P1: schedule

2026-01-17 19:25:35 +08:00
parent d68dc8cde0
commit 5fa64a8720
8 changed files with 1580 additions and 95 deletions
--- a/README.md
+++ b/README.md
@@ -1 +1,23 @@
-# 20260116 美赛模拟 食物分发
+# 20260116 美赛模拟：食物分发（MFP）
+
+本仓库包含对 2019 年 MFP 站点数据的频次分配（任务一）与全年排班优化（任务二）脚本。
+核心数据文件：`prob/MFP Regular Sites 2019.xlsx`。
+
+## Task 1: 频次分配（Visit Frequency Allocation）
+
+目标：在总车次约束下，为每个站点分配年度访问次数 `f_i`，并评估有效性/公平性（含最低10%平均、基尼系数等）。
+
+- 运行：`python3 kmin_effectiveness.py`
+- 输出（写入 `data/`）：
+  - `data/kmin_effectiveness.png`：k_min 与指标曲线图
+  - `data/kmin_effectiveness_data.csv`：每个 `k_min` 的汇总指标 + 各站点 `visits_01..visits_N`
+  - `data/kmin_effectiveness_sites.csv`：`visits_XX` 与站点名称/顺序映射
+
+说明：`kmin_effectiveness.py` 当前使用 Monte Carlo（引入 `StDev(Demand per Visit)`）对有效性做多次模拟平均。
+
+## Scheduling (Step 2)
+
+Optimize a 365-day schedule with at most 2 visits per day and minimum gap constraints:
+
+- `python3 scheduling_optimization.py --days 365 --daily-capacity 2 --gap-min 14`
+- Outputs are written to `data/` (e.g., `data/schedule_optimized_kmin6.8_gap14.csv`), using `data/kmin_effectiveness_data.csv` as the frequency source.
--- a/data/kmin_effectiveness.png
+++ b/data/kmin_effectiveness.png
--- a/data/kmin_effectiveness_data.csv
+++ b/data/kmin_effectiveness_data.csv
@@ -1,92 +1,92 @@
 k_min,effectiveness,min_eff,bottom10_eff,gini_eff,std_eff,unmet,waste,total_served,total_demand,serve_ratio,visits_01,visits_02,visits_03,visits_04,visits_05,visits_06,visits_07,visits_08,visits_09,visits_10,visits_11,visits_12,visits_13,visits_14,visits_15,visits_16,visits_17,visits_18,visits_19,visits_20,visits_21,visits_22,visits_23,visits_24,visits_25,visits_26,visits_27,visits_28,visits_29,visits_30,visits_31,visits_32,visits_33,visits_34,visits_35,visits_36,visits_37,visits_38,visits_39,visits_40,visits_41,visits_42,visits_43,visits_44,visits_45,visits_46,visits_47,visits_48,visits_49,visits_50,visits_51,visits_52,visits_53,visits_54,visits_55,visits_56,visits_57,visits_58,visits_59,visits_60,visits_61,visits_62,visits_63,visits_64,visits_65,visits_66,visits_67,visits_68,visits_69,visits_70
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--- a/data/schedule_long_kmin6.8_gap14.csv
+++ b/data/schedule_long_kmin6.8_gap14.csv
@@ -0,0 +1,731 @@
+day,site_idx,site_name
+1,58,MFP Windsor
+1,69,MFP Avoca
+2,34,MFP Saint Mary Recreation Center
+2,35,MFP College Corning Community College
+3,36,MFP College TC3 -College
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+7,28,MFP Troupsburg
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+10,49,MFP Campbell
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+17,13,"MFP Senior - Elizabeth Square, Waverly"
+17,60,MFP Redeemer Lutheran Church
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+70,20,MFP Senior - Bragg
+71,35,MFP College Corning Community College
+71,47,MFP Lansing
+72,30,MFP College Ithaca College
+72,34,MFP Saint Mary Recreation Center
+73,52,MFP Owego VFW
+73,67,MFP The Love Church
+74,31,MFP Lamphear Court
+74,33,MFP Danby
+75,29,MFP Senior - CFS Lakeview
+75,57,MFP American Legion - Binghamton
+76,13,"MFP Senior - Elizabeth Square, Waverly"
+76,68,MFP Endwell United Methodist Church
+77,43,MFP Canisteo
+77,63,MFP Colesville
+78,41,MFP Prattsburgh
+78,56,MFP Reach for Christ Church Freeville
+79,42,MFP First Assembly Of God Church
+79,55,MFP Wayland
+80,22,MFP Senior - Corning Senior Center
+80,60,MFP Redeemer Lutheran Church
+81,5,MFP Senior - Lincoln Court
+81,61,MFP Lindley
+82,32,MFP Bradford
+82,48,MFP Salvation Army Ithaca
+83,39,MFP Beaver Dams
+83,70,MFP Waverly
+84,36,MFP College TC3 -College
+84,54,MFP Van Etten
+85,19,MFP Senior - Metro Plaza Apartments
+85,65,MFP Rathbone
+86,18,"MFP Senior - Northern Broome Senior Center, Whitney Point"
+86,24,MFP Senior - Titus Towers
+87,47,MFP Lansing
+87,64,MFP Richford
+88,40,MFP Birnie Transportation Services
+88,62,MFP Rehoboth Deliverance Ministry
+89,58,MFP Windsor
+89,59,MFP Whitney Point
+90,14,MFP Senior - North Shore Towers
+90,66,MFP Bath
+91,23,MFP Senior - Flannery
+91,43,MFP Canisteo
+92,50,MFP Boys and Girls Club
+92,53,MFP Tuscarora
+93,17,MFP Senior - East Hill Senior Living
+93,46,MFP Erin
+94,45,MFP Deposit
+94,51,MFP Woodhull
+95,44,MFP Conklin- Maines Community Center
+95,61,MFP Lindley
+96,38,MFP Millport
+96,49,MFP Campbell
+97,26,MFP Senior - Dayspring
+97,70,MFP Waverly
+98,10,MFP Senior - Addison Place Apartments
+98,67,MFP The Love Church
+99,9,MFP Senior - Springview Apartments
+99,33,MFP Danby
+100,12,MFP Senior - Carpenter Apartments
+100,30,MFP College Ithaca College
+101,8,MFP Senior - Jefferson Village
+101,60,MFP Redeemer Lutheran Church
+102,4,MFP Senior - Wells Apartments
+102,68,MFP Endwell United Methodist Church
+103,35,MFP College Corning Community College
+103,37,MFP Montour Falls-Schuyler County Human Services Complex
+104,21,MFP Nichols-The Creamery
+104,52,MFP Owego VFW
+105,27,MFP Schuyler Outreach
+105,41,MFP Prattsburgh
+106,42,MFP First Assembly Of God Church
+106,63,MFP Colesville
+107,29,MFP Senior - CFS Lakeview
+107,34,MFP Saint Mary Recreation Center
+108,31,MFP Lamphear Court
+108,65,MFP Rathbone
+109,7,MFP Senior - Ellis Hollow
+109,62,MFP Rehoboth Deliverance Ministry
+110,54,MFP Van Etten
+110,55,MFP Wayland
+111,64,MFP Richford
+111,70,MFP Waverly
+112,39,MFP Beaver Dams
+112,48,MFP Salvation Army Ithaca
+113,36,MFP College TC3 -College
+113,66,MFP Bath
+114,11,MFP Senior - Conifer Village
+114,58,MFP Windsor
+115,32,MFP Bradford
+115,67,MFP The Love Church
+116,20,MFP Senior - Bragg
+116,59,MFP Whitney Point
+117,9,MFP Senior - Springview Apartments
+117,46,MFP Erin
+118,47,MFP Lansing
+118,53,MFP Tuscarora
+119,15,MFP Senior - Village Square/Manor
+119,50,MFP Boys and Girls Club
+120,37,MFP Montour Falls-Schuyler County Human Services Complex
+120,45,MFP Deposit
+121,3,MFP Senior - Cayuga Meadows
+121,25,MFP Senior - Villa Serene
+122,38,MFP Millport
+122,49,MFP Campbell
+123,51,MFP Woodhull
+123,61,MFP Lindley
+124,65,MFP Rathbone
+124,68,MFP Endwell United Methodist Church
+125,22,MFP Senior - Corning Senior Center
+125,70,MFP Waverly
+126,55,MFP Wayland
+126,69,MFP Avoca
+127,27,MFP Schuyler Outreach
+127,56,MFP Reach for Christ Church Freeville
+128,23,MFP Senior - Flannery
+128,33,MFP Danby
+129,1,MFP Senior - Woodsedge Apartments
+129,60,MFP Redeemer Lutheran Church
+130,13,"MFP Senior - Elizabeth Square, Waverly"
+130,64,MFP Richford
+131,5,MFP Senior - Lincoln Court
+131,44,MFP Conklin- Maines Community Center
+132,19,MFP Senior - Metro Plaza Apartments
+132,57,MFP American Legion - Binghamton
+133,42,MFP First Assembly Of God Church
+133,54,MFP Van Etten
+134,18,"MFP Senior - Northern Broome Senior Center, Whitney Point"
+134,67,MFP The Love Church
+135,17,MFP Senior - East Hill Senior Living
+135,30,MFP College Ithaca College
+136,35,MFP College Corning Community College
+136,62,MFP Rehoboth Deliverance Ministry
+137,26,MFP Senior - Dayspring
+137,41,MFP Prattsburgh
+138,6,MFP Senior - Park Terrace Congregate Apartments
+138,63,MFP Colesville
+139,40,MFP Birnie Transportation Services
+139,70,MFP Waverly
+140,52,MFP Owego VFW
+140,69,MFP Avoca
+141,7,MFP Senior - Ellis Hollow
+141,14,MFP Senior - North Shore Towers
+142,31,MFP Lamphear Court
+142,39,MFP Beaver Dams
+143,29,MFP Senior - CFS Lakeview
+143,34,MFP Saint Mary Recreation Center
+144,48,MFP Salvation Army Ithaca
+144,61,MFP Lindley
+145,21,MFP Nichols-The Creamery
+145,47,MFP Lansing
+146,23,MFP Senior - Flannery
+146,46,MFP Erin
+147,16,MFP Senior - Long Meadow Senior Housing
+147,28,MFP Troupsburg
