diff --git a/.gitignore b/.gitignore
index d6f307a..c792d83 100644
--- a/.gitignore
+++ b/.gitignore
@@ -18,7 +18,6 @@ dist/
 downloads/
 eggs/
 .eggs/
-lib/
 lib64/
 parts/
 sdist/
diff --git a/experiments/compare_course_allocation_algorithms.py b/experiments/compare_course_allocation_algorithms.py
index 0319b51..024df5a 100644
--- a/experiments/compare_course_allocation_algorithms.py
+++ b/experiments/compare_course_allocation_algorithms.py
@@ -18,6 +18,7 @@
 TIME_LIMIT = 100
 
 algorithms_to_check = [
+    crs.gale_shapley,
     crs.utilitarian_matching,
     crs.iterated_maximum_matching_unadjusted,
     crs.iterated_maximum_matching_adjusted,
@@ -53,16 +54,16 @@ def course_allocation_with_random_instance_uniform(
     value_noise_ratio:float,
     algorithm:Callable,
     random_seed: int,):
-    agent_capacity_bounds =  [6,6]
-    item_capacity_bounds = [40,40]
+    agent_capacity_bounds =  (6,6)
+    item_capacity_bounds = (40,40)
     np.random.seed(random_seed)
     instance = Instance.random_uniform(
         num_of_agents=num_of_agents, num_of_items=num_of_items,
         normalized_sum_of_values=normalized_sum_of_values,
-        agent_capacity_bounds=agent_capacity_bounds,
-        item_capacity_bounds=item_capacity_bounds,
-        item_base_value_bounds=[1,max_value],
-        item_subjective_ratio_bounds=[1-value_noise_ratio, 1+value_noise_ratio]
+        agent_capacity_bounds=agent_capacity_bounds, 
+        item_capacity_bounds=item_capacity_bounds, 
+        item_base_value_bounds=(1,max_value),
+        item_subjective_ratio_bounds=(1-value_noise_ratio, 1+value_noise_ratio)
         )
     return evaluate_algorithm_on_instance(algorithm, instance)
 
@@ -127,6 +128,7 @@ def run_szws_experiment():
 
 import json
 filename = "data/ariel_5783_input.json"
+# filename = "experiments/data/ariel_5783_input.json"
 with open(filename, "r", encoding="utf-8") as file:
     ariel_5783_input = json.load(file)
 
@@ -165,7 +167,7 @@ def run_ariel_experiment():
 if __name__ == "__main__":
     import logging, experiments_csv
     experiments_csv.logger.setLevel(logging.INFO)
-    run_uniform_experiment()
+    # run_uniform_experiment()
     # run_szws_experiment()
     # run_ariel_experiment()
     
diff --git a/experiments/plot_simulation_results.py b/experiments/plot_simulation_results.py
index 69016c0..6a1d42b 100644
--- a/experiments/plot_simulation_results.py
+++ b/experiments/plot_simulation_results.py
@@ -1,4 +1,4 @@
-from experiments_csv import single_plot_results, multi_plot_results
+from experiments_csv.plot_results import single_plot_results, multi_plot_results
 from matplotlib import pyplot as plt
 from pathlib import Path
 import sys
diff --git a/experiments/results/course_allocation_szws.csv b/experiments/results/course_allocation_szws.csv
index 20796b4..2ee6df8 100644
--- a/experiments/results/course_allocation_szws.csv
+++ b/experiments/results/course_allocation_szws.csv
@@ -611,7 +611,7 @@ num_of_agents,num_of_items,agent_capacity,supply_ratio,num_of_popular_items,mean
 100,25,5,1.5,6,3.85,"(50, 100)","(0, 50)",iterated_maximum_matching_adjusted,2,87.23331541126743,77.03703703703704,5.275779376498804,0.4210944488964777,0,0.0,100,100,100,0.2146076000062748
 100,25,5,1.5,6,3.85,"(50, 100)","(0, 50)",iterated_maximum_matching_adjusted,3,87.16314624171262,77.47368421052632,4.347826086956516,0.2611163542740706,0,0.0,100,100,100,0.2161804999923333
 100,25,5,1.5,6,3.85,"(50, 100)","(0, 50)",iterated_maximum_matching_adjusted,4,87.66739407907521,73.84615384615385,5.599999999999994,0.2110422707023697,0,0.0,100,100,100,0.2121457000030204
-100,25,5,1.5,6,3.85,"(50, 100)","(0, 50)",serial_dictatorship,0,79.92581810373112,44.534412955465584,55.06072874493927,18.183652343792154,0,0.0,45,47,47,0.027460399956908
+100,25,5,1.5,6,3.85,"(50, 100)","(0, 50)",serial_dictatorship,0,79.92581810373112,44.534412955465584,55.06072874493927,18.18365234379215,0,0.0,45,47,47,0.027460399956908
 100,25,5,1.5,6,3.85,"(50, 100)","(0, 50)",serial_dictatorship,1,80.64277408816763,48.49699398797595,49.09819639278557,17.344076401247534,0,0.0,47,49,50,0.0277321999892592
 100,25,5,1.5,6,3.85,"(50, 100)","(0, 50)",serial_dictatorship,2,79.01526838881641,50.50301810865191,46.55963302752294,18.99785806429092,0,0.0,44,44,45,0.0268275000271387
 100,25,5,1.5,6,3.85,"(50, 100)","(0, 50)",serial_dictatorship,3,78.90221255399143,46.98544698544699,53.01455301455301,19.03925124586916,0,0.0,44,46,48,0.0276876999996602
@@ -749,12 +749,12 @@ num_of_agents,num_of_items,agent_capacity,supply_ratio,num_of_popular_items,mean
 200,25,5,1.1,6,2.6,"(50, 100)","(0, 50)",almost_egalitarian_without_donation,0,90.64582776035242,73.46491228070175,19.293478260869577,1.4420407001051323,0,0.0,175,185,193,8.440132599964272
 200,25,5,1.1,6,2.6,"(50, 100)","(0, 50)",almost_egalitarian_without_donation,1,90.24369067059376,75.054704595186,12.206572769953056,1.3667400676399994,0,0.0,182,187,198,8.396355000033509
 200,25,5,1.1,6,2.6,"(50, 100)","(0, 50)",almost_egalitarian_without_donation,2,89.79748226078272,75.92592592592592,11.851851851851862,1.0331168925759402,0,0.0,183,188,197,8.12680830003228
-200,25,5,1.1,6,2.6,"(50, 100)","(0, 50)",almost_egalitarian_without_donation,3,90.04721638041038,75.16483516483517,19.137466307277634,1.4900341053752053,0,0.0,178,185,194,8.694806899991818
+200,25,5,1.1,6,2.6,"(50, 100)","(0, 50)",almost_egalitarian_without_donation,3,90.04721638041038,75.16483516483517,19.13746630727763,1.4900341053752053,0,0.0,178,185,194,8.694806899991818
 200,25,5,1.1,6,2.6,"(50, 100)","(0, 50)",almost_egalitarian_without_donation,4,90.19910079261358,74.64454976303317,17.77251184834124,1.763108560326778,0,0.0,182,185,196,8.081291999958921
 200,25,5,1.1,6,2.6,"(50, 100)","(0, 50)",almost_egalitarian_with_donation,0,90.72573988206744,75.9656652360515,19.293478260869577,1.3423960850872674,0,0.0,178,187,196,8.40496549999807
 200,25,5,1.1,6,2.6,"(50, 100)","(0, 50)",almost_egalitarian_with_donation,1,90.26741503877278,75.054704595186,12.206572769953056,1.1042986967766912,0,0.0,186,192,200,8.061324000009336
 200,25,5,1.1,6,2.6,"(50, 100)","(0, 50)",almost_egalitarian_with_donation,2,89.69651767945632,75.92592592592592,12.619047619047606,1.4726684296522752,0,0.0,183,188,198,8.391139699961059
-200,25,5,1.1,6,2.6,"(50, 100)","(0, 50)",almost_egalitarian_with_donation,3,90.1245346122803,75.16483516483517,19.137466307277634,1.2986605478008584,0,0.0,179,188,196,8.422776499995962
+200,25,5,1.1,6,2.6,"(50, 100)","(0, 50)",almost_egalitarian_with_donation,3,90.1245346122803,75.16483516483517,19.13746630727763,1.2986605478008584,0,0.0,179,188,196,8.422776499995962
 200,25,5,1.1,6,2.6,"(50, 100)","(0, 50)",almost_egalitarian_with_donation,4,90.28858711379073,75.69060773480662,16.022099447513824,1.510042593673469,0,0.0,180,185,196,8.111415999999736
 200,25,5,1.1,6,3.85,"(50, 100)","(0, 50)",utilitarian_matching,0,83.20345185590914,58.17307692307693,30.64935064935065,6.428372317874204,0,0.0,159,161,161,0.2817154000513255
 200,25,5,1.1,6,3.85,"(50, 100)","(0, 50)",utilitarian_matching,1,82.76437925391814,60.31331592689296,31.55080213903743,7.012085267643042,0,0.0,160,163,163,0.2724572999868542
@@ -1259,7 +1259,7 @@ num_of_agents,num_of_items,agent_capacity,supply_ratio,num_of_popular_items,mean
 300,25,5,1.1,6,3.85,"(50, 100)","(0, 50)",round_robin,0,81.35905406575732,60.23622047244095,14.024390243902443,3.273984147439857,0,0.0,300,300,300,0.1745009999722242
 300,25,5,1.1,6,3.85,"(50, 100)","(0, 50)",round_robin,1,81.67317635835407,61.34969325153374,12.239583333333345,2.657560450673265,0,0.0,300,300,300,0.156711500021629
 300,25,5,1.1,6,3.85,"(50, 100)","(0, 50)",round_robin,2,81.27020447022414,54.88454706927176,13.807531380753147,2.999016253584066,0,0.0,300,300,300,0.1544938999577425
-300,25,5,1.1,6,3.85,"(50, 100)","(0, 50)",round_robin,3,81.49755130397739,60.23166023166024,14.726840855106886,2.6883085827499054,0,0.0,300,300,300,0.1605463000014424
+300,25,5,1.1,6,3.85,"(50, 100)","(0, 50)",round_robin,3,81.49755130397739,60.23166023166024,14.726840855106886,2.688308582749906,0,0.0,300,300,300,0.1605463000014424
 300,25,5,1.1,6,3.85,"(50, 100)","(0, 50)",round_robin,4,81.59937514999777,63.16872427983539,14.613778705636747,2.799636801825676,0,0.0,300,300,300,0.1634619000251405
 300,25,5,1.1,6,3.85,"(50, 100)","(0, 50)",bidirectional_round_robin,0,81.44866571926562,60.526315789473685,13.483146067415731,2.7992817677178228,0,0.0,300,300,300,0.1725431000231765
 300,25,5,1.1,6,3.85,"(50, 100)","(0, 50)",bidirectional_round_robin,1,81.48735041306327,62.903225806451616,15.324675324675312,2.949576467117935,0,0.0,300,300,300,0.1556535999989137
@@ -1320,7 +1320,7 @@ num_of_agents,num_of_items,agent_capacity,supply_ratio,num_of_popular_items,mean
 300,25,5,1.1,9,3.85,"(50, 100)","(0, 50)",utilitarian_matching,1,88.80604695843394,68.66096866096866,23.34293948126802,3.020692392053071,0,0.0,284,285,285,0.4751030000043101
 300,25,5,1.1,9,3.85,"(50, 100)","(0, 50)",utilitarian_matching,2,88.44354735144022,64.43298969072166,26.030927835051543,3.2998834601480755,0,0.0,285,286,286,0.4610299000050872
 300,25,5,1.1,9,3.85,"(50, 100)","(0, 50)",utilitarian_matching,3,88.60071496242416,62.05962059620597,28.57142857142857,3.177566119801358,0,0.0,280,284,284,0.4527616999694146
-300,25,5,1.1,9,3.85,"(50, 100)","(0, 50)",utilitarian_matching,4,89.19108147813999,71.82044887780549,24.01215805471124,2.7363607123804154,0,0.0,290,291,291,0.4558134999824688
+300,25,5,1.1,9,3.85,"(50, 100)","(0, 50)",utilitarian_matching,4,89.19108147813999,71.82044887780549,24.01215805471124,2.736360712380415,0,0.0,290,291,291,0.4558134999824688
 300,25,5,1.1,9,3.85,"(50, 100)","(0, 50)",iterated_maximum_matching_unadjusted,0,87.45616277995683,75.50607287449392,5.747126436781599,0.0354121278922374,0,0.0,300,300,300,0.8202729999902658
 300,25,5,1.1,9,3.85,"(50, 100)","(0, 50)",iterated_maximum_matching_unadjusted,1,88.08104253988792,74.29193899782135,2.6627218934911383,0.020688507910166,0,0.0,300,300,300,0.8117884999956004
 300,25,5,1.1,9,3.85,"(50, 100)","(0, 50)",iterated_maximum_matching_unadjusted,2,87.88223265040256,74.33808553971487,6.510416666666686,0.0463849659657937,0,0.0,300,300,300,0.8074428999680094
@@ -1415,7 +1415,7 @@ num_of_agents,num_of_items,agent_capacity,supply_ratio,num_of_popular_items,mean
 300,25,5,1.25,6,3.85,"(50, 100)","(0, 50)",serial_dictatorship,1,77.56961004192186,44.57831325301205,55.42168674698795,21.31401764623935,0,0.0,114,117,120,0.1540481999982148
 300,25,5,1.25,6,3.85,"(50, 100)","(0, 50)",serial_dictatorship,2,76.86052387010628,36.234458259325045,63.76554174067496,21.91793710725471,0,0.0,114,117,121,0.1586207000073045
 300,25,5,1.25,6,3.85,"(50, 100)","(0, 50)",serial_dictatorship,3,76.90751740618062,43.43629343629344,55.01930501930502,21.89193705677892,0,0.0,112,117,119,0.1616813999717123
-300,25,5,1.25,6,3.85,"(50, 100)","(0, 50)",serial_dictatorship,4,77.18302113108365,45.601436265709154,52.96229802513466,21.817956185439414,0,0.0,111,115,117,0.1619396000169217
+300,25,5,1.25,6,3.85,"(50, 100)","(0, 50)",serial_dictatorship,4,77.18302113108365,45.601436265709154,52.96229802513466,21.817956185439417,0,0.0,111,115,117,0.1619396000169217
 300,25,5,1.25,6,3.85,"(50, 100)","(0, 50)",round_robin,0,83.29878319142645,60.43307086614173,14.357682619647363,3.037376608813323,0,0.0,300,300,300,0.1561790000414475
 300,25,5,1.25,6,3.85,"(50, 100)","(0, 50)",round_robin,1,83.71370709936522,61.34969325153374,12.100456621004568,2.635782802965322,0,0.0,300,300,300,0.1619039000361226
 300,25,5,1.25,6,3.85,"(50, 100)","(0, 50)",round_robin,2,83.354070981459,54.88454706927176,13.854351687388984,2.7591734844615186,0,0.0,300,300,300,0.164955899992492
@@ -1555,7 +1555,7 @@ num_of_agents,num_of_items,agent_capacity,supply_ratio,num_of_popular_items,mean
 300,25,5,1.5,6,3.85,"(50, 100)","(0, 50)",utilitarian_matching,0,88.14809321508368,70.1657458563536,25.138121546961315,5.306000990493448,0,0.0,281,281,281,0.4348004999919794
 300,25,5,1.5,6,3.85,"(50, 100)","(0, 50)",utilitarian_matching,1,88.08821245989738,67.02702702702703,27.669902912621367,6.118149890402151,0,0.0,277,280,281,0.4211376999737695
 300,25,5,1.5,6,3.85,"(50, 100)","(0, 50)",utilitarian_matching,2,87.84597830742086,70.40816326530613,24.48979591836735,6.158583687542496,0,0.0,282,282,282,0.4292453000089153
-300,25,5,1.5,6,3.85,"(50, 100)","(0, 50)",utilitarian_matching,3,87.97835977508856,66.66666666666666,28.645833333333314,5.115348650322014,0,0.0,284,287,287,0.4345547999837436
+300,25,5,1.5,6,3.85,"(50, 100)","(0, 50)",utilitarian_matching,3,87.97835977508856,66.66666666666666,28.64583333333331,5.115348650322014,0,0.0,284,287,287,0.4345547999837436
 300,25,5,1.5,6,3.85,"(50, 100)","(0, 50)",utilitarian_matching,4,88.1938001637918,70.39999999999999,25.714285714285708,5.454859657719756,0,0.0,285,287,287,0.4555450999760069
 300,25,5,1.5,6,3.85,"(50, 100)","(0, 50)",iterated_maximum_matching_unadjusted,0,87.79489925136302,74.80314960629921,7.008086253369271,0.3873185588128168,0,0.0,300,300,300,0.841491799976211
 300,25,5,1.5,6,3.85,"(50, 100)","(0, 50)",iterated_maximum_matching_unadjusted,1,87.82368907274545,75.73529411764706,8.469945355191257,0.5776010094910686,0,0.0,300,300,300,0.8699599000392482
@@ -2170,12 +2170,12 @@ num_of_agents,num_of_items,agent_capacity,supply_ratio,num_of_popular_items,mean
 200,25,5,1.1,6,2.6,"(50, 100)","(0, 50)",almost_egalitarian_without_donation,0,90.64582776035242,73.46491228070175,19.293478260869577,1.4420407001051323,0,0.0,175,185,193,8.127196700021159
 200,25,5,1.1,6,2.6,"(50, 100)","(0, 50)",almost_egalitarian_without_donation,1,90.24369067059376,75.054704595186,12.206572769953056,1.3667400676399994,0,0.0,182,187,198,7.740226300025824
 200,25,5,1.1,6,2.6,"(50, 100)","(0, 50)",almost_egalitarian_without_donation,2,89.79748226078272,75.92592592592592,11.851851851851862,1.0331168925759402,0,0.0,183,188,197,7.922589100024197
-200,25,5,1.1,6,2.6,"(50, 100)","(0, 50)",almost_egalitarian_without_donation,3,90.04721638041038,75.16483516483517,19.137466307277634,1.4900341053752053,0,0.0,178,185,194,7.85639930004254
+200,25,5,1.1,6,2.6,"(50, 100)","(0, 50)",almost_egalitarian_without_donation,3,90.04721638041038,75.16483516483517,19.13746630727763,1.4900341053752053,0,0.0,178,185,194,7.85639930004254
 200,25,5,1.1,6,2.6,"(50, 100)","(0, 50)",almost_egalitarian_without_donation,4,90.19910079261358,74.64454976303317,17.77251184834124,1.763108560326778,0,0.0,182,185,196,7.861788699985482
 200,25,5,1.1,6,2.6,"(50, 100)","(0, 50)",almost_egalitarian_with_donation,0,90.72573988206744,75.9656652360515,19.293478260869577,1.3423960850872674,0,0.0,178,187,196,7.982699500047602
 200,25,5,1.1,6,2.6,"(50, 100)","(0, 50)",almost_egalitarian_with_donation,1,90.26741503877278,75.054704595186,12.206572769953056,1.1042986967766912,0,0.0,186,192,200,7.997166299959645
 200,25,5,1.1,6,2.6,"(50, 100)","(0, 50)",almost_egalitarian_with_donation,2,89.69651767945632,75.92592592592592,12.619047619047606,1.4726684296522752,0,0.0,183,188,198,8.033370300021488
-200,25,5,1.1,6,2.6,"(50, 100)","(0, 50)",almost_egalitarian_with_donation,3,90.1245346122803,75.16483516483517,19.137466307277634,1.2986605478008584,0,0.0,179,188,196,7.979367499996442
+200,25,5,1.1,6,2.6,"(50, 100)","(0, 50)",almost_egalitarian_with_donation,3,90.1245346122803,75.16483516483517,19.13746630727763,1.2986605478008584,0,0.0,179,188,196,7.979367499996442
 200,25,5,1.1,6,2.6,"(50, 100)","(0, 50)",almost_egalitarian_with_donation,4,90.28858711379073,75.69060773480662,16.022099447513824,1.510042593673469,0,0.0,180,185,196,7.938216399983503
 200,25,5,1.1,6,3.85,"(50, 100)","(0, 50)",utilitarian_matching,0,83.20345185590914,58.17307692307693,30.64935064935065,6.428372317874204,0,0.0,159,161,161,0.2690136999590322
 200,25,5,1.1,6,3.85,"(50, 100)","(0, 50)",utilitarian_matching,1,82.76437925391814,60.31331592689296,31.55080213903743,7.012085267643042,0,0.0,160,163,163,0.267133500019554
@@ -2199,7 +2199,7 @@ num_of_agents,num_of_items,agent_capacity,supply_ratio,num_of_popular_items,mean
 200,25,5,1.1,6,3.85,"(50, 100)","(0, 50)",serial_dictatorship,4,75.49080112948269,42.85714285714285,55.77299412915851,22.738917677269704,0,0.0,66,67,68,0.080289100005757
