,45,"MFP Senior - Elizabeth Square, Waverly",18.3459383621123,24.363636363636363,4.41073071662117,29.0,9.67658842962558,40.0,0.8424799816882705,24.40213151251581,28.697845597822443,53.09997711033825,0.0,0.787600091558647,1.0,0.999370959320926,0.0006290406790739741
 55,MFP Senior - Park Terrace Congregate Apartments,47,MFP Senior - Flannery,3.525334028702802,24.363636363636363,4.41073071662117,61.72727272727273,10.1103007778296,42.0,0.8684223787828409,24.166729310261452,61.36124416828981,85.52797347855126,0.0,0.6578881060857951,1.0,1.0,0.0
 55,MFP Senior - Park Terrace Congregate Apartments,56,MFP Senior - Springview Apartments,18.133298569652425,24.363636363636363,4.41073071662117,27.583333333333332,9.31722094084958,38.0,0.8416585833783983,24.363022797976143,27.71020642502173,52.07322922299787,0.0,0.7917070831080085,1.0,0.9990789391085075,0.00092106089149251
 55,MFP Senior - Park Terrace Congregate Apartments,58,MFP Senior - Villa Serene,6.272910619491075,24.363636363636363,4.41073071662117,69.72727272727273,5.0614406860282,39.0,0.8751622883924661,24.391343221929624,69.56151726865313,93.95286049058275,0.0,0.624188558037669,1.0,1.0,0.0
 56,MFP Senior - Springview Apartments,25,MFP Nichols-The Creamery,9.179050357986888,27.583333333333332,9.31722094084958,122.4,26.4253666010521,56.0,0.9199155157574925,27.482898887975033,122.41149580889073,149.89439469686576,0.0,0.40042242121253696,0.9987899658745628,1.0,0.001210034125437247
 56,MFP Senior - Springview Apartments,45,"MFP Senior - Elizabeth Square, Waverly",0.95951840754079,27.583333333333332,9.31722094084958,29.0,9.67658842962558,57.0,0.8451901882218795,27.448669591731203,29.03906568561827,56.48773527734947,0.0,0.7740490588906022,0.9974162554122631,0.999,0.0035837445877369015
 56,MFP Senior - Springview Apartments,47,MFP Senior - Flannery,18.83513914094972,27.583333333333332,9.31722094084958,61.72727272727273,10.1103007778296,63.0,0.8719746119220965,28.110808124851612,61.85745677776894,89.96826490262055,0.0,0.6401269403895178,0.9989518777138876,1.0,0.001048122286112433
 56,MFP Senior - Springview Apartments,55,MFP Senior - Park Terrace Congregate Apartments,18.133298569652425,27.583333333333332,9.31722094084958,24.363636363636363,4.41073071662117,56.0,0.8417255616400382,27.903896438107783,24.253055611939942,52.15695205004772,0.0,0.7913721917998091,0.9985441898101756,1.0,0.0014558101898244523
 56,MFP Senior - Springview Apartments,65,MFP Van Etten,15.98768426073982,27.583333333333332,9.31722094084958,213.7,19.9613515463145,60.0,0.9599482535843799,27.729904255502117,208.38933412497505,236.11923838047716,0.01809196070000119,0.05552304647809137,0.9970284582045988,0.9793270372969494,0.023644504498451773
 57,MFP Senior - Titus Towers,12,MFP College Ithaca College,1.2126342142593374,72.8,4.31534728871525,138.33333333333334,66.1418929272515,88.0,0.9008230566304617,72.73455890158925,125.6592746911061,198.39383359269533,0.03618250640230918,0.20642466562921863,0.9999936859004108,0.9286795617092478,0.07131412419116308
 57,MFP Senior - Titus Towers,15,MFP Danby,6.74907391207574,72.8,4.31534728871525,160.22222222222223,34.5788149658782,87.0,0.9383601913390792,72.84793518758134,152.7522149197674,225.60015010734875,0.026324955466749927,0.09759939957060501,0.9999937110976516,0.9644240910123928,0.0355696200852588
 57,MFP Senior - Titus Towers,39,MFP Senior - Cayuga Meadows,4.114230439805386,72.8,4.31534728871525,25.88888888888889,3.33333333333333,89.0,0.8790001750299977,72.97345268135278,25.776766106144503,98.75021878749729,0.0,0.6049991248500107,1.0,1.0,0.0
 57,MFP Senior - Titus Towers,41,MFP Senior - Conifer Village,2.748178393541912,72.8,4.31534728871525,33.8,10.3794669098819,92.0,0.8852106929697038,72.75702829972273,33.756337912406984,106.51336621212971,0.0,0.5739465351514812,1.0,0.9995,0.0005
 57,MFP Senior - Titus Towers,46,MFP Senior - Ellis Hollow,2.5634175854556234,72.8,4.31534728871525,24.727272727272727,13.8064543536051,87.0,0.8779659815240826,72.78292203210017,24.674554873002982,97.45747690510316,0.0,0.6101700923795872,1.0,0.9654036783921354,0.034596321607864744
 57,MFP Senior - Titus Towers,61,MFP Senior - Woodsedge Apartments,7.327555558006515,72.8,4.31534728871525,17.2,4.23739962188552,91.0,0.8720803643235101,72.75371431691624,17.34674108747144,90.1004554043877,0.0,0.6395981783824493,1.0,1.0,0.0
 58,MFP Senior - Villa Serene,18,MFP Erin,9.716358981660893,69.72727272727273,5.0614406860282,173.9090909090909,27.3219858189501,85.0,0.9404152952522107,69.72033414624839,165.59723827593297,235.31757242218134,0.029899226678459023,0.058729710311274635,0.9999952909959839,0.9599551803734838,0.04004011062250012
 58,MFP Senior - Villa Serene,23,MFP Millport,10.593196325210428,69.72727272727273,5.0614406860282,166.0,36.4996194805127,84.0,0.9338181981409592,69.66185187329195,158.19618676472925,227.8580386380212,0.030292645480911092,0.08856784544791524,0.999954529189803,0.9597122187620403,0.04024231042776258
 58,MFP Senior - Villa Serene,37,MFP Senior - Bragg,3.67669488227416,69.72727272727273,5.0614406860282,66.88888888888889,6.03001750504186,86.0,0.909275467058799,69.68713469939236,66.90719912410641,136.59433382349877,0.0,0.45362266470600493,1.0,1.0,0.0
 58,MFP Senior - Villa Serene,38,MFP Senior - Carpenter Apartments,3.413257608083184,69.72727272727273,5.0614406860282,31.09090909090909,6.75950509215793,86.0,0.8805242377162789,69.60495593203053,31.05034121331813,100.65529714534865,0.0,0.5973788114186053,1.0,1.0,0.0
 58,MFP Senior - Villa Serene,47,MFP Senior - Flannery,3.820657609211378,69.72727272727273,5.0614406860282,61.72727272727273,10.1103007778296,85.0,0.9046912798600322,69.74769037549608,61.116409449544165,130.86409982504023,0.0,0.476543600699839,1.0,1.0,0.0
 58,MFP Senior - Villa Serene,55,MFP Senior - Park Terrace Congregate Apartments,6.272910619491075,69.72727272727273,5.0614406860282,24.363636363636363,4.41073071662117,89.0,0.8752966157117071,69.84872221985832,24.272047419775603,94.12076963963392,0.0,0.6235169214414643,1.0,1.0,0.0
 59,MFP Senior - Village Square/Manor,5,MFP Birnie Transportation Services,1.8200361709161552,34.25,6.48249390842192,213.375,53.4039525021991,56.0,0.8732745135144439,34.219704243325815,193.77307097510976,227.99277521843555,0.06819981666269036,0.08802889912625775,0.9999909181921229,0.9230337576540534,0.07695716053806956
 59,MFP Senior - Village Square/Manor,8,MFP Campbell,10.226626433666802,34.25,6.48249390842192,168.5,40.968946111104,57.0,0.945434723392738,34.31957766684849,166.005020895597,200.3245985624455,0.009265597160761386,0.1987016057502181,1.0,0.98938499203219,0.010615007967810043
 59,MFP Senior - Village Square/Manor,20,MFP Lamphear Court,1.038358516439775,34.25,6.48249390842192,126.0,40.6803255750109,60.0,0.9274887641165321,34.307964265329794,126.39403994374261,160.70200420907238,0.0006705245317035836,0.3571919831637104,1.0,0.9982188177480523,0.0017811822519477512
 59,MFP Senior - Village Square/Manor,42,MFP Senior - Corning Senior Center,2.2469527930463364,34.25,6.48249390842192,75.0,30.9636884107821,56.0,0.8879986709221097,34.17134039314509,75.82699825949202,109.9983386526371,0.0,0.5600066453894516,1.0,0.9928114484431176,0.007188551556882286
 59,MFP Senior - Village Square/Manor,43,MFP Senior - Dayspring,3.57013433924932,34.25,6.48249390842192,77.18181818181819,17.9489174148091,54.0,0.8895937792380911,34.28922843434001,77.70299561327384,111.99222404761386,0.0,0.5520311038095447,1.0,1.0,0.0
 60,MFP Senior - Wells Apartments,6,MFP Boys and Girls Club,2.1675518976919204,23.5,4.55216676124922,210.8,52.3551971313896,37.0,0.9042215025639603,23.609377538051618,196.61213160500387,220.22150914305547,0.044972315469052566,0.11911396342777804,0.9999547675794881,0.9510661992388971,0.048888568340591
 60,MFP Senior - Wells Apartments,19,MFP First Assembly Of God Church,2.8119927625857093,23.5,4.55216676124922,146.0,21.6459108042479,39.0,0.9349581636029229,23.562485070588714,145.13639163414052,168.69887670472923,5.861005377902381e-07,0.3252044931810831,1.0,0.9999993522362653,6.477637345948528e-07