+148,32,MFP Bradford
+148,45,MFP Deposit
+149,24,MFP Senior - Titus Towers
+149,68,MFP Endwell United Methodist Church
+150,49,MFP Campbell
+150,58,MFP Windsor
+151,10,MFP Senior - Addison Place Apartments
+151,37,MFP Montour Falls-Schuyler County Human Services Complex
+152,12,MFP Senior - Carpenter Apartments
+152,64,MFP Richford
+153,8,MFP Senior - Jefferson Village
+153,70,MFP Waverly
+154,36,MFP College TC3 -College
+154,53,MFP Tuscarora
+155,4,MFP Senior - Wells Apartments
+155,43,MFP Canisteo
+156,38,MFP Millport
+156,69,MFP Avoca
+157,39,MFP Beaver Dams
+157,60,MFP Redeemer Lutheran Church
+158,27,MFP Schuyler Outreach
+158,50,MFP Boys and Girls Club
+159,25,MFP Senior - Villa Serene
+159,59,MFP Whitney Point
+160,51,MFP Woodhull
+160,56,MFP Reach for Christ Church Freeville
+161,6,MFP Senior - Park Terrace Congregate Apartments
+161,55,MFP Wayland
+162,42,MFP First Assembly Of God Church
+162,65,MFP Rathbone
+163,22,MFP Senior - Corning Senior Center
+163,67,MFP The Love Church
+164,15,MFP Senior - Village Square/Manor
+164,33,MFP Danby
+165,57,MFP American Legion - Binghamton
+165,66,MFP Bath
+166,13,"MFP Senior - Elizabeth Square, Waverly"
+166,20,MFP Senior - Bragg
+167,11,MFP Senior - Conifer Village
+167,70,MFP Waverly
+168,30,MFP College Ithaca College
+168,44,MFP Conklin- Maines Community Center
+169,40,MFP Birnie Transportation Services
+169,64,MFP Richford
+170,9,MFP Senior - Springview Apartments
+170,54,MFP Van Etten
+171,41,MFP Prattsburgh
+171,52,MFP Owego VFW
+172,35,MFP College Corning Community College
+172,46,MFP Erin
+173,26,MFP Senior - Dayspring
+173,62,MFP Rehoboth Deliverance Ministry
+174,63,MFP Colesville
+174,68,MFP Endwell United Methodist Church
+175,47,MFP Lansing
+175,61,MFP Lindley
+176,29,MFP Senior - CFS Lakeview
+176,39,MFP Beaver Dams
+177,32,MFP Bradford
+177,69,MFP Avoca
+178,31,MFP Lamphear Court
+178,45,MFP Deposit
+179,5,MFP Senior - Lincoln Court
+179,19,MFP Senior - Metro Plaza Apartments
+180,49,MFP Campbell
+180,58,MFP Windsor
+181,28,MFP Troupsburg
+181,43,MFP Canisteo
+182,50,MFP Boys and Girls Club
+182,67,MFP The Love Church
+183,17,MFP Senior - East Hill Senior Living
+183,60,MFP Redeemer Lutheran Church
+184,16,MFP Senior - Long Meadow Senior Housing
+184,37,MFP Montour Falls-Schuyler County Human Services Complex
+185,23,MFP Senior - Flannery
+185,70,MFP Waverly
+186,21,MFP Nichols-The Creamery
+186,59,MFP Whitney Point
+187,18,"MFP Senior - Northern Broome Senior Center, Whitney Point"
+187,38,MFP Millport
+188,34,MFP Saint Mary Recreation Center
+188,53,MFP Tuscarora
+189,15,MFP Senior - Village Square/Manor
+189,42,MFP First Assembly Of God Church
+190,48,MFP Salvation Army Ithaca
+190,57,MFP American Legion - Binghamton
+191,51,MFP Woodhull
+191,66,MFP Bath
+192,55,MFP Wayland
+192,65,MFP Rathbone
+193,1,MFP Senior - Woodsedge Apartments
+193,62,MFP Rehoboth Deliverance Ministry
+194,14,MFP Senior - North Shore Towers
+194,56,MFP Reach for Christ Church Freeville
+195,7,MFP Senior - Ellis Hollow
+195,24,MFP Senior - Titus Towers
+196,44,MFP Conklin- Maines Community Center
+196,68,MFP Endwell United Methodist Church
+197,33,MFP Danby
+197,69,MFP Avoca
+198,22,MFP Senior - Corning Senior Center
+198,63,MFP Colesville
+199,27,MFP Schuyler Outreach
+199,52,MFP Owego VFW
+200,46,MFP Erin
+200,54,MFP Van Etten
+201,30,MFP College Ithaca College
+201,35,MFP College Corning Community College
+202,8,MFP Senior - Jefferson Village
+202,12,MFP Senior - Carpenter Apartments
+203,18,"MFP Senior - Northern Broome Senior Center, Whitney Point"
+203,25,MFP Senior - Villa Serene
+204,2,MFP Senior - Harry L Apartments
+204,3,MFP Senior - Cayuga Meadows
+205,47,MFP Lansing
+205,70,MFP Waverly
+206,36,MFP College TC3 -College
+206,50,MFP Boys and Girls Club
+207,29,MFP Senior - CFS Lakeview
+207,40,MFP Birnie Transportation Services
+208,4,MFP Senior - Wells Apartments
+208,48,MFP Salvation Army Ithaca
+209,14,MFP Senior - North Shore Towers
+209,67,MFP The Love Church
+210,43,MFP Canisteo
+210,64,MFP Richford
+211,10,MFP Senior - Addison Place Apartments
+211,20,MFP Senior - Bragg
+212,45,MFP Deposit
+212,61,MFP Lindley
+213,7,MFP Senior - Ellis Hollow
+213,41,MFP Prattsburgh
+214,32,MFP Bradford
+214,66,MFP Bath
+215,13,"MFP Senior - Elizabeth Square, Waverly"
+215,65,MFP Rathbone
+216,26,MFP Senior - Dayspring
+216,31,MFP Lamphear Court
+217,11,MFP Senior - Conifer Village
+217,28,MFP Troupsburg
+218,18,"MFP Senior - Northern Broome Senior Center, Whitney Point"
+218,25,MFP Senior - Villa Serene
+219,53,MFP Tuscarora
+219,55,MFP Wayland
+220,49,MFP Campbell
+220,57,MFP American Legion - Binghamton
+221,9,MFP Senior - Springview Apartments
+221,69,MFP Avoca
+222,51,MFP Woodhull
+222,58,MFP Windsor
+223,42,MFP First Assembly Of God Church
+223,59,MFP Whitney Point
+224,37,MFP Montour Falls-Schuyler County Human Services Complex
+224,56,MFP Reach for Christ Church Freeville
+225,62,MFP Rehoboth Deliverance Ministry
+225,68,MFP Endwell United Methodist Church
+226,34,MFP Saint Mary Recreation Center
+226,44,MFP Conklin- Maines Community Center
+227,38,MFP Millport
+227,63,MFP Colesville
+228,4,MFP Senior - Wells Apartments
+228,16,MFP Senior - Long Meadow Senior Housing
+229,6,MFP Senior - Park Terrace Congregate Apartments
+229,14,MFP Senior - North Shore Towers
+230,52,MFP Owego VFW
+230,64,MFP Richford
+231,5,MFP Senior - Lincoln Court
+231,24,MFP Senior - Titus Towers
+232,19,MFP Senior - Metro Plaza Apartments
+232,23,MFP Senior - Flannery
+233,21,MFP Nichols-The Creamery
+233,32,MFP Bradford
+234,2,MFP Senior - Harry L Apartments
+234,39,MFP Beaver Dams
+235,15,MFP Senior - Village Square/Manor
+235,46,MFP Erin
+236,30,MFP College Ithaca College
+236,43,MFP Canisteo
+237,35,MFP College Corning Community College
+237,60,MFP Redeemer Lutheran Church
+238,40,MFP Birnie Transportation Services
+238,47,MFP Lansing
+239,27,MFP Schuyler Outreach
+239,66,MFP Bath
+240,50,MFP Boys and Girls Club
+240,61,MFP Lindley
+241,22,MFP Senior - Corning Senior Center
+241,65,MFP Rathbone
+242,59,MFP Whitney Point
+242,69,MFP Avoca
+243,17,MFP Senior - East Hill Senior Living
+243,25,MFP Senior - Villa Serene
+244,20,MFP Senior - Bragg
+244,33,MFP Danby
+245,36,MFP College TC3 -College
+245,45,MFP Deposit
+246,49,MFP Campbell
+246,58,MFP Windsor
+247,16,MFP Senior - Long Meadow Senior Housing
+247,41,MFP Prattsburgh
+248,26,MFP Senior - Dayspring
+248,32,MFP Bradford
+249,15,MFP Senior - Village Square/Manor
+249,29,MFP Senior - CFS Lakeview
+250,8,MFP Senior - Jefferson Village
+250,57,MFP American Legion - Binghamton
+251,31,MFP Lamphear Court
+251,60,MFP Redeemer Lutheran Church
+252,54,MFP Van Etten
+252,67,MFP The Love Church
+253,28,MFP Troupsburg
+253,55,MFP Wayland
+254,12,MFP Senior - Carpenter Apartments
+254,62,MFP Rehoboth Deliverance Ministry
+255,63,MFP Colesville
+255,68,MFP Endwell United Methodist Church
+256,3,MFP Senior - Cayuga Meadows
+256,56,MFP Reach for Christ Church Freeville
+257,17,MFP Senior - East Hill Senior Living
+257,69,MFP Avoca
+258,7,MFP Senior - Ellis Hollow
+258,47,MFP Lansing
+259,34,MFP Saint Mary Recreation Center
+259,48,MFP Salvation Army Ithaca
+260,1,MFP Senior - Woodsedge Apartments
+260,42,MFP First Assembly Of God Church
+261,52,MFP Owego VFW
+261,66,MFP Bath
+262,11,MFP Senior - Conifer Village
+262,64,MFP Richford
+263,10,MFP Senior - Addison Place Apartments
+263,39,MFP Beaver Dams
+264,30,MFP College Ithaca College
+264,53,MFP Tuscarora
+265,13,"MFP Senior - Elizabeth Square, Waverly"
+265,46,MFP Erin