 200,25,5,1.1,6,3.85,"(50, 100)","(0, 50)",round_robin,0,81.62682300348021,63.73390557939914,14.024390243902443,2.474136882189849,0,0.0,200,200,200,0.0795854000025428
 200,25,5,1.1,6,3.85,"(50, 100)","(0, 50)",round_robin,1,81.59822682702452,62.903225806451616,12.177985948477756,2.170413927707856,0,0.0,200,200,200,0.0777533999644219
-200,25,5,1.1,6,3.85,"(50, 100)","(0, 50)",round_robin,2,80.59034266308349,54.88454706927176,12.5,2.3435672279809934,0,0.0,200,200,200,0.0791170999873429
+200,25,5,1.1,6,3.85,"(50, 100)","(0, 50)",round_robin,2,80.59034266308349,54.88454706927176,12.5,2.343567227980994,0,0.0,200,200,200,0.0791170999873429
 200,25,5,1.1,6,3.85,"(50, 100)","(0, 50)",round_robin,3,81.23036762475293,60.23166023166024,12.471655328798192,2.133904673590093,0,0.0,200,200,200,0.0783901999820955
 200,25,5,1.1,6,3.85,"(50, 100)","(0, 50)",round_robin,4,81.6851109624728,61.839530332681015,11.645569620253156,2.323603285472848,0,0.0,200,200,200,0.0790565000497736
 200,25,5,1.1,6,3.85,"(50, 100)","(0, 50)",bidirectional_round_robin,0,81.68856509430388,60.526315789473685,13.064133016627096,2.301991074117542,0,0.0,200,200,200,0.0792468999861739
@@ -2741,7 +2741,7 @@ num_of_agents,num_of_items,agent_capacity,supply_ratio,num_of_popular_items,mean
 300,25,5,1.1,9,3.85,"(50, 100)","(0, 50)",utilitarian_matching,1,88.80604695843394,68.66096866096866,23.34293948126802,3.020692392053071,0,0.0,284,285,285,0.4740567000117153
 300,25,5,1.1,9,3.85,"(50, 100)","(0, 50)",utilitarian_matching,2,88.44354735144022,64.43298969072166,26.030927835051543,3.2998834601480755,0,0.0,285,286,286,0.4650993999675847
 300,25,5,1.1,9,3.85,"(50, 100)","(0, 50)",utilitarian_matching,3,88.60071496242416,62.05962059620597,28.57142857142857,3.177566119801358,0,0.0,280,284,284,0.4464365999447182
-300,25,5,1.1,9,3.85,"(50, 100)","(0, 50)",utilitarian_matching,4,89.19108147813999,71.82044887780549,24.01215805471124,2.7363607123804154,0,0.0,290,291,291,0.4519039000151679
+300,25,5,1.1,9,3.85,"(50, 100)","(0, 50)",utilitarian_matching,4,89.19108147813999,71.82044887780549,24.01215805471124,2.736360712380415,0,0.0,290,291,291,0.4519039000151679
 300,25,5,1.1,9,3.85,"(50, 100)","(0, 50)",iterated_maximum_matching_unadjusted,0,87.45616277995683,75.50607287449392,5.747126436781599,0.0354121278922374,0,0.0,300,300,300,0.8181213999632746
 300,25,5,1.1,9,3.85,"(50, 100)","(0, 50)",iterated_maximum_matching_unadjusted,1,88.08104253988792,74.29193899782135,2.6627218934911383,0.020688507910166,0,0.0,300,300,300,0.8008617000305094
 300,25,5,1.1,9,3.85,"(50, 100)","(0, 50)",iterated_maximum_matching_unadjusted,2,87.88223265040256,74.33808553971487,6.510416666666686,0.0463849659657937,0,0.0,300,300,300,0.8147079999907874
@@ -2844,7 +2844,7 @@ num_of_agents,num_of_items,agent_capacity,supply_ratio,num_of_popular_items,mean
 300,25,5,1.25,6,3.85,"(50, 100)","(0, 50)",round_robin,4,83.68173562358432,64.27289048473968,14.072494669509595,2.427767331988216,0,0.0,300,300,300,0.1663105000043288
 300,25,5,1.25,6,3.85,"(50, 100)","(0, 50)",bidirectional_round_robin,0,83.4024304230496,60.526315789473685,13.738738738738732,2.513971801550541,0,0.0,300,300,300,0.1606157000060193
 300,25,5,1.25,6,3.85,"(50, 100)","(0, 50)",bidirectional_round_robin,1,83.5197545870574,62.903225806451616,15.324675324675312,2.55950449556267,0,0.0,300,300,300,0.1595395000185817
-300,25,5,1.25,6,3.85,"(50, 100)","(0, 50)",bidirectional_round_robin,2,83.07904408143345,62.95503211991434,15.848214285714292,2.6396068995489754,0,0.0,300,300,300,0.1611472999793477
+300,25,5,1.25,6,3.85,"(50, 100)","(0, 50)",bidirectional_round_robin,2,83.07904408143345,62.95503211991434,15.848214285714292,2.639606899548975,0,0.0,300,300,300,0.1611472999793477
 300,25,5,1.25,6,3.85,"(50, 100)","(0, 50)",bidirectional_round_robin,3,83.34660807917858,60.23166023166024,13.84615384615384,2.748267028670773,0,0.0,300,300,300,0.1623632000409998
 300,25,5,1.25,6,3.85,"(50, 100)","(0, 50)",bidirectional_round_robin,4,83.53688883346652,61.839530332681015,14.988290398126452,2.6210589031490854,0,0.0,300,300,300,0.1640336000127717
 300,25,5,1.25,6,3.85,"(50, 100)","(0, 50)",almost_egalitarian_without_donation,0,84.52230807691095,70.31630170316302,20.044543429844097,3.161737361691262,0,0.0,280,284,284,13.138180200010538
@@ -2980,7 +2980,7 @@ num_of_agents,num_of_items,agent_capacity,supply_ratio,num_of_popular_items,mean
 300,25,5,1.5,6,3.85,"(50, 100)","(0, 50)",utilitarian_matching,0,88.14809321508368,70.1657458563536,25.138121546961315,5.306000990493448,0,0.0,281,281,281,0.4108474000240676
 300,25,5,1.5,6,3.85,"(50, 100)","(0, 50)",utilitarian_matching,1,88.08821245989738,67.02702702702703,27.669902912621367,6.118149890402151,0,0.0,277,280,281,0.4076311999815516
 300,25,5,1.5,6,3.85,"(50, 100)","(0, 50)",utilitarian_matching,2,87.84597830742086,70.40816326530613,24.48979591836735,6.158583687542496,0,0.0,282,282,282,0.4098905000137165
-300,25,5,1.5,6,3.85,"(50, 100)","(0, 50)",utilitarian_matching,3,87.97835977508856,66.66666666666666,28.645833333333314,5.115348650322014,0,0.0,284,287,287,0.4211993000353686
+300,25,5,1.5,6,3.85,"(50, 100)","(0, 50)",utilitarian_matching,3,87.97835977508856,66.66666666666666,28.64583333333331,5.115348650322014,0,0.0,284,287,287,0.4211993000353686
 300,25,5,1.5,6,3.85,"(50, 100)","(0, 50)",utilitarian_matching,4,88.1938001637918,70.39999999999999,25.714285714285708,5.454859657719756,0,0.0,285,287,287,0.4110549999750219
 300,25,5,1.5,6,3.85,"(50, 100)","(0, 50)",iterated_maximum_matching_unadjusted,0,87.79489925136302,74.80314960629921,7.008086253369271,0.3873185588128168,0,0.0,300,300,300,1.1339660999947228
 300,25,5,1.5,6,3.85,"(50, 100)","(0, 50)",iterated_maximum_matching_unadjusted,1,87.82368907274545,75.73529411764706,8.469945355191257,0.5776010094910686,0,0.0,300,300,300,0.8110597000340931
@@ -3098,6 +3098,194 @@ num_of_agents,num_of_items,agent_capacity,supply_ratio,num_of_popular_items,mean
 300,25,5,1.5,9,3.85,"(50, 100)","(0, 50)",almost_egalitarian_with_donation,3,94.4752559892894,83.48214285714286,9.050772626931575,0.9005964772161119,0,0.0,298,300,300,12.719845000014177
 300,25,5,1.5,9,3.85,"(50, 100)","(0, 50)",almost_egalitarian_with_donation,4,94.76965154539184,86.4693446088795,11.200000000000005,0.7632502270457473,0,0.0,300,300,300,12.896742700017056
 100,25,5,1.1,6,2.6,"(50, 100)","(0, 50)",utilitarian_matching,0,91.01465052092666,75.58441558441558,19.61325966850829,1.6565634869489474,0,0.0,85,87,95,0.4999400000087917
+100,25,5,1.1,6,2.6,"(50, 100)","(0, 50)",utilitarian_matching,1,90.46266823624111,72.77777777777777,13.63636363636364,1.5098292614546187,0,0.0,83,84,91,0.5025423000333831
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+300,25,5,1.5,9,3.85,"(50, 100)","(0, 50)",gale_shapley,4,94.6573449390455,73.71428571428571,21.42857142857143,1.7111197651192478,0,0.0,297,297,297,0.16252162500000011
 100,25,5,1.1,6,2.6,"(50, 100)","(0, 50)",utilitarian_matching,1,90.46266823624113,72.77777777777777,13.63636363636364,1.5098292614546187,0,0.0,83,84,91,0.5025423000333831
 100,25,5,1.1,6,2.6,"(50, 100)","(0, 50)",utilitarian_matching,2,90.66139355620881,74.71264367816092,15.34772182254197,1.1566266260879317,0,0.0,85,86,95,0.41050120000727475
 100,25,5,1.1,6,2.6,"(50, 100)","(0, 50)",utilitarian_matching,3,90.54056073413525,73.48066298342542,23.180592991913755,1.534518839391132,0,0.0,88,88,93,0.42110229993704706
@@ -3105,4 +3293,4 @@ num_of_agents,num_of_items,agent_capacity,supply_ratio,num_of_popular_items,mean
 100,25,5,1.1,6,2.6,"(50, 100)","(0, 50)",iterated_maximum_matching_unadjusted,0,90.69800944892519,73.91304347826086,4.926108374384242,0.2530781252975517,0,0.0,100,100,100,0.7979893999872729
 100,25,5,1.1,6,2.6,"(50, 100)","(0, 50)",iterated_maximum_matching_unadjusted,1,90.05898169298018,75.75057736720554,7.6530612244897895,0.28109584936391385,0,0.0,98,100,100,0.9945702999830246
 100,25,5,1.1,6,2.6,"(50, 100)","(0, 50)",iterated_maximum_matching_unadjusted,2,90.31369025023268,76.63755458515283,4.092071611253203,0.24592381006821384,0,0.0,100,100,100,0.7193849000614136
-100,25,5,1.1,6,2.6,"(50, 100)","(0, 50)",iterated_maximum_matching_unadjusted,3,90.17477726567944,76.06837606837607,6.43564356435644,0.27102276919757345,0,0.0,100,100,100,0.7424426999641582
\ No newline at end of file
+100,25,5,1.1,6,2.6,"(50, 100)","(0, 50)",iterated_maximum_matching_unadjusted,3,90.17477726567944,76.06837606837607,6.43564356435644,0.27102276919757345,0,0.0,100,100,100,0.7424426999641582
diff --git a/experiments/results/course_allocation_szws_egalitarian_value.png b/experiments/results/course_allocation_szws_egalitarian_value.png
new file mode 100644
index 0000000..e54ddf2
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diff --git a/experiments/results/course_allocation_szws_max_deficit.png b/experiments/results/course_allocation_szws_max_deficit.png
new file mode 100644
index 0000000..794545e
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diff --git a/experiments/results/course_allocation_szws_max_envy.png b/experiments/results/course_allocation_szws_max_envy.png
new file mode 100644
index 0000000..9977dcf
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diff --git a/experiments/results/course_allocation_szws_mean_deficit.png b/experiments/results/course_allocation_szws_mean_deficit.png
new file mode 100644
index 0000000..2561bc8
Binary files /dev/null and b/experiments/results/course_allocation_szws_mean_deficit.png differ
diff --git a/experiments/results/course_allocation_szws_mean_envy.png b/experiments/results/course_allocation_szws_mean_envy.png
new file mode 100644
index 0000000..6420fb8
Binary files /dev/null and b/experiments/results/course_allocation_szws_mean_envy.png differ
diff --git a/experiments/results/course_allocation_szws_num_with_top_1.png b/experiments/results/course_allocation_szws_num_with_top_1.png
new file mode 100644
index 0000000..e81c975
Binary files /dev/null and b/experiments/results/course_allocation_szws_num_with_top_1.png differ
diff --git a/experiments/results/course_allocation_szws_num_with_top_2.png b/experiments/results/course_allocation_szws_num_with_top_2.png
new file mode 100644
index 0000000..73c0035
Binary files /dev/null and b/experiments/results/course_allocation_szws_num_with_top_2.png differ
diff --git a/experiments/results/course_allocation_szws_num_with_top_3.png b/experiments/results/course_allocation_szws_num_with_top_3.png
new file mode 100644
index 0000000..6c08855
Binary files /dev/null and b/experiments/results/course_allocation_szws_num_with_top_3.png differ
diff --git a/experiments/results/course_allocation_szws_runtime.png b/experiments/results/course_allocation_szws_runtime.png
new file mode 100644
index 0000000..5758fba
Binary files /dev/null and b/experiments/results/course_allocation_szws_runtime.png differ
diff --git a/experiments/results/course_allocation_szws_utilitarian_value.png b/experiments/results/course_allocation_szws_utilitarian_value.png
new file mode 100644
index 0000000..1ef8abe
Binary files /dev/null and b/experiments/results/course_allocation_szws_utilitarian_value.png differ
diff --git a/experiments/results/course_allocation_uniform.csv b/experiments/results/course_allocation_uniform.csv
index 9aa38bc..f1d6daa 100644
--- a/experiments/results/course_allocation_uniform.csv
+++ b/experiments/results/course_allocation_uniform.csv
@@ -219,7 +219,7 @@ num_of_agents,num_of_items,value_noise_ratio,algorithm,random_seed,utilitarian_v
 200,25,0.0,serial_dictatorship,2,49.80459487053312,0.0,100.0,49.61030898868015,6,1.0,50,55,58,0.0610566000104881
 200,25,0.0,serial_dictatorship,3,50.82567280607203,0.0,100.0,47.85266090045614,6,1.0,62,65,72,0.0627732999855652
 200,25,0.0,serial_dictatorship,4,42.09615523908028,0.0,100.0,57.82713575227776,6,1.0,42,45,48,0.0623118000221438
-200,25,0.0,round_robin,0,55.39513387311314,40.78947368421053,22.139303482587074,6.471775918547442,1,1.0,146,184,200,0.0594282000092789
+200,25,0.0,round_robin,0,55.39513387311314,40.78947368421053,22.13930348258707,6.471775918547442,1,1.0,146,184,200,0.0594282000092789
 200,25,0.0,round_robin,1,64.14445217482276,48.87780548628429,16.75392670157069,5.466047682529152,1,1.0,179,200,200,0.0657957999501377
 200,25,0.0,round_robin,2,55.419251505453325,37.389380530973455,20.27649769585253,6.468798852967918,1,1.0,167,194,200,0.0718458999763242
 200,25,0.0,round_robin,3,55.89998984651763,42.45283018867924,20.72072072072072,7.080802732839159,1,1.0,187,200,200,0.0724450999987311
@@ -422,7 +422,7 @@ num_of_agents,num_of_items,value_noise_ratio,algorithm,random_seed,utilitarian_v
 300,25,0.0,round_robin,0,37.08461789017242,25.657894736842103,24.65437788018433,9.84131244722116,3,2.6666666666666665,156,222,274,0.1130971999955363
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@@ -526,12 +526,12 @@ num_of_agents,num_of_items,value_noise_ratio,algorithm,random_seed,utilitarian_v
 300,25,0.8,utilitarian_matching,4,41.28647169243629,0.0,86.80297397769516,31.330537628016657,6,2.6666666666666665,181,205,214,0.4148380000260658
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@@ -551,7 +551,7 @@ num_of_agents,num_of_items,value_noise_ratio,algorithm,random_seed,utilitarian_v
 300,25,0.8,bidirectional_round_robin,4,36.76792036304611,21.79700499168053,25.84070796460177,4.784362006249035,3,2.6666666666666665,203,242,272,0.1091929000103846
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@@ -585,7 +585,7 @@ num_of_agents,num_of_items,value_noise_ratio,algorithm,random_seed,utilitarian_v
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@@ -659,6 +659,81 @@ num_of_agents,num_of_items,value_noise_ratio,algorithm,random_seed,utilitarian_v
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+300,25,0.5,gale_shapley,2,44.25105286805108,0.0,87.12121212121212,30.884090217082665,6,2.6666666666666665,189,215,224,0.14158820799999994
+300,25,0.5,gale_shapley,3,42.717715672280015,0.0,91.87358916478556,35.36412618569946,6,2.6666666666666665,216,230,238,0.14175091600000034
+300,25,0.5,gale_shapley,4,39.503134412251576,0.0,86.64047151277013,33.34223714751684,6,2.6666666666666665,173,198,212,0.14005058399999992
+300,25,0.8,gale_shapley,0,44.51731136486354,0.0,85.09719222462203,31.05803198763208,6,2.6666666666666665,187,221,234,0.1407141249999997
+300,25,0.8,gale_shapley,1,50.10000375034142,0.0,99.76190476190476,31.140721296707174,6,2.6666666666666665,219,242,250,0.14348554200000052
+300,25,0.8,gale_shapley,2,45.905278787541555,0.0,85.36585365853658,28.97847084031857,6,2.6666666666666665,195,219,230,0.14482879100000012
+300,25,0.8,gale_shapley,3,43.95067487503277,0.0,83.54166666666667,31.431237947447663,6,2.6666666666666665,216,229,235,0.14272062499999993
+300,25,0.8,gale_shapley,4,41.28874196110141,0.0,86.80297397769516,31.40130883890528,6,2.6666666666666665,181,203,211,0.1400226249999994
+300,25,1.0,gale_shapley,0,45.176379669808234,0.0,85.38622129436325,30.988869494011972,6,2.6666666666666665,198,224,232,0.1449911660000005
+300,25,1.0,gale_shapley,1,50.814892109480866,0.0,100.0,29.703960098267107,6,2.6666666666666665,223,244,251,0.16631670900000017
+300,25,1.0,gale_shapley,2,46.7731115672324,0.0,89.83050847457628,28.93582603025562,6,2.6666666666666665,195,221,233,0.14500670900000046
+300,25,1.0,gale_shapley,3,44.604923938062086,0.0,82.93172690763052,30.73943914471146,6,2.6666666666666665,217,227,234,0.1656443750000003
+300,25,1.0,gale_shapley,4,42.24904960484787,0.0,85.24271844660194,30.522548966312126,6,2.6666666666666665,184,205,219,0.1414625420000002
 5,6,0.2,ACEEI_without_EFTB,0,100.0,100.0,0.0,0.0,0,0.0,5,5,5,0.1032566999783739
 5,6,0.2,ACEEI_without_EFTB,1,100.0,100.0,0.0,0.0,0,0.0,5,5,5,0.0074490999104455
 5,6,0.2,ACEEI_without_EFTB,2,100.0,100.0,0.0,0.0,0,0.0,5,5,5,0.0081060000229626
diff --git a/fairpyx/algorithms/Gale_Shapley_pareto_dominant_market_mechanism.py b/fairpyx/algorithms/Gale_Shapley_pareto_dominant_market_mechanism.py
new file mode 100644
index 0000000..10cac27
--- /dev/null
+++ b/fairpyx/algorithms/Gale_Shapley_pareto_dominant_market_mechanism.py
@@ -0,0 +1,244 @@
+"""
+"Course bidding at business schools", by Tayfun Sönmez and M. Utku Ünver (2010)
+https://doi.org/10.1111/j.1468-2354.2009.00572.x
+
+Allocate course seats using Gale-Shapley pareto-dominant market mechanism.