 60,MFP Senior - Wells Apartments,26,MFP Owego VFW,15.596244120794326,23.5,4.55216676124922,176.25,34.285234033433,40.0,0.9518625360672258,23.40625651110142,173.8050327357391,197.21128924684052,0.003691559581404151,0.21115484301263787,1.0,0.9959487614961372,0.004051238503862869
 60,MFP Senior - Wells Apartments,48,MFP Senior - Harry L Apartments,1.3192042503486914,23.5,4.55216676124922,32.833333333333336,6.24232862533419,38.0,0.844803637931177,23.411883680228684,32.59266373374254,56.00454741397122,0.0,0.7759818103441151,1.0,1.0,0.0
 60,MFP Senior - Wells Apartments,51,MFP Senior - Long Meadow Senior Housing,16.230190932509878,23.5,4.55216676124922,34.75,13.0043698949098,40.0,0.8469453421700119,23.570829914680044,35.11084779783486,58.681677712514904,0.0,0.7652732891499404,1.0,0.9935,0.0065
 60,MFP Senior - Wells Apartments,52,MFP Senior - Metro Plaza Apartments,3.07802816941594,23.5,4.55216676124922,56.3,19.9167712689024,42.0,0.8638678575824226,23.26673215138383,56.56808982664431,79.83482197802813,0.0,0.6806607120878874,1.0,0.998,0.002
 60,MFP Senior - Wells Apartments,53,MFP Senior - North Shore Towers,3.334088480614027,23.5,4.55216676124922,58.333333333333336,6.86051504383355,38.0,0.8651509912955719,23.401564246051027,58.03717487341376,81.4387391194648,0.0,0.6742450435221408,1.0,1.0,0.0
 60,MFP Senior - Wells Apartments,54,"MFP Senior - Northern Broome Senior Center, Whitney Point",15.492567245080268,23.5,4.55216676124922,50.90909090909091,21.9565687002981,41.0,0.8594771964524667,23.476017544068643,50.87047802151482,74.34649556558347,0.0,0.7026140177376662,1.0,0.9927983738829036,0.0072016261170964845
 60,MFP Senior - Wells Apartments,68,MFP Whitney Point,16.87604765269892,23.5,4.55216676124922,202.54545454545453,30.4478690103713,38.0,0.9560834562544471,23.41129022986761,198.46644039988945,221.87773062975708,0.013386705155849053,0.11248907748097173,0.9999987155600728,0.9853066981188102,0.01469201744126261
 61,MFP Senior - Woodsedge Apartments,12,MFP College Ithaca College,8.160516256252258,17.2,4.23739962188552,138.33333333333334,66.1418929272515,32.0,0.9096069577370417,17.351507881669903,134.66267402373987,152.01418190540977,0.0075027423670538124,0.39194327237836096,1.0,0.9720116355726981,0.027988364427301928
 61,MFP Senior - Woodsedge Apartments,21,MFP Lansing,1.2874023513887627,17.2,4.23739962188552,181.0,23.2937759927411,36.0,0.9585834942698038,17.266528001822255,181.64201297579268,198.90854097761493,0.00033958657018011407,0.20436583608954023,1.0,0.9996316958971263,0.00036830410287369124
 61,MFP Senior - Woodsedge Apartments,29,MFP Reach for Christ Church Freeville,10.988460066901554,17.2,4.23739962188552,220.0,22.6175939382498,30.0,0.9618826602498192,17.26547018760898,215.6962065041302,232.96167669173917,0.0153041756897326,0.06815329323304331,1.0,0.9835630775076599,0.01643692249234009
 61,MFP Senior - Woodsedge Apartments,34,MFP Salvation Army Ithaca,6.624799652567899,17.2,4.23739962188552,181.1818181818182,39.5848915163808,32.0,0.9464822322600581,17.255930046754205,178.59627136313696,195.85220140989117,0.006374705542409233,0.2165911943604354,1.0,0.993190921718,0.006809078282000051
 61,MFP Senior - Woodsedge Apartments,39,MFP Senior - Cayuga Meadows,6.9066643978127,17.2,4.23739962188552,25.88888888888889,3.33333333333333,33.0,0.8345697902621839,17.298712769062817,25.913525058667098,43.212237827729915,0.0,0.8271510486890803,1.0,1.0,0.0
 61,MFP Senior - Woodsedge Apartments,41,MFP Senior - Conifer Village,7.395277151548965,17.2,4.23739962188552,33.8,10.3794669098819,31.0,0.8406191934831686,17.319804352735122,33.45418750122565,50.773991853960766,0.0,0.796904032584157,1.0,0.9995956269956981,0.0004043730043018437
 61,MFP Senior - Woodsedge Apartments,57,MFP Senior - Titus Towers,7.327555558006515,17.2,4.23739962188552,72.8,4.31534728871525,33.0,0.8720960060867253,17.28426479233024,72.8357428160764,90.12000760840665,0.0,0.6395199695663735,1.0,1.0,0.0
 63,MFP Troupsburg,36,MFP Senior - Addison Place Apartments,19.69026681157269,148.71428571428572,50.2484304422015,30.09090909090909,5.02900676982135,234.0,0.9309722887130849,147.51828350289423,29.335270421308937,176.85355392420314,0.0065690965164235445,0.2925857843031873,0.994543343042548,0.9732034972812899,0.024519686214199674
 64,MFP Tuscarora,36,MFP Senior - Addison Place Apartments,5.172850536384525,192.63636363636363,29.8639338576576,30.09090909090909,5.02900676982135,233.0,0.9571630445210271,192.53996336018574,28.1110239281017,220.65098728828744,0.01209859081850181,0.11739605084685031,0.9945384553527563,0.9379297361035529,0.05660871924920332
 65,MFP Van Etten,45,"MFP Senior - Elizabeth Square, Waverly",16.200324053199697,213.7,19.9613515463145,29.0,9.67658842962558,243.0,0.9553637296875132,213.77304492189603,24.04242426660649,237.81546918850253,0.021805403539555623,0.04873812324598987,0.9974915615658203,0.8423502360032453,0.1551413255625752
 65,MFP Van Etten,56,MFP Senior - Springview Apartments,15.98768426073982,213.7,19.9613515463145,27.583333333333332,9.31722094084958,247.0,0.9581645171559209,212.95299781895358,22.623845200296387,235.57684301924996,0.018935598287174425,0.057692627923000166,0.9986222978697614,0.8463159292093841,0.15230636866037725
 68,MFP Whitney Point,48,MFP Senior - Harry L Apartments,15.96939470304803,202.54545454545453,30.4478690103713,32.833333333333336,6.24232862533419,234.0,0.9450987467980008,200.7959988535992,28.63058462086558,229.42658347446476,0.024026574988481878,0.08229366610214091,0.9905398626351604,0.8772059865507436,0.1135088641807078
 68,MFP Whitney Point,60,MFP Senior - Wells Apartments,16.87604765269892,202.54545454545453,30.4478690103713,23.5,4.55216676124922,238.0,0.9571221984285616,200.05055395051318,21.74456459228217,221.7951185427954,0.012696185253546667,0.11281952582881852,0.9934789092932628,0.9275456911378226,0.06593321815544015
 69,MFP Windsor,44,MFP Senior - East Hill Senior Living,14.215724264291934,200.9090909090909,34.8954281975578,39.833333333333336,2.16724933890169,219.0,0.9297187954680582,193.7656511167687,36.72787763560192,230.49352875237062,0.03417251720864884,0.07802588499051753,0.9733930209424343,0.9231313390179732,0.051422858892545546
 69,MFP Windsor,50,MFP Senior - Lincoln Court,14.510764082261073,200.9090909090909,34.8954281975578,26.0,4.89897948556636,237.0,0.9464011221716473,197.9911686202582,23.27842987046033,221.26959849071855,0.019134097888079713,0.11492160603712574,0.9895414756554091,0.9030310460987526,0.08657066430333085
 70,MFP Woodhull,36,MFP Senior - Addison Place Apartments,10.29220298993454,176.0,63.5438288256081,30.09090909090909,5.02900676982135,234.0,0.9100952066649615,169.5550680322242,27.037657163839626,196.5927251960638,0.02948685843243099,0.21362909921574477,0.9769248549678711,0.9072260834148612,0.07300481595935156
--- a/data/p3_kmin_data.csv
+++ b/data/p3_kmin_data.csv
@@ -0,0 +1,92 @@
 k_min,effectiveness,min_eff,bottom10_eff,gini_eff,std_eff,unmet,waste,total_served,total_demand,serve_ratio,total_visits_allocated,pair_trips,total_trips,n_total_guess
 1.0,0.6740723786885516,0.0,0.0,0.3217202192552402,0.43656031934945183,6020.289385111637,36176.24303967647,147723.2768683165,102473.0,1.4415824350640314,838,108,730,838
 1.1,0.6722177485654618,0.0,0.0,0.3237898270037862,0.4381964050059289,6134.933288588227,36010.11976628754,147945.03797284796,102473.0,1.4437465280888426,836,106,730,836
 1.2000000000000002,0.6704958056643757,0.0,0.0,0.3252720980781685,0.43767064228245295,6134.628433322902,35851.698318827875,148087.79720977912,102473.0,1.445139668105541,836,106,730,836
 1.3000000000000003,0.6695095925793307,0.0,0.0,0.3265198171690131,0.4390762580089967,6194.792025406361,35791.54530474273,148141.2688314323,102473.0,1.4456614799160004,835,105,730,835
 1.4000000000000004,0.6694339654873941,0.0,0.0,0.3265802483202278,0.43905148544927036,6228.20708270612,36000.81452945016,147931.99960672486,102473.0,1.4436192910007988,834,104,730,834
 1.5000000000000004,0.6636484657996786,0.0,0.0,0.3326203421528935,0.4436320259876694,6356.091273608803,36333.108762277174,147589.4830348685,102473.0,1.440276785444639,832,102,730,832
 1.6000000000000005,0.6674208779059524,0.0,0.0,0.3293309386901855,0.4449673364402397,6234.590067200417,36320.201836248496,147631.90110044152,102473.0,1.4406907292695785,833,103,730,833