+266,15,MFP Senior - Village Square/Manor
+266,40,MFP Birnie Transportation Services
+267,35,MFP College Corning Community College
+267,43,MFP Canisteo
+268,18,"MFP Senior - Northern Broome Senior Center, Whitney Point"
+268,65,MFP Rathbone
+269,24,MFP Senior - Titus Towers
+269,59,MFP Whitney Point
+270,21,MFP Nichols-The Creamery
+270,44,MFP Conklin- Maines Community Center
+271,61,MFP Lindley
+271,70,MFP Waverly
+272,23,MFP Senior - Flannery
+272,50,MFP Boys and Girls Club
+273,60,MFP Redeemer Lutheran Church
+273,67,MFP The Love Church
+274,19,MFP Senior - Metro Plaza Apartments
+274,27,MFP Schuyler Outreach
+275,38,MFP Millport
+275,49,MFP Campbell
+276,37,MFP Montour Falls-Schuyler County Human Services Complex
+276,51,MFP Woodhull
+277,48,MFP Salvation Army Ithaca
+277,68,MFP Endwell United Methodist Church
+278,5,MFP Senior - Lincoln Court
+278,45,MFP Deposit
+279,6,MFP Senior - Park Terrace Congregate Apartments
+279,69,MFP Avoca
+280,36,MFP College TC3 -College
+280,57,MFP American Legion - Binghamton
+281,4,MFP Senior - Wells Apartments
+281,55,MFP Wayland
+282,14,MFP Senior - North Shore Towers
+282,22,MFP Senior - Corning Senior Center
+283,2,MFP Senior - Harry L Apartments
+283,62,MFP Rehoboth Deliverance Ministry
+284,58,MFP Windsor
+284,66,MFP Bath
+285,29,MFP Senior - CFS Lakeview
+285,41,MFP Prattsburgh
+286,54,MFP Van Etten
+286,56,MFP Reach for Christ Church Freeville
+287,64,MFP Richford
+287,70,MFP Waverly
+288,25,MFP Senior - Villa Serene
+288,33,MFP Danby
+289,28,MFP Troupsburg
+289,63,MFP Colesville
+290,7,MFP Senior - Ellis Hollow
+290,61,MFP Lindley
+291,20,MFP Senior - Bragg
+291,32,MFP Bradford
+292,16,MFP Senior - Long Meadow Senior Housing
+292,52,MFP Owego VFW
+293,26,MFP Senior - Dayspring
+293,42,MFP First Assembly Of God Church
+294,17,MFP Senior - East Hill Senior Living
+294,43,MFP Canisteo
+295,53,MFP Tuscarora
+295,60,MFP Redeemer Lutheran Church
+296,35,MFP College Corning Community College
+296,67,MFP The Love Church
+297,9,MFP Senior - Springview Apartments
+297,39,MFP Beaver Dams
+298,8,MFP Senior - Jefferson Village
+298,50,MFP Boys and Girls Club
+299,31,MFP Lamphear Court
+299,40,MFP Birnie Transportation Services
+300,12,MFP Senior - Carpenter Apartments
+300,65,MFP Rathbone
+301,44,MFP Conklin- Maines Community Center
+301,68,MFP Endwell United Methodist Church
+302,34,MFP Saint Mary Recreation Center
+302,66,MFP Bath
+303,18,"MFP Senior - Northern Broome Senior Center, Whitney Point"
+303,59,MFP Whitney Point
+304,21,MFP Nichols-The Creamery
+304,69,MFP Avoca
+305,37,MFP Montour Falls-Schuyler County Human Services Complex
+305,38,MFP Millport
+306,30,MFP College Ithaca College
+306,62,MFP Rehoboth Deliverance Ministry
+307,48,MFP Salvation Army Ithaca
+307,70,MFP Waverly
+308,45,MFP Deposit
+308,57,MFP American Legion - Binghamton
+309,15,MFP Senior - Village Square/Manor
+309,49,MFP Campbell
+310,55,MFP Wayland
+310,64,MFP Richford
+311,41,MFP Prattsburgh
+311,51,MFP Woodhull
+312,3,MFP Senior - Cayuga Meadows
+312,13,"MFP Senior - Elizabeth Square, Waverly"
+313,46,MFP Erin
+313,47,MFP Lansing
+314,10,MFP Senior - Addison Place Apartments
+314,27,MFP Schuyler Outreach
+315,11,MFP Senior - Conifer Village
+315,63,MFP Colesville
+316,6,MFP Senior - Park Terrace Congregate Apartments
+316,29,MFP Senior - CFS Lakeview
+317,23,MFP Senior - Flannery
+317,24,MFP Senior - Titus Towers
+318,17,MFP Senior - East Hill Senior Living
+318,69,MFP Avoca
+319,56,MFP Reach for Christ Church Freeville
+319,61,MFP Lindley
+320,19,MFP Senior - Metro Plaza Apartments
+320,54,MFP Van Etten
+321,58,MFP Windsor
+321,67,MFP The Love Church
+322,22,MFP Senior - Corning Senior Center
+322,53,MFP Tuscarora
+323,31,MFP Lamphear Court
+323,66,MFP Bath
+324,1,MFP Senior - Woodsedge Apartments
+324,52,MFP Owego VFW
+325,2,MFP Senior - Harry L Apartments
+325,33,MFP Danby
+326,43,MFP Canisteo
+326,65,MFP Rathbone
+327,60,MFP Redeemer Lutheran Church
+327,70,MFP Waverly
+328,28,MFP Troupsburg
+328,32,MFP Bradford
+329,25,MFP Senior - Villa Serene
+329,59,MFP Whitney Point
+330,5,MFP Senior - Lincoln Court
+330,20,MFP Senior - Bragg
+331,44,MFP Conklin- Maines Community Center
+331,50,MFP Boys and Girls Club
+332,26,MFP Senior - Dayspring
+332,40,MFP Birnie Transportation Services
+333,39,MFP Beaver Dams
+333,68,MFP Endwell United Methodist Church
+334,4,MFP Senior - Wells Apartments
+334,62,MFP Rehoboth Deliverance Ministry
+335,36,MFP College TC3 -College
+335,42,MFP First Assembly Of God Church
+336,16,MFP Senior - Long Meadow Senior Housing
+336,35,MFP College Corning Community College
+337,6,MFP Senior - Park Terrace Congregate Apartments
+337,57,MFP American Legion - Binghamton
+338,34,MFP Saint Mary Recreation Center
+338,48,MFP Salvation Army Ithaca
+339,8,MFP Senior - Jefferson Village
+339,38,MFP Millport
+340,49,MFP Campbell
+340,69,MFP Avoca
+341,37,MFP Montour Falls-Schuyler County Human Services Complex
+341,45,MFP Deposit
+342,30,MFP College Ithaca College
+342,51,MFP Woodhull
+343,21,MFP Nichols-The Creamery
+343,66,MFP Bath
+344,46,MFP Erin
+344,64,MFP Richford
+345,7,MFP Senior - Ellis Hollow
+345,41,MFP Prattsburgh
+346,54,MFP Van Etten
+346,63,MFP Colesville
+347,47,MFP Lansing
+347,67,MFP The Love Church
+348,56,MFP Reach for Christ Church Freeville
+348,61,MFP Lindley
+349,2,MFP Senior - Harry L Apartments
+349,18,"MFP Senior - Northern Broome Senior Center, Whitney Point"
+350,16,MFP Senior - Long Meadow Senior Housing
+350,70,MFP Waverly
+351,9,MFP Senior - Springview Apartments
+351,12,MFP Senior - Carpenter Apartments
+352,58,MFP Windsor
+352,65,MFP Rathbone
+353,31,MFP Lamphear Court
+353,53,MFP Tuscarora
+354,14,MFP Senior - North Shore Towers
+354,24,MFP Senior - Titus Towers
+355,8,MFP Senior - Jefferson Village
+355,15,MFP Senior - Village Square/Manor
+356,23,MFP Senior - Flannery
+356,59,MFP Whitney Point
+357,62,MFP Rehoboth Deliverance Ministry
+357,68,MFP Endwell United Methodist Church
+358,5,MFP Senior - Lincoln Court
+358,44,MFP Conklin- Maines Community Center
+359,6,MFP Senior - Park Terrace Congregate Apartments
+359,33,MFP Danby
+360,34,MFP Saint Mary Recreation Center
+360,36,MFP College TC3 -College
+361,29,MFP Senior - CFS Lakeview
+361,69,MFP Avoca
+362,17,MFP Senior - East Hill Senior Living
+362,66,MFP Bath
+363,3,MFP Senior - Cayuga Meadows
+363,10,MFP Senior - Addison Place Apartments
+364,16,MFP Senior - Long Meadow Senior Housing
+364,28,MFP Troupsburg
+365,2,MFP Senior - Harry L Apartments
+365,12,MFP Senior - Carpenter Apartments
--- a/data/schedule_optimized_kmin6.8_gap14.csv
+++ b/data/schedule_optimized_kmin6.8_gap14.csv
@@ -0,0 +1,366 @@
+day,site1_idx,site1_name,site2_idx,site2_name
+1,58,MFP Windsor,69,MFP Avoca
+2,34,MFP Saint Mary Recreation Center,35,MFP College Corning Community College
+3,36,MFP College TC3 -College,52,MFP Owego VFW
+4,51,MFP Woodhull,63,MFP Colesville
+5,45,MFP Deposit,57,MFP American Legion - Binghamton
+6,50,MFP Boys and Girls Club,56,MFP Reach for Christ Church Freeville
+7,28,MFP Troupsburg,33,MFP Danby
+8,37,MFP Montour Falls-Schuyler County Human Services Complex,40,MFP Birnie Transportation Services
+9,11,MFP Senior - Conifer Village,65,MFP Rathbone
+10,1,MFP Senior - Woodsedge Apartments,49,MFP Campbell
+11,62,MFP Rehoboth Deliverance Ministry,67,MFP The Love Church
+12,24,MFP Senior - Titus Towers,64,MFP Richford
+13,44,MFP Conklin- Maines Community Center,59,MFP Whitney Point
+14,38,MFP Millport,53,MFP Tuscarora
+15,48,MFP Salvation Army Ithaca,54,MFP Van Etten
+16,26,MFP Senior - Dayspring,41,MFP Prattsburgh