+
+Programmer: Zachi Ben Shitrit
+Since: 2024-05
+"""
+
+from fairpyx import AllocationBuilder
+import numpy as np
+from typing import Dict, List, Union
+
+import logging
+logger = logging.getLogger(__name__)
+
+
+def gale_shapley(alloc: AllocationBuilder, course_order_per_student: Union[Dict[str, List[str]], None] = None, tie_braking_lottery: Union[None, Dict[str, float]] = None):
+    """
+    Allocate the given items to the given agents using the Gale-Shapley protocol.
+
+    Parameters:
+    alloc (AllocationBuilder): An allocation builder which tracks agent capacities, item capacities, and valuations.
+    course_order_per_student (Dict[str, List[str]]): A dictionary that matches each agent to their course rankings indicating preferences.
+    tie_braking_lottery (Dict[str, float]): A dictionary that matches each agent to their tie-breaking additive points (sampled from a uniform distribution [0,1]).
+
+    Returns:
+    Dict[str, List[str]]: A dictionary representing the final allocation of courses to students.
+
+    Naive Example:
+    >>> from fairpyx import Instance, AllocationBuilder
+    >>> from fairpyx.adaptors import divide
+    >>> s1 = {"c1": 40, "c2": 60}
+    >>> s2 = {"c1": 70, "c2": 30}
+    >>> s3 = {"c1": 70, "c2": 30}
+    >>> s4 = {"c1": 40, "c2": 60}
+    >>> s5 = {"c1": 50, "c2": 50}
+    >>> agent_capacities = {"Alice": 1, "Bob": 1, "Chana": 1, "Dana": 1, "Dor": 1}
+    >>> course_capacities = {"c1": 3, "c2": 2}
+    >>> valuations = {"Alice": s1, "Bob": s2, "Chana": s3, "Dana": s4, "Dor": s5}
+    >>> course_order_per_student = {"Alice": ["c2", "c1"], "Bob": ["c1", "c2"], "Chana": ["c1", "c2"], "Dana": ["c2", "c1"], "Dor": ["c1", "c2"]}
+    >>> tie_braking_lottery = {"Alice": 0.9, "Bob": 0.1, "Chana": 0.2, "Dana": 0.6, "Dor": 0.4}
+    >>> instance = Instance(agent_capacities=agent_capacities, item_capacities=course_capacities, valuations=valuations)
+    >>> divide(gale_shapley, instance=instance, course_order_per_student=course_order_per_student, tie_braking_lottery=tie_braking_lottery)
+    {'Alice': ['c2'], 'Bob': ['c1'], 'Chana': ['c1'], 'Dana': ['c2'], 'Dor': ['c1']}
+
+    
+    Example where the students course order does not align with the bids:
+    >>> s1 = {"c1": 20, "c2": 15, "c3": 35, "c4": 10, "c5": 20}
+    >>> s2 = {"c1": 30, "c2": 15, "c3": 20, "c4": 20, "c5": 15}
+    >>> s3 = {"c1": 40, "c2": 10, "c3": 25, "c4": 10, "c5": 15}
+    >>> s4 = {"c1": 10, "c2": 10, "c3": 15, "c4": 30, "c5": 35}
+    >>> s5 = {"c1": 25, "c2": 20, "c3": 30, "c4": 10, "c5": 15}
+    >>> agent_capacities = {"Alice": 3, "Bob": 3, "Chana": 3, "Dana": 3, "Dor": 3}
+    >>> course_capacities = {"c1": 4, "c2": 4, "c3": 2, "c4": 3, "c5": 2}
+    >>> valuations = {"Alice": s1, "Bob": s2, "Chana": s3, "Dana": s4, "Dor": s5}
+    >>> course_order_per_student = {"Alice": ["c5", "c3", "c1", "c2", "c4"], "Bob": ["c1", "c4", "c5", "c2", "c3"], "Chana": ["c5", "c1", "c4", "c3", "c2"], "Dana": ["c3", "c4", "c1", "c5", "c2"], "Dor": ["c5", "c1", "c4", "c3", "c2"]}
+    >>> tie_braking_lottery = {"Alice": 0.6, "Bob": 0.4, "Chana": 0.3, "Dana": 0.8, "Dor": 0.2}
+    >>> instance = Instance(agent_capacities=agent_capacities, item_capacities=course_capacities, valuations=valuations)
+    >>> divide(gale_shapley, instance=instance, course_order_per_student=course_order_per_student, tie_braking_lottery=tie_braking_lottery)
+    {'Alice': ['c1', 'c3', 'c5'], 'Bob': ['c1', 'c2', 'c4'], 'Chana': ['c1', 'c2', 'c4'], 'Dana': ['c2', 'c4', 'c5'], 'Dor': ['c1', 'c2', 'c3']}
+    """
+    
+    # Check if inputs are dictionaries
+    input_to_check_types = [alloc.remaining_agent_capacities, alloc.remaining_item_capacities]
+    for input_to_check in input_to_check_types:
+        if(type(input_to_check) != dict):
+            raise TypeError(f"In the input {input_to_check}, Expected a dict, but got {type(input_to_check).__name__}")
+    if tie_braking_lottery and type(tie_braking_lottery) != dict:
+        raise TypeError(f"In the input tie_braking_lottery, Expected a dict or None, but got {type(tie_braking_lottery).__name__}")
+    if not tie_braking_lottery:
+        tie_braking_lottery = {student : np.random.uniform(low=0, high=1) for student in alloc.remaining_agents()}
+    
+    if not course_order_per_student:
+        course_order_per_student = {student : generate_naive_course_order_for_student(student, alloc) for student in alloc.remaining_agents()}
+        logger.info(f"Created course_order_per_student: {course_order_per_student}")
+    
+    was_an_offer_declined: bool = True
+    course_to_on_hold_students: Dict[str, Dict[str, float]] = {course: {} for course in alloc.remaining_items()} 
+    student_to_rejection_count: Dict[str, int] = {student: alloc.remaining_agent_capacities[student] for student in alloc.remaining_agents()}
+    
+    logger.info(f"We have {len(alloc.remaining_agents())} agents")
+    logger.info(f"The students allocation capacities are: {alloc.remaining_agent_capacities}")
+    logger.info(f"The courses capacities are: {alloc.remaining_item_capacities}")
+    logger.info(f"The tie-braking lottery results are: {tie_braking_lottery}")
+    for agent in alloc.remaining_agents():
+        agent_bids = {course: alloc.effective_value(agent, course) for course in alloc.remaining_items()}
+        logger.info(f"Student '{agent}' bids are: {agent_bids}")
+        
+    step = 0
+    while(was_an_offer_declined):
+        step += 1
+        logger.info(f"\n *** Starting round #{step} ***")
+        was_an_offer_declined = False
+        logger.info("Each student who is rejected from k > 0 courses in the previous step proposes to his best remaining k courses based on his stated preferences")
+        for student in alloc.remaining_agents():
+            student_capability: int = student_to_rejection_count[student]
+            for index in range(student_capability):
+                if(not course_order_per_student[student]):
+                    logger.info(f"Student {student} already proposed to all his desired courses")
+                    continue
+                wanted_course = course_order_per_student[student].pop(0)
+                if(wanted_course in course_to_on_hold_students):
+                    if(student in course_to_on_hold_students[wanted_course]):
+                        continue
+                    try:
+                        student_to_course_proposal = alloc.effective_value(student, wanted_course)
+                        course_to_on_hold_students[wanted_course][student] = student_to_course_proposal
+                        logger.info(f"Student '{student} proposes to course {wanted_course} with a bid of {student_to_course_proposal}")
+                    except Exception as e:
+                        return {}
+        
+        logger.info("Each course c considers the new proposals together with the proposals on hold and rejects all but the highest bidding Qc (the maximum capacity of students in course c) students")
+        student_to_rejection_count = {student: 0 for student in alloc.remaining_agents()}
+        for course_name in course_to_on_hold_students:
+            course_capacity = alloc.remaining_item_capacities[course_name]
+            if(type(course_capacity) == np.float64):
+                course_capacity = int(course_capacity)
+            course_to_offerings = course_to_on_hold_students[course_name]
+            logger.info(f"Course {course_name} considers the next offerings: {course_to_offerings}")
+            if len(course_to_offerings) == 0:
+                continue
+            elif len(course_to_offerings) <= course_capacity:
+                continue
+            logger.info("In case there is a tie, the tie-breaking lottery is used to determine who is rejected and who will be kept on hold.")
+            on_hold_students_sorted_and_tie_breaked = sort_and_tie_break(course_to_offerings, tie_braking_lottery)
+            course_to_on_hold_students[course_name].clear()
+            for key, value in on_hold_students_sorted_and_tie_breaked[:course_capacity]:
+                course_to_on_hold_students[course_name][key] = value
+                
+            rejected_students = on_hold_students_sorted_and_tie_breaked[course_capacity:]
+            for rejected_student, bid in rejected_students:
+                logger.info(f"Agent '{rejected_student}' was rejected from course {course_name}")
+                student_to_rejection_count[rejected_student] += 1
+            was_an_offer_declined = True
+    
+    logger.info("The procedure terminates when no proposal is rejected, and at this stage course assignments are finalized.")
+    final_course_matchings = course_to_on_hold_students.items()
+    for course_name, matching in final_course_matchings:
+        for student, bid in matching.items():
+            alloc.give(student, course_name, logger)
+    logger.info(f"The final course matchings are: {alloc.bundles}")
+
+
+def sort_and_tie_break(input_dict: Dict[str, float], tie_braking_lottery: Dict[str, float]) -> List[tuple[str, float]]:
+    """
+    Sorts a dictionary by its values in descending order and adds a number
+    to the values of keys with the same value to break ties.
+
+    Parameters:
+    input_dict (Dict[str, float]): A dictionary with string keys and float values representing student bids.
+    tie_braking_lottery (Dict[str, float]): A dictionary with string keys and float values for tie-breaking.
+
+    Returns:
+    List[tuple[str, float]]: A list of tuples containing student names and their modified bids, sorted in descending order.
+    
+    Examples:
+    >>> input_dict = {"Alice": 45, "Bob": 55, "Chana": 45, "Dana": 60}
+    >>> tie_braking_lottery = {"Alice": 0.3, "Bob": 0.2, "Chana": 0.4, "Dana": 0.1}
+    >>> sort_and_tie_break(input_dict, tie_braking_lottery)
+    [('Dana', 60), ('Bob', 55), ('Chana', 45), ('Alice', 45)]
+    """
+
+    
+    # Sort the dictionary by adjusted values in descending order
+    sorted_dict = (sorted(input_dict.items(), key=lambda item: item[1] + tie_braking_lottery[item[0]], reverse=True))
+    
+    return sorted_dict
+
+
+def generate_naive_course_order_for_student(student: str, alloc: AllocationBuilder) -> List[str]:
+    """
+    Generate a naive course order for a given student based on the effective value the student assigns to each course.
+    
+    Parameters:
+    student (str): The student's name.
+    alloc (AllocationBuilder): An allocation builder which tracks agent capacities, item capacities, and valuations.
+
+    Returns:
+    List[str]: A list of course names sorted by the effective value the student assigns to each course, in descending order.
+    
+    Example:
+    >>> from fairpyx import Instance, AllocationBuilder
+    >>> s1 = {"c1": 40, "c2": 60}
+    >>> s2 = {"c1": 70, "c2": 30}
+    >>> s3 = {"c1": 70, "c2": 30}
+    >>> s4 = {"c1": 40, "c2": 60}
+    >>> s5 = {"c1": 50, "c2": 50}
+    >>> agent_capacities = {"Alice": 1, "Bob": 1, "Chana": 1, "Dana": 1, "Dor": 1}
+    >>> course_capacities = {"c1": 3, "c2": 2}
+    >>> valuations = {"Alice": s1, "Bob": s2, "Chana": s3, "Dana": s4, "Dor": s5}
+    >>> course_order_per_student = {"Alice": ["c2", "c1"], "Bob": ["c1", "c2"], "Chana": ["c1", "c2"], "Dana": ["c2", "c1"], "Dor": ["c1", "c2"]}
+    >>> tie_braking_lottery = {"Alice": 0.9, "Bob": 0.1, "Chana": 0.2, "Dana": 0.6, "Dor": 0.4}
+    >>> instance = Instance(agent_capacities=agent_capacities, item_capacities=course_capacities, valuations=valuations)
+    >>> alloc = AllocationBuilder(instance)
+    >>> generate_naive_course_order_for_student("Alice", alloc)
+    ['c2', 'c1']
+    >>> generate_naive_course_order_for_student("Bob", alloc)
+    ['c1', 'c2']
+    >>> generate_naive_course_order_for_student('Chana', alloc)
+    ['c1', 'c2']
+    >>> generate_naive_course_order_for_student('Dana', alloc)
+    ['c2', 'c1']
+    >>> generate_naive_course_order_for_student('Dor', alloc)
+    ['c1', 'c2']
+    """
+    # Get all courses
+    courses: List[str] = alloc.remaining_items()
+    
+    # Calculate the effective value of each course for the given student
+    course_values: Dict[str, float] = {course: alloc.effective_value(student, course) for course in courses}
+    
+    # Sort the courses by their values in descending order
+    sorted_courses = sorted(course_values.items(), key=lambda item: item[1], reverse=True)
+    
+    # Extract the course names from the sorted list of tuples
+    sorted_course_names = [course for course, value in sorted_courses]
+    
+    return sorted_course_names
+
+if __name__ == "__main__":
+    import doctest
+    print(doctest.testmod())
+
+    logger.setLevel(logging.DEBUG)
+    logger.addHandler(logging.StreamHandler())
+
+    from fairpyx import Instance, divide
+
+    s1 = {"c1": 20, "c2": 15, "c3": 35, "c4": 10, "c5": 20}
+    s2 = {"c1": 30, "c2": 15, "c3": 20, "c4": 20, "c5": 15}
+    s3 = {"c1": 40, "c2": 10, "c3": 25, "c4": 10, "c5": 15}
+    s4 = {"c1": 10, "c2": 10, "c3": 15, "c4": 30, "c5": 35}
+    s5 = {"c1": 25, "c2": 20, "c3": 30, "c4": 10, "c5": 15}
+    agent_capacities = {"Alice": 3, "Bob": 3, "Chana": 3, "Dana": 3, "Dor": 3}
+    course_capacities = {"c1": 4, "c2": 4, "c3": 2, "c4": 3, "c5": 2}
+    valuations = {"Alice": s1, "Bob": s2, "Chana": s3, "Dana": s4, "Dor": s5}
+    course_order_per_student = {"Alice": ["c5", "c3", "c1", "c2", "c4"], "Bob": ["c1", "c4", "c5", "c2", "c3"], "Chana": ["c5", "c1", "c4", "c3", "c2"], "Dana": ["c3", "c4", "c1", "c5", "c2"], "Dor": ["c5", "c1", "c4", "c3", "c2"]}
+    tie_braking_lottery = {"Alice": 0.6, "Bob": 0.4, "Chana": 0.3, "Dana": 0.8, "Dor": 0.2}
+    instance = Instance(agent_capacities=agent_capacities, item_capacities=course_capacities, valuations=valuations)
+    divide(gale_shapley, instance=instance, course_order_per_student=course_order_per_student, tie_braking_lottery=tie_braking_lottery)
+    {'Alice': ['c1', 'c3', 'c5'], 'Bob': ['c1', 'c2', 'c4'], 'Chana': ['c1', 'c2', 'c4'], 'Dana': ['c2', 'c4', 'c5'], 'Dor': ['c1', 'c2', 'c3']}
+
diff --git a/fairpyx/algorithms/__init__.py b/fairpyx/algorithms/__init__.py
index 376790b..bcb73be 100644
--- a/fairpyx/algorithms/__init__.py
+++ b/fairpyx/algorithms/__init__.py
@@ -2,6 +2,7 @@
 from fairpyx.algorithms.iterated_maximum_matching import iterated_maximum_matching, iterated_maximum_matching_adjusted, iterated_maximum_matching_unadjusted
 from fairpyx.algorithms.picking_sequence import round_robin, bidirectional_round_robin, serial_dictatorship
 from fairpyx.algorithms.utilitarian_matching import utilitarian_matching
+from fairpyx.algorithms.Gale_Shapley_pareto_dominant_market_mechanism import gale_shapley
 from fairpyx.algorithms.ACEEI_algorithms.tabu_search import tabu_search
 from fairpyx.algorithms.ACEEI_algorithms.ACEEI import find_ACEEI_with_EFTB
 from fairpyx.algorithms.ACEEI_algorithms.find_profitable_manipulation import find_profitable_manipulation
diff --git a/pyproject.toml b/pyproject.toml
index 34ca122..5cf6443 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -4,4 +4,4 @@ build-backend = "setuptools.build_meta"
 
 [tool.pytest.ini_options]
 minversion = "6.0"
-addopts = "--doctest-modules --ignore=examples/_pweave.py --ignore=experiments --ignore=fairpyx/zalternatives"
+addopts = "--doctest-modules --ignore=examples/_pweave.py --ignore=experiments --ignore=fairpyx/zalternatives --ignore=website_gale_shapley"
diff --git a/tests/test_gale_shapley.py b/tests/test_gale_shapley.py
new file mode 100644
index 0000000..a06eb3c
--- /dev/null
+++ b/tests/test_gale_shapley.py
@@ -0,0 +1,220 @@
+"""
+Test Allocate course seats using Gale-Shapley pareto-dominant market mechanism.