 1.7000000000000006,0.677206085721042,0.0,0.0,0.3193836926435514,0.43808481522067905,5912.781858506872,36354.762090768185,147728.00500309057,102473.0,1.4416285753621985,838,108,730,838
 1.8000000000000007,0.6853909571528494,0.0,0.0,0.31023826446319225,0.4308742949819052,5630.1359189478335,36483.523227618854,147537.6525628842,102473.0,1.4397709890691617,842,112,730,842
 1.9000000000000008,0.6890401314655326,0.0,0.0,0.3062024543978086,0.427646944020185,5393.962361226006,36534.7334051381,147536.0728234961,102473.0,1.4397555729167302,848,118,730,848
 2.000000000000001,0.6916342987650869,0.0,0.0,0.30285566345045,0.4237753393873303,5226.963307492039,36417.396480255346,147694.8974979497,102473.0,1.4413054902066857,855,125,730,855
 2.100000000000001,0.6916342987650869,0.0,0.0,0.30285566345045,0.4237753393873303,5226.963307492039,36243.39825347202,147868.89572473304,102473.0,1.443003481158286,855,125,730,855
 2.200000000000001,0.6916342987650869,0.0,0.0,0.30285566345045,0.4237753393873303,5241.751256285928,36282.267759646194,147821.23826976496,102473.0,1.4425384078709997,854,124,730,854
 2.300000000000001,0.689742345332021,0.0,0.0,0.3052835506806135,0.42655395722447487,5274.6871545285085,36319.739718309014,147783.79747865337,102473.0,1.442173035615756,853,123,730,853
 2.4000000000000012,0.688248360925854,0.0,0.0,0.30553469184828663,0.4221237318113932,5366.086641321199,36189.79208030942,147634.20280955738,102473.0,1.440713190884988,853,124,729,854
 2.5000000000000013,0.6848290989216977,0.0,0.0,0.3093208490891366,0.42515345580679914,5472.22950054102,36281.72441598971,147799.44228348258,102473.0,1.442325708074152,854,124,730,854
 2.6000000000000014,0.6896535071313614,0.0,0.0,0.305304325597086,0.4270116708887982,5352.72050226549,36516.254106924214,147594.42373209246,102473.0,1.440325000069213,855,125,730,855
 2.7000000000000015,0.6985110166730488,0.0,0.0,0.29670683697586453,0.4221335041512494,5025.3870274202345,36686.51116283028,147477.51989743143,102473.0,1.4391841743428164,858,128,730,858
 2.8000000000000016,0.7100761581874693,0.0,0.0,0.2831113409660537,0.40856678154890197,4742.678752758735,36978.4427807813,147188.4850911636,102473.0,1.4363635795884144,862,132,730,862
 2.9000000000000017,0.7198705386798687,0.0,0.0,0.271575294485249,0.39776035729469933,4506.474027485676,36974.56304216336,147242.02643546386,102473.0,1.4368860717990481,868,138,730,868
 3.0000000000000018,0.7314298778470564,0.0,0.033766076722152795,0.25638144882241276,0.3805459043648514,4339.474973751709,36857.22611728063,147400.8511099175,102473.0,1.438435989089004,875,145,730,875
 3.100000000000002,0.7252752990058506,0.0,0.017169732492595333,0.26395202440891885,0.388378191123884,4464.487061818893,36567.79239401148,147629.21302946407,102473.0,1.4406644972769809,871,141,730,871
 3.200000000000002,0.7204285472205735,0.0,0.017169732492595333,0.2689724725768716,0.3922194812375008,4497.631473754569,36589.067808291344,147607.9376151842,102473.0,1.4404568775695472,870,140,730,870
 3.300000000000002,0.7242550778657342,0.0,0.017169732492595333,0.2646652350651417,0.3877456740629719,4449.8452916156375,36632.053513103245,147573.77102671744,102473.0,1.4401234571713275,872,142,730,872
 3.400000000000002,0.7177542121976923,0.0,0.017169732492595333,0.27143994765260526,0.3938203358062794,4631.229278882666,36563.57373724476,147632.99067575324,102473.0,1.440701362073456,871,141,730,871
 3.500000000000002,0.7177542121976923,0.0,0.017169732492595333,0.27143994765260526,0.3938203358062794,4631.229278882666,36720.63542345697,147475.92898954102,102473.0,1.4391686492006774,871,141,730,871
 3.6000000000000023,0.7187617714834224,0.0,0.007007234874695632,0.2719009177667593,0.3979241974558004,4602.763774059581,37000.92013243452,147216.36747131392,102473.0,1.4366356744831703,870,140,730,870
 3.7000000000000024,0.7273028122198695,0.0,0.0,0.26475321252765904,0.3954021490716001,4295.125219300304,37256.261168024226,147100.47854168684,102473.0,1.4355047528781908,873,143,730,873
 3.8000000000000025,0.7390472617564016,0.0,0.017169732492595333,0.25118008620036325,0.38163389437899137,4027.204893432692,37595.756262237905,146755.09231036244,102473.0,1.4321342432676163,876,146,730,876
 3.9000000000000026,0.7540293018072356,0.0,0.04731511280749442,0.23409057177925274,0.36509407900062024,3791.000168159633,37683.34018197474,146983.84876694123,102473.0,1.4343666016115584,883,152,731,882
 4.000000000000003,0.7685014722164484,0.0,0.09773300593223486,0.21604381186712707,0.3437213966754365,3623.9575213643493,37558.28893264284,147150.38776584403,102473.0,1.4359918004337147,890,159,731,889
 4.100000000000003,0.7693787970682873,0.08580453583003264,0.11027751619063263,0.214422421135964,0.34125675879485917,3620.3065798964253,37060.58980645669,147416.73783349807,102473.0,1.4385910223522105,890,160,730,890
 4.200000000000003,0.7583063449505908,0.0,0.09773300593223486,0.22450364811434498,0.3480286798472576,3870.914606123618,37191.316644841485,147274.42086249572,102473.0,1.4372021982619394,886,156,730,886
 4.3000000000000025,0.7613841665242425,0.08580453583003264,0.10685164245791927,0.2218590487710259,0.3462916785749853,3846.39442834506,36960.97265607414,147466.7024217918,102473.0,1.4390786101879693,887,157,730,887
 4.400000000000003,0.7613269409178632,0.08580453583003264,0.10685164245791927,0.22191116016014,0.34633610179754637,3851.3981612466637,36939.98098086362,147487.69409700233,102473.0,1.4392834609799883,888,158,730,888
 4.5000000000000036,0.7592468472390332,0.08580453583003264,0.10214873974979818,0.22457416019921816,0.34976586136098775,3875.118560622251,37178.74741098417,147236.25086056747,102473.0,1.436829709880334,887,157,730,887
 4.600000000000003,0.7589806105177003,0.0,0.0847137765296161,0.22636463945492125,0.3542417265451027,3822.32682950495,37399.49386433039,147045.01554676561,102473.0,1.4349635079168719,887,157,730,887
 4.700000000000003,0.7617608488270767,0.0,0.06572328094203966,0.22635980549379564,0.35942010924932244,3567.6249940327316,37761.768346579614,146804.61727289128,102473.0,1.4326175409414312,887,157,730,887
 4.800000000000003,0.7781921610034352,0.0,0.07007397305625625,0.20947583678434456,0.3426573389160954,3251.9496535774197,37932.03874846048,146887.24368269357,102473.0,1.4334238646540414,893,162,731,892
 4.900000000000004,0.7905533262386106,0.0,0.1140453817749449,0.19482523529477258,0.3232459377222856,3072.945088414577,37802.57166889043,147114.05094684858,102473.0,1.4356372014759848,900,169,731,899
 5.0000000000000036,0.8063524174616191,0.0878115718087844,0.19629873813053836,0.17656566834083787,0.2996060193495954,2906.7048363821605,37677.52041955852,147280.5899457514,102473.0,1.437262400298141,907,176,731,906
 5.100000000000003,0.8083175933810728,0.13969065669623595,0.21595049732507504,0.17379113571015115,0.29530682472249453,2891.916887588272,37471.22489073447,147282.245371764,102473.0,1.4372785550512233,907,177,730,907
 5.200000000000004,0.8067111746070708,0.13969065669623595,0.21595049732507504,0.17496077561101275,0.29581010319036494,2954.4561779246887,37577.63413353803,147133.29683862402,102473.0,1.4358250157468213,906,176,730,906
 5.300000000000004,0.8048048676551554,0.13969065669623595,0.21595049732507504,0.17687897256580087,0.29840831627421716,2994.321822056623,37459.88846701144,147211.604912624,102473.0,1.4365891982534327,905,175,730,905
 5.400000000000004,0.8001843293019237,0.13969065669623595,0.21595049732507504,0.1806239013248363,0.30141068072479216,3131.74958339343,37340.8478087531,147320.30322509888,102473.0,1.4376499490119239,904,174,730,904
 5.5000000000000036,0.8001843293019237,0.13969065669623595,0.21595049732507504,0.1806239013248363,0.30141068072479216,3131.74958339343,37565.616225893405,146845.53480795858,102473.0,1.433016841587136,903,174,729,904
 5.600000000000004,0.8006660544756361,0.13969065669623595,0.21595049732507504,0.18024152397150406,0.3011104384379928,3115.608843165862,37802.80782982654,145887.8543435698,102473.0,1.4236711557539041,900,174,726,904
 5.700000000000005,0.8085043708763061,0.0878115718087844,0.19629873813053836,0.17566182129872776,0.3021532217248958,2813.0271898563856,37992.70712775607,146819.83125401512,102473.0,1.4327660091342609,908,178,730,908