+17,13,"MFP Senior - Elizabeth Square, Waverly",60,MFP Redeemer Lutheran Church
+18,3,MFP Senior - Cayuga Meadows,68,MFP Endwell United Methodist Church
+19,22,MFP Senior - Corning Senior Center,70,MFP Waverly
+20,39,MFP Beaver Dams,55,MFP Wayland
+21,42,MFP First Assembly Of God Church,47,MFP Lansing
+22,43,MFP Canisteo,66,MFP Bath
+23,21,MFP Nichols-The Creamery,37,MFP Montour Falls-Schuyler County Human Services Complex
+24,27,MFP Schuyler Outreach,56,MFP Reach for Christ Church Freeville
+25,25,MFP Senior - Villa Serene,69,MFP Avoca
+26,20,MFP Senior - Bragg,52,MFP Owego VFW
+27,58,MFP Windsor,63,MFP Colesville
+28,46,MFP Erin,57,MFP American Legion - Binghamton
+29,38,MFP Millport,48,MFP Salvation Army Ithaca
+30,65,MFP Rathbone,67,MFP The Love Church
+31,30,MFP College Ithaca College,36,MFP College TC3 -College
+32,51,MFP Woodhull,62,MFP Rehoboth Deliverance Ministry
+33,34,MFP Saint Mary Recreation Center,45,MFP Deposit
+34,31,MFP Lamphear Court,44,MFP Conklin- Maines Community Center
+35,35,MFP College Corning Community College,49,MFP Campbell
+36,50,MFP Boys and Girls Club,68,MFP Endwell United Methodist Church
+37,60,MFP Redeemer Lutheran Church,70,MFP Waverly
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+39,33,MFP Danby,64,MFP Richford
+40,43,MFP Canisteo,53,MFP Tuscarora
+41,40,MFP Birnie Transportation Services,55,MFP Wayland
+42,52,MFP Owego VFW,59,MFP Whitney Point
+43,28,MFP Troupsburg,69,MFP Avoca
+44,46,MFP Erin,67,MFP The Love Church
+45,54,MFP Van Etten,61,MFP Lindley
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+47,9,MFP Senior - Springview Apartments,10,MFP Senior - Addison Place Apartments
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+49,4,MFP Senior - Wells Apartments,32,MFP Bradford
+50,24,MFP Senior - Titus Towers,68,MFP Endwell United Methodist Church
+51,19,MFP Senior - Metro Plaza Apartments,41,MFP Prattsburgh
+52,48,MFP Salvation Army Ithaca,63,MFP Colesville
+53,42,MFP First Assembly Of God Church,56,MFP Reach for Christ Church Freeville
+54,57,MFP American Legion - Binghamton,58,MFP Windsor
+55,40,MFP Birnie Transportation Services,70,MFP Waverly
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+59,11,MFP Senior - Conifer Village,60,MFP Redeemer Lutheran Church
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+61,28,MFP Troupsburg,46,MFP Erin
+62,44,MFP Conklin- Maines Community Center,64,MFP Richford
+63,27,MFP Schuyler Outreach,38,MFP Millport
+64,1,MFP Senior - Woodsedge Apartments,50,MFP Boys and Girls Club
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+66,49,MFP Campbell,59,MFP Whitney Point
+67,61,MFP Lindley,66,MFP Bath
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+72,30,MFP College Ithaca College,34,MFP Saint Mary Recreation Center
+73,52,MFP Owego VFW,67,MFP The Love Church
+74,31,MFP Lamphear Court,33,MFP Danby
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+78,41,MFP Prattsburgh,56,MFP Reach for Christ Church Freeville
+79,42,MFP First Assembly Of God Church,55,MFP Wayland
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+82,32,MFP Bradford,48,MFP Salvation Army Ithaca
+83,39,MFP Beaver Dams,70,MFP Waverly
+84,36,MFP College TC3 -College,54,MFP Van Etten
+85,19,MFP Senior - Metro Plaza Apartments,65,MFP Rathbone
+86,18,"MFP Senior - Northern Broome Senior Center, Whitney Point",24,MFP Senior - Titus Towers
+87,47,MFP Lansing,64,MFP Richford
+88,40,MFP Birnie Transportation Services,62,MFP Rehoboth Deliverance Ministry
+89,58,MFP Windsor,59,MFP Whitney Point
+90,14,MFP Senior - North Shore Towers,66,MFP Bath
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+92,50,MFP Boys and Girls Club,53,MFP Tuscarora
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+94,45,MFP Deposit,51,MFP Woodhull
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+96,38,MFP Millport,49,MFP Campbell
+97,26,MFP Senior - Dayspring,70,MFP Waverly
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+100,12,MFP Senior - Carpenter Apartments,30,MFP College Ithaca College
+101,8,MFP Senior - Jefferson Village,60,MFP Redeemer Lutheran Church
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+104,21,MFP Nichols-The Creamery,52,MFP Owego VFW
+105,27,MFP Schuyler Outreach,41,MFP Prattsburgh
+106,42,MFP First Assembly Of God Church,63,MFP Colesville
+107,29,MFP Senior - CFS Lakeview,34,MFP Saint Mary Recreation Center
+108,31,MFP Lamphear Court,65,MFP Rathbone
+109,7,MFP Senior - Ellis Hollow,62,MFP Rehoboth Deliverance Ministry
+110,54,MFP Van Etten,55,MFP Wayland
+111,64,MFP Richford,70,MFP Waverly
+112,39,MFP Beaver Dams,48,MFP Salvation Army Ithaca
+113,36,MFP College TC3 -College,66,MFP Bath
+114,11,MFP Senior - Conifer Village,58,MFP Windsor
+115,32,MFP Bradford,67,MFP The Love Church
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+117,9,MFP Senior - Springview Apartments,46,MFP Erin
+118,47,MFP Lansing,53,MFP Tuscarora
+119,15,MFP Senior - Village Square/Manor,50,MFP Boys and Girls Club
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+122,38,MFP Millport,49,MFP Campbell
+123,51,MFP Woodhull,61,MFP Lindley
+124,65,MFP Rathbone,68,MFP Endwell United Methodist Church
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+126,55,MFP Wayland,69,MFP Avoca
+127,27,MFP Schuyler Outreach,56,MFP Reach for Christ Church Freeville
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+130,13,"MFP Senior - Elizabeth Square, Waverly",64,MFP Richford
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+133,42,MFP First Assembly Of God Church,54,MFP Van Etten
+134,18,"MFP Senior - Northern Broome Senior Center, Whitney Point",67,MFP The Love Church
+135,17,MFP Senior - East Hill Senior Living,30,MFP College Ithaca College
+136,35,MFP College Corning Community College,62,MFP Rehoboth Deliverance Ministry
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+138,6,MFP Senior - Park Terrace Congregate Apartments,63,MFP Colesville
+139,40,MFP Birnie Transportation Services,70,MFP Waverly
+140,52,MFP Owego VFW,69,MFP Avoca
+141,7,MFP Senior - Ellis Hollow,14,MFP Senior - North Shore Towers
+142,31,MFP Lamphear Court,39,MFP Beaver Dams
+143,29,MFP Senior - CFS Lakeview,34,MFP Saint Mary Recreation Center
+144,48,MFP Salvation Army Ithaca,61,MFP Lindley
+145,21,MFP Nichols-The Creamery,47,MFP Lansing
+146,23,MFP Senior - Flannery,46,MFP Erin
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+148,32,MFP Bradford,45,MFP Deposit
+149,24,MFP Senior - Titus Towers,68,MFP Endwell United Methodist Church
+150,49,MFP Campbell,58,MFP Windsor
+151,10,MFP Senior - Addison Place Apartments,37,MFP Montour Falls-Schuyler County Human Services Complex
+152,12,MFP Senior - Carpenter Apartments,64,MFP Richford
+153,8,MFP Senior - Jefferson Village,70,MFP Waverly
+154,36,MFP College TC3 -College,53,MFP Tuscarora
+155,4,MFP Senior - Wells Apartments,43,MFP Canisteo
+156,38,MFP Millport,69,MFP Avoca
+157,39,MFP Beaver Dams,60,MFP Redeemer Lutheran Church
+158,27,MFP Schuyler Outreach,50,MFP Boys and Girls Club
+159,25,MFP Senior - Villa Serene,59,MFP Whitney Point
+160,51,MFP Woodhull,56,MFP Reach for Christ Church Freeville
+161,6,MFP Senior - Park Terrace Congregate Apartments,55,MFP Wayland
+162,42,MFP First Assembly Of God Church,65,MFP Rathbone
+163,22,MFP Senior - Corning Senior Center,67,MFP The Love Church
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+165,57,MFP American Legion - Binghamton,66,MFP Bath
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+168,30,MFP College Ithaca College,44,MFP Conklin- Maines Community Center
+169,40,MFP Birnie Transportation Services,64,MFP Richford