+
+Programmer: Zachi Ben Shitrit
+Since: 2024-05
+"""
+
+import pytest
+import fairpyx
+
+def test_regular_case():
+    
+    s1 = {"c1": 40, "c2": 60}
+    s2 = {"c1": 70, "c2": 30}
+    s3 = {"c1": 70, "c2": 30}
+    s4 = {"c1": 40, "c2": 60}
+    s5 = {"c1": 50, "c2": 50}
+    agent_capacities = {"Alice": 1, "Bob": 1, "Chana": 1, "Dana": 1, "Dor": 1}
+    course_capacities = {"c1": 3, "c2": 2}
+    valuations = {"Alice": s1, "Bob": s2, "Chana": s3, "Dana": s4, "Dor": s5}
+    course_order_per_student = {"Alice": ["c2", "c1"], "Bob": ["c1", "c2"], "Chana": ["c1", "c2"], "Dana": ["c2", "c1"], "Dor": ["c1", "c2"]}
+    tie_braking_lottery = {"Alice": 0.9, "Bob": 0.1, "Chana": 0.2, "Dana": 0.6, "Dor": 0.4}
+    instance = fairpyx.Instance(agent_capacities=agent_capacities, 
+                                item_capacities=course_capacities, 
+                                valuations=valuations)
+    allocation = fairpyx.divide(fairpyx.algorithms.gale_shapley, 
+                            instance=instance, 
+                            course_order_per_student=course_order_per_student, 
+                            tie_braking_lottery=tie_braking_lottery)
+    assert allocation == {'Alice': ['c2'], 'Bob': ['c1'], 'Chana': ['c1'], 'Dana': ['c2'], 'Dor': ['c1']}, "allocation's did not match"
+
+def test_order_does_not_align_with_bids():
+    s1 = {"c1": 20, "c2": 15, "c3": 35, "c4": 10, "c5": 20}
+    s2 = {"c1": 30, "c2": 15, "c3": 20, "c4": 20, "c5": 15}
+    s3 = {"c1": 40, "c2": 10, "c3": 25, "c4": 10, "c5": 15}
+    s4 = {"c1": 10, "c2": 10, "c3": 15, "c4": 30, "c5": 35}
+    s5 = {"c1": 25, "c2": 20, "c3": 30, "c4": 10, "c5": 15}
+    agent_capacities = {"Alice": 3, "Bob": 3, "Chana": 3, "Dana": 3, "Dor": 3}
+    course_capacities = {"c1": 4, "c2": 4, "c3": 2, "c4": 3, "c5": 2}
+    valuations = {"Alice": s1, "Bob": s2, "Chana": s3, "Dana": s4, "Dor": s5}
+    course_order_per_student = {"Alice": ["c5", "c3", "c1", "c2", "c4"], "Bob": ["c1", "c4", "c5", "c2", "c3"], "Chana": ["c5", "c1", "c4", "c3", "c2"], "Dana": ["c3", "c4", "c1", "c5", "c2"], "Dor": ["c5", "c1", "c4", "c3", "c2"]}
+    tie_braking_lottery = {"Alice": 0.6, "Bob": 0.4, "Chana": 0.3, "Dana": 0.8, "Dor": 0.2}
+    instance = fairpyx.Instance(agent_capacities=agent_capacities, 
+                                item_capacities=course_capacities, 
+                                valuations=valuations)
+    allocation = fairpyx.divide(fairpyx.algorithms.gale_shapley, 
+                            instance=instance, 
+                            course_order_per_student=course_order_per_student, 
+                            tie_braking_lottery=tie_braking_lottery)
+    assert allocation == {'Alice': ['c1', 'c3', 'c5'], 'Bob': ['c1', 'c2', 'c4'], 'Chana': ['c1', 'c2', 'c4'], 'Dana': ['c2', 'c4', 'c5'], 'Dor': ['c1', 'c2', 'c3']}, "allocation's did not match"
+
+def test_one_agent():
+    s1 = {"c1": 40, "c2": 60}
+    agent_capacities = {"Alice": 1}
+    course_capacities = {"c1": 1, "c2": 1}
+    valuations = {"Alice": s1}
+    course_order_per_student = {"Alice": ["c2", "c1"]}
+    tie_braking_lottery = {"Alice": 0.9}
+    instance = fairpyx.Instance(agent_capacities=agent_capacities, 
+                                item_capacities=course_capacities, 
+                                valuations=valuations)
+    allocation = fairpyx.divide(fairpyx.algorithms.gale_shapley, 
+                            instance=instance, 
+                            course_order_per_student=course_order_per_student, 
+                            tie_braking_lottery=tie_braking_lottery)
+    assert allocation == {'Alice': ['c2']}, "allocation's did not match"
+
+def test_empty_input():
+    agent_capacities = {}
+    course_capacities = {}
+    valuations = {}
+    course_order_per_student = {}
+    tie_braking_lottery = {}
+    with pytest.raises(StopIteration):
+        instance = fairpyx.Instance(agent_capacities=agent_capacities, 
+                                    item_capacities=course_capacities, 
+                                    valuations=valuations)
+        allocation = fairpyx.divide(fairpyx.algorithms.gale_shapley, 
+                                instance=instance, 
+                                course_order_per_student=course_order_per_student, 
+                                tie_braking_lottery=tie_braking_lottery)
+
+def test_wrong_input_type_agent_capacities():
+    agent_capacities = "not a dict"
+    course_capacities = {"c1": 3, "c2": 2}
+    valuations = {"Alice": {"c1": 40, "c2": 60}}
+    course_order_per_student = {"Alice": ["c2", "c1"]}
+    tie_braking_lottery = {"Alice": 0.9}
+    with pytest.raises(TypeError):
+        instance = fairpyx.Instance(agent_capacities=agent_capacities, 
+                                    item_capacities=course_capacities, 
+                                    valuations=valuations)
+        fairpyx.divide(fairpyx.algorithms.gale_shapley, 
+                        instance=instance, 
+                        course_order_per_student=course_order_per_student, 
+                        tie_braking_lottery=tie_braking_lottery)
+
+def test_wrong_input_type_course_capacities():
+    agent_capacities = {"Alice": 1}
+    course_capacities = "not a dict"
+    valuations = {"Alice": {"c1": 40, "c2": 60}}
+    course_order_per_student = {"Alice": ["c2", "c1"]}
+    tie_braking_lottery = {"Alice": 0.9}
+    with pytest.raises(TypeError):
+        instance = fairpyx.Instance(agent_capacities=agent_capacities, 
+                                    item_capacities=course_capacities, 
+                                    valuations=valuations)
+        fairpyx.divide(fairpyx.algorithms.gale_shapley, 
+                        instance=instance, 
+                        course_order_per_student=course_order_per_student, 
+                        tie_braking_lottery=tie_braking_lottery)
+
+def test_wrong_input_type_valuations():
+    agent_capacities = {"Alice": 1}
+    course_capacities = {"c1": 3, "c2": 2}
+    valuations = "not a dict"
+    course_order_per_student = {"Alice": ["c2", "c1"]}
+    tie_braking_lottery = {"Alice": 0.9}
+    with pytest.raises(TypeError):
+        instance = fairpyx.Instance(agent_capacities=agent_capacities, 
+                                    item_capacities=course_capacities, 
+                                    valuations=valuations)
+        fairpyx.divide(fairpyx.algorithms.gale_shapley, 
+                        instance=instance, 
+                        course_order_per_student=course_order_per_student, 
+                        tie_braking_lottery=tie_braking_lottery)
+
+def test_wrong_input_type_course_order_per_student():
+    agent_capacities = {"Alice": 1}
+    course_capacities = {"c1": 3, "c2": 2}
+    valuations = {"Alice": {"c1": 40, "c2": 60}}
+    course_order_per_student = "not a dict"
+    tie_braking_lottery = {"Alice": 0.9}
+    with pytest.raises(TypeError):
+        instance = fairpyx.Instance(agent_capacities=agent_capacities, 
+                                    item_capacities=course_capacities, 
+                                    valuations=valuations)
+        fairpyx.divide(fairpyx.algorithms.gale_shapley, 
+                        instance=instance, 
+                        course_order_per_student=course_order_per_student, 
+                        tie_braking_lottery=tie_braking_lottery)
+
+def test_wrong_input_type_tie_braking_lottery():
+    agent_capacities = {"Alice": 1}
+    course_capacities = {"c1": 3, "c2": 2}
+    valuations = {"Alice": {"c1": 40, "c2": 60}}
+    course_order_per_student = {"Alice": ["c2", "c1"]}
+    tie_braking_lottery = "not a dict"
+    with pytest.raises(TypeError):
+        instance = fairpyx.Instance(agent_capacities=agent_capacities, 
+                                    item_capacities=course_capacities, 
+                                    valuations=valuations)
+        fairpyx.divide(fairpyx.algorithms.gale_shapley, 
+                        instance=instance, 
+                        course_order_per_student=course_order_per_student, 
+                        tie_braking_lottery=tie_braking_lottery)
+
+
+def test_large_input():
+    num_students = 1000
+    num_courses = 50
+    agent_capacities = {f"Student_{i}": 1 for i in range(num_students)}
+    course_capacities = {f"Course_{i}": num_students // num_courses for i in range(num_courses)}
+    valuations = {f"Student_{i}": {f"Course_{j}": (i+j) % 100 for j in range(num_courses)} for i in range(num_students)}
+    course_order_per_student = {f"Student_{i}": [f"Course_{j}" for j in range(num_courses)] for i in range(num_students)}
+    tie_braking_lottery = {f"Student_{i}": i / num_students for i in range(num_students)}
+    instance = fairpyx.Instance(agent_capacities=agent_capacities, 
+                                item_capacities=course_capacities, 
+                                valuations=valuations)
+    allocation = fairpyx.divide(fairpyx.algorithms.gale_shapley, 
+                            instance=instance, 
+                            course_order_per_student=course_order_per_student, 
+                            tie_braking_lottery=tie_braking_lottery)
+    # Validate that the allocation is valid
+    assert len(allocation) == num_students, "length of allocation did not match the number of students"
+    assert all(len(courses) == 1 for courses in allocation.values()), "not every course got exactly 1 student"
+    fairpyx.validate_allocation(instance, allocation, title=f"gale_shapley")
+
+def test_large_number_of_students_and_courses():
+    s1 = {"c1": 20, "c2": 15, "c3": 35, "c4": 10, "c5": 20, "c6": 30, "c7": 25, "c8": 30, "c9": 15, "c10": 20, "c11": 25, "c12": 10, "c13": 30, "c14": 20, "c15": 15, "c16": 35, "c17": 20, "c18": 10, "c19": 25, "c20": 30}  # sum = 440
+    s2 = {"c1": 30, "c2": 15, "c3": 20, "c4": 20, "c5": 15, "c6": 25, "c7": 10, "c8": 20, "c9": 30, "c10": 25, "c11": 20, "c12": 15, "c13": 10, "c14": 20, "c15": 30, "c16": 15, "c17": 25, "c18": 20, "c19": 10, "c20": 35}  # sum = 440
+    s3 = {"c1": 40, "c2": 10, "c3": 25, "c4": 10, "c5": 15, "c6": 20, "c7": 25, "c8": 30, "c9": 35, "c10": 20, "c11": 15, "c12": 10, "c13": 20, "c14": 25, "c15": 30, "c16": 15, "c17": 10, "c18": 20, "c19": 25, "c20": 30}  # sum = 440
+    s4 = {"c1": 10, "c2": 10, "c3": 15, "c4": 30, "c5": 35, "c6": 20, "c7": 15, "c8": 10, "c9": 25, "c10": 20, "c11": 30, "c12": 15, "c13": 10, "c14": 25, "c15": 20, "c16": 30, "c17": 35, "c18": 20, "c19": 15, "c20": 30}  # sum = 440
+    s5 = {"c1": 25, "c2": 20, "c3": 30, "c4": 10, "c5": 15, "c6": 35, "c7": 25, "c8": 20, "c9": 10, "c10": 30, "c11": 15, "c12": 20, "c13": 25, "c14": 10, "c15": 35, "c16": 20, "c17": 15, "c18": 10, "c19": 30, "c20": 25}  # sum = 440
+    agent_capacities = {"Alice": 15, "Bob": 20, "Chana": 18, "Dana": 17, "Dor": 16}
+    course_capacities = {"c1": 10, "c2": 10, "c3": 8, "c4": 7, "c5": 6, "c6": 5, "c7": 4, "c8": 3, "c9": 2, "c10": 1, "c11": 10, "c12": 9, "c13": 8, "c14": 7, "c15": 6, "c16": 5, "c17": 4, "c18": 3, "c19": 2, "c20": 1}
+    valuations = {"Alice": s1, "Bob": s2, "Chana": s3, "Dana": s4, "Dor": s5}
+    course_order_per_student = {"Alice": ["c5", "c3", "c1", "c2", "c4", "c6", "c7", "c8", "c9", "c10", "c11", "c12", "c13", "c14", "c15", "c16", "c17", "c18", "c19", "c20"], "Bob": ["c1", "c4", "c5", "c2", "c3", "c6", "c7", "c8", "c9", "c10", "c11", "c12", "c13", "c14", "c15", "c16", "c17", "c18", "c19", "c20"], "Chana": ["c5", "c1", "c4", "c3", "c2", "c6", "c7", "c8", "c9", "c10", "c11", "c12", "c13", "c14", "c15", "c16", "c17", "c18", "c19", "c20"], "Dana": ["c3", "c4", "c1", "c5", "c2", "c6", "c7", "c8", "c9", "c10", "c11", "c12", "c13", "c14", "c15", "c16", "c17", "c18", "c19", "c20"], "Dor": ["c5", "c1", "c4", "c3", "c2", "c6", "c7", "c8", "c9", "c10", "c11", "c12", "c13", "c14", "c15", "c16", "c17", "c18", "c19", "c20"]}
+    tie_braking_lottery = {"Alice": 0.6, "Bob": 0.4, "Chana": 0.3, "Dana": 0.8, "Dor": 0.2}
+    instance = fairpyx.Instance(agent_capacities=agent_capacities, 
+                                item_capacities=course_capacities, 
+                                valuations=valuations)
+    allocation = fairpyx.divide(fairpyx.algorithms.gale_shapley, 
+                            instance=instance, 
+                            course_order_per_student=course_order_per_student, 
+                            tie_braking_lottery=tie_braking_lottery)
+    # Validate that the allocation is valid
+    fairpyx.validate_allocation(instance, allocation, title=f"gale_shapley")
+
+
+def test_edge_case_tie():
+    s1 = {"c1": 50, "c2": 50}
+    s2 = {"c1": 50, "c2": 50}
+    agent_capacities = {"Alice": 1, "Bob": 1}
+    course_capacities = {"c1": 1, "c2": 1}
+    valuations = {"Alice": s1, "Bob": s2}
+    course_order_per_student = {"Alice": ["c1", "c2"], "Bob": ["c1", "c2"]}
+    tie_braking_lottery = {"Alice": 0.5, "Bob": 0.5}
+    instance = fairpyx.Instance(agent_capacities=agent_capacities, 
+                                item_capacities=course_capacities, 
+                                valuations=valuations)
+    allocation = fairpyx.divide(fairpyx.algorithms.gale_shapley, 
+                            instance=instance, 
+                            course_order_per_student=course_order_per_student, 
+                            tie_braking_lottery=tie_braking_lottery)
+    assert set(allocation.keys()) == {"Alice", "Bob"}, "the keys in the allocation did not match 'Alice', 'Bob'"
+    assert set(allocation["Alice"] + allocation["Bob"]) == {"c1", "c2"}, "the total allocation of courses for Alice and Bob did not match 'c1', 'c2'"
+
+if __name__ == "__main__":
+     pytest.main(["-v",__file__])
\ No newline at end of file
diff --git a/website_gale_shapley/back/Dockerfile b/website_gale_shapley/back/Dockerfile
new file mode 100644
index 0000000..af32c81
--- /dev/null
+++ b/website_gale_shapley/back/Dockerfile
@@ -0,0 +1,28 @@
+FROM python:3.9.6-slim
+
+ENV SERVICE_FOLDER_NAME=back
+WORKDIR /${SERVICE_FOLDER_NAME}
+
+ENV PYTHONDONTWRITEBYTECODE 1
+ENV PYTHONBUFFERED 1
+
+RUN set -ex \
+    && RUN_DEPS=" \
+    libpq-dev \
+    git \
+    " \
+    && seq 1 8 | xargs -I{} mkdir -p /usr/share/man/man{} \
+    && apt-get update && apt-get install -y --no-install-recommends $RUN_DEPS \
+    && rm -rf /var/lib/apt/lists/*
+
+COPY requirements.txt .
+
+RUN pip install --no-cache-dir -r requirements.txt
+
+COPY . /${SERVICE_FOLDER_NAME}/
+
+EXPOSE 8000
+
+RUN chmod +x /${SERVICE_FOLDER_NAME}/entrypoint.sh
+
+ENTRYPOINT /$SERVICE_FOLDER_NAME/entrypoint.sh
diff --git a/website_gale_shapley/back/__init__.py b/website_gale_shapley/back/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/website_gale_shapley/back/entrypoint.sh b/website_gale_shapley/back/entrypoint.sh
new file mode 100644
index 0000000..758598b
--- /dev/null
+++ b/website_gale_shapley/back/entrypoint.sh
@@ -0,0 +1,4 @@
+#!/bin/sh
+
+cd ..
+uvicorn ${SERVICE_FOLDER_NAME}.main:app --host 0.0.0.0
diff --git a/website_gale_shapley/back/main.py b/website_gale_shapley/back/main.py
new file mode 100644
index 0000000..f95e8dd
--- /dev/null
+++ b/website_gale_shapley/back/main.py
@@ -0,0 +1,70 @@
+from contextlib import asynccontextmanager
+from typing import Any, AsyncGenerator, Dict, List
+from fastapi import FastAPI, status
+import io
+import logging
+
+import fairpyx
+from .schema import Instance
+
+logger = logging.getLogger("uvicorn")
+
+# On startup, create database tables
+@asynccontextmanager
+async def lifespan(app: FastAPI) -> AsyncGenerator[Any, None]:
+    # before app startup
+    yield
+    # After app shutdown
+
+
+app = FastAPI(lifespan=lifespan)
+
+
+@app.post("/api/divide", status_code=status.HTTP_200_OK)
+async def divide(instance: Instance) -> Dict[str, Any]:
+    fairpyx_instance = fairpyx.Instance(agent_capacities=instance.agentCapabilities, 
+                                item_capacities=instance.courseCapabilities, 
+                                valuations=instance.bids)
+    
+    # Create a StringIO object to capture logs
+    log_capture = io.StringIO()
+    # Create a handler that writes to the StringIO object
+    handler = logging.StreamHandler(log_capture)
+    # Set the format for the handler
+    handler.setFormatter(logging.Formatter('%(message)s'))
+    
+    # Add the handler to the fairpyx logger
+    fairpyx_logger = logging.getLogger('fairpyx')
+    fairpyx_logger.addHandler(handler)
+    
+    # Set the level to capture all logs
+    original_level = fairpyx_logger.level
+    fairpyx_logger.setLevel(logging.DEBUG)
+    
+    try:
+        allocation = fairpyx.divide(fairpyx.algorithms.gale_shapley, 
+                                instance=fairpyx_instance, 
+                                course_order_per_student=instance.courseOrderPerStudent, 
+                                tie_braking_lottery=instance.tieBrakingLottery)
+    finally:
+        # Reset the logger level and remove the handler
+        fairpyx_logger.setLevel(original_level)
+        fairpyx_logger.removeHandler(handler)
+    
+    # Get the captured logs
+    log_capture.seek(0)
+    captured_logs = log_capture.getvalue().splitlines()
+    
+    # Log the captured logs using the uvicorn logger
+    for log_line in captured_logs:
+        logger.info(f"fairpyx log: {log_line}")
+    
+    logger.info(f"input: {instance}")
+    logger.info(f"output: {allocation}")
+    
+    # Return both the allocation and the logs
+    return {
+        "allocation": allocation,
+        "logs": captured_logs
+    }
+
diff --git a/website_gale_shapley/back/requirements.txt b/website_gale_shapley/back/requirements.txt
new file mode 100644
index 0000000..3d711a1
--- /dev/null
+++ b/website_gale_shapley/back/requirements.txt
@@ -0,0 +1,53 @@
+aiosmtplib==2.0.2
+annotated-types==0.6.0
+anyio==4.3.0
+blinker==1.8.2
+certifi==2024.2.2
+cfgv==3.4.0
+click==8.1.7
+distlib==0.3.8
+dnspython==2.6.1
+exceptiongroup==1.2.1
+fastapi==0.111.0
+fastapi-cli==0.0.3
+filelock==3.14.0
+h11==0.14.0
+httpcore==1.0.5
+httptools==0.6.1
+httpx==0.27.0
+identify==2.5.36
+idna==3.7
+iniconfig==2.0.0
+Jinja2==3.1.4
+markdown-it-py==3.0.0
+MarkupSafe==2.1.5
+mdurl==0.1.2
+nodeenv==1.8.0
+orjson==3.10.3
+packaging==24.0
+platformdirs==4.2.1
+pluggy==1.5.0
+pre-commit==3.7.0
+pydantic==2.7.1
+pydantic-settings==2.2.1
+pydantic_core==2.18.2
+Pygments==2.18.0
+pytest==8.3.2
+python-dotenv==1.0.1
+python-multipart==0.0.9
+PyYAML==6.0.1
+rich==13.7.1
+shellingham==1.5.4
+sniffio==1.3.1
+starlette==0.37.2
+tomli==2.0.1
+typer==0.12.3
+typing_extensions==4.11.0
+ujson==5.9.0
+uvicorn==0.29.0
+uvloop==0.19.0
+virtualenv==20.26.1
+watchfiles==0.21.0
+websockets==12.0
+aiohttp==3.9.5
+-e git+https://github.com/zachibs/fairpyx.git#egg=fairpyx
\ No newline at end of file
diff --git a/website_gale_shapley/back/schema.py b/website_gale_shapley/back/schema.py
new file mode 100644
index 0000000..ea9c8bd
--- /dev/null
+++ b/website_gale_shapley/back/schema.py
@@ -0,0 +1,34 @@
+from typing import Dict, List
+from pydantic import BaseModel, field_validator
+import json
+
+class Instance(BaseModel):
+    courseCapabilities: Dict[str, int]
+    agentCapabilities: Dict[str, int]
+    bids: Dict[str, Dict[str, int]]
+    courseOrderPerStudent: Dict[str, List[str]]
+    tieBrakingLottery: Dict[str, float]
+    
+    @field_validator("courseCapabilities", "agentCapabilities", mode="before")
+    @classmethod
+    def convert_str_to_dict_int(cls, value: str) -> Dict[str, int]:
+        if isinstance(value, str):
+            return json.loads(value)
+
+    @field_validator( "tieBrakingLottery", mode="before")
+    @classmethod
+    def convert_str_to_dict_float(cls, value: str) -> Dict[str, float]:
+        if isinstance(value, str):
+            return json.loads(value)
+    
+    @field_validator("bids", mode="before")
+    @classmethod
+    def convert_str_to_dict_dict(cls, value: str) -> Dict[str, Dict[str, int]]:
+        if isinstance(value, str):
+            return json.loads(value)
+    
+    @field_validator("courseOrderPerStudent", mode="before")
+    @classmethod
+    def convert_str_to_dict_list(cls, value: str) -> Dict[str, List[str]]:
+        if isinstance(value, str):
+            return json.loads(value)
diff --git a/website_gale_shapley/back/start.sh b/website_gale_shapley/back/start.sh
new file mode 100644
index 0000000..8738fb1
--- /dev/null
+++ b/website_gale_shapley/back/start.sh
@@ -0,0 +1 @@
+docker run -d -p 50010:8000 --name back-container backend-image
\ No newline at end of file
diff --git a/website_gale_shapley/front/.dockerignore b/website_gale_shapley/front/.dockerignore
new file mode 100644
index 0000000..2b5059d
--- /dev/null
+++ b/website_gale_shapley/front/.dockerignore
@@ -0,0 +1,10 @@
+Dockerfile
+.dockerignore
+node_modules
+npm-debug.log
+README.md
+.next
+!.next/static
+!.next/standalone
+.git
+.env
\ No newline at end of file
diff --git a/website_gale_shapley/front/.eslintrc.json b/website_gale_shapley/front/.eslintrc.json
new file mode 100644
index 0000000..62a9318
--- /dev/null
+++ b/website_gale_shapley/front/.eslintrc.json
@@ -0,0 +1,6 @@
+{
+  "extends": "next/core-web-vitals",
+  "rules": {
+    "react/no-unescaped-entities": 0
+  }
+}
\ No newline at end of file
diff --git a/website_gale_shapley/front/.gitignore b/website_gale_shapley/front/.gitignore
new file mode 100644
index 0000000..fd3dbb5
--- /dev/null
+++ b/website_gale_shapley/front/.gitignore
@@ -0,0 +1,36 @@
+# See https://help.github.com/articles/ignoring-files/ for more about ignoring files.