 5.800000000000004,0.8233002201989894,0.13969065669623595,0.22186454748544399,0.160882611226824,0.28422107953713327,2509.6240719584775,38063.97438959663,146701.4958484458,102473.0,1.4316112131824559,913,183,730,913
 5.900000000000004,0.8356354619761441,0.13969065669623595,0.2677345280655274,0.14782744454080232,0.2648939166362586,2330.7019037034606,37932.98223127127,146929.79702380486,102473.0,1.4338391285880656,920,190,730,920
 6.000000000000004,0.8493853546559438,0.2844197980177543,0.35432079558183843,0.1322419622096782,0.2400711810795258,2196.644632937205,37807.93098193936,147096.33602270763,102473.0,1.4354643274102215,927,197,730,927
 6.100000000000005,0.8493853546559438,0.2844197980177543,0.35432079558183843,0.1322419622096782,0.2400711810795258,2196.644632937205,37750.491952534365,147150.97286828895,102473.0,1.4359975102543008,926,196,730,926
 6.200000000000005,0.8452475636118361,0.22537388617054127,0.3346690363873018,0.13613605006405027,0.24457978884807166,2280.630373451326,37683.99513966863,147199.48394064052,102473.0,1.4364709137103484,924,194,730,924
 6.300000000000004,0.8452475636118361,0.22537388617054127,0.3346690363873018,0.13613605006405027,0.24457978884807166,2280.630373451326,37729.24732693835,147117.65980497614,102473.0,1.435672419124805,924,194,730,924
 6.400000000000005,0.8394059021948915,0.22537388617054127,0.3202455310980886,0.14171278586749914,0.2519176464415909,2333.5934857336033,38063.08344497489,146832.80085900193,102473.0,1.4328925752051949,921,191,730,921
 6.500000000000005,0.8313909490784981,0.22537388617054127,0.2842756263641339,0.1500663274324241,0.2637651054213871,2482.39997848706,38321.968817794914,146497.5647498637,102473.0,1.4296211172685849,917,187,730,917
 6.600000000000005,0.8384742278728325,0.22537388617054127,0.3100824304823972,0.14253873319452137,0.25239561361599877,2400.2996923537567,38379.09227011349,146489.9754315522,102473.0,1.429547055629797,921,191,730,921
 6.700000000000005,0.8464288776153129,0.22537388617054127,0.3100824304823972,0.1375251693120152,0.2531838008876674,2128.655344278889,38151.12439147372,146789.8857307061,102473.0,1.4324737807101002,926,196,730,926
 6.800000000000005,0.8572396492452687,0.2307258469995803,0.33531378930542327,0.127465676345206,0.24027825495576688,1966.0829456649788,38308.49979583387,146373.86701966915,102473.0,1.4284139921703196,929,199,730,929
 6.900000000000006,0.8694766253125472,0.2844197980177543,0.38906166074655557,0.11492378882473853,0.21926084592904796,1787.1564581158805,38142.244695321184,146607.24500555737,102473.0,1.4306914504850778,936,206,730,936
 7.000000000000005,0.8823020879874417,0.364767680258805,0.46751062730617027,0.1014886955901122,0.19563957609799948,1652.7458770897342,38013.53338217175,146777.4440682777,102473.0,1.4323523666553892,943,213,730,943
 7.100000000000005,0.8802654930016758,0.364767680258805,0.46751062730617027,0.10316666884165282,0.19840502200845703,1684.280913220463,37596.922522595334,146996.26699034407,102473.0,1.4344877869325976,941,211,730,941
 7.2000000000000055,0.8781414862386119,0.364767680258805,0.448560352831529,0.10557600414027557,0.20277359612941548,1717.301403641385,37390.95470114173,147192.01247276829,102473.0,1.436398002134887,939,209,730,939
 7.300000000000006,0.8781667280009705,0.364767680258805,0.4483517369146842,0.10557109995590874,0.2028222208179023,1702.1396147154946,37664.600666481776,146780.99064745405,102473.0,1.4323869765445927,938,208,730,938
 7.400000000000006,0.8744009599469025,0.364767680258805,0.4483517369146842,0.10780768806855878,0.20254949938231437,1798.2968915278636,37904.73585573689,146890.32671691084,102473.0,1.4334539509618225,939,209,730,939
 7.500000000000005,0.8724059917322737,0.36293620053229814,0.4286999777201475,0.1101117507764644,0.20678066404172663,1812.4137040290675,38027.73491387723,146758.53970997658,102473.0,1.4321678852963862,938,208,730,938
 7.600000000000006,0.8742437763973652,0.364767680258805,0.448560352831529,0.10788263860748004,0.20248333708526917,1801.6505368351038,38164.14610000826,146853.53838077962,102473.0,1.4330949457982065,940,210,730,940
 7.700000000000006,0.8831754808484038,0.364767680258805,0.448560352831529,0.10239976996100886,0.2028232306361744,1514.671081666199,38012.89928803379,146648.32976003454,102473.0,1.4310923829695095,943,213,730,943
 7.800000000000006,0.8951090775668794,0.364767680258805,0.45522357907817856,0.09287036908073443,0.19124978727774095,1292.9680492915168,38139.15303686369,146317.7153291883,102473.0,1.4278660264575869,946,216,730,946
 7.900000000000006,0.9069990898180242,0.4291489393392728,0.5125267743885675,0.0811089486239982,0.16859253018922998,1118.1205559269174,37959.84437211777,146550.0661784029,102473.0,1.4301334612864158,953,223,730,953
 8.000000000000007,0.9190762963107236,0.49799810876464895,0.5864881092912383,0.06951534424276873,0.14641352252882384,987.0112644017943,38083.49686054857,146467.90143954303,102473.0,1.4293316428673215,959,229,730,959
 8.100000000000007,0.9190762963107236,0.49799810876464895,0.5864881092912383,0.06951534424276873,0.14641352252882384,987.0112644017943,37729.65365211102,146321.74464798055,102473.0,1.4279053472424985,957,229,728,959
 8.200000000000006,0.9169170517572199,0.49799810876464895,0.5668363500967015,0.0717322084637051,0.1510420655989019,1005.1861075554783,37815.870993188066,146726.73935810965,102473.0,1.431857556215878,958,228,730,958
 8.300000000000006,0.9165292275999608,0.49836778301281837,0.5863337994744384,0.0711345380812054,0.14711522481193245,1063.0270429524007,37734.738634345194,146831.52675038922,102473.0,1.4328801416020729,958,228,730,958
 8.400000000000006,0.9121447362660413,0.49836778301281837,0.5479008362442345,0.07550358327540274,0.15568570853899102,1145.0561367703046,37990.07750571951,146928.29458521598,102473.0,1.4338244667884805,958,228,730,958
 8.500000000000007,0.9123225999808005,0.48565026807438816,0.5486543907389779,0.07539595914881692,0.15570007374268066,1160.3982478225657,37937.74247261302,146766.7956589762,102473.0,1.4322484523628292,957,227,730,957
 8.600000000000007,0.9121690660740657,0.48565026807438816,0.5486015801320966,0.07549409899666193,0.15571945197450124,1164.7720203883007,38291.842274589835,146659.82481271515,102473.0,1.4312045593738365,959,229,730,959
 8.700000000000006,0.9153834239714527,0.48565026807438816,0.5289498209375599,0.07428739840823728,0.15996185164021415,1037.1901800554754,38230.6662221282,146384.1050621949,102473.0,1.4285139018297004,960,230,730,960
 8.800000000000008,0.926567275724005,0.49799810876464895,0.5864881092912383,0.06443472728477384,0.1433075882204532,858.078237769703,38634.264436292986,145981.92633840605,102473.0,1.424589173132494,964,234,730,964
 8.900000000000007,0.9380464987394858,0.5738780806607914,0.6318959098267288,0.05401584720209618,0.12254122329078738,683.2687389515884,38653.607527383,146005.61233552406,102473.0,1.424820316917862,970,240,730,970
 9.000000000000007,0.947530186726669,0.6208373869044782,0.6651578258489953,0.0458964124705743,0.10818973566911046,579.827945053232,38766.05325597971,145925.8664077044,102473.0,1.4240421028729948,975,245,730,975
 9.100000000000007,0.9473183925162697,0.6208373869044782,0.6651578258489953,0.046050398729643005,0.10837968512832687,579.74234019446,38590.59258551186,146101.3270781722,102473.0,1.425754365327181,974,244,730,974
 9.200000000000006,0.9469914974140063,0.6208373869044782,0.6651578258489953,0.046222315813837955,0.10802088638301069,580.3705946643179,38421.242518954496,146270.67714472956,102473.0,1.4274069964256884,974,244,730,974
 9.300000000000008,0.9450484275084066,0.6179377009729412,0.6611825372870416,0.047855433199638364,0.11067147449405357,620.9471786101155,38693.752143827856,145970.79482814873,102473.0,1.4244805444180295,970,240,730,970
 9.400000000000007,0.9452856824232523,0.6179377009729412,0.6612416404096987,0.047687152984716485,0.1104864004637672,626.1874474090306,38693.58420043615,146481.08637094568,102473.0,1.4294603102372887,974,242,732,972