+170,9,MFP Senior - Springview Apartments,54,MFP Van Etten
+171,41,MFP Prattsburgh,52,MFP Owego VFW
+172,35,MFP College Corning Community College,46,MFP Erin
+173,26,MFP Senior - Dayspring,62,MFP Rehoboth Deliverance Ministry
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+175,47,MFP Lansing,61,MFP Lindley
+176,29,MFP Senior - CFS Lakeview,39,MFP Beaver Dams
+177,32,MFP Bradford,69,MFP Avoca
+178,31,MFP Lamphear Court,45,MFP Deposit
+179,5,MFP Senior - Lincoln Court,19,MFP Senior - Metro Plaza Apartments
+180,49,MFP Campbell,58,MFP Windsor
+181,28,MFP Troupsburg,43,MFP Canisteo
+182,50,MFP Boys and Girls Club,67,MFP The Love Church
+183,17,MFP Senior - East Hill Senior Living,60,MFP Redeemer Lutheran Church
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+185,23,MFP Senior - Flannery,70,MFP Waverly
+186,21,MFP Nichols-The Creamery,59,MFP Whitney Point
+187,18,"MFP Senior - Northern Broome Senior Center, Whitney Point",38,MFP Millport
+188,34,MFP Saint Mary Recreation Center,53,MFP Tuscarora
+189,15,MFP Senior - Village Square/Manor,42,MFP First Assembly Of God Church
+190,48,MFP Salvation Army Ithaca,57,MFP American Legion - Binghamton
+191,51,MFP Woodhull,66,MFP Bath
+192,55,MFP Wayland,65,MFP Rathbone
+193,1,MFP Senior - Woodsedge Apartments,62,MFP Rehoboth Deliverance Ministry
+194,14,MFP Senior - North Shore Towers,56,MFP Reach for Christ Church Freeville
+195,7,MFP Senior - Ellis Hollow,24,MFP Senior - Titus Towers
+196,44,MFP Conklin- Maines Community Center,68,MFP Endwell United Methodist Church
+197,33,MFP Danby,69,MFP Avoca
+198,22,MFP Senior - Corning Senior Center,63,MFP Colesville
+199,27,MFP Schuyler Outreach,52,MFP Owego VFW
+200,46,MFP Erin,54,MFP Van Etten
+201,30,MFP College Ithaca College,35,MFP College Corning Community College
+202,8,MFP Senior - Jefferson Village,12,MFP Senior - Carpenter Apartments
+203,18,"MFP Senior - Northern Broome Senior Center, Whitney Point",25,MFP Senior - Villa Serene
+204,2,MFP Senior - Harry L Apartments,3,MFP Senior - Cayuga Meadows
+205,47,MFP Lansing,70,MFP Waverly
+206,36,MFP College TC3 -College,50,MFP Boys and Girls Club
+207,29,MFP Senior - CFS Lakeview,40,MFP Birnie Transportation Services
+208,4,MFP Senior - Wells Apartments,48,MFP Salvation Army Ithaca
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+210,43,MFP Canisteo,64,MFP Richford
+211,10,MFP Senior - Addison Place Apartments,20,MFP Senior - Bragg
+212,45,MFP Deposit,61,MFP Lindley
+213,7,MFP Senior - Ellis Hollow,41,MFP Prattsburgh
+214,32,MFP Bradford,66,MFP Bath
+215,13,"MFP Senior - Elizabeth Square, Waverly",65,MFP Rathbone
+216,26,MFP Senior - Dayspring,31,MFP Lamphear Court
+217,11,MFP Senior - Conifer Village,28,MFP Troupsburg
+218,18,"MFP Senior - Northern Broome Senior Center, Whitney Point",25,MFP Senior - Villa Serene
+219,53,MFP Tuscarora,55,MFP Wayland
+220,49,MFP Campbell,57,MFP American Legion - Binghamton
+221,9,MFP Senior - Springview Apartments,69,MFP Avoca
+222,51,MFP Woodhull,58,MFP Windsor
+223,42,MFP First Assembly Of God Church,59,MFP Whitney Point
+224,37,MFP Montour Falls-Schuyler County Human Services Complex,56,MFP Reach for Christ Church Freeville
+225,62,MFP Rehoboth Deliverance Ministry,68,MFP Endwell United Methodist Church
+226,34,MFP Saint Mary Recreation Center,44,MFP Conklin- Maines Community Center
+227,38,MFP Millport,63,MFP Colesville
+228,4,MFP Senior - Wells Apartments,16,MFP Senior - Long Meadow Senior Housing
+229,6,MFP Senior - Park Terrace Congregate Apartments,14,MFP Senior - North Shore Towers
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+231,5,MFP Senior - Lincoln Court,24,MFP Senior - Titus Towers
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+233,21,MFP Nichols-The Creamery,32,MFP Bradford
+234,2,MFP Senior - Harry L Apartments,39,MFP Beaver Dams
+235,15,MFP Senior - Village Square/Manor,46,MFP Erin
+236,30,MFP College Ithaca College,43,MFP Canisteo
+237,35,MFP College Corning Community College,60,MFP Redeemer Lutheran Church
+238,40,MFP Birnie Transportation Services,47,MFP Lansing
+239,27,MFP Schuyler Outreach,66,MFP Bath
+240,50,MFP Boys and Girls Club,61,MFP Lindley
+241,22,MFP Senior - Corning Senior Center,65,MFP Rathbone
+242,59,MFP Whitney Point,69,MFP Avoca
+243,17,MFP Senior - East Hill Senior Living,25,MFP Senior - Villa Serene
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+246,49,MFP Campbell,58,MFP Windsor
+247,16,MFP Senior - Long Meadow Senior Housing,41,MFP Prattsburgh
+248,26,MFP Senior - Dayspring,32,MFP Bradford
+249,15,MFP Senior - Village Square/Manor,29,MFP Senior - CFS Lakeview
+250,8,MFP Senior - Jefferson Village,57,MFP American Legion - Binghamton
+251,31,MFP Lamphear Court,60,MFP Redeemer Lutheran Church
+252,54,MFP Van Etten,67,MFP The Love Church
+253,28,MFP Troupsburg,55,MFP Wayland
+254,12,MFP Senior - Carpenter Apartments,62,MFP Rehoboth Deliverance Ministry
+255,63,MFP Colesville,68,MFP Endwell United Methodist Church
+256,3,MFP Senior - Cayuga Meadows,56,MFP Reach for Christ Church Freeville
+257,17,MFP Senior - East Hill Senior Living,69,MFP Avoca
+258,7,MFP Senior - Ellis Hollow,47,MFP Lansing
+259,34,MFP Saint Mary Recreation Center,48,MFP Salvation Army Ithaca
+260,1,MFP Senior - Woodsedge Apartments,42,MFP First Assembly Of God Church
+261,52,MFP Owego VFW,66,MFP Bath
+262,11,MFP Senior - Conifer Village,64,MFP Richford
+263,10,MFP Senior - Addison Place Apartments,39,MFP Beaver Dams
+264,30,MFP College Ithaca College,53,MFP Tuscarora
+265,13,"MFP Senior - Elizabeth Square, Waverly",46,MFP Erin
+266,15,MFP Senior - Village Square/Manor,40,MFP Birnie Transportation Services
+267,35,MFP College Corning Community College,43,MFP Canisteo
+268,18,"MFP Senior - Northern Broome Senior Center, Whitney Point",65,MFP Rathbone
+269,24,MFP Senior - Titus Towers,59,MFP Whitney Point
+270,21,MFP Nichols-The Creamery,44,MFP Conklin- Maines Community Center
+271,61,MFP Lindley,70,MFP Waverly
+272,23,MFP Senior - Flannery,50,MFP Boys and Girls Club
+273,60,MFP Redeemer Lutheran Church,67,MFP The Love Church
+274,19,MFP Senior - Metro Plaza Apartments,27,MFP Schuyler Outreach
+275,38,MFP Millport,49,MFP Campbell
+276,37,MFP Montour Falls-Schuyler County Human Services Complex,51,MFP Woodhull
+277,48,MFP Salvation Army Ithaca,68,MFP Endwell United Methodist Church
+278,5,MFP Senior - Lincoln Court,45,MFP Deposit
+279,6,MFP Senior - Park Terrace Congregate Apartments,69,MFP Avoca
+280,36,MFP College TC3 -College,57,MFP American Legion - Binghamton
+281,4,MFP Senior - Wells Apartments,55,MFP Wayland
+282,14,MFP Senior - North Shore Towers,22,MFP Senior - Corning Senior Center
+283,2,MFP Senior - Harry L Apartments,62,MFP Rehoboth Deliverance Ministry
+284,58,MFP Windsor,66,MFP Bath
+285,29,MFP Senior - CFS Lakeview,41,MFP Prattsburgh
+286,54,MFP Van Etten,56,MFP Reach for Christ Church Freeville
+287,64,MFP Richford,70,MFP Waverly
+288,25,MFP Senior - Villa Serene,33,MFP Danby
+289,28,MFP Troupsburg,63,MFP Colesville
+290,7,MFP Senior - Ellis Hollow,61,MFP Lindley
+291,20,MFP Senior - Bragg,32,MFP Bradford
+292,16,MFP Senior - Long Meadow Senior Housing,52,MFP Owego VFW
+293,26,MFP Senior - Dayspring,42,MFP First Assembly Of God Church
+294,17,MFP Senior - East Hill Senior Living,43,MFP Canisteo
+295,53,MFP Tuscarora,60,MFP Redeemer Lutheran Church
+296,35,MFP College Corning Community College,67,MFP The Love Church
+297,9,MFP Senior - Springview Apartments,39,MFP Beaver Dams
+298,8,MFP Senior - Jefferson Village,50,MFP Boys and Girls Club