+
+# dependencies
+/node_modules
+/.pnp
+.pnp.js
+.yarn/install-state.gz
+
+# testing
+/coverage
+
+# next.js
+/.next/
+/out/
+
+# production
+/build
+
+# misc
+.DS_Store
+*.pem
+
+# debug
+npm-debug.log*
+yarn-debug.log*
+yarn-error.log*
+
+# local env files
+.env*.local
+
+# vercel
+.vercel
+
+# typescript
+*.tsbuildinfo
+next-env.d.ts
diff --git a/website_gale_shapley/front/Dockerfile b/website_gale_shapley/front/Dockerfile
new file mode 100644
index 0000000..d4cbf72
--- /dev/null
+++ b/website_gale_shapley/front/Dockerfile
@@ -0,0 +1,58 @@
+FROM node:22-alpine3.19 AS base
+
+# Install dependencies only when needed
+FROM base AS deps
+# Check https://github.com/nodejs/docker-node/tree/b4117f9333da4138b03a546ec926ef50a31506c3#nodealpine to understand why libc6-compat might be needed.
+RUN apk add --no-cache libc6-compat
+WORKDIR /app
+
+# Install dependencies based on the preferred package manager
+COPY package.json yarn.lock* package-lock.json* pnpm-lock.yaml* ./
+# RUN apk add --no-cache python3 make g++ bash
+RUN npm ci
+
+
+# Rebuild the source code only when needed
+FROM base AS builder
+WORKDIR /app
+COPY --from=deps /app/node_modules ./node_modules
+COPY . .
+
+# Next.js collects completely anonymous telemetry data about general usage.
+# Learn more here: https://nextjs.org/telemetry
+# Uncomment the following line in case you want to disable telemetry during the build.
+# ENV NEXT_TELEMETRY_DISABLED 1
+
+RUN npm run build
+
+# Production image, copy all the files and run next
+FROM base AS runner
+WORKDIR /app
+
+ENV NODE_ENV production
+# Uncomment the following line in case you want to disable telemetry during runtime.
+# ENV NEXT_TELEMETRY_DISABLED 1
+
+RUN addgroup --system --gid 1001 nodejs
+RUN adduser --system --uid 1001 nextjs
+
+COPY --from=builder /app/public ./public
+
+# Set the correct permission for prerender cache
+RUN mkdir .next
+RUN chown nextjs:nodejs .next
+
+# Automatically leverage output traces to reduce image size
+# https://nextjs.org/docs/advanced-features/output-file-tracing
+COPY --from=builder --chown=nextjs:nodejs /app/.next/standalone ./
+COPY --from=builder --chown=nextjs:nodejs /app/.next/static ./.next/static
+
+USER nextjs
+
+EXPOSE 50011
+
+ENV PORT 50011
+
+# server.js is created by next build from the standalone output
+# https://nextjs.org/docs/pages/api-reference/next-config-js/output
+CMD HOSTNAME="0.0.0.0" node server.js
diff --git a/website_gale_shapley/front/README.md b/website_gale_shapley/front/README.md
new file mode 100644
index 0000000..c403366
--- /dev/null
+++ b/website_gale_shapley/front/README.md
@@ -0,0 +1,36 @@
+This is a [Next.js](https://nextjs.org/) project bootstrapped with [`create-next-app`](https://github.com/vercel/next.js/tree/canary/packages/create-next-app).
+
+## Getting Started
+
+First, run the development server:
+
+```bash
+npm run dev
+# or
+yarn dev
+# or
+pnpm dev
+# or
+bun dev
+```
+
+Open [http://localhost:3000](http://localhost:3000) with your browser to see the result.
+
+You can start editing the page by modifying `app/page.tsx`. The page auto-updates as you edit the file.
+
+This project uses [`next/font`](https://nextjs.org/docs/basic-features/font-optimization) to automatically optimize and load Inter, a custom Google Font.
+
+## Learn More
+
+To learn more about Next.js, take a look at the following resources:
+
+- [Next.js Documentation](https://nextjs.org/docs) - learn about Next.js features and API.
+- [Learn Next.js](https://nextjs.org/learn) - an interactive Next.js tutorial.
+
+You can check out [the Next.js GitHub repository](https://github.com/vercel/next.js/) - your feedback and contributions are welcome!
+
+## Deploy on Vercel
+
+The easiest way to deploy your Next.js app is to use the [Vercel Platform](https://vercel.com/new?utm_medium=default-template&filter=next.js&utm_source=create-next-app&utm_campaign=create-next-app-readme) from the creators of Next.js.
+
+Check out our [Next.js deployment documentation](https://nextjs.org/docs/deployment) for more details.
diff --git a/website_gale_shapley/front/app/globals.css b/website_gale_shapley/front/app/globals.css
new file mode 100644
index 0000000..99a7b0c
--- /dev/null
+++ b/website_gale_shapley/front/app/globals.css
@@ -0,0 +1,69 @@
+@tailwind base;
+@tailwind components;
+@tailwind utilities;
+
+@layer base {
+  :root {
+    --background: 0 0% 100%;
+    --foreground: 222.2 84% 4.9%;
+    --card: 0 0% 100%;
+    --card-foreground: 222.2 84% 4.9%;
+    --popover: 0 0% 100%;
+    --popover-foreground: 222.2 84% 4.9%;
+    --primary: 222.2 47.4% 11.2%;
+    --primary-foreground: 210 40% 98%;
+    --secondary: 210 40% 96.1%;
+    --secondary-foreground: 222.2 47.4% 11.2%;
+    --muted: 210 40% 96.1%;
+    --muted-foreground: 215.4 16.3% 46.9%;
+    --accent: 210 40% 96.1%;
+    --accent-foreground: 222.2 47.4% 11.2%;
+    --destructive: 0 84.2% 60.2%;
+    --destructive-foreground: 210 40% 98%;
+    --border: 214.3 31.8% 91.4%;
+    --input: 214.3 31.8% 91.4%;
+    --ring: 222.2 84% 4.9%;
+    --radius: 0.5rem;
+    --chart-1: 12 76% 61%;
+    --chart-2: 173 58% 39%;
+    --chart-3: 197 37% 24%;
+    --chart-4: 43 74% 66%;
+    --chart-5: 27 87% 67%;
+  }
+
+  .dark {
+    --background: 222.2 84% 4.9%;
+    --foreground: 210 40% 98%;
+    --card: 222.2 84% 4.9%;
+    --card-foreground: 210 40% 98%;
+    --popover: 222.2 84% 4.9%;
+    --popover-foreground: 210 40% 98%;
+    --primary: 210 40% 98%;
+    --primary-foreground: 222.2 47.4% 11.2%;
+    --secondary: 217.2 32.6% 17.5%;
+    --secondary-foreground: 210 40% 98%;
+    --muted: 217.2 32.6% 17.5%;
+    --muted-foreground: 215 20.2% 65.1%;
+    --accent: 217.2 32.6% 17.5%;
+    --accent-foreground: 210 40% 98%;
+    --destructive: 0 62.8% 30.6%;
+    --destructive-foreground: 210 40% 98%;
+    --border: 217.2 32.6% 17.5%;
+    --input: 217.2 32.6% 17.5%;
+    --ring: 212.7 26.8% 83.9%;
+    --chart-1: 220 70% 50%;
+    --chart-2: 160 60% 45%;
+    --chart-3: 30 80% 55%;
+    --chart-4: 280 65% 60%;
+    --chart-5: 340 75% 55%;
+  }
+}
+
+@layer base {
+  * {
+    @apply border-border;
+  }
+  body {
+    @apply bg-background text-foreground;
+  }
+}
\ No newline at end of file
diff --git a/website_gale_shapley/front/app/layout.tsx b/website_gale_shapley/front/app/layout.tsx
new file mode 100644
index 0000000..2d08670
--- /dev/null
+++ b/website_gale_shapley/front/app/layout.tsx
@@ -0,0 +1,22 @@
+import type { Metadata } from "next";
+import { Inter } from "next/font/google";
+import "./globals.css";
+
+const inter = Inter({ subsets: ["latin"] });
+
+export const metadata: Metadata = {
+  title: "Create Next App",
+  description: "Generated by create next app",
+};
+
+export default function RootLayout({
+  children,
+}: Readonly<{
+  children: React.ReactNode;
+}>) {
+  return (
+    <html lang="en">
+      <body className={`${inter.className} h-screen w-screen bg-slate-200`}>{children}</body>
+    </html>
+  );
+}
diff --git a/website_gale_shapley/front/app/page.tsx b/website_gale_shapley/front/app/page.tsx
new file mode 100644
index 0000000..42ca894
--- /dev/null
+++ b/website_gale_shapley/front/app/page.tsx
@@ -0,0 +1,32 @@
+import AllocationForm from "@/components/AllocationForm";
+import Link from "next/link";
+
+export default async function Home() {
+  return (
+    <div className="flex flex-col items-center w-full h-full space-y-5 pt-5 pl-2 pr-2">
+      <p className="text-lg md:text-3xl font-bold">
+        Course allocation: Gale-Shapley protocol
+      </p>
+      <span className="w-full md:w-2/3">
+        This algorithm is based on the following paper:
+        <br />
+        <Link className="underline hover:text-blue-500" href="https://doi.org/10.1111/j.1468-2354.2009.00572.x">"Course bidding at business schools", by Tayfun Sönmez and M. Utku Ünver (2010)</Link>
+        <br />
+        Programmed by: <Link className="underline hover:text-blue-500" href="https://github.com/zachibenshitrit">Zachi Ben Shitrit</Link>
+        <br />
+        <br />
+        This form allows you to allocate courses to students based on the Gale-Shapley algorithm.
+        Please provide the following data:
+        <ul className="list-disc list-inside mt-2">
+          <li><strong className="underline">Course Capabilities:</strong> Enter a JSON string representing the capacities of each course.</li>
+          <li><strong className="underline">Agent Capabilities:</strong> Enter a JSON string representing the capacities of each agent.</li>
+          <li><strong className="underline">Bids:</strong> Enter a JSON string representing the bids for each agent on courses.</li>
+          <li><strong className="underline">Course Order Per Student:</strong> Enter a JSON string representing the course order preferences for each student.</li>
+          <li><strong className="underline">Tie-Breaking Lottery:</strong> Enter a JSON string representing the tie-breaking values for each student.</li>
+        </ul>
+        After filling out the form, the Gale-Shapley algorithm will process the data to allocate courses to students based on their preferences and the provided constraints.
+      </span>
+      <AllocationForm className="w-full md:w-2/3" />
+    </div>
+  );
+}
diff --git a/website_gale_shapley/front/components.json b/website_gale_shapley/front/components.json
new file mode 100644
index 0000000..15f2b02
--- /dev/null
+++ b/website_gale_shapley/front/components.json
@@ -0,0 +1,17 @@
+{
+  "$schema": "https://ui.shadcn.com/schema.json",
+  "style": "default",
+  "rsc": true,
+  "tsx": true,
+  "tailwind": {
+    "config": "tailwind.config.ts",
+    "css": "app/globals.css",
+    "baseColor": "slate",
+    "cssVariables": true,
+    "prefix": ""
+  },
+  "aliases": {
+    "components": "@/components",
+    "utils": "@/lib/utils"
+  }
+}
\ No newline at end of file
diff --git a/website_gale_shapley/front/components/AllocationForm.tsx b/website_gale_shapley/front/components/AllocationForm.tsx
new file mode 100644
index 0000000..ea49f45
--- /dev/null
+++ b/website_gale_shapley/front/components/AllocationForm.tsx
@@ -0,0 +1,147 @@
+"use client";
+import clsx from "clsx";
+import { Textarea } from "./ui/textarea";
+import { useForm } from "react-hook-form";
+import { zodResolver } from "@hookform/resolvers/zod";
+import { Form, FormControl, FormDescription, FormField, FormItem, FormLabel, FormMessage } from "./ui/form";
+import { z } from "zod";
+import { Button } from "./ui/button";
+import { CoursePreferences, formSchema } from "@/lib/formSchemas";
+import { submitForm } from "@/lib/actions";
+import { AllocationResult } from "@/lib/formSchemas";
+import { AllocationResultDialog } from "./AllocationResultDialog";
+import { useState } from "react";
+
+export default function AllocationForm({ className }: { className?: string }) {
+    const [result, setResult] = useState<AllocationResult | undefined>();
+    const [open, setOpen] = useState(false);
+
+    // Define your form.
+    const form = useForm<z.infer<typeof formSchema>>({
+        resolver: zodResolver(formSchema),
+        defaultValues: {
+            courseCapabilities: "",
+            agentCapabilities: "",
+            bids: "",
+            courseOrderPerStudent: "",
+            tieBrakingLottery: "",
+        },
+    });
+
+    // Define a submit handler.