 9.500000000000007,0.9477566261585413,0.6208373869044782,0.6789226882897211,0.04546550639241187,0.10576972009654512,610.6758470808943,38510.110583921174,146168.604451017,102473.0,1.4264109028819005,975,245,730,975
 9.600000000000009,0.9442748717498353,0.6193875439387098,0.6614021495228591,0.048275760829639136,0.11017815617813613,635.6388295179536,38644.65524949006,146304.52236946733,102473.0,1.4277372807419255,975,244,731,974
 9.700000000000008,0.9437662966588594,0.5004985148940551,0.6417503903283225,0.049524815495458174,0.1168002856957197,617.2476123646618,39066.366294806234,145633.2211670775,102473.0,1.4211862750878526,974,244,730,974
 9.800000000000008,0.9466719562454651,0.5004985148940551,0.665316256538013,0.04690996405545245,0.11159293668906929,553.4964046993778,39541.132641578566,145121.05027116384,102473.0,1.416188169285215,975,245,730,975
 9.900000000000007,0.9589678423879959,0.5004985148940551,0.7178027992406258,0.036413858658215004,0.09365152180828752,382.69953266702566,39448.39835467144,145026.06438831924,102473.0,1.4152612335768373,981,252,729,982
 10.000000000000007,0.9686787026271481,0.638060829255812,0.77246983431715,0.027849769046894846,0.07373783517888713,284.44793034421787,39587.12965084927,145168.54241184186,102473.0,1.4166516293252063,987,257,730,987
--- a/data/p3_kmin_effectiveness.png
+++ b/data/p3_kmin_effectiveness.png
--- a/data/p3_kmin_pairs.csv
+++ b/data/p3_kmin_pairs.csv
@@ -0,0 +1,27 @@
 site_i_idx,site_i_name,site_j_idx,site_j_name,distance_miles,mu_i,sigma_i,mu_j,sigma_j,q_opt,score_mean,served_i_mean,served_j_mean,served_total_mean,unmet_mean,waste_mean,ratio_i_mean,ratio_j_mean,fairness_mean,pair_count
 7,MFP Bradford,40,MFP Senior - CFS Lakeview,11.76921918626308,122.27272727272728,29.7425315300864,112.0,15.563490039905,184.0,0.9428869758435676,122.25498527814786,105.3741322184006,227.62911749654845,0.0245101988460443,0.0894835300138062,0.9990972042500004,0.9441164351469572,0.0550585860376161,11
 20,MFP Lamphear Court,43,MFP Senior - Dayspring,2.5388276228095874,126.0,40.6803255750109,77.18181818181819,17.9489174148091,209.0,0.9417319305889976,125.2536380858632,73.67629766238196,198.92993574824516,0.010882511255999,0.2042802570070193,0.9975753346750716,0.96892092605832,0.0307046476592066,10
 15,MFP Danby,57,MFP Senior - Titus Towers,6.74907391207574,160.22222222222223,34.5788149658782,72.8,4.31534728871525,190.0,0.9386917705052576,156.90304496212124,69.19779172023146,226.10083668235268,0.0263680617753903,0.0955966532705892,0.9819261875976928,0.9524403721601729,0.0323828947559224,9
 58,MFP Senior - Villa Serene,23,MFP Millport,10.593196325210428,69.72727272727273,5.0614406860282,166.0,36.4996194805127,84.0,0.9338181981409592,69.66185187329195,158.19618676472925,227.8580386380212,0.030292645480911,0.0885678454479152,0.999954529189803,0.9597122187620404,0.0402423104277625,9
 52,MFP Senior - Metro Plaza Apartments,14,MFP Conklin- Maines Community Center,4.971710797175927,56.3,19.9167712689024,153.16666666666666,20.1125620325993,114.0,0.9614448925652858,56.134920404051805,151.73568494851176,207.8706053525636,0.0030322448229782,0.1685175785897456,0.995351942612302,0.995514771549426,0.0090933662751668,8
 18,MFP Erin,47,MFP Senior - Flannery,12.463935572449168,173.9090909090909,27.3219858189501,61.72727272727273,10.1103007778296,215.0,0.9518261130996396,173.78074383378473,56.36340452390987,230.14414835769463,0.0201807534915724,0.0794234065692216,0.9967743078990589,0.9264515396633294,0.0704809134935804,8
 19,MFP First Assembly Of God Church,44,MFP Senior - East Hill Senior Living,2.909892189220507,146.0,21.6459108042479,39.833333333333336,2.16724933890169,213.0,0.9487649930999984,146.1592916414775,39.86564413193418,186.0249357734117,3.434719920681324e-05,0.2559002569063532,0.999979440137201,0.9998999328210344,8.305258300460189e-05,8
 14,MFP Conklin- Maines Community Center,53,MFP Senior - North Shore Towers,4.71565048597784,153.16666666666666,20.1125620325993,58.333333333333336,6.86051504383355,202.0,0.967323217612732,153.16748725169143,58.222339029392096,211.38982628108351,0.0011179021325842,0.1544406948756659,0.9997651519565478,0.9962419469840804,0.0035724909179595,7
 21,MFP Lansing,41,MFP Senior - Conifer Village,6.107874800160203,181.0,23.2937759927411,33.8,10.3794669098819,233.0,0.96518810029574,180.5999985159279,32.66221052848747,213.26220904441536,0.0033885418373702,0.1469511638223385,0.9997629580990872,0.9799437603770594,0.0198459971043055,7
 56,MFP Senior - Springview Apartments,65,MFP Van Etten,15.98768426073982,27.583333333333332,9.31722094084958,213.7,19.9613515463145,60.0,0.95994825358438,27.729904255502117,208.38933412497505,236.11923838047716,0.0180919607000011,0.0555230464780913,0.9970284582045988,0.9793270372969494,0.0236445044984517,7
 18,MFP Erin,38,MFP Senior - Carpenter Apartments,11.351845173577209,173.9090909090909,27.3219858189501,31.09090909090909,6.75950509215793,232.0,0.9596543054737808,174.75971286597905,30.63486464514537,205.3945775111244,0.0029133478344492,0.1784216899555023,0.9991448032866024,0.9833982853535616,0.0157876889920745,7
 45,"MFP Senior - Elizabeth Square, Waverly",65,MFP Van Etten,16.200324053199697,29.0,9.67658842962558,213.7,19.9613515463145,57.0,0.9575306805051936,28.932857648259983,207.86708464280983,236.79994229106984,0.0199432958297887,0.0528002308357206,0.999417288108808,0.9771252086948627,0.0233685686907207,7
 64,MFP Tuscarora,36,MFP Senior - Addison Place Apartments,5.172850536384525,192.63636363636363,29.8639338576576,30.09090909090909,5.02900676982135,233.0,0.9571630445210272,192.53996336018577,28.1110239281017,220.65098728828744,0.0120985908185018,0.1173960508468503,0.9945384553527564,0.9379297361035528,0.0566087192492033,7
 51,MFP Senior - Long Meadow Senior Housing,26,MFP Owego VFW,1.084296011715769,34.75,13.0043698949098,176.25,34.285234033433,75.0,0.9519792196656196,34.48286887986591,172.9413445528889,207.4242134327548,0.0087250944253651,0.1703031462689808,0.9963411468595392,0.9895484339730172,0.0141104191674435,7
 59,MFP Senior - Village Square/Manor,8,MFP Campbell,10.226626433666802,34.25,6.48249390842192,168.5,40.968946111104,57.0,0.945434723392738,34.31957766684849,166.005020895597,200.3245985624455,0.0092655971607613,0.1987016057502181,1.0,0.98938499203219,0.01061500796781,7
 8,MFP Campbell,42,MFP Senior - Corning Senior Center,12.473579226713138,168.5,40.968946111104,75.0,30.9636884107821,248.0,0.8940926170580517,166.40521210206353,59.56367058819695,225.96888269026047,0.054176555683848,0.096124469238958,0.9984274250036131,0.817411946946492,0.1810154780571212,7
 49,MFP Senior - Jefferson Village,4,MFP Beaver Dams,12.76809179930506,24.818181818181817,2.78633026822672,170.7,28.7906234736241,35.0,0.9541130470769168,24.876624785335387,170.89326699128202,195.76989177661744,0.0015642914652357,0.2169204328935303,1.0,0.9982673733666096,0.0017326266333905,6
 39,MFP Senior - Cayuga Meadows,21,MFP Lansing,5.619262046423938,25.88888888888889,3.33333333333333,181.0,23.2937759927411,38.0,0.9635822985614684,25.940284344595877,180.6618705898014,206.60215493439725,0.0010621408662808,0.1735913802624109,1.0,0.9988153083219709,0.001184691678029,5
 68,MFP Whitney Point,60,MFP Senior - Wells Apartments,16.87604765269892,202.54545454545453,30.4478690103713,23.5,4.55216676124922,238.0,0.9571221984285616,200.0505539505132,21.74456459228217,221.7951185427954,0.0126961852535466,0.1128195258288185,0.9934789092932628,0.9275456911378226,0.0659332181554401,5
 48,MFP Senior - Harry L Apartments,26,MFP Owego VFW,16.915448371143015,32.833333333333336,6.24232862533419,176.25,34.285234033433,51.0,0.9557506491221164,32.967065793811216,175.59195315480338,208.5590189486146,0.0069353537729846,0.1657639242055417,1.0,0.9920687776161624,0.0079312223838376,5
 23,MFP Millport,55,MFP Senior - Park Terrace Congregate Apartments,15.115694505719103,166.0,36.4996194805127,24.363636363636363,4.41073071662117,239.0,0.948162717900407,166.58653630344105,23.67680631426951,190.26334261771052,0.0025299726211009,0.2389466295291578,0.9990836602507632,0.981692921114046,0.0174039050195892,5