+299,31,MFP Lamphear Court,40,MFP Birnie Transportation Services
+300,12,MFP Senior - Carpenter Apartments,65,MFP Rathbone
+301,44,MFP Conklin- Maines Community Center,68,MFP Endwell United Methodist Church
+302,34,MFP Saint Mary Recreation Center,66,MFP Bath
+303,18,"MFP Senior - Northern Broome Senior Center, Whitney Point",59,MFP Whitney Point
+304,21,MFP Nichols-The Creamery,69,MFP Avoca
+305,37,MFP Montour Falls-Schuyler County Human Services Complex,38,MFP Millport
+306,30,MFP College Ithaca College,62,MFP Rehoboth Deliverance Ministry
+307,48,MFP Salvation Army Ithaca,70,MFP Waverly
+308,45,MFP Deposit,57,MFP American Legion - Binghamton
+309,15,MFP Senior - Village Square/Manor,49,MFP Campbell
+310,55,MFP Wayland,64,MFP Richford
+311,41,MFP Prattsburgh,51,MFP Woodhull
+312,3,MFP Senior - Cayuga Meadows,13,"MFP Senior - Elizabeth Square, Waverly"
+313,46,MFP Erin,47,MFP Lansing
+314,10,MFP Senior - Addison Place Apartments,27,MFP Schuyler Outreach
+315,11,MFP Senior - Conifer Village,63,MFP Colesville
+316,6,MFP Senior - Park Terrace Congregate Apartments,29,MFP Senior - CFS Lakeview
+317,23,MFP Senior - Flannery,24,MFP Senior - Titus Towers
+318,17,MFP Senior - East Hill Senior Living,69,MFP Avoca
+319,56,MFP Reach for Christ Church Freeville,61,MFP Lindley
+320,19,MFP Senior - Metro Plaza Apartments,54,MFP Van Etten
+321,58,MFP Windsor,67,MFP The Love Church
+322,22,MFP Senior - Corning Senior Center,53,MFP Tuscarora
+323,31,MFP Lamphear Court,66,MFP Bath
+324,1,MFP Senior - Woodsedge Apartments,52,MFP Owego VFW
+325,2,MFP Senior - Harry L Apartments,33,MFP Danby
+326,43,MFP Canisteo,65,MFP Rathbone
+327,60,MFP Redeemer Lutheran Church,70,MFP Waverly
+328,28,MFP Troupsburg,32,MFP Bradford
+329,25,MFP Senior - Villa Serene,59,MFP Whitney Point
+330,5,MFP Senior - Lincoln Court,20,MFP Senior - Bragg
+331,44,MFP Conklin- Maines Community Center,50,MFP Boys and Girls Club
+332,26,MFP Senior - Dayspring,40,MFP Birnie Transportation Services
+333,39,MFP Beaver Dams,68,MFP Endwell United Methodist Church
+334,4,MFP Senior - Wells Apartments,62,MFP Rehoboth Deliverance Ministry
+335,36,MFP College TC3 -College,42,MFP First Assembly Of God Church
+336,16,MFP Senior - Long Meadow Senior Housing,35,MFP College Corning Community College
+337,6,MFP Senior - Park Terrace Congregate Apartments,57,MFP American Legion - Binghamton
+338,34,MFP Saint Mary Recreation Center,48,MFP Salvation Army Ithaca
+339,8,MFP Senior - Jefferson Village,38,MFP Millport
+340,49,MFP Campbell,69,MFP Avoca
+341,37,MFP Montour Falls-Schuyler County Human Services Complex,45,MFP Deposit
+342,30,MFP College Ithaca College,51,MFP Woodhull
+343,21,MFP Nichols-The Creamery,66,MFP Bath
+344,46,MFP Erin,64,MFP Richford
+345,7,MFP Senior - Ellis Hollow,41,MFP Prattsburgh
+346,54,MFP Van Etten,63,MFP Colesville
+347,47,MFP Lansing,67,MFP The Love Church
+348,56,MFP Reach for Christ Church Freeville,61,MFP Lindley
+349,2,MFP Senior - Harry L Apartments,18,"MFP Senior - Northern Broome Senior Center, Whitney Point"
+350,16,MFP Senior - Long Meadow Senior Housing,70,MFP Waverly
+351,9,MFP Senior - Springview Apartments,12,MFP Senior - Carpenter Apartments
+352,58,MFP Windsor,65,MFP Rathbone
+353,31,MFP Lamphear Court,53,MFP Tuscarora
+354,14,MFP Senior - North Shore Towers,24,MFP Senior - Titus Towers
+355,8,MFP Senior - Jefferson Village,15,MFP Senior - Village Square/Manor
+356,23,MFP Senior - Flannery,59,MFP Whitney Point
+357,62,MFP Rehoboth Deliverance Ministry,68,MFP Endwell United Methodist Church
+358,5,MFP Senior - Lincoln Court,44,MFP Conklin- Maines Community Center
+359,6,MFP Senior - Park Terrace Congregate Apartments,33,MFP Danby
+360,34,MFP Saint Mary Recreation Center,36,MFP College TC3 -College
+361,29,MFP Senior - CFS Lakeview,69,MFP Avoca
+362,17,MFP Senior - East Hill Senior Living,66,MFP Bath
+363,3,MFP Senior - Cayuga Meadows,10,MFP Senior - Addison Place Apartments
+364,16,MFP Senior - Long Meadow Senior Housing,28,MFP Troupsburg
+365,2,MFP Senior - Harry L Apartments,12,MFP Senior - Carpenter Apartments
--- a/data/site_visits_kmin6.8_gap14.csv
+++ b/data/site_visits_kmin6.8_gap14.csv
@@ -0,0 +1,71 @@
+site_idx,site_name,f_i,visit_days,gaps,min_gap,avg_gap
+1,MFP Senior - Woodsedge Apartments,6,10;64;129;193;260;324,54;65;64;67;64,54,62.8
+2,MFP Senior - Harry L Apartments,6,204;234;283;325;349;365,30;49;42;24;16,16,32.2
+3,MFP Senior - Cayuga Meadows,7,18;70;121;204;256;312;363,52;51;83;52;56;51,51,57.5
+4,MFP Senior - Wells Apartments,7,49;102;155;208;228;281;334,53;53;53;20;53;53,20,47.5
+5,MFP Senior - Lincoln Court,7,81;131;179;231;278;330;358,50;48;52;47;52;28,28,46.166666666666664
+6,MFP Senior - Park Terrace Congregate Apartments,7,138;161;229;279;316;337;359,23;68;50;37;21;22,21,36.833333333333336
+7,MFP Senior - Ellis Hollow,7,109;141;195;213;258;290;345,32;54;18;45;32;55,18,39.333333333333336
+8,MFP Senior - Jefferson Village,7,101;153;202;250;298;339;355,52;49;48;48;41;16,16,42.333333333333336
+9,MFP Senior - Springview Apartments,7,47;99;117;170;221;297;351,52;18;53;51;76;54,18,50.666666666666664
+10,MFP Senior - Addison Place Apartments,7,47;98;151;211;263;314;363,51;53;60;52;51;49,49,52.666666666666664
+11,MFP Senior - Conifer Village,7,9;59;114;167;217;262;315,50;55;53;50;45;53,45,51.0
+12,MFP Senior - Carpenter Apartments,7,100;152;202;254;300;351;365,52;50;52;46;51;14,14,44.166666666666664
+13,"MFP Senior - Elizabeth Square, Waverly",7,17;76;130;166;215;265;312,59;54;36;49;50;47,36,49.166666666666664
+14,MFP Senior - North Shore Towers,7,90;141;194;209;229;282;354,51;53;15;20;53;72,15,44.0
+15,MFP Senior - Village Square/Manor,8,119;164;189;235;249;266;309;355,45;25;46;14;17;43;46,14,33.714285714285715
+16,MFP Senior - Long Meadow Senior Housing,8,147;184;228;247;292;336;350;364,37;44;19;45;44;14;14,14,31.0
+17,MFP Senior - East Hill Senior Living,8,93;135;183;243;257;294;318;362,42;48;60;14;37;24;44,14,38.42857142857143
+18,"MFP Senior - Northern Broome Senior Center, Whitney Point",8,86;134;187;203;218;268;303;349,48;53;16;15;50;35;46,15,37.57142857142857
+19,MFP Senior - Metro Plaza Apartments,8,51;65;85;132;179;232;274;320,14;20;47;47;53;42;46,14,38.42857142857143
+20,MFP Senior - Bragg,8,26;70;116;166;211;244;291;330,44;46;50;45;33;47;39,33,43.42857142857143
+21,MFP Nichols-The Creamery,9,23;60;104;145;186;233;270;304;343,37;44;41;41;47;37;34;39,34,40.0
+22,MFP Senior - Corning Senior Center,9,19;58;80;125;163;198;241;282;322,39;22;45;38;35;43;41;40,22,37.875
+23,MFP Senior - Flannery,9,48;91;128;146;185;232;272;317;356,43;37;18;39;47;40;45;39,18,38.5
+24,MFP Senior - Titus Towers,9,12;50;86;149;195;231;269;317;354,38;36;63;46;36;38;48;37,36,42.75
+25,MFP Senior - Villa Serene,9,25;65;121;159;203;218;243;288;329,40;56;38;44;15;25;45;41,15,38.0
+26,MFP Senior - Dayspring,9,16;56;97;137;173;216;248;293;332,40;41;40;36;43;32;45;39,32,39.5
+27,MFP Schuyler Outreach,9,24;63;105;127;158;199;239;274;314,39;42;22;31;41;40;35;40,22,36.25
+28,MFP Troupsburg,10,7;43;61;147;181;217;253;289;328;364,36;18;86;34;36;36;36;39;36,18,39.666666666666664
+29,MFP Senior - CFS Lakeview,10,38;75;107;143;176;207;249;285;316;361,37;32;36;33;31;42;36;31;45,31,35.888888888888886
+30,MFP College Ithaca College,10,31;72;100;135;168;201;236;264;306;342,41;28;35;33;33;35;28;42;36,28,34.55555555555556
+31,MFP Lamphear Court,10,34;74;108;142;178;216;251;299;323;353,40;34;34;36;38;35;48;24;30,24,35.44444444444444
+32,MFP Bradford,10,49;82;115;148;177;214;233;248;291;328,33;33;33;29;37;19;15;43;37,15,31.0
+33,MFP Danby,11,7;39;74;99;128;164;197;244;288;325;359,32;35;25;29;36;33;47;44;37;34,25,35.2