+    async function onSubmit(values: z.infer<typeof formSchema>) {
+        try {
+            const temp = await submitForm(values);
+            console.log(temp);
+            setResult(temp);
+            setOpen(true);
+        } catch (error) {
+            console.error("Error submitting form:", error);
+        }
+    }
+
+    // Set example values for the form fields
+    function handleDefaultValuesExample() {
+        form.setValue("courseCapabilities", '{"Course1": 4, "Course2": 4, "Course3": 2, "Course4": 3, "Course5": 2}');
+        form.setValue("agentCapabilities", '{"Alice": 3, "Bob": 3, "Chana": 3, "Dana": 3, "Dor": 3}');
+        form.setValue("bids", '{"Alice": {"Course1": 20, "Course2": 15, "Course3": 35, "Course4": 10, "Course5": 20}, "Bob": {"Course1": 30, "Course2": 15, "Course3": 20, "Course4": 20, "Course5": 15}, "Chana": {"Course1": 40, "Course2": 10, "Course3": 25, "Course4": 10, "Course5": 15}, "Dana": {"Course1": 10, "Course2": 10, "Course3": 15, "Course4": 30, "Course5": 35}, "Dor": {"Course1": 25, "Course2": 20, "Course3": 30, "Course4": 10, "Course5": 15}}');
+        form.setValue("courseOrderPerStudent", '{"Alice": ["Course5", "Course3", "Course1", "Course2", "Course4"], "Bob": ["Course1", "Course4", "Course5", "Course2", "Course3"], "Chana": ["Course5", "Course1", "Course4", "Course3", "Course2"], "Dana": ["Course3", "Course4", "Course1", "Course5", "Course2"], "Dor": ["Course5", "Course1", "Course4", "Course3", "Course2"]}');
+        form.setValue("tieBrakingLottery", '{"Alice": 0.6, "Bob": 0.4, "Chana": 0.3, "Dana": 0.8, "Dor": 0.2}');
+    }
+
+    // Clear all form fields
+    function handleClearForm() {
+        form.setValue("courseCapabilities", "");
+        form.setValue("agentCapabilities", "");
+        form.setValue("bids", "");
+        form.setValue("courseOrderPerStudent", "");
+        form.setValue("tieBrakingLottery", "");
+    }
+
+    return (
+        <div className={clsx("flex flex-col space-y-5 w-full h-full", className)}>
+            <div className="flex flex-row justify-between">
+                <Button onClick={handleClearForm}>Clear Form</Button>
+                <Button onClick={handleDefaultValuesExample}>Fill Example Values</Button>
+            </div>
+
+            <Form {...form}>
+                <form onSubmit={form.handleSubmit(onSubmit)} className="space-y-8">
+                    <FormField
+                        control={form.control}
+                        name="courseCapabilities"
+                        render={({ field }) => (
+                            <FormItem>
+                                <FormLabel>Courses and Capacities</FormLabel>
+                                <FormControl>
+                                    <Textarea {...field} placeholder="Enter a JSON representing the capacities of each course." />
+                                </FormControl>
+                                <FormMessage />
+                            </FormItem>
+                        )}
+                    />
+
+                    <FormField
+                        control={form.control}
+                        name="agentCapabilities"
+                        render={({ field }) => (
+                            <FormItem>
+                                <FormLabel>Agents and Capacities</FormLabel>
+                                <FormControl>
+                                    <Textarea {...field} placeholder="Enter a JSON representing the capacities of each agent." />
+                                </FormControl>
+                                <FormMessage />
+                            </FormItem>
+                        )}
+                    />
+
+                    <FormField
+                        control={form.control}
+                        name="bids"
+                        render={({ field }) => (
+                            <FormItem>
+                                <FormLabel>Bids</FormLabel>
+                                <FormControl>
+                                    <Textarea {...field} placeholder="Enter a JSON representing the bids for each agent on courses." />
+                                </FormControl>
+                                <FormMessage />
+                            </FormItem>
+                        )}
+                    />
+
+                    <FormField
+                        control={form.control}
+                        name="courseOrderPerStudent"
+                        render={({ field }) => (
+                            <FormItem>
+                                <FormLabel>Course Order Per Student</FormLabel>
+                                <FormControl>
+                                    <Textarea {...field} placeholder="Enter a JSON representing the course order preferences for each student." />
+                                </FormControl>
+                                <FormMessage />
+                            </FormItem>
+                        )}
+                    />
+
+                    <FormField
+                        control={form.control}
+                        name="tieBrakingLottery"
+                        render={({ field }) => (
+                            <FormItem>
+                                <FormLabel>Tie-breaking Lottery</FormLabel>
+                                <FormControl>
+                                    <Textarea {...field} placeholder="Enter a JSON representing the tie-breaking values for each student." />
+                                </FormControl>
+                                <FormMessage />
+                            </FormItem>
+                        )}
+                    />
+
+                    <Button type="submit" className="w-full bg-blue-500 hover:bg-blue-400">Submit</Button>
+                </form>
+            </Form>
+
+            <AllocationResultDialog result={result} open={open} setOpen={setOpen} />
+        </div>
+    );
+}
diff --git a/website_gale_shapley/front/components/AllocationResultDialog.tsx b/website_gale_shapley/front/components/AllocationResultDialog.tsx
new file mode 100644
index 0000000..70759a9
--- /dev/null
+++ b/website_gale_shapley/front/components/AllocationResultDialog.tsx
@@ -0,0 +1,53 @@
+"use client";
+import { Button } from "@/components/ui/button";
+import {
+    Dialog,
+    DialogContent,
+    DialogDescription,
+    DialogFooter,
+    DialogHeader,
+    DialogTitle,
+    DialogTrigger,
+} from "@/components/ui/dialog";
+import { CoursePreferences } from "@/lib/formSchemas";
+import { ReactNode, useState } from "react";
+import { AllocationResult } from "@/lib/formSchemas";
+
+export function AllocationResultDialog({ result, open, setOpen, children }: { result?: AllocationResult, open: boolean, setOpen: (value: boolean) => void, children?: ReactNode }) {
+
+    return (
+        <Dialog open={open} onOpenChange={setOpen}>
+            <DialogTrigger asChild>
+                {children}
+            </DialogTrigger>
+            <DialogContent className="sm:max-w-auto max-h-[80vh] overflow-auto rounded-lg">
+                <DialogHeader>
+                    <DialogTitle>Summary</DialogTitle>
+                    <DialogDescription>
+                        Here are the allocation results:
+                    </DialogDescription>
+                </DialogHeader>
+                <div className="space-y-4">
+                    {result && result.allocation && Object.entries(result.allocation).map(([name, courses]) => (
+                        <div key={name}>
+                            <h3 className="text-lg font-bold underline">{name}</h3>
+                            <ul className="list-disc pl-5">
+                                {courses.map((course, index) => (
+                                    <li key={index}>{course}</li>
+                                ))}
+                            </ul>
+                        </div>
+                    ))}
+                </div>
+                {result && result.logs && (
+                    <div className="mt-6">
+                        <h3 className="text-lg font-bold">Algorithm Logs:</h3>
+                        <pre className="bg-gray-100 p-2 rounded-md text-sm overflow-x-auto">
+                            {result.logs.join('\n')}
+                        </pre>
+                    </div>
+                )}
+            </DialogContent>
+        </Dialog>
+    );
+}
diff --git a/website_gale_shapley/front/components/ui/button.tsx b/website_gale_shapley/front/components/ui/button.tsx
new file mode 100644
index 0000000..0ba4277
--- /dev/null
+++ b/website_gale_shapley/front/components/ui/button.tsx
@@ -0,0 +1,56 @@
+import * as React from "react"
+import { Slot } from "@radix-ui/react-slot"
+import { cva, type VariantProps } from "class-variance-authority"
+
+import { cn } from "@/lib/utils"
+
+const buttonVariants = cva(
+  "inline-flex items-center justify-center whitespace-nowrap rounded-md text-sm font-medium ring-offset-background transition-colors focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 disabled:pointer-events-none disabled:opacity-50",
+  {
+    variants: {
+      variant: {
+        default: "bg-primary text-primary-foreground hover:bg-primary/90",
+        destructive:
+          "bg-destructive text-destructive-foreground hover:bg-destructive/90",
+        outline:
+          "border border-input bg-background hover:bg-accent hover:text-accent-foreground",
+        secondary:
+          "bg-secondary text-secondary-foreground hover:bg-secondary/80",
+        ghost: "hover:bg-accent hover:text-accent-foreground",
+        link: "text-primary underline-offset-4 hover:underline",
+      },
+      size: {
+        default: "h-10 px-4 py-2",
+        sm: "h-9 rounded-md px-3",
+        lg: "h-11 rounded-md px-8",
+        icon: "h-10 w-10",
+      },
+    },
+    defaultVariants: {
+      variant: "default",
+      size: "default",
+    },
+  }
+)
+
+export interface ButtonProps
+  extends React.ButtonHTMLAttributes<HTMLButtonElement>,
+    VariantProps<typeof buttonVariants> {
+  asChild?: boolean
+}
+
+const Button = React.forwardRef<HTMLButtonElement, ButtonProps>(
+  ({ className, variant, size, asChild = false, ...props }, ref) => {
+    const Comp = asChild ? Slot : "button"
+    return (
+      <Comp
+        className={cn(buttonVariants({ variant, size, className }))}
+        ref={ref}
+        {...props}
+      />
+    )
+  }
+)
+Button.displayName = "Button"
+
+export { Button, buttonVariants }
diff --git a/website_gale_shapley/front/components/ui/dialog.tsx b/website_gale_shapley/front/components/ui/dialog.tsx
new file mode 100644
index 0000000..6021370
--- /dev/null
+++ b/website_gale_shapley/front/components/ui/dialog.tsx
@@ -0,0 +1,122 @@
+"use client"
+
+import * as React from "react"
+import * as DialogPrimitive from "@radix-ui/react-dialog"
+import { X } from "lucide-react"
+
+import { cn } from "@/lib/utils"
+
+const Dialog = DialogPrimitive.Root
+
+const DialogTrigger = DialogPrimitive.Trigger
+
+const DialogPortal = DialogPrimitive.Portal
+
+const DialogClose = DialogPrimitive.Close
+
+const DialogOverlay = React.forwardRef<
+  React.ElementRef<typeof DialogPrimitive.Overlay>,
+  React.ComponentPropsWithoutRef<typeof DialogPrimitive.Overlay>
+>(({ className, ...props }, ref) => (
+  <DialogPrimitive.Overlay
+    ref={ref}
+    className={cn(
+      "fixed inset-0 z-50 bg-black/80  data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0",
+      className
+    )}
+    {...props}
+  />
+))
+DialogOverlay.displayName = DialogPrimitive.Overlay.displayName
+
+const DialogContent = React.forwardRef<
+  React.ElementRef<typeof DialogPrimitive.Content>,
+  React.ComponentPropsWithoutRef<typeof DialogPrimitive.Content>
+>(({ className, children, ...props }, ref) => (
+  <DialogPortal>
+    <DialogOverlay />
+    <DialogPrimitive.Content
+      ref={ref}
+      className={cn(
+        "fixed left-[50%] top-[50%] z-50 grid w-full max-w-lg translate-x-[-50%] translate-y-[-50%] gap-4 border bg-background p-6 shadow-lg duration-200 data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0 data-[state=closed]:zoom-out-95 data-[state=open]:zoom-in-95 data-[state=closed]:slide-out-to-left-1/2 data-[state=closed]:slide-out-to-top-[48%] data-[state=open]:slide-in-from-left-1/2 data-[state=open]:slide-in-from-top-[48%] sm:rounded-lg",
+        className
+      )}
+      {...props}
+    >
+      {children}
+      <DialogPrimitive.Close className="absolute right-4 top-4 rounded-sm opacity-70 ring-offset-background transition-opacity hover:opacity-100 focus:outline-none focus:ring-2 focus:ring-ring focus:ring-offset-2 disabled:pointer-events-none data-[state=open]:bg-accent data-[state=open]:text-muted-foreground">
+        <X className="h-4 w-4" />
+        <span className="sr-only">Close</span>
+      </DialogPrimitive.Close>
+    </DialogPrimitive.Content>
+  </DialogPortal>
+))
+DialogContent.displayName = DialogPrimitive.Content.displayName
+
+const DialogHeader = ({
+  className,
+  ...props
+}: React.HTMLAttributes<HTMLDivElement>) => (
+  <div
+    className={cn(
+      "flex flex-col space-y-1.5 text-center sm:text-left",
+      className
+    )}
+    {...props}
+  />
+)
+DialogHeader.displayName = "DialogHeader"
+
+const DialogFooter = ({
+  className,
+  ...props
+}: React.HTMLAttributes<HTMLDivElement>) => (
+  <div
+    className={cn(
+      "flex flex-col-reverse sm:flex-row sm:justify-end sm:space-x-2",
+      className
+    )}
+    {...props}
+  />
+)
+DialogFooter.displayName = "DialogFooter"
+
+const DialogTitle = React.forwardRef<
+  React.ElementRef<typeof DialogPrimitive.Title>,
+  React.ComponentPropsWithoutRef<typeof DialogPrimitive.Title>
+>(({ className, ...props }, ref) => (
+  <DialogPrimitive.Title
+    ref={ref}
+    className={cn(
+      "text-xl font-semibold leading-none tracking-tight",
+      className
+    )}
+    {...props}
+  />
+))
+DialogTitle.displayName = DialogPrimitive.Title.displayName
+
+const DialogDescription = React.forwardRef<
+  React.ElementRef<typeof DialogPrimitive.Description>,
+  React.ComponentPropsWithoutRef<typeof DialogPrimitive.Description>
+>(({ className, ...props }, ref) => (
+  <DialogPrimitive.Description
+    ref={ref}
+    className={cn("text-sm text-muted-foreground", className)}
+    {...props}
+  />
+))
+DialogDescription.displayName = DialogPrimitive.Description.displayName
+
+export {
+  Dialog,
+  DialogPortal,
+  DialogOverlay,
+  DialogClose,
+  DialogTrigger,
+  DialogContent,
+  DialogHeader,
+  DialogFooter,
+  DialogTitle,
+  DialogDescription,
+}
diff --git a/website_gale_shapley/front/components/ui/form.tsx b/website_gale_shapley/front/components/ui/form.tsx
new file mode 100644
index 0000000..ce264ae
--- /dev/null
+++ b/website_gale_shapley/front/components/ui/form.tsx
@@ -0,0 +1,178 @@
+"use client"
+
+import * as React from "react"
+import * as LabelPrimitive from "@radix-ui/react-label"
+import { Slot } from "@radix-ui/react-slot"
+import {
+  Controller,
+  ControllerProps,
+  FieldPath,
+  FieldValues,
+  FormProvider,
+  useFormContext,
+} from "react-hook-form"
+
+import { cn } from "@/lib/utils"
+import { Label } from "@/components/ui/label"
+
+const Form = FormProvider
+
+type FormFieldContextValue<
+  TFieldValues extends FieldValues = FieldValues,
+  TName extends FieldPath<TFieldValues> = FieldPath<TFieldValues>
+> = {
+  name: TName
+}
+
+const FormFieldContext = React.createContext<FormFieldContextValue>(
+  {} as FormFieldContextValue
+)
+
+const FormField = <
+  TFieldValues extends FieldValues = FieldValues,
+  TName extends FieldPath<TFieldValues> = FieldPath<TFieldValues>
+>({
+  ...props
+}: ControllerProps<TFieldValues, TName>) => {
+  return (
+    <FormFieldContext.Provider value={{ name: props.name }}>
+      <Controller {...props} />
+    </FormFieldContext.Provider>
+  )
+}
+
+const useFormField = () => {
+  const fieldContext = React.useContext(FormFieldContext)
+  const itemContext = React.useContext(FormItemContext)
+  const { getFieldState, formState } = useFormContext()
+
+  const fieldState = getFieldState(fieldContext.name, formState)
+
+  if (!fieldContext) {
+    throw new Error("useFormField should be used within <FormField>")
+  }
+
+  const { id } = itemContext
+
+  return {
+    id,
+    name: fieldContext.name,
+    formItemId: `${id}-form-item`,
+    formDescriptionId: `${id}-form-item-description`,
+    formMessageId: `${id}-form-item-message`,
+    ...fieldState,
+  }
+}
+
+type FormItemContextValue = {
+  id: string
+}
+
+const FormItemContext = React.createContext<FormItemContextValue>(
+  {} as FormItemContextValue
+)
+
+const FormItem = React.forwardRef<
+  HTMLDivElement,
+  React.HTMLAttributes<HTMLDivElement>
+>(({ className, ...props }, ref) => {
+  const id = React.useId()
+
+  return (
+    <FormItemContext.Provider value={{ id }}>
+      <div ref={ref} className={cn("space-y-2", className)} {...props} />
+    </FormItemContext.Provider>
+  )
+})
+FormItem.displayName = "FormItem"
+
+const FormLabel = React.forwardRef<
+  React.ElementRef<typeof LabelPrimitive.Root>,
+  React.ComponentPropsWithoutRef<typeof LabelPrimitive.Root>
+>(({ className, ...props }, ref) => {
+  const { error, formItemId } = useFormField()
+
+  return (
+    <Label
+      ref={ref}
+      className={cn(error && "text-destructive", className)}
+      htmlFor={formItemId}
+      {...props}
+    />
+  )
+})
+FormLabel.displayName = "FormLabel"
+
+const FormControl = React.forwardRef<
+  React.ElementRef<typeof Slot>,
+  React.ComponentPropsWithoutRef<typeof Slot>
+>(({ ...props }, ref) => {
+  const { error, formItemId, formDescriptionId, formMessageId } = useFormField()
+
+  return (
+    <Slot
+      ref={ref}
+      id={formItemId}
+      aria-describedby={
+        !error
+          ? `${formDescriptionId}`
+          : `${formDescriptionId} ${formMessageId}`
+      }
+      aria-invalid={!!error}
+      {...props}
+    />
+  )
+})
+FormControl.displayName = "FormControl"
+
+const FormDescription = React.forwardRef<
+  HTMLParagraphElement,
+  React.HTMLAttributes<HTMLParagraphElement>
+>(({ className, ...props }, ref) => {
+  const { formDescriptionId } = useFormField()
+
+  return (
+    <p
+      ref={ref}
+      id={formDescriptionId}
+      className={cn("text-sm text-muted-foreground", className)}
+      {...props}
+    />
+  )
+})
+FormDescription.displayName = "FormDescription"
+
+const FormMessage = React.forwardRef<
+  HTMLParagraphElement,
+  React.HTMLAttributes<HTMLParagraphElement>
+>(({ className, children, ...props }, ref) => {
+  const { error, formMessageId } = useFormField()
+  const body = error ? String(error?.message) : children
+
+  if (!body) {
+    return null
+  }
+
+  return (
+    <p
+      ref={ref}
+      id={formMessageId}
+      className={cn("text-sm font-medium text-destructive", className)}
+      {...props}
+    >
+      {body}
+    </p>
+  )
+})
+FormMessage.displayName = "FormMessage"
+
+export {
+  useFormField,
+  Form,
+  FormItem,
+  FormLabel,
+  FormControl,
+  FormDescription,
+  FormMessage,
+  FormField,
+}
diff --git a/website_gale_shapley/front/components/ui/input.tsx b/website_gale_shapley/front/components/ui/input.tsx
new file mode 100644
index 0000000..677d05f
--- /dev/null
+++ b/website_gale_shapley/front/components/ui/input.tsx
@@ -0,0 +1,25 @@
+import * as React from "react"
+
+import { cn } from "@/lib/utils"
+
+export interface InputProps
+  extends React.InputHTMLAttributes<HTMLInputElement> {}
+
+const Input = React.forwardRef<HTMLInputElement, InputProps>(
+  ({ className, type, ...props }, ref) => {
+    return (
+      <input
+        type={type}
+        className={cn(