 69,MFP Windsor,50,MFP Senior - Lincoln Court,14.510764082261073,200.9090909090909,34.8954281975578,26.0,4.89897948556636,237.0,0.9464011221716472,197.9911686202582,23.27842987046033,221.26959849071855,0.0191340978880797,0.1149216060371257,0.9895414756554092,0.9030310460987526,0.0865706643033308,5
 46,MFP Senior - Ellis Hollow,34,MFP Salvation Army Ithaca,2.3921824800166336,24.727272727272727,13.8064543536051,181.1818181818182,39.5848915163808,69.0,0.9461425904751966,24.60395402465814,177.22230271238274,201.8262567370409,0.0095740093215226,0.1926949730518365,0.9559781794865208,0.9891674250122044,0.0547537283644393,5
 29,MFP Reach for Christ Church Freeville,61,MFP Senior - Woodsedge Apartments,10.988460066901554,220.0,22.6175939382498,17.2,4.23739962188552,244.0,0.962586600279761,217.59971016858316,14.787948793888864,232.387658962472,0.0145772043063853,0.070449364150112,0.993904404447825,0.871430362462156,0.122474041985669,4
 20,MFP Lamphear Court,42,MFP Senior - Corning Senior Center,1.2156460766066033,126.0,40.6803255750109,75.0,30.9636884107821,227.0,0.9302798578553,127.56628346264212,70.70067791416179,198.2669613768039,0.0177085695288394,0.2069321544927843,0.9986662140788032,0.9409016797571024,0.0593355807387992,2
 47,MFP Senior - Flannery,37,MFP Senior - Bragg,0.9136830730627136,61.72727272727273,10.1103007778296,66.88888888888889,6.03001750504186,99.0,0.9028897915279448,61.641667869309266,66.97057154062155,128.6122394099308,0.0,0.4855510423602767,1.0,1.0,0.0,1
--- a/data/p3_kmin_sites.csv
+++ b/data/p3_kmin_sites.csv
@@ -0,0 +1,71 @@
 site_idx,site_name,total_visits_allocated,single_visits,paired_first,paired_second,paired_total
 1,MFP American Legion - Binghamton,17,17,0,0,0
 2,MFP Avoca,26,26,0,0,0
 3,MFP Bath,22,22,0,0,0
 4,MFP Beaver Dams,14,8,0,6,6
 5,MFP Birnie Transportation Services,14,14,0,0,0
 6,MFP Boys and Girls Club,16,16,0,0,0
 7,MFP Bradford,12,1,11,0,11
 8,MFP Campbell,16,2,7,7,14
 9,MFP Canisteo,15,15,0,0,0
 10,MFP Colesville,18,18,0,0,0
 11,MFP College Corning Community College,13,13,0,0,0
 12,MFP College Ithaca College,12,12,0,0,0
 13,MFP College TC3 -College,14,14,0,0,0
 14,MFP Conklin- Maines Community Center,15,0,7,8,15
 15,MFP Danby,13,4,9,0,9
 16,MFP Deposit,15,15,0,0,0
 17,MFP Endwell United Methodist Church,24,24,0,0,0
 18,MFP Erin,15,0,15,0,15
 19,MFP First Assembly Of God Church,15,7,8,0,8
 20,MFP Lamphear Court,12,0,12,0,12
 21,MFP Lansing,16,4,7,5,12
 22,MFP Lindley,18,18,0,0,0
 23,MFP Millport,14,0,5,9,14
 24,MFP Montour Falls-Schuyler County Human Services Complex,14,14,0,0,0
 25,MFP Nichols-The Creamery,8,8,0,0,0
 26,MFP Owego VFW,16,4,0,12,12
 27,MFP Prattsburgh,14,14,0,0,0
 28,MFP Rathbone,21,21,0,0,0
 29,MFP Reach for Christ Church Freeville,17,13,4,0,4
 30,MFP Redeemer Lutheran Church,18,18,0,0,0
 31,MFP Rehoboth Deliverance Ministry,18,18,0,0,0
 32,MFP Richford,21,21,0,0,0
 33,MFP Saint Mary Recreation Center,13,13,0,0,0
 34,MFP Salvation Army Ithaca,16,11,0,5,5
 35,MFP Schuyler Outreach,10,10,0,0,0
 36,MFP Senior - Addison Place Apartments,7,0,0,7,7
 37,MFP Senior - Bragg,8,7,0,1,1
 38,MFP Senior - Carpenter Apartments,7,0,0,7,7
 39,MFP Senior - Cayuga Meadows,5,0,5,0,5
 40,MFP Senior - CFS Lakeview,11,0,0,11,11
 41,MFP Senior - Conifer Village,7,0,0,7,7
 42,MFP Senior - Corning Senior Center,9,0,0,9,9
 43,MFP Senior - Dayspring,10,0,0,10,10
 44,MFP Senior - East Hill Senior Living,8,0,0,8,8
 45,"MFP Senior - Elizabeth Square, Waverly",7,0,7,0,7
 46,MFP Senior - Ellis Hollow,5,0,5,0,5
 47,MFP Senior - Flannery,9,0,1,8,9
 48,MFP Senior - Harry L Apartments,5,0,5,0,5
 49,MFP Senior - Jefferson Village,6,0,6,0,6
 50,MFP Senior - Lincoln Court,5,0,0,5,5
 51,MFP Senior - Long Meadow Senior Housing,7,0,7,0,7
 52,MFP Senior - Metro Plaza Apartments,8,0,8,0,8
 53,MFP Senior - North Shore Towers,7,0,0,7,7
 54,"MFP Senior - Northern Broome Senior Center, Whitney Point",8,8,0,0,0
 55,MFP Senior - Park Terrace Congregate Apartments,5,0,0,5,5
 56,MFP Senior - Springview Apartments,7,0,7,0,7
 57,MFP Senior - Titus Towers,9,0,0,9,9
 58,MFP Senior - Villa Serene,9,0,9,0,9
 59,MFP Senior - Village Square/Manor,7,0,7,0,7
 60,MFP Senior - Wells Apartments,5,0,0,5,5
 61,MFP Senior - Woodsedge Apartments,4,0,0,4,4
 62,MFP The Love Church,22,22,0,0,0
 63,MFP Troupsburg,11,11,0,0,0
 64,MFP Tuscarora,17,10,7,0,7
 65,MFP Van Etten,17,3,0,14,14
 66,MFP Waverly,29,29,0,0,0
 67,MFP Wayland,17,17,0,0,0
 68,MFP Whitney Point,17,12,5,0,5
 69,MFP Windsor,17,12,5,0,5
 70,MFP Woodhull,16,16,0,0,0
--- a/p3_kmin.py
+++ b/p3_kmin.py
@@ -0,0 +1,528 @@
 """
 Task 3: k-min allocation with ordered two-stop pairing.
 - Uses 2019 data to allocate visit frequencies.
 - Pairs are drawn from ordered_pairs_allocation_k6_cap250.csv (ordered i->j).
 - Total annual trips (paired + single) are fixed to N_TARGET via fixed-point adjustment.
 """
 from __future__ import annotations
 import argparse
 import os
 import math
 from typing import Dict, List, Tuple
 import numpy as np
 import pandas as pd
 try:
    import matplotlib
    matplotlib.use("Agg")
    import matplotlib.pyplot as plt
    _HAS_MPL = True
 except ModuleNotFoundError:
    plt = None
    _HAS_MPL = False
 INPUT_XLSX = "prob/MFP Regular Sites 2019.xlsx"
 INPUT_PAIRS = "data/ordered_pairs_allocation_k6_cap250.csv"
 OUTPUT_DIR = "data"
 C_OPT = 250
 N_TARGET = 730
 ALPHA = 0.6
 BETA = 0.2
 N_SIMS = 2000
 RANDOM_SEED = 606
 def gini_coefficient(values: np.ndarray) -> float:
    x = np.asarray(values, dtype=float)
    x = x[np.isfinite(x)]
    if x.size == 0:
        return 0.0
    x = np.clip(x, 0, None)
    total = x.sum()
    if total <= 0:
        return 0.0
    x_sorted = np.sort(x)
    n = x_sorted.size
    idx = np.arange(1, n + 1, dtype=float)
    return float((2.0 * (idx * x_sorted).sum()) / (n * total) - (n + 1.0) / n)
 def _norm_pdf(z):
    return np.exp(-0.5 * z * z) / np.sqrt(2.0 * np.pi)
 def _norm_cdf(z):
    z = np.asarray(z, dtype=float)
    erf_vec = np.vectorize(math.erf, otypes=[float])
    return 0.5 * (1.0 + erf_vec(z / np.sqrt(2.0)))
 def expected_clipped_normal(mu, sigma, lower=0.0, upper=1.0):
    mu = np.asarray(mu, dtype=float)
    sigma = np.asarray(sigma, dtype=float)
    lower = float(lower)
    upper = float(upper)
    if lower > upper:
        raise ValueError("lower must be <= upper")
    out = np.empty_like(mu, dtype=float)
    mask = sigma > 0
    out[~mask] = np.clip(mu[~mask], lower, upper)
    if np.any(mask):
        m = mu[mask]
        s = sigma[mask]
        z_u = (upper - m) / s
        z_l = (lower - m) / s
        Phi_u = _norm_cdf(z_u)
        Phi_l = _norm_cdf(z_l)
        phi_u = _norm_pdf(z_u)
        phi_l = _norm_pdf(z_l)
        ex_le_u = m * Phi_u - s * phi_u
        ex_le_l = m * Phi_l - s * phi_l
        p_le_l = Phi_l
        p_gt_u = 1.0 - Phi_u
        out[mask] = lower * p_le_l + (ex_le_u - ex_le_l) + upper * p_gt_u
    return out
 def _find_col(df: pd.DataFrame, candidates: List[str]) -> str:
    for name in candidates:
        if name in df.columns:
            return name
    lower_map = {c.lower(): c for c in df.columns}
    for name in candidates:
        key = name.lower()
        if key in lower_map:
            return lower_map[key]
    raise ValueError(f"Missing required column. Tried: {candidates}")
 def load_sites(path: str) -> pd.DataFrame:
    df = pd.read_excel(path)
    col_site = _find_col(df, ["Site Name", "site name", "site"])
    col_mu = _find_col(df, ["Average Demand per Visit", "average demand per visit", "avg demand"])
    col_sigma = _find_col(df, ["StDev(Demand per Visit)", "stdev(demand per visit)", "stdev", "std"])
    col_visits = _find_col(df, ["Number of Visits in 2019", "number of visits in 2019", "visits"])
    out = df[[col_site, col_mu, col_sigma, col_visits]].copy()
    out.columns = ["site_name", "mu", "sigma", "visits_2019"]
    out["mu"] = pd.to_numeric(out["mu"], errors="coerce")
    out["sigma"] = pd.to_numeric(out["sigma"], errors="coerce").fillna(0.0)
    out["visits_2019"] = pd.to_numeric(out["visits_2019"], errors="coerce")
    if out[["mu", "visits_2019"]].isna().any().any():
        missing = out[out[["mu", "visits_2019"]].isna().any(axis=1)]
        raise ValueError(f"Missing mu/visits_2019 for {len(missing)} rows.")