+34,MFP Saint Mary Recreation Center,11,2;33;72;107;143;188;226;259;302;338;360,31;39;35;36;45;38;33;43;36;22,22,35.8
+35,MFP College Corning Community College,11,2;35;71;103;136;172;201;237;267;296;336,33;36;32;33;36;29;36;30;29;40,29,33.4
+36,MFP College TC3 -College,11,3;31;60;84;113;154;206;245;280;335;360,28;29;24;29;41;52;39;35;55;25,24,35.7
+37,MFP Montour Falls-Schuyler County Human Services Complex,11,8;23;57;103;120;151;184;224;276;305;341,15;34;46;17;31;33;40;52;29;36,15,33.3
+38,MFP Millport,11,14;29;63;96;122;156;187;227;275;305;339,15;34;33;26;34;31;40;48;30;34,15,32.5
+39,MFP Beaver Dams,11,20;48;83;112;142;157;176;234;263;297;333,28;35;29;30;15;19;58;29;34;36,15,31.3
+40,MFP Birnie Transportation Services,11,8;41;55;88;139;169;207;238;266;299;332,33;14;33;51;30;38;31;28;33;33,14,32.4
+41,MFP Prattsburgh,11,16;51;78;105;137;171;213;247;285;311;345,35;27;27;32;34;42;34;38;26;34,26,32.9
+42,MFP First Assembly Of God Church,11,21;53;79;106;133;162;189;223;260;293;335,32;26;27;27;29;27;34;37;33;42,26,31.4
+43,MFP Canisteo,11,22;40;77;91;155;181;210;236;267;294;326,18;37;14;64;26;29;26;31;27;32,14,30.4
+44,MFP Conklin- Maines Community Center,12,13;34;62;95;131;168;196;226;270;301;331;358,21;28;33;36;37;28;30;44;31;30;27,21,31.363636363636363
+45,MFP Deposit,12,5;33;56;94;120;148;178;212;245;278;308;341,28;23;38;26;28;30;34;33;33;30;33,23,30.545454545454547
+46,MFP Erin,12,28;44;61;93;117;146;172;200;235;265;313;344,16;17;32;24;29;26;28;35;30;48;31,16,28.727272727272727
+47,MFP Lansing,12,21;38;71;87;118;145;175;205;238;258;313;347,17;33;16;31;27;30;30;33;20;55;34,16,29.636363636363637
+48,MFP Salvation Army Ithaca,12,15;29;52;82;112;144;190;208;259;277;307;338,14;23;30;30;32;46;18;51;18;30;31,14,29.363636363636363
+49,MFP Campbell,12,10;35;66;96;122;150;180;220;246;275;309;340,25;31;30;26;28;30;40;26;29;34;31,25,30.0
+50,MFP Boys and Girls Club,12,6;36;64;92;119;158;182;206;240;272;298;331,30;28;28;27;39;24;24;34;32;26;33,24,29.545454545454547
+51,MFP Woodhull,12,4;32;46;69;94;123;160;191;222;276;311;342,28;14;23;25;29;37;31;31;54;35;31,14,30.727272727272727
+52,MFP Owego VFW,12,3;26;42;73;104;140;171;199;230;261;292;324,23;16;31;31;36;31;28;31;31;31;32,16,29.181818181818183
+53,MFP Tuscarora,12,14;40;68;92;118;154;188;219;264;295;322;353,26;28;24;26;36;34;31;45;31;27;31,24,30.818181818181817
+54,MFP Van Etten,12,15;45;68;84;110;133;170;200;252;286;320;346,30;23;16;26;23;37;30;52;34;34;26,16,30.09090909090909
+55,MFP Wayland,12,20;41;57;79;110;126;161;192;219;253;281;310,21;16;22;31;16;35;31;27;34;28;29,16,26.363636363636363
+56,MFP Reach for Christ Church Freeville,12,6;24;53;78;127;160;194;224;256;286;319;348,18;29;25;49;33;34;30;32;30;33;29,18,31.09090909090909
+57,MFP American Legion - Binghamton,12,5;28;54;75;132;165;190;220;250;280;308;337,23;26;21;57;33;25;30;30;30;28;29,21,30.181818181818183
+58,MFP Windsor,12,1;27;54;89;114;150;180;222;246;284;321;352,26;27;35;25;36;30;42;24;38;37;31,24,31.90909090909091
+59,MFP Whitney Point,13,13;42;66;89;116;159;186;223;242;269;303;329;356,29;24;23;27;43;27;37;19;27;34;26;27,19,28.583333333333332
+60,MFP Redeemer Lutheran Church,13,17;37;59;80;101;129;157;183;237;251;273;295;327,20;22;21;21;28;28;26;54;14;22;22;32,14,25.833333333333332
+61,MFP Lindley,13,45;67;81;95;123;144;175;212;240;271;290;319;348,22;14;14;28;21;31;37;28;31;19;29;29,14,25.25
+62,MFP Rehoboth Deliverance Ministry,13,11;32;88;109;136;173;193;225;254;283;306;334;357,21;56;21;27;37;20;32;29;29;23;28;23,20,28.833333333333332
+63,MFP Colesville,13,4;27;52;77;106;138;174;198;227;255;289;315;346,23;25;25;29;32;36;24;29;28;34;26;31,23,28.5
+64,MFP Richford,14,12;39;62;87;111;130;152;169;210;230;262;287;310;344,27;23;25;24;19;22;17;41;20;32;25;23;34,17,25.53846153846154
+65,MFP Rathbone,14,9;30;58;85;108;124;162;192;215;241;268;300;326;352,21;28;27;23;16;38;30;23;26;27;32;26;26,16,26.384615384615383
+66,MFP Bath,15,22;46;67;90;113;165;191;214;239;261;284;302;323;343;362,24;21;23;23;52;26;23;25;22;23;18;21;20;19,18,24.285714285714285
+67,MFP The Love Church,15,11;30;44;73;98;115;134;163;182;209;252;273;296;321;347,19;14;29;25;17;19;29;19;27;43;21;23;25;26,14,24.0
+68,MFP Endwell United Methodist Church,15,18;36;50;76;102;124;149;174;196;225;255;277;301;333;357,18;14;26;26;22;25;25;22;29;30;22;24;32;24,14,24.214285714285715
+69,MFP Avoca,16,1;25;43;126;140;156;177;197;221;242;257;279;304;318;340;361,24;18;83;14;16;21;20;24;21;15;22;25;14;22;21,14,24.0
+70,MFP Waverly,18,19;37;55;69;83;97;111;125;139;153;167;185;205;271;287;307;327;350,18;18;14;14;14;14;14;14;14;14;18;20;66;16;20;20;23,14,19.470588235294116
--- a/kmin_effectiveness.py
+++ b/kmin_effectiveness.py
@@ -24,11 +24,11 @@ except ModuleNotFoundError:

 # 参数
 C_OPT = 250
-N_TOTAL = 722
-ALPHA = 0.5
+N_TOTAL = 730
+ALPHA = 0.6
 BETA = 0.2
 N_SIMS = 2000
-RANDOM_SEED = 42
+RANDOM_SEED = 606
 OUTPUT_DIR = "data"


--- a/scheduling_optimization.py
+++ b/scheduling_optimization.py
@@ -0,0 +1,295 @@
+"""
+Scheduling Optimization (CP-SAT)
+
+Goal:
+- Given required visit frequencies f_i for each site i, create a 365-day schedule
+  with at most 2 visits per day, and visits per site spaced as regularly as possible.
+
+Defaults match the current repo setup:
+- Days T = 365, daily capacity = 2, Gap_min = 14 days
+- Frequencies are read from `data/kmin_effectiveness_data.csv` (columns visits_01..visits_N)
+  using the selection rule: first row where gini_eff < 0.2, otherwise best effectiveness.
+
+Outputs (written to data/):
+- schedule_optimized_kminX.X_gap14.csv (wide per-day table, 2 slots)
+- schedule_long_kminX.X_gap14.csv (long table, one row per visit)
+- site_visits_kminX.X_gap14.csv (per-site visit days and intervals)
+"""
+
+from __future__ import annotations
+
+import argparse
+import os
+from dataclasses import dataclass
+from typing import List, Optional, Tuple
+
+import pandas as pd
+
+
+OUTPUT_DIR = "data"
+DEFAULT_RESULTS_CSV = os.path.join(OUTPUT_DIR, "kmin_effectiveness_data.csv")
+DEFAULT_SITES_CSV = os.path.join(OUTPUT_DIR, "kmin_effectiveness_sites.csv")
+
+
+@dataclass(frozen=True)
+class SchedulingInputs:
+    days: int
+    daily_capacity: int
+    gap_min: int
+    k_min: float
+    site_names: List[str]
+    frequencies: List[int]
+
+
+def _select_kmin_row(df: pd.DataFrame, k_min: Optional[float]) -> Tuple[float, pd.Series]:
+    if k_min is not None:
+        idx = (df["k_min"] - float(k_min)).abs().idxmin()
+        row = df.loc[idx]
+        return float(row["k_min"]), row
+
+    candidates = df.loc[df["gini_eff"] < 0.2]
+    if len(candidates) > 0:
+        row = candidates.iloc[0]
+        return float(row["k_min"]), row
+
+    idx = df["effectiveness"].idxmax()
+    row = df.loc[idx]
+    return float(row["k_min"]), row
+
+
+def load_inputs(
+    *,
+    results_csv: str = DEFAULT_RESULTS_CSV,
+    sites_csv: str = DEFAULT_SITES_CSV,
+    days: int = 365,
+    daily_capacity: int = 2,
+    gap_min: int = 14,
+    k_min: Optional[float] = None,
+) -> SchedulingInputs:
+    df_results = pd.read_csv(results_csv)
+    selected_k, row = _select_kmin_row(df_results, k_min)
+
+    visit_cols = [c for c in df_results.columns if c.startswith("visits_")]
+    if not visit_cols:
+        raise ValueError(f"No visits_* columns found in {results_csv}")
+
+    freqs = [int(row[c]) for c in visit_cols]
+    if any(f < 0 for f in freqs):
+        raise ValueError("Frequencies must be non-negative")
+
+    df_sites = pd.read_csv(sites_csv)
+    # site_idx in files is 1-based, and matches visits_01.. ordering.