+          "flex h-10 w-full rounded-md border border-input bg-background px-3 py-2 text-sm ring-offset-background file:border-0 file:bg-transparent file:text-sm file:font-medium placeholder:text-muted-foreground focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 disabled:cursor-not-allowed disabled:opacity-50",
+          className
+        )}
+        ref={ref}
+        {...props}
+      />
+    )
+  }
+)
+Input.displayName = "Input"
+
+export { Input }
diff --git a/website_gale_shapley/front/components/ui/label.tsx b/website_gale_shapley/front/components/ui/label.tsx
new file mode 100644
index 0000000..5341821
--- /dev/null
+++ b/website_gale_shapley/front/components/ui/label.tsx
@@ -0,0 +1,26 @@
+"use client"
+
+import * as React from "react"
+import * as LabelPrimitive from "@radix-ui/react-label"
+import { cva, type VariantProps } from "class-variance-authority"
+
+import { cn } from "@/lib/utils"
+
+const labelVariants = cva(
+  "text-sm font-medium leading-none peer-disabled:cursor-not-allowed peer-disabled:opacity-70"
+)
+
+const Label = React.forwardRef<
+  React.ElementRef<typeof LabelPrimitive.Root>,
+  React.ComponentPropsWithoutRef<typeof LabelPrimitive.Root> &
+    VariantProps<typeof labelVariants>
+>(({ className, ...props }, ref) => (
+  <LabelPrimitive.Root
+    ref={ref}
+    className={cn(labelVariants(), className)}
+    {...props}
+  />
+))
+Label.displayName = LabelPrimitive.Root.displayName
+
+export { Label }
diff --git a/website_gale_shapley/front/components/ui/select.tsx b/website_gale_shapley/front/components/ui/select.tsx
new file mode 100644
index 0000000..3c20a71
--- /dev/null
+++ b/website_gale_shapley/front/components/ui/select.tsx
@@ -0,0 +1,160 @@
+"use client"
+
+import * as React from "react"
+import * as SelectPrimitive from "@radix-ui/react-select"
+import { Check, ChevronDown, ChevronUp } from "lucide-react"
+
+import { cn } from "@/lib/utils"
+
+const Select = SelectPrimitive.Root
+
+const SelectGroup = SelectPrimitive.Group
+
+const SelectValue = SelectPrimitive.Value
+
+const SelectTrigger = React.forwardRef<
+  React.ElementRef<typeof SelectPrimitive.Trigger>,
+  React.ComponentPropsWithoutRef<typeof SelectPrimitive.Trigger>
+>(({ className, children, ...props }, ref) => (
+  <SelectPrimitive.Trigger
+    ref={ref}
+    className={cn(
+      "flex h-10 w-full items-center justify-between rounded-md border border-input bg-background px-3 py-2 text-sm ring-offset-background placeholder:text-muted-foreground focus:outline-none focus:ring-2 focus:ring-ring focus:ring-offset-2 disabled:cursor-not-allowed disabled:opacity-50 [&>span]:line-clamp-1",
+      className
+    )}
+    {...props}
+  >
+    {children}
+    <SelectPrimitive.Icon asChild>
+      <ChevronDown className="h-4 w-4 opacity-50" />
+    </SelectPrimitive.Icon>
+  </SelectPrimitive.Trigger>
+))
+SelectTrigger.displayName = SelectPrimitive.Trigger.displayName
+
+const SelectScrollUpButton = React.forwardRef<
+  React.ElementRef<typeof SelectPrimitive.ScrollUpButton>,
+  React.ComponentPropsWithoutRef<typeof SelectPrimitive.ScrollUpButton>
+>(({ className, ...props }, ref) => (
+  <SelectPrimitive.ScrollUpButton
+    ref={ref}
+    className={cn(
+      "flex cursor-default items-center justify-center py-1",
+      className
+    )}
+    {...props}
+  >
+    <ChevronUp className="h-4 w-4" />
+  </SelectPrimitive.ScrollUpButton>
+))
+SelectScrollUpButton.displayName = SelectPrimitive.ScrollUpButton.displayName
+
+const SelectScrollDownButton = React.forwardRef<
+  React.ElementRef<typeof SelectPrimitive.ScrollDownButton>,
+  React.ComponentPropsWithoutRef<typeof SelectPrimitive.ScrollDownButton>
+>(({ className, ...props }, ref) => (
+  <SelectPrimitive.ScrollDownButton
+    ref={ref}
+    className={cn(
+      "flex cursor-default items-center justify-center py-1",
+      className
+    )}
+    {...props}
+  >
+    <ChevronDown className="h-4 w-4" />
+  </SelectPrimitive.ScrollDownButton>
+))
+SelectScrollDownButton.displayName =
+  SelectPrimitive.ScrollDownButton.displayName
+
+const SelectContent = React.forwardRef<
+  React.ElementRef<typeof SelectPrimitive.Content>,
+  React.ComponentPropsWithoutRef<typeof SelectPrimitive.Content>
+>(({ className, children, position = "popper", ...props }, ref) => (
+  <SelectPrimitive.Portal>
+    <SelectPrimitive.Content
+      ref={ref}
+      className={cn(
+        "relative z-50 max-h-96 min-w-[8rem] overflow-hidden rounded-md border bg-popover text-popover-foreground shadow-md data-[state=open]:animate-in data-[state=closed]:animate-out data-[state=closed]:fade-out-0 data-[state=open]:fade-in-0 data-[state=closed]:zoom-out-95 data-[state=open]:zoom-in-95 data-[side=bottom]:slide-in-from-top-2 data-[side=left]:slide-in-from-right-2 data-[side=right]:slide-in-from-left-2 data-[side=top]:slide-in-from-bottom-2",
+        position === "popper" &&
+        "data-[side=bottom]:translate-y-1 data-[side=left]:-translate-x-1 data-[side=right]:translate-x-1 data-[side=top]:-translate-y-1",
+        className
+      )}
+      position={position}
+      {...props}
+    >
+      <SelectScrollUpButton />
+      <SelectPrimitive.Viewport
+        className={cn(
+          "p-1",
+          position === "popper" &&
+          "h-[var(--radix-select-trigger-height)] w-full min-w-[var(--radix-select-trigger-width)]"
+        )}
+      >
+        {children}
+      </SelectPrimitive.Viewport>
+      <SelectScrollDownButton />
+    </SelectPrimitive.Content>
+  </SelectPrimitive.Portal>
+))
+SelectContent.displayName = SelectPrimitive.Content.displayName
+
+const SelectLabel = React.forwardRef<
+  React.ElementRef<typeof SelectPrimitive.Label>,
+  React.ComponentPropsWithoutRef<typeof SelectPrimitive.Label>
+>(({ className, ...props }, ref) => (
+  <SelectPrimitive.Label
+    ref={ref}
+    className={cn("py-1.5 pl-8 pr-2 text-sm font-semibold", className)}
+    {...props}
+  />
+))
+SelectLabel.displayName = SelectPrimitive.Label.displayName
+
+const SelectItem = React.forwardRef<
+  React.ElementRef<typeof SelectPrimitive.Item>,
+  React.ComponentPropsWithoutRef<typeof SelectPrimitive.Item>
+>(({ className, children, ...props }, ref) => (
+  <SelectPrimitive.Item
+    ref={ref}
+    className={cn(
+      "relative flex w-full cursor-default select-none items-center rounded-sm py-1.5 pl-8 pr-2 text-sm outline-none focus:bg-accent focus:text-accent-foreground data-[disabled]:pointer-events-none data-[disabled]:opacity-50",
+      className
+    )}
+    {...props}
+  >
+    <span className="absolute left-2 flex h-3.5 w-3.5 items-center justify-center">
+      <SelectPrimitive.ItemIndicator>
+        <Check className="h-4 w-4" />
+      </SelectPrimitive.ItemIndicator>
+    </span>
+
+    <SelectPrimitive.ItemText>{children}</SelectPrimitive.ItemText>
+  </SelectPrimitive.Item>
+))
+SelectItem.displayName = SelectPrimitive.Item.displayName
+
+const SelectSeparator = React.forwardRef<
+  React.ElementRef<typeof SelectPrimitive.Separator>,
+  React.ComponentPropsWithoutRef<typeof SelectPrimitive.Separator>
+>(({ className, ...props }, ref) => (
+  <SelectPrimitive.Separator
+    ref={ref}
+    className={cn("-mx-1 my-1 h-px bg-muted", className)}
+    {...props}
+  />
+))
+SelectSeparator.displayName = SelectPrimitive.Separator.displayName
+
+export {
+  Select,
+  SelectGroup,
+  SelectValue,
+  SelectTrigger,
+  SelectContent,
+  SelectLabel,
+  SelectItem,
+  SelectSeparator,
+  SelectScrollUpButton,
+  SelectScrollDownButton,
+}
diff --git a/website_gale_shapley/front/components/ui/textarea.tsx b/website_gale_shapley/front/components/ui/textarea.tsx
new file mode 100644
index 0000000..9f9a6dc
--- /dev/null
+++ b/website_gale_shapley/front/components/ui/textarea.tsx
@@ -0,0 +1,24 @@
+import * as React from "react"
+
+import { cn } from "@/lib/utils"
+
+export interface TextareaProps
+  extends React.TextareaHTMLAttributes<HTMLTextAreaElement> {}
+
+const Textarea = React.forwardRef<HTMLTextAreaElement, TextareaProps>(
+  ({ className, ...props }, ref) => {
+    return (
+      <textarea
+        className={cn(
+          "flex min-h-[80px] w-full rounded-md border border-input bg-background px-3 py-2 text-sm ring-offset-background placeholder:text-muted-foreground focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 disabled:cursor-not-allowed disabled:opacity-50",
+          className
+        )}
+        ref={ref}
+        {...props}
+      />
+    )
+  }
+)
+Textarea.displayName = "Textarea"
+
+export { Textarea }
diff --git a/website_gale_shapley/front/components/ui/toast.tsx b/website_gale_shapley/front/components/ui/toast.tsx
new file mode 100644
index 0000000..521b94b
--- /dev/null
+++ b/website_gale_shapley/front/components/ui/toast.tsx
@@ -0,0 +1,129 @@
+"use client"
+
+import * as React from "react"
+import * as ToastPrimitives from "@radix-ui/react-toast"
+import { cva, type VariantProps } from "class-variance-authority"
+import { X } from "lucide-react"
+
+import { cn } from "@/lib/utils"
+
+const ToastProvider = ToastPrimitives.Provider
+
+const ToastViewport = React.forwardRef<
+  React.ElementRef<typeof ToastPrimitives.Viewport>,
+  React.ComponentPropsWithoutRef<typeof ToastPrimitives.Viewport>
+>(({ className, ...props }, ref) => (
+  <ToastPrimitives.Viewport
+    ref={ref}
+    className={cn(
+      "fixed top-0 z-[100] flex max-h-screen w-full flex-col-reverse p-4 sm:bottom-0 sm:right-0 sm:top-auto sm:flex-col md:max-w-[420px]",
+      className
+    )}
+    {...props}
+  />
+))
+ToastViewport.displayName = ToastPrimitives.Viewport.displayName
+
+const toastVariants = cva(
+  "group pointer-events-auto relative flex w-full items-center justify-between space-x-4 overflow-hidden rounded-md border p-6 pr-8 shadow-lg transition-all data-[swipe=cancel]:translate-x-0 data-[swipe=end]:translate-x-[var(--radix-toast-swipe-end-x)] data-[swipe=move]:translate-x-[var(--radix-toast-swipe-move-x)] data-[swipe=move]:transition-none data-[state=open]:animate-in data-[state=closed]:animate-out data-[swipe=end]:animate-out data-[state=closed]:fade-out-80 data-[state=closed]:slide-out-to-right-full data-[state=open]:slide-in-from-top-full data-[state=open]:sm:slide-in-from-bottom-full",
+  {
+    variants: {
+      variant: {
+        default: "border bg-background text-foreground",
+        destructive:
+          "destructive group border-destructive bg-destructive text-destructive-foreground",
+      },
+    },
+    defaultVariants: {
+      variant: "default",
+    },
+  }
+)
+
+const Toast = React.forwardRef<
+  React.ElementRef<typeof ToastPrimitives.Root>,
+  React.ComponentPropsWithoutRef<typeof ToastPrimitives.Root> &
+    VariantProps<typeof toastVariants>
+>(({ className, variant, ...props }, ref) => {
+  return (
+    <ToastPrimitives.Root
+      ref={ref}
+      className={cn(toastVariants({ variant }), className)}
+      {...props}
+    />
+  )
+})
+Toast.displayName = ToastPrimitives.Root.displayName
+
+const ToastAction = React.forwardRef<
+  React.ElementRef<typeof ToastPrimitives.Action>,
+  React.ComponentPropsWithoutRef<typeof ToastPrimitives.Action>
+>(({ className, ...props }, ref) => (
+  <ToastPrimitives.Action
+    ref={ref}
+    className={cn(
+      "inline-flex h-8 shrink-0 items-center justify-center rounded-md border bg-transparent px-3 text-sm font-medium ring-offset-background transition-colors hover:bg-secondary focus:outline-none focus:ring-2 focus:ring-ring focus:ring-offset-2 disabled:pointer-events-none disabled:opacity-50 group-[.destructive]:border-muted/40 group-[.destructive]:hover:border-destructive/30 group-[.destructive]:hover:bg-destructive group-[.destructive]:hover:text-destructive-foreground group-[.destructive]:focus:ring-destructive",
+      className
+    )}
+    {...props}
+  />
+))
+ToastAction.displayName = ToastPrimitives.Action.displayName
+
+const ToastClose = React.forwardRef<
+  React.ElementRef<typeof ToastPrimitives.Close>,
+  React.ComponentPropsWithoutRef<typeof ToastPrimitives.Close>
+>(({ className, ...props }, ref) => (
+  <ToastPrimitives.Close
+    ref={ref}
+    className={cn(
+      "absolute right-2 top-2 rounded-md p-1 text-foreground/50 opacity-0 transition-opacity hover:text-foreground focus:opacity-100 focus:outline-none focus:ring-2 group-hover:opacity-100 group-[.destructive]:text-red-300 group-[.destructive]:hover:text-red-50 group-[.destructive]:focus:ring-red-400 group-[.destructive]:focus:ring-offset-red-600",
+      className
+    )}
+    toast-close=""
+    {...props}
+  >
+    <X className="h-4 w-4" />
+  </ToastPrimitives.Close>
+))
+ToastClose.displayName = ToastPrimitives.Close.displayName
+
+const ToastTitle = React.forwardRef<
+  React.ElementRef<typeof ToastPrimitives.Title>,
+  React.ComponentPropsWithoutRef<typeof ToastPrimitives.Title>
+>(({ className, ...props }, ref) => (
+  <ToastPrimitives.Title
+    ref={ref}
+    className={cn("text-sm font-semibold", className)}
+    {...props}
+  />
+))
+ToastTitle.displayName = ToastPrimitives.Title.displayName
+
+const ToastDescription = React.forwardRef<
+  React.ElementRef<typeof ToastPrimitives.Description>,
+  React.ComponentPropsWithoutRef<typeof ToastPrimitives.Description>
+>(({ className, ...props }, ref) => (
+  <ToastPrimitives.Description
+    ref={ref}
+    className={cn("text-sm opacity-90", className)}
+    {...props}
+  />
+))
+ToastDescription.displayName = ToastPrimitives.Description.displayName
+
+type ToastProps = React.ComponentPropsWithoutRef<typeof Toast>
+
+type ToastActionElement = React.ReactElement<typeof ToastAction>
+
+export {
+  type ToastProps,
+  type ToastActionElement,
+  ToastProvider,
+  ToastViewport,
+  Toast,
+  ToastTitle,
+  ToastDescription,
+  ToastClose,
+  ToastAction,
+}
diff --git a/website_gale_shapley/front/components/ui/toaster.tsx b/website_gale_shapley/front/components/ui/toaster.tsx
new file mode 100644
index 0000000..e223385
--- /dev/null
+++ b/website_gale_shapley/front/components/ui/toaster.tsx
@@ -0,0 +1,35 @@
+"use client"
+
+import {
+  Toast,
+  ToastClose,
+  ToastDescription,
+  ToastProvider,
+  ToastTitle,
+  ToastViewport,
+} from "@/components/ui/toast"
+import { useToast } from "@/components/ui/use-toast"
+
+export function Toaster() {
+  const { toasts } = useToast()
+
+  return (
+    <ToastProvider>
+      {toasts.map(function ({ id, title, description, action, ...props }) {
+        return (
+          <Toast key={id} {...props}>
+            <div className="grid gap-1">
+              {title && <ToastTitle>{title}</ToastTitle>}
+              {description && (
+                <ToastDescription>{description}</ToastDescription>
+              )}
+            </div>
+            {action}
+            <ToastClose />
+          </Toast>
+        )
+      })}
+      <ToastViewport />
+    </ToastProvider>
+  )
+}
diff --git a/website_gale_shapley/front/components/ui/use-toast.ts b/website_gale_shapley/front/components/ui/use-toast.ts
new file mode 100644
index 0000000..02e111d
--- /dev/null
+++ b/website_gale_shapley/front/components/ui/use-toast.ts
@@ -0,0 +1,194 @@
+"use client"
+
+// Inspired by react-hot-toast library
+import * as React from "react"
+
+import type {
+  ToastActionElement,
+  ToastProps,
+} from "@/components/ui/toast"
+
+const TOAST_LIMIT = 1
+const TOAST_REMOVE_DELAY = 1000000
+
+type ToasterToast = ToastProps & {
+  id: string
+  title?: React.ReactNode
+  description?: React.ReactNode
+  action?: ToastActionElement
+}
+
+const actionTypes = {
+  ADD_TOAST: "ADD_TOAST",
+  UPDATE_TOAST: "UPDATE_TOAST",
+  DISMISS_TOAST: "DISMISS_TOAST",
+  REMOVE_TOAST: "REMOVE_TOAST",
+} as const
+
+let count = 0
+
+function genId() {
+  count = (count + 1) % Number.MAX_SAFE_INTEGER
+  return count.toString()
+}
+
+type ActionType = typeof actionTypes
+
+type Action =
+  | {
+      type: ActionType["ADD_TOAST"]
+      toast: ToasterToast
+    }
+  | {
+      type: ActionType["UPDATE_TOAST"]
+      toast: Partial<ToasterToast>
+    }
+  | {
+      type: ActionType["DISMISS_TOAST"]
+      toastId?: ToasterToast["id"]
+    }
+  | {
+      type: ActionType["REMOVE_TOAST"]
+      toastId?: ToasterToast["id"]
+    }
+
+interface State {
+  toasts: ToasterToast[]
+}
+
+const toastTimeouts = new Map<string, ReturnType<typeof setTimeout>>()
+
+const addToRemoveQueue = (toastId: string) => {
+  if (toastTimeouts.has(toastId)) {
+    return
+  }
+
+  const timeout = setTimeout(() => {
+    toastTimeouts.delete(toastId)
+    dispatch({
+      type: "REMOVE_TOAST",
+      toastId: toastId,
+    })
+  }, TOAST_REMOVE_DELAY)
+
+  toastTimeouts.set(toastId, timeout)
+}
+
+export const reducer = (state: State, action: Action): State => {
+  switch (action.type) {
+    case "ADD_TOAST":
+      return {
+        ...state,
+        toasts: [action.toast, ...state.toasts].slice(0, TOAST_LIMIT),
+      }
+
+    case "UPDATE_TOAST":
+      return {
+        ...state,
+        toasts: state.toasts.map((t) =>
+          t.id === action.toast.id ? { ...t, ...action.toast } : t
+        ),
+      }
+
+    case "DISMISS_TOAST": {
+      const { toastId } = action
+
+      // ! Side effects ! - This could be extracted into a dismissToast() action,
+      // but I'll keep it here for simplicity
+      if (toastId) {
+        addToRemoveQueue(toastId)
+      } else {
+        state.toasts.forEach((toast) => {
+          addToRemoveQueue(toast.id)
+        })
+      }
+
+      return {
+        ...state,
+        toasts: state.toasts.map((t) =>
+          t.id === toastId || toastId === undefined
+            ? {
+                ...t,
+                open: false,
+              }
+            : t
+        ),
+      }
+    }
+    case "REMOVE_TOAST":
+      if (action.toastId === undefined) {
+        return {
+          ...state,
+          toasts: [],
+        }
+      }
+      return {
+        ...state,
+        toasts: state.toasts.filter((t) => t.id !== action.toastId),
+      }
+  }
+}
+
+const listeners: Array<(state: State) => void> = []
+
+let memoryState: State = { toasts: [] }
+
+function dispatch(action: Action) {
+  memoryState = reducer(memoryState, action)
+  listeners.forEach((listener) => {
+    listener(memoryState)
+  })
+}
+
+type Toast = Omit<ToasterToast, "id">
+
+function toast({ ...props }: Toast) {
+  const id = genId()
+
+  const update = (props: ToasterToast) =>
+    dispatch({
+      type: "UPDATE_TOAST",
+      toast: { ...props, id },
+    })
+  const dismiss = () => dispatch({ type: "DISMISS_TOAST", toastId: id })
+
+  dispatch({
+    type: "ADD_TOAST",
+    toast: {
+      ...props,
+      id,
+      open: true,
+      onOpenChange: (open) => {
+        if (!open) dismiss()
+      },
+    },
+  })
+
+  return {
+    id: id,
+    dismiss,
+    update,
+  }
+}
+
+function useToast() {
+  const [state, setState] = React.useState<State>(memoryState)
+
+  React.useEffect(() => {
+    listeners.push(setState)
+    return () => {
+      const index = listeners.indexOf(setState)
+      if (index > -1) {
+        listeners.splice(index, 1)
+      }
+    }
+  }, [state])
+
+  return {
+    ...state,
+    toast,
+    dismiss: (toastId?: string) => dispatch({ type: "DISMISS_TOAST", toastId }),
+  }
+}
+
+export { useToast, toast }
diff --git a/website_gale_shapley/front/lib/actions.ts b/website_gale_shapley/front/lib/actions.ts
new file mode 100644
index 0000000..30a031a
--- /dev/null
+++ b/website_gale_shapley/front/lib/actions.ts
@@ -0,0 +1,9 @@
+'use server';
+
+import { z } from "zod";
+import { post } from "./axios_client";
+import { AllocationResult, formSchema } from "./formSchemas";
+
+export async function submitForm(values: z.infer<typeof formSchema>): Promise<AllocationResult> {
+    return await post<AllocationResult>(`/divide/`, values);
+}
\ No newline at end of file
diff --git a/website_gale_shapley/front/lib/axios_client.ts b/website_gale_shapley/front/lib/axios_client.ts
new file mode 100644
index 0000000..587359e
--- /dev/null
+++ b/website_gale_shapley/front/lib/axios_client.ts
@@ -0,0 +1,92 @@