    out = out.reset_index(drop=True)
    out["site_idx"] = np.arange(1, len(out) + 1, dtype=int)
    out["TotalDemand"] = out["mu"] * out["visits_2019"]
    return out
 def allocate_visits(df: pd.DataFrame, k_min_real: float, n_total: int) -> np.ndarray:
    df_sorted = df.sort_values("TotalDemand").reset_index(drop=False)
    n = len(df_sorted)
    k_floor = int(np.floor(k_min_real))
    k_ceil = int(np.ceil(k_min_real))
    frac = k_min_real - k_floor
    n_ceil = int(round(n * frac))
    n_floor = n - n_ceil
    k_base = np.array([k_floor] * n_floor + [k_ceil] * n_ceil, dtype=int)
    n_reserved = int(k_base.sum())
    n_free = int(n_total - n_reserved)
    if n_free < 0:
        return None
    weights = df_sorted["TotalDemand"] / df_sorted["TotalDemand"].sum()
    allocated = (k_base + n_free * weights.values).round().astype(int)
    allocated = np.maximum(allocated, k_base)
    diff = int(n_total - allocated.sum())
    if diff != 0:
        sorted_idx = weights.sort_values(ascending=(diff < 0)).index.tolist()
        for idx in sorted_idx[:abs(diff)]:
            allocated[idx] += int(np.sign(diff))
    alloc_sorted = df_sorted[["site_idx"]].copy()
    alloc_sorted["AllocatedVisits"] = allocated
    alloc = alloc_sorted.sort_values("site_idx")["AllocatedVisits"].to_numpy(dtype=int)
    return alloc
 def assign_pairs(pairs_df: pd.DataFrame, visits: np.ndarray) -> Tuple[pd.DataFrame, np.ndarray]:
    remaining = visits.astype(int).copy()
    pair_counts = np.zeros(len(pairs_df), dtype=int)
    for idx, row in pairs_df.iterrows():
        i = int(row["site_i_idx"]) - 1
        j = int(row["site_j_idx"]) - 1
        if remaining[i] <= 0 or remaining[j] <= 0:
            continue
        t = int(min(remaining[i], remaining[j]))
        if t <= 0:
            continue
        pair_counts[idx] = t
        remaining[i] -= t
        remaining[j] -= t
    out = pairs_df.copy()
    out["pair_count"] = pair_counts
    return out, remaining
 def _compute_metrics(
    sites: pd.DataFrame,
    visits: np.ndarray,
    pairs_with_counts: pd.DataFrame,
    singles: np.ndarray,
    *,
    alpha: float,
    beta: float,
    capacity: float,
 ) -> Dict[str, float]:
    n = len(sites)
    mu = sites["mu"].to_numpy(dtype=float)
    sigma = sites["sigma"].to_numpy(dtype=float)
    demand = sites["TotalDemand"].to_numpy(dtype=float)
    eff_single = expected_clipped_normal(mu, sigma, lower=0.0, upper=capacity)
    served_single = singles * eff_single
    cap_single = singles * capacity
    pair_first = np.zeros(n, dtype=float)
    pair_second = np.zeros(n, dtype=float)
    served_first = np.zeros(n, dtype=float)
    served_second = np.zeros(n, dtype=float)
    cap_first = np.zeros(n, dtype=float)
    cap_second = np.zeros(n, dtype=float)
    for _, row in pairs_with_counts.iterrows():
        count = int(row["pair_count"])
        if count <= 0:
            continue
        i = int(row["site_i_idx"]) - 1
        j = int(row["site_j_idx"]) - 1
        q_opt = float(row["q_opt"])
        served_i = float(row["served_i_mean"])
        served_j = float(row["served_j_mean"])
        pair_first[i] += count
        pair_second[j] += count
        served_first[i] += count * served_i
        served_second[j] += count * served_j
        cap_first[i] += count * q_opt
        cap_second[j] += count * (capacity - q_opt)
    annual_eff = served_single + served_first + served_second
    cap_total = cap_single + cap_first + cap_second
    with np.errstate(divide="ignore", invalid="ignore"):
        base = np.where(demand > 0, annual_eff / demand, 0.0)
        unmet = np.where(demand > 0, np.maximum(0.0, demand - annual_eff) / demand, 0.0)
        waste = np.where(cap_total > 0, np.maximum(0.0, cap_total - annual_eff) / cap_total, 0.0)
    score = np.clip(base - alpha * unmet - beta * waste, 0.0, 1.0)
    bottom_n = max(1, int(np.ceil(n * 0.10)))
    total_served = float(annual_eff.sum())
    total_demand = float(demand.sum())
    total_unmet = float(np.maximum(0.0, demand - annual_eff).sum())
    total_waste = float(np.maximum(0.0, cap_total - annual_eff).sum())
    return {
        "effectiveness": float(score.mean()),
        "min_eff": float(score.min()),
        "bottom10_eff": float(np.sort(score)[:bottom_n].mean()),
        "gini_eff": float(gini_coefficient(score)),
        "std_eff": float(score.std()),
        "total_unmet": total_unmet,
        "total_waste": total_waste,
        "total_served": total_served,
        "total_demand": total_demand,
        "serve_ratio": float(total_served / total_demand) if total_demand > 0 else 0.0,
        "score_per_site": score,
        "annual_eff": annual_eff,
        "pair_first": pair_first,
        "pair_second": pair_second,
    }
 def allocate_with_pairs(
    sites: pd.DataFrame,
    pairs_df: pd.DataFrame,
    k_min: float,
    *,
    n_target: int,
    capacity: float,
    max_iter: int = 30,
 ) -> Tuple[np.ndarray, np.ndarray, pd.DataFrame, int]:
    n_total_guess = int(n_target)
    for _ in range(max_iter):
        visits = allocate_visits(sites, k_min, n_total_guess)
        if visits is None:
            return None, None, None, None
        pairs_with_counts, singles = assign_pairs(pairs_df, visits)
        pair_total = int(pairs_with_counts["pair_count"].sum())
        new_guess = int(n_target + pair_total)
        if new_guess == n_total_guess:
            return visits, singles, pairs_with_counts, n_total_guess
        n_total_guess = new_guess
    return visits, singles, pairs_with_counts, n_total_guess
 def select_kmin(results: pd.DataFrame) -> float:
    gini_candidates = results.loc[results["gini_eff"] < 0.2, "k_min"]
    if len(gini_candidates) > 0:
        return float(gini_candidates.iloc[0])
    idx = results["effectiveness"].idxmax()
    return float(results.loc[idx, "k_min"])
 def plot_results(results: pd.DataFrame, output_dir: str) -> float:
    if not _HAS_MPL:
        raise RuntimeError("缺少依赖: matplotlib（无法绘图）。请先安装 matplotlib 再运行绘图部分。")
    fig, axes = plt.subplots(4, 2, figsize=(12, 13))
    selected_k = select_kmin(results)
    selected_idx = (results["k_min"] - selected_k).abs().idxmin()
    selected_eff = float(results.loc[selected_idx, "effectiveness"])
    selected_label = f"Selected k_min={selected_k:.1f}"
    ax = axes[0, 0]
    ax.plot(results["k_min"], results["effectiveness"], "b-", lw=2)
    ax.axvline(selected_k, color="r", ls="--", label=selected_label)
    ax.scatter([selected_k], [selected_eff], c="r", s=100, zorder=5)
    ax.set_xlabel("k_min")
    ax.set_ylabel("Mean Effectiveness")
    ax.set_title("Mean Effectiveness vs k_min")
    ax.legend()
    ax.grid(True, alpha=0.3)
    ax = axes[0, 1]
    ax.plot(results["k_min"], results["bottom10_eff"], "m-", lw=2)
    ax.axvline(selected_k, color="r", ls="--")
    ax.set_xlabel("k_min")
    ax.set_ylabel("Bottom 10% Mean Effectiveness")
    ax.set_title("Bottom 10% Mean Effectiveness vs k_min")
    ax.grid(True, alpha=0.3)
    ax = axes[1, 0]
    ax.plot(results["k_min"], results["total_served"] / 1000, "c-", lw=2)
    ax.axhline(results["total_demand"].iloc[0] / 1000, color="gray", ls=":", label="Total Demand")
    ax.axvline(selected_k, color="r", ls="--")
    ax.set_xlabel("k_min")
    ax.set_ylabel("Served Families (×1000)")
    ax.set_title("Total Served vs k_min")
    ax.legend()
    ax.grid(True, alpha=0.3)
    ax = axes[1, 1]
    ax.plot(results["k_min"], results["min_eff"], "g-", lw=2)
    ax.axvline(selected_k, color="r", ls="--")
    ax.set_xlabel("k_min")
    ax.set_ylabel("Min Effectiveness")
    ax.set_title("Worst Site Effectiveness vs k_min")
    ax.grid(True, alpha=0.3)
    ax = axes[2, 0]
    ax.plot(results["k_min"], results["unmet"] / 1000, "r-", lw=2, label="Unmet")
    ax.plot(results["k_min"], results["waste"] / 1000, "b-", lw=2, label="Waste")
    ax.axvline(selected_k, color="gray", ls="--")
    ax.set_xlabel("k_min")
    ax.set_ylabel("Families (×1000)")
    ax.set_title("Unmet Demand vs Wasted Capacity")
    ax.legend()
    ax.grid(True, alpha=0.3)
    ax = axes[2, 1]
    ax.plot(results["k_min"], results["std_eff"], color="tab:orange", lw=2)
    ax.axvline(selected_k, color="gray", ls="--")
    ax.set_xlabel("k_min")
    ax.set_ylabel("Std Effectiveness")
    ax.set_title("Effectiveness Std vs k_min")
    ax.grid(True, alpha=0.3)
    ax = axes[3, 0]
    ax.plot(results["k_min"], results["gini_eff"], color="tab:purple", lw=2)
    ax.axhline(0.2, color="gray", ls=":", lw=1)
    ax.axvline(selected_k, color="r", ls="--")
    ax.set_xlabel("k_min")
    ax.set_ylabel("Gini Coefficient")
    ax.set_title("Gini (Effectiveness) vs k_min")
    ax.grid(True, alpha=0.3)
    axes[3, 1].axis("off")
    plt.tight_layout()
    os.makedirs(output_dir, exist_ok=True)
    plt.savefig(os.path.join(output_dir, "p3_kmin_effectiveness.png"), dpi=150)
    plt.close(fig)
    return selected_k
 def main() -> None:
    parser = argparse.ArgumentParser(description="Task 3 k-min allocation with two-stop pairing.")