+    df_sites = df_sites.sort_values("site_idx")
+    site_names = df_sites["site_name"].astype(str).tolist()
+    if len(site_names) != len(freqs):
+        raise ValueError(
+            f"Site count mismatch: {len(site_names)} sites in {sites_csv}, {len(freqs)} frequencies in {results_csv}"
+        )
+
+    if days <= 0:
+        raise ValueError("days must be > 0")
+    if daily_capacity <= 0:
+        raise ValueError("daily_capacity must be > 0")
+    if gap_min < 1:
+        raise ValueError("gap_min must be >= 1")
+
+    for i, f in enumerate(freqs, start=1):
+        if f >= 2 and gap_min * (f - 1) > (days - 1):
+            raise ValueError(
+                f"Infeasible for site {i}: f_i={f} with gap_min={gap_min} does not fit in {days} days."
+            )
+
+    return SchedulingInputs(
+        days=days,
+        daily_capacity=daily_capacity,
+        gap_min=gap_min,
+        k_min=selected_k,
+        site_names=site_names,
+        frequencies=freqs,
+    )
+
+
+def solve_schedule_cp_sat(
+    inputs: SchedulingInputs,
+    *,
+    time_limit_s: float = 60.0,
+    num_workers: Optional[int] = None,
+) -> List[Tuple[int, int]]:
+    """
+    Returns a list of (day, site_idx) visits, where day is 0-based and site_idx is 1-based.
+    """
+    try:
+        from ortools.sat.python import cp_model
+    except ModuleNotFoundError as e:
+        raise RuntimeError(
+            "Missing dependency: ortools. Install with `pip install ortools` and rerun."
+        ) from e
+
+    days = inputs.days
+    cap = inputs.daily_capacity
+    gap_min = inputs.gap_min
+    freqs = inputs.frequencies
+
+    model = cp_model.CpModel()
+
+    all_intervals = []
+    visit_starts: List[List[cp_model.IntVar]] = []
+
+    for site_idx_1based, f_i in enumerate(freqs, start=1):
+        starts_i: List[cp_model.IntVar] = []
+        for k in range(f_i):
+            start = model.NewIntVar(0, days - 1, f"s_{site_idx_1based}_{k}")
+            end = model.NewIntVar(1, days, f"e_{site_idx_1based}_{k}")
+            model.Add(end == start + 1)
+            interval = model.NewIntervalVar(start, 1, end, f"iv_{site_idx_1based}_{k}")
+            all_intervals.append(interval)
+            starts_i.append(start)
+        for k in range(f_i - 1):
+            model.Add(starts_i[k + 1] >= starts_i[k] + gap_min)
+        visit_starts.append(starts_i)
+
+    # At most 2 trucks per day (each visit is a 1-day interval, demand=1).
+    model.AddCumulative(all_intervals, [1] * len(all_intervals), cap)
+
+    # Objective: minimize total absolute deviation from ideal gap (days / f_i).
+    objective_terms = []
+    for site_idx_1based, f_i in enumerate(freqs, start=1):
+        if f_i < 2:
+            continue
+        target_scaled = int(round((days * 100.0) / f_i))
+        starts_i = visit_starts[site_idx_1based - 1]
+        for k in range(f_i - 1):
+            gap = model.NewIntVar(gap_min, days - 1, f"gap_{site_idx_1based}_{k}")
+            model.Add(gap == starts_i[k + 1] - starts_i[k])
+
+            diff = model.NewIntVar(-(days * 100), days * 100, f"diff_{site_idx_1based}_{k}")
+            model.Add(diff == gap * 100 - target_scaled)
+
+            dev = model.NewIntVar(0, days * 100, f"dev_{site_idx_1based}_{k}")
+            model.AddAbsEquality(dev, diff)
+            objective_terms.append(dev)
+
+    model.Minimize(sum(objective_terms) if objective_terms else 0)
+
+    solver = cp_model.CpSolver()
+    solver.parameters.max_time_in_seconds = float(time_limit_s)
+    if num_workers is not None:
+        solver.parameters.num_search_workers = int(num_workers)
+
+    status = solver.Solve(model)
+    if status not in (cp_model.OPTIMAL, cp_model.FEASIBLE):
+        raise RuntimeError(f"No feasible schedule found (status={status}). Try relaxing constraints.")
+
+    visits: List[Tuple[int, int]] = []
+    for site_idx_1based, starts_i in enumerate(visit_starts, start=1):
+        for start in starts_i:
+            visits.append((int(solver.Value(start)), site_idx_1based))
+
+    return visits
+
+
+def write_outputs(
+    inputs: SchedulingInputs,
+    visits: List[Tuple[int, int]],
+) -> None:
+    os.makedirs(OUTPUT_DIR, exist_ok=True)
+
+    k_tag = f"{inputs.k_min:.1f}"
+    stem = f"kmin{k_tag}_gap{inputs.gap_min}"
+
+    # Wide per-day schedule (two slots).
+    day_to_sites = {d: [] for d in range(inputs.days)}
+    for day0, site_idx in visits:
+        day_to_sites[day0].append(site_idx)
+    for d in range(inputs.days):
+        day_to_sites[d].sort()
+
+    wide_rows = []
+    for day0 in range(inputs.days):
+        slots = day_to_sites[day0]
+        s1 = slots[0] if len(slots) > 0 else ""
+        s2 = slots[1] if len(slots) > 1 else ""
+        n1 = inputs.site_names[s1 - 1] if s1 else ""
+        n2 = inputs.site_names[s2 - 1] if s2 else ""
+        wide_rows.append(
+            {
+                "day": day0 + 1,
+                "site1_idx": s1,
+                "site1_name": n1,
+                "site2_idx": s2,
+                "site2_name": n2,
+            }
+        )
+    pd.DataFrame(wide_rows).to_csv(os.path.join(OUTPUT_DIR, f"schedule_optimized_{stem}.csv"), index=False)
+
+    # Long schedule (one row per visit).
+    long_rows = []
+    for day0, site_idx in sorted(visits):
+        long_rows.append(
+            {
+                "day": day0 + 1,
+                "site_idx": site_idx,
+                "site_name": inputs.site_names[site_idx - 1],
+            }
+        )
+    pd.DataFrame(long_rows).to_csv(os.path.join(OUTPUT_DIR, f"schedule_long_{stem}.csv"), index=False)
+
+    # Per-site visit days and intervals.
+    site_rows = []
+    per_site = {i: [] for i in range(1, len(inputs.site_names) + 1)}
+    for day0, site_idx in visits:
+        per_site[site_idx].append(day0 + 1)
+    for site_idx in per_site:
+        per_site[site_idx].sort()
+
+    for site_idx, days_list in per_site.items():
+        gaps = [b - a for a, b in zip(days_list, days_list[1:])]
+        site_rows.append(
+            {
+                "site_idx": site_idx,
+                "site_name": inputs.site_names[site_idx - 1],
+                "f_i": inputs.frequencies[site_idx - 1],
+                "visit_days": ";".join(map(str, days_list)),
+                "gaps": ";".join(map(str, gaps)),
+                "min_gap": min(gaps) if gaps else "",
+                "avg_gap": (sum(gaps) / len(gaps)) if gaps else "",
+            }
+        )
+    pd.DataFrame(site_rows).to_csv(os.path.join(OUTPUT_DIR, f"site_visits_{stem}.csv"), index=False)
+
+
+def main() -> None:
+    parser = argparse.ArgumentParser(description="Optimize 365-day MFP schedule with CP-SAT.")
+    parser.add_argument("--results-csv", default=DEFAULT_RESULTS_CSV)
+    parser.add_argument("--sites-csv", default=DEFAULT_SITES_CSV)
+    parser.add_argument("--days", type=int, default=365)
+    parser.add_argument("--daily-capacity", type=int, default=2)
+    parser.add_argument("--gap-min", type=int, default=14)
+    parser.add_argument("--kmin", type=float, default=None, help="Pick the nearest k_min row from results CSV.")
+    parser.add_argument("--time-limit", type=float, default=60.0)
+    parser.add_argument("--workers", type=int, default=None)
+    args = parser.parse_args()
+
+    inputs = load_inputs(
+        results_csv=args.results_csv,
+        sites_csv=args.sites_csv,
+        days=args.days,
+        daily_capacity=args.daily_capacity,
+        gap_min=args.gap_min,
+        k_min=args.kmin,
+    )
+
+    total_visits = sum(inputs.frequencies)
+    print(
+        f"Selected k_min={inputs.k_min:.1f}, sites={len(inputs.site_names)}, "
+        f"total_visits={total_visits}, capacity={inputs.days * inputs.daily_capacity}, gap_min={inputs.gap_min}"
+    )
+
+    visits = solve_schedule_cp_sat(inputs, time_limit_s=args.time_limit, num_workers=args.workers)
+    write_outputs(inputs, visits)
+    print(f"Saved schedule CSVs to `{OUTPUT_DIR}/` (k_min={inputs.k_min:.1f}).")
+
+
+if __name__ == "__main__":
+    main()
+