    parser.add_argument("--input-xlsx", default=INPUT_XLSX)
    parser.add_argument("--input-pairs", default=INPUT_PAIRS)
    parser.add_argument("--output-dir", default=OUTPUT_DIR)
    parser.add_argument("--kmin-start", type=float, default=1.0)
    parser.add_argument("--kmin-end", type=float, default=10.0)
    parser.add_argument("--kmin-step", type=float, default=0.1)
    parser.add_argument("--capacity", type=float, default=C_OPT)
    parser.add_argument("--n-target", type=int, default=N_TARGET)
    parser.add_argument("--alpha", type=float, default=ALPHA)
    parser.add_argument("--beta", type=float, default=BETA)
    args = parser.parse_args()
    sites = load_sites(args.input_xlsx)
    pairs = pd.read_csv(args.input_pairs)
    required_cols = {
        "site_i_idx",
        "site_j_idx",
        "score_mean",
        "q_opt",
        "served_i_mean",
        "served_j_mean",
        "distance_miles",
    }
    missing = required_cols.difference(pairs.columns)
    if missing:
        raise ValueError(f"Missing columns in pairs CSV: {sorted(missing)}")
    pairs = pairs.sort_values(
        ["score_mean", "distance_miles"], ascending=[False, True]
    ).reset_index(drop=True)
    k_range = np.arange(args.kmin_start, args.kmin_end + 1e-9, args.kmin_step)
    results = []
    for k_min in k_range:
        visits, singles, pairs_with_counts, n_total_guess = allocate_with_pairs(
            sites,
            pairs,
            float(k_min),
            n_target=args.n_target,
            capacity=args.capacity,
        )
        if visits is None:
            continue
        metrics = _compute_metrics(
            sites,
            visits,
            pairs_with_counts,
            singles,
            alpha=args.alpha,
            beta=args.beta,
            capacity=args.capacity,
        )
        pair_total = int(pairs_with_counts["pair_count"].sum())
        total_trips = int(visits.sum() - pair_total)
        row = {
            "k_min": float(k_min),
            "effectiveness": metrics["effectiveness"],
            "min_eff": metrics["min_eff"],
            "bottom10_eff": metrics["bottom10_eff"],
            "gini_eff": metrics["gini_eff"],
            "std_eff": metrics["std_eff"],
            "unmet": metrics["total_unmet"],
            "waste": metrics["total_waste"],
            "total_served": metrics["total_served"],
            "total_demand": metrics["total_demand"],
            "serve_ratio": metrics["serve_ratio"],
            "total_visits_allocated": int(visits.sum()),
            "pair_trips": pair_total,
            "total_trips": total_trips,
            "n_total_guess": int(n_total_guess),
        }
        results.append(row)
    results_df = pd.DataFrame(results)
    if len(results_df) == 0:
        raise RuntimeError("No feasible k_min values found.")
    best_k = select_kmin(results_df)
    best_idx = (results_df["k_min"] - best_k).abs().idxmin()
    visits, singles, pairs_with_counts, n_total_guess = allocate_with_pairs(
        sites,
        pairs,
        float(best_k),
        n_target=args.n_target,
        capacity=args.capacity,
    )
    metrics = _compute_metrics(
        sites,
        visits,
        pairs_with_counts,
        singles,
        alpha=args.alpha,
        beta=args.beta,
        capacity=args.capacity,
    )
    pair_total = int(pairs_with_counts["pair_count"].sum())
    total_trips = int(visits.sum() - pair_total)
    site_rows = pd.DataFrame(
        {
            "site_idx": sites["site_idx"],
            "site_name": sites["site_name"],
            "total_visits_allocated": visits,
            "single_visits": singles,
            "paired_first": metrics["pair_first"].astype(int),
            "paired_second": metrics["pair_second"].astype(int),
            "paired_total": (metrics["pair_first"] + metrics["pair_second"]).astype(int),
        }
    )
    pairs_out = pairs_with_counts.loc[pairs_with_counts["pair_count"] > 0].copy()
    pairs_out = pairs_out.sort_values(["pair_count", "score_mean"], ascending=[False, False])
    os.makedirs(args.output_dir, exist_ok=True)
    results_df.to_csv(os.path.join(args.output_dir, "p3_kmin_data.csv"), index=False)
    site_rows.to_csv(os.path.join(args.output_dir, "p3_kmin_sites.csv"), index=False)
    pairs_out.to_csv(os.path.join(args.output_dir, "p3_kmin_pairs.csv"), index=False)
    if _HAS_MPL:
        plot_results(results_df, args.output_dir)
    else:
        print("未检测到 matplotlib，跳过绘图（仍会保存CSV结果）。")
    print(f"Best k_min={best_k:.1f} (total_trips={total_trips}, pair_trips={pair_total})")
    print(
        "Saved: data/p3_kmin_data.csv, data/p3_kmin_sites.csv, "
        "data/p3_kmin_pairs.csv, data/p3_kmin_effectiveness.png"
    )
 if __name__ == "__main__":
    main()
--- a/two_stop_allocation.py
+++ b/two_stop_allocation.py
@@ -0,0 +1,185 @@
 """
 Optimize first-stop allocation for ordered two-stop pairs using Monte Carlo.
 """
 from __future__ import annotations
 import argparse
 import os
 from typing import Dict, Tuple
 import numpy as np
 import pandas as pd
 DEFAULT_INPUT = "data/candidate_pairs_k6_cap250.csv"
 DEFAULT_OUTPUT = "data/ordered_pairs_allocation_k6_cap250.csv"
 ALPHA = 0.6
 BETA = 0.2
 GAMMA = 0.0
 N_SIMS = 2000
 RANDOM_SEED = 606
 def _simulate_pair(
    mu_i: float,
    sigma_i: float,
    mu_j: float,
    sigma_j: float,
    *,
    capacity: float,
    alpha: float,
    beta: float,
    gamma: float,
    step: int,
    n_sims: int,
    seed: int,
 ) -> Dict[str, float]:
    rng = np.random.default_rng(seed)
    d_i = rng.normal(mu_i, sigma_i, size=n_sims)
    d_j = rng.normal(mu_j, sigma_j, size=n_sims)
    d_i = np.clip(d_i, 0, None)
    d_j = np.clip(d_j, 0, None)
    total_d = d_i + d_j
    total_d_safe = np.maximum(total_d, 1.0)
    d_i_safe = np.maximum(d_i, 1.0)
    d_j_safe = np.maximum(d_j, 1.0)
    best_q = 0
    best_score = -1e9
    best_metrics: Tuple[float, ...] = ()
    for q in range(0, int(capacity) + 1, step):
        s_i = np.minimum(d_i, float(q))
        remaining = capacity - s_i
        s_j = np.minimum(d_j, remaining)
        served = s_i + s_j
        base = served / total_d_safe
        unmet = np.maximum(0.0, total_d - served) / total_d_safe
        waste = (capacity - served) / capacity
        ratio_i = s_i / d_i_safe
        ratio_j = s_j / d_j_safe
        fairness = np.abs(ratio_i - ratio_j)
        score = base - alpha * unmet - beta * waste - gamma * fairness
        score_mean = float(np.mean(score))
        if score_mean > best_score:
            best_score = score_mean
            best_q = q
            best_metrics = (
                float(np.mean(s_i)),
                float(np.mean(s_j)),
                float(np.mean(served)),
                float(np.mean(unmet)),
                float(np.mean(waste)),
                float(np.mean(ratio_i)),
                float(np.mean(ratio_j)),
                float(np.mean(fairness)),
            )
    return {
        "q_opt": float(best_q),
        "score_mean": float(best_score),
        "served_i_mean": best_metrics[0],
        "served_j_mean": best_metrics[1],
        "served_total_mean": best_metrics[2],
        "unmet_mean": best_metrics[3],
        "waste_mean": best_metrics[4],
        "ratio_i_mean": best_metrics[5],
        "ratio_j_mean": best_metrics[6],
        "fairness_mean": best_metrics[7],
    }
 def _directional_row(row: pd.Series, forward: bool) -> Dict[str, float]:
    if forward:
        return {
            "site_i_idx": int(row["site_i_idx"]),
            "site_i_name": row["site_i_name"],
            "site_j_idx": int(row["site_j_idx"]),
            "site_j_name": row["site_j_name"],
            "distance_miles": float(row["distance_miles"]),
            "mu_i": float(row["mu_i"]),
            "sigma_i": float(row["sigma_i"]),
            "mu_j": float(row["mu_j"]),
            "sigma_j": float(row["sigma_j"]),
        }
    return {
        "site_i_idx": int(row["site_j_idx"]),
        "site_i_name": row["site_j_name"],
        "site_j_idx": int(row["site_i_idx"]),
        "site_j_name": row["site_i_name"],
        "distance_miles": float(row["distance_miles"]),
        "mu_i": float(row["mu_j"]),
        "sigma_i": float(row["sigma_j"]),
        "mu_j": float(row["mu_i"]),
        "sigma_j": float(row["sigma_i"]),
    }
 def main() -> None:
    parser = argparse.ArgumentParser(
        description="Optimize first-stop allocation for ordered two-stop pairs."
    )
    parser.add_argument("--input", default=DEFAULT_INPUT)
    parser.add_argument("--output", default=DEFAULT_OUTPUT)
    parser.add_argument("--capacity", type=float, default=250.0)
    parser.add_argument("--alpha", type=float, default=ALPHA)
    parser.add_argument("--beta", type=float, default=BETA)
    parser.add_argument("--gamma", type=float, default=GAMMA)
    parser.add_argument("--step", type=int, default=1, help="Grid step for q in [0, C].")
    parser.add_argument("--n-sims", type=int, default=N_SIMS)
    parser.add_argument("--seed", type=int, default=RANDOM_SEED)
    args = parser.parse_args()
    df = pd.read_csv(args.input)
    required = {
        "site_i_idx",
        "site_i_name",
        "site_j_idx",
        "site_j_name",
        "distance_miles",
        "mu_i",
        "sigma_i",
        "mu_j",
        "sigma_j",
    }
    missing = required.difference(df.columns)
    if missing:
        raise ValueError(f"Missing columns in input: {sorted(missing)}")
    rows = []
    for idx, row in df.iterrows():
        for forward in (True, False):
            base = _directional_row(row, forward)
            seed = int(args.seed) + int(idx) * 2 + (0 if forward else 1)
            metrics = _simulate_pair(
                base["mu_i"],
                base["sigma_i"],
                base["mu_j"],
                base["sigma_j"],
                capacity=args.capacity,
                alpha=args.alpha,
                beta=args.beta,
                gamma=args.gamma,
                step=args.step,
                n_sims=args.n_sims,
                seed=seed,
            )
            rows.append({**base, **metrics})
    out = pd.DataFrame(rows)
    out = out.sort_values(["site_i_idx", "site_j_idx"]).reset_index(drop=True)
    os.makedirs(os.path.dirname(args.output), exist_ok=True)
    out.to_csv(args.output, index=False)
    print(f"Saved {len(out)} ordered pairs to {args.output}")
 if __name__ == "__main__":
    main()