+import axios, { AxiosInstance, AxiosResponse, AxiosError } from 'axios';
+
+// Create an Axios instance with default configuration
+const apiClient: AxiosInstance = axios.create({
+    baseURL: "http://localhost:50010/api", // Replace with your backend URL
+    timeout: 10000, // Optional: adjust the timeout as needed
+    headers: {
+        'Content-Type': 'application/json',
+        // Add any other default headers you need
+    },
+});
+
+// Define the shape of your error response if you know it
+interface ErrorResponse {
+    detail: string;
+    [key: string]: any; // To accommodate any additional properties
+}
+
+// Handle responses
+const handleResponse = <T>(response: AxiosResponse<T>): T => {
+    return response.data;
+};
+
+// Handle errors
+const handleError = (error: AxiosError): never => {
+    if (error.response) {
+        // Server responded with a status other than 2xx
+        const data = error.response.data as ErrorResponse; // Type assertion
+        const message = data.detail || 'Server Error';
+        console.error('Server Error:', data);
+        throw new AxiosError(message);
+    } else if (error.request) {
+        // Request was made but no response received
+        console.error('Network Error:', error.request);
+        throw new Error('Network Error');
+    } else {
+        // Something happened in setting up the request
+        console.error('Error:', error.message);
+        throw new Error(error.message);
+    }
+};
+
+// Define API methods
+
+export const get = async <T>(url: string, params?: Record<string, unknown>, headers?: Record<string, string>): Promise<T> => {
+    try {
+        const config = {
+            params,
+            headers
+        };
+        const response: AxiosResponse<T> = await apiClient.get(url, config);
+        return handleResponse(response);
+    } catch (error) {
+        return handleError(error as AxiosError);
+    }
+};
+
+export const post = async <T>(url: string, data: Record<string, unknown>, headers?: Record<string, string>): Promise<T> => {
+    try {
+        const config = {
+            headers
+        };
+        const response: AxiosResponse<T> = await apiClient.post(url, data, config);
+        return handleResponse(response);
+    } catch (error) {
+        return handleError(error as AxiosError);
+    }
+};
+
+export const put = async <T>(url: string, data: Record<string, unknown>, headers?: Record<string, string>): Promise<T> => {
+    try {
+        const config = {
+            headers
+        };
+        const response: AxiosResponse<T> = await apiClient.put(url, data, config);
+        return handleResponse(response);
+    } catch (error) {
+        return handleError(error as AxiosError);
+    }
+};
+
+export const del = async <T>(url: string, headers?: Record<string, string>): Promise<T> => {
+    try {
+        const config = {
+            headers
+        };
+        const response: AxiosResponse<T> = await apiClient.delete(url, config);
+        return handleResponse(response);
+    } catch (error) {
+        return handleError(error as AxiosError);
+    }
+};
diff --git a/website_gale_shapley/front/lib/formSchemas.ts b/website_gale_shapley/front/lib/formSchemas.ts
new file mode 100644
index 0000000..9ac5650
--- /dev/null
+++ b/website_gale_shapley/front/lib/formSchemas.ts
@@ -0,0 +1,30 @@
+import { z } from "zod";
+
+// Reusable JSON validation schema
+const jsonStringSchema = z.string().refine((data) => {
+    try {
+        JSON.parse(data);
+        return true;
+    } catch {
+        return false;
+    }
+}, {
+    message: 'Invalid JSON format',
+});
+
+// Form schema using the reusable JSON validation schema
+export const formSchema = z.object({
+    courseCapabilities: jsonStringSchema,
+    agentCapabilities: jsonStringSchema,
+    bids: jsonStringSchema,
+    courseOrderPerStudent: jsonStringSchema,
+    tieBrakingLottery: jsonStringSchema,
+});
+
+export interface CoursePreferences {
+    [key: string]: string[];
+  }
+export interface AllocationResult {
+  allocation: CoursePreferences;
+  logs: string[];
+}
diff --git a/website_gale_shapley/front/lib/utils.ts b/website_gale_shapley/front/lib/utils.ts
new file mode 100644
index 0000000..d084cca
--- /dev/null
+++ b/website_gale_shapley/front/lib/utils.ts
@@ -0,0 +1,6 @@
+import { type ClassValue, clsx } from "clsx"
+import { twMerge } from "tailwind-merge"
+
+export function cn(...inputs: ClassValue[]) {
+  return twMerge(clsx(inputs))
+}
diff --git a/website_gale_shapley/front/next.config.mjs b/website_gale_shapley/front/next.config.mjs
new file mode 100644
index 0000000..8fbe263
--- /dev/null
+++ b/website_gale_shapley/front/next.config.mjs
@@ -0,0 +1,11 @@
+/** @type {import('next').NextConfig} */
+const nextConfig = {
+    output: 'standalone',
+    experimental: {
+        serverActions: {
+            allowedOrigins: ["0.0.0.0:50011", "localhost:50011", "http://csariel.xyz:50011"]
+        },
+    }
+};
+
+export default nextConfig;
diff --git a/website_gale_shapley/front/package-lock.json b/website_gale_shapley/front/package-lock.json
new file mode 100644
index 0000000..5cb2c36
--- /dev/null
+++ b/website_gale_shapley/front/package-lock.json
@@ -0,0 +1,5699 @@
+{
+  "name": "gale_shapley_algorithm",
+  "version": "0.1.0",
+  "lockfileVersion": 3,
+  "requires": true,
+  "packages": {
+    "": {
+      "name": "gale_shapley_algorithm",
+      "version": "0.1.0",
+      "dependencies": {
+        "@hookform/resolvers": "^3.9.0",
+        "@radix-ui/react-dialog": "^1.1.1",
+        "@radix-ui/react-label": "^2.1.0",
+        "@radix-ui/react-select": "^2.1.1",
+        "@radix-ui/react-slot": "^1.1.0",
+        "@radix-ui/react-toast": "^1.2.1",
+        "axios": "^1.7.3",
+        "class-variance-authority": "^0.7.0",
+        "clsx": "^2.1.1",
+        "lucide-react": "^0.427.0",
+        "next": "14.2.5",
+        "react": "^18",
+        "react-dom": "^18",
+        "react-hook-form": "^7.52.2",
+        "tailwind-merge": "^2.4.0",
+        "tailwindcss-animate": "^1.0.7",
+        "zod": "^3.23.8"
+      },
+      "devDependencies": {
+        "@types/node": "^20",
+        "@types/react": "^18",
+        "@types/react-dom": "^18",
+        "eslint": "^8",
+        "eslint-config-next": "14.2.5",
+        "postcss": "^8",
+        "tailwindcss": "^3.4.1",
+        "typescript": "^5"
+      }
+    },
+    "node_modules/@alloc/quick-lru": {
+      "version": "5.2.0",
+      "resolved": "https://registry.npmjs.org/@alloc/quick-lru/-/quick-lru-5.2.0.tgz",
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+      "engines": {
+        "node": ">=10"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/sindresorhus"
+      }
+    },
+    "node_modules/@eslint-community/eslint-utils": {
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+      "dependencies": {
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+      },
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+      },
+      "peerDependencies": {
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+      }
+    },
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+        "debug": "^4.3.2",
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+        "globals": "^13.19.0",
+        "ignore": "^5.2.0",
+        "import-fresh": "^3.2.1",
+        "js-yaml": "^4.1.0",
+        "minimatch": "^3.1.2",
+        "strip-json-comments": "^3.1.1"
+      },
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+      },
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+      }
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+      },
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+        "react-dom": ">=16.8.0"
+      }
+    },
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+    },
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+      "peerDependencies": {
+        "react-hook-form": "^7.0.0"
+      }
+    },
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+      "deprecated": "Use @eslint/config-array instead",
+      "dev": true,
+      "dependencies": {
+        "@humanwhocodes/object-schema": "^2.0.2",
+        "debug": "^4.3.1",
+        "minimatch": "^3.0.5"
+      },
+      "engines": {
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+      }
+    },
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+      "dev": true,
+      "engines": {
+        "node": ">=12.22"
+      },
+      "funding": {
+        "type": "github",
+        "url": "https://github.com/sponsors/nzakas"
+      }
+    },
+    "node_modules/@humanwhocodes/object-schema": {
+      "version": "2.0.3",
+      "resolved": "https://registry.npmjs.org/@humanwhocodes/object-schema/-/object-schema-2.0.3.tgz",
+      "integrity": "sha512-93zYdMES/c1D69yZiKDBj0V24vqNzB/koF26KPaagAfd3P/4gUlh3Dys5ogAK+Exi9QyzlD8x/08Zt7wIKcDcA==",
+      "deprecated": "Use @eslint/object-schema instead",
+      "dev": true
+    },
+    "node_modules/@isaacs/cliui": {
+      "version": "8.0.2",
+      "resolved": "https://registry.npmjs.org/@isaacs/cliui/-/cliui-8.0.2.tgz",
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+      "dependencies": {
+        "string-width": "^5.1.2",
+        "string-width-cjs": "npm:string-width@^4.2.0",
+        "strip-ansi": "^7.0.1",
+        "strip-ansi-cjs": "npm:strip-ansi@^6.0.1",
+        "wrap-ansi": "^8.1.0",
+        "wrap-ansi-cjs": "npm:wrap-ansi@^7.0.0"
+      },
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/@isaacs/cliui/node_modules/ansi-regex": {
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diff --git a/website_gale_shapley/front/package.json b/website_gale_shapley/front/package.json
new file mode 100644
index 0000000..28e0b22
--- /dev/null
+++ b/website_gale_shapley/front/package.json
@@ -0,0 +1,40 @@
+{
+  "name": "gale_shapley_algorithm",
+  "version": "0.1.0",
+  "private": true,
+  "scripts": {
+    "dev": "next dev",
+    "build": "next build",
+    "start": "next start",
+    "lint": "next lint"
+  },
+  "dependencies": {
+    "@hookform/resolvers": "^3.9.0",
+    "@radix-ui/react-dialog": "^1.1.1",
+    "@radix-ui/react-label": "^2.1.0",
+    "@radix-ui/react-select": "^2.1.1",
+    "@radix-ui/react-slot": "^1.1.0",
+    "@radix-ui/react-toast": "^1.2.1",
+    "axios": "^1.7.3",
+    "class-variance-authority": "^0.7.0",
+    "clsx": "^2.1.1",
+    "lucide-react": "^0.427.0",
+    "next": "14.2.5",
+    "react": "^18",
+    "react-dom": "^18",
+    "react-hook-form": "^7.52.2",
+    "tailwind-merge": "^2.4.0",
+    "tailwindcss-animate": "^1.0.7",
+    "zod": "^3.23.8"
+  },
+  "devDependencies": {
+    "@types/node": "^20",
+    "@types/react": "^18",
+    "@types/react-dom": "^18",
+    "eslint": "^8",
+    "eslint-config-next": "14.2.5",
+    "postcss": "^8",
+    "tailwindcss": "^3.4.1",
+    "typescript": "^5"
+  }
+}
diff --git a/website_gale_shapley/front/postcss.config.mjs b/website_gale_shapley/front/postcss.config.mjs
new file mode 100644
index 0000000..1a69fd2
--- /dev/null
+++ b/website_gale_shapley/front/postcss.config.mjs
@@ -0,0 +1,8 @@
+/** @type {import('postcss-load-config').Config} */
+const config = {
+  plugins: {
+    tailwindcss: {},
+  },
+};
+
+export default config;
diff --git a/website_gale_shapley/front/public/next.svg b/website_gale_shapley/front/public/next.svg
new file mode 100644
index 0000000..5174b28
--- /dev/null
+++ b/website_gale_shapley/front/public/next.svg
@@ -0,0 +1 @@
+<svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 394 80"><path fill="#000" d="M262 0h68.5v12.7h-27.2v66.6h-13.6V12.7H262V0ZM149 0v12.7H94v20.4h44.3v12.6H94v21h55v12.6H80.5V0h68.7zm34.3 0h-17.8l63.8 79.4h17.9l-32-39.7 32-39.6h-17.9l-23 28.6-23-28.6zm18.3 56.7-9-11-27.1 33.7h17.8l18.3-22.7z"/><path fill="#000" d="M81 79.3 17 0H0v79.3h13.6V17l50.2 62.3H81Zm252.6-.4c-1 0-1.8-.4-2.5-1s-1.1-1.6-1.1-2.6.3-1.8 1-2.5 1.6-1 2.6-1 1.8.3 2.5 1a3.4 3.4 0 0 1 .6 4.3 3.7 3.7 0 0 1-3 1.8zm23.2-33.5h6v23.3c0 2.1-.4 4-1.3 5.5a9.1 9.1 0 0 1-3.8 3.5c-1.6.8-3.5 1.3-5.7 1.3-2 0-3.7-.4-5.3-1s-2.8-1.8-3.7-3.2c-.9-1.3-1.4-3-1.4-5h6c.1.8.3 1.6.7 2.2s1 1.2 1.6 1.5c.7.4 1.5.5 2.4.5 1 0 1.8-.2 2.4-.6a4 4 0 0 0 1.6-1.8c.3-.8.5-1.8.5-3V45.5zm30.9 9.1a4.4 4.4 0 0 0-2-3.3 7.5 7.5 0 0 0-4.3-1.1c-1.3 0-2.4.2-3.3.5-.9.4-1.6 1-2 1.6a3.5 3.5 0 0 0-.3 4c.3.5.7.9 1.3 1.2l1.8 1 2 .5 3.2.8c1.3.3 2.5.7 3.7 1.2a13 13 0 0 1 3.2 1.8 8.1 8.1 0 0 1 3 6.5c0 2-.5 3.7-1.5 5.1a10 10 0 0 1-4.4 3.5c-1.8.8-4.1 1.2-6.8 1.2-2.6 0-4.9-.4-6.8-1.2-2-.8-3.4-2-4.5-3.5a10 10 0 0 1-1.7-5.6h6a5 5 0 0 0 3.5 4.6c1 .4 2.2.6 3.4.6 1.3 0 2.5-.2 3.5-.6 1-.4 1.8-1 2.4-1.7a4 4 0 0 0 .8-2.4c0-.9-.2-1.6-.7-2.2a11 11 0 0 0-2.1-1.4l-3.2-1-3.8-1c-2.8-.7-5-1.7-6.6-3.2a7.2 7.2 0 0 1-2.4-5.7 8 8 0 0 1 1.7-5 10 10 0 0 1 4.3-3.5c2-.8 4-1.2 6.4-1.2 2.3 0 4.4.4 6.2 1.2 1.8.8 3.2 2 4.3 3.4 1 1.4 1.5 3 1.5 5h-5.8z"/></svg>
\ No newline at end of file
diff --git a/website_gale_shapley/front/public/vercel.svg b/website_gale_shapley/front/public/vercel.svg
new file mode 100644
index 0000000..d2f8422
--- /dev/null
+++ b/website_gale_shapley/front/public/vercel.svg
@@ -0,0 +1 @@
+<svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 283 64"><path fill="black" d="M141 16c-11 0-19 7-19 18s9 18 20 18c7 0 13-3 16-7l-7-5c-2 3-6 4-9 4-5 0-9-3-10-7h28v-3c0-11-8-18-19-18zm-9 15c1-4 4-7 9-7s8 3 9 7h-18zm117-15c-11 0-19 7-19 18s9 18 20 18c6 0 12-3 16-7l-8-5c-2 3-5 4-8 4-5 0-9-3-11-7h28l1-3c0-11-8-18-19-18zm-10 15c2-4 5-7 10-7s8 3 9 7h-19zm-39 3c0 6 4 10 10 10 4 0 7-2 9-5l8 5c-3 5-9 8-17 8-11 0-19-7-19-18s8-18 19-18c8 0 14 3 17 8l-8 5c-2-3-5-5-9-5-6 0-10 4-10 10zm83-29v46h-9V5h9zM37 0l37 64H0L37 0zm92 5-27 48L74 5h10l18 30 17-30h10zm59 12v10l-3-1c-6 0-10 4-10 10v15h-9V17h9v9c0-5 6-9 13-9z"/></svg>
\ No newline at end of file
diff --git a/website_gale_shapley/front/start.sh b/website_gale_shapley/front/start.sh
new file mode 100644
index 0000000..8a9803d
--- /dev/null
+++ b/website_gale_shapley/front/start.sh
@@ -0,0 +1 @@
+docker run -d -p 50011:50011 --network host --name front-container frontend-image
\ No newline at end of file
diff --git a/website_gale_shapley/front/tailwind.config.ts b/website_gale_shapley/front/tailwind.config.ts
new file mode 100644
index 0000000..84287e8
--- /dev/null
+++ b/website_gale_shapley/front/tailwind.config.ts
@@ -0,0 +1,80 @@
+import type { Config } from "tailwindcss"
+
+const config = {
+  darkMode: ["class"],
+  content: [
+    './pages/**/*.{ts,tsx}',
+    './components/**/*.{ts,tsx}',
+    './app/**/*.{ts,tsx}',
+    './src/**/*.{ts,tsx}',
+	],
+  prefix: "",
+  theme: {
+    container: {
+      center: true,
+      padding: "2rem",
+      screens: {
+        "2xl": "1400px",
+      },
+    },
+    extend: {
+      colors: {
+        border: "hsl(var(--border))",
+        input: "hsl(var(--input))",
+        ring: "hsl(var(--ring))",
+        background: "hsl(var(--background))",
+        foreground: "hsl(var(--foreground))",
+        primary: {
+          DEFAULT: "hsl(var(--primary))",
+          foreground: "hsl(var(--primary-foreground))",
+        },
+        secondary: {
+          DEFAULT: "hsl(var(--secondary))",
+          foreground: "hsl(var(--secondary-foreground))",
+        },
+        destructive: {
+          DEFAULT: "hsl(var(--destructive))",
+          foreground: "hsl(var(--destructive-foreground))",
+        },
+        muted: {
+          DEFAULT: "hsl(var(--muted))",
+          foreground: "hsl(var(--muted-foreground))",
+        },
+        accent: {
+          DEFAULT: "hsl(var(--accent))",
+          foreground: "hsl(var(--accent-foreground))",
+        },
+        popover: {
+          DEFAULT: "hsl(var(--popover))",
+          foreground: "hsl(var(--popover-foreground))",
+        },
+        card: {
+          DEFAULT: "hsl(var(--card))",
+          foreground: "hsl(var(--card-foreground))",
+        },
+      },
+      borderRadius: {
+        lg: "var(--radius)",
+        md: "calc(var(--radius) - 2px)",
+        sm: "calc(var(--radius) - 4px)",
+      },
+      keyframes: {
+        "accordion-down": {
+          from: { height: "0" },
+          to: { height: "var(--radix-accordion-content-height)" },
+        },
+        "accordion-up": {
+          from: { height: "var(--radix-accordion-content-height)" },
+          to: { height: "0" },
+        },
+      },
+      animation: {
+        "accordion-down": "accordion-down 0.2s ease-out",
+        "accordion-up": "accordion-up 0.2s ease-out",
+      },
+    },
+  },
+  plugins: [require("tailwindcss-animate")],
+} satisfies Config
+
+export default config
\ No newline at end of file
diff --git a/website_gale_shapley/front/tsconfig.json b/website_gale_shapley/front/tsconfig.json
new file mode 100644
index 0000000..e7ff90f
--- /dev/null
+++ b/website_gale_shapley/front/tsconfig.json
@@ -0,0 +1,26 @@
+{
+  "compilerOptions": {
+    "lib": ["dom", "dom.iterable", "esnext"],
+    "allowJs": true,
+    "skipLibCheck": true,
+    "strict": true,
+    "noEmit": true,
+    "esModuleInterop": true,
+    "module": "esnext",
+    "moduleResolution": "bundler",
+    "resolveJsonModule": true,
+    "isolatedModules": true,
+    "jsx": "preserve",
+    "incremental": true,
+    "plugins": [
+      {
+        "name": "next"
+      }
+    ],
+    "paths": {
+      "@/*": ["./*"]
+    }
+  },
+  "include": ["next-env.d.ts", "**/*.ts", "**/*.tsx", ".next/types/**/*.ts"],
+  "exclude": ["node_modules"]
+}
diff --git a/website_gale_shapley/readme.md b/website_gale_shapley/readme.md
new file mode 100644
index 0000000..a8c23bc
--- /dev/null
+++ b/website_gale_shapley/readme.md
@@ -0,0 +1,105 @@
+# Gale-Shapley Course Allocation Website
+
+This project implements a web application for course allocation using the Gale-Shapley algorithm. It consists of a frontend built with Next.js and a backend powered by FastAPI.
+
+## Project Structure
+
+- `front/`: Frontend application
+- `back/`: Backend application
+
+## Frontend
+
+The frontend is a Next.js application that provides a user interface for inputting course allocation data and displaying results.
+
+### Key Features
+
+1. Input form for course capabilities, agent capabilities, bids, course order preferences, and tie-breaking lottery.
+2. Result display showing the final allocation and algorithm logs.
+
+### Setup and Running
+
+1. Navigate to the `front/` directory.
+2. Install dependencies:
+   ```
+   npm install
+   ```
+3. Run the development server:
+   ```
+   npm run dev
+   ```
+4. Open [http://localhost:3000](http://localhost:3000) in your browser.
+
+### Key Components
+
+- `AllocationForm`: Main form component for input data
+- `AllocationResultDialog`: Dialog component for displaying results
+
+
+## Backend
+
+The backend is a FastAPI application that implements the Gale-Shapley algorithm for course allocation.
+
+### Key Features
+
+1. RESTful API endpoint for processing allocation requests.
+2. Implementation of the Gale-Shapley algorithm.
+
+### Setup and Running
+
+1. Navigate to the `back/` directory.
+2. Install dependencies:
+   ```
+   pip install -r requirements.txt
+   ```
+3. Run the FastAPI server:
+   ```
+   uvicorn main:app --reload
+   ```
+
+### Key Components
+
+- `main.py`: Contains the FastAPI application and API endpoints
+
+
+## Algorithm
+
+The Gale-Shapley algorithm is implemented in the backend. It takes the following inputs:
+
+- Course capabilities
+- Agent capabilities
+- Bids
+- Course order preferences
+- Tie-breaking lottery
+
+The algorithm processes these inputs to produce a stable matching between students and courses.
+
+### Implementation
+
+The core algorithm is implemented in:
+
+
+## Deployment
+
+The project includes Kubernetes deployment configurations for both frontend and backend in their respective `deployment/` directories.
+
+To deploy:
+
+1. Build Docker images for frontend and backend.
+>>>
+```bash
+cd front
+docker build -t frontend-image .
+cd ../back
+docker build -t backend-image .
+```
+2. Deploy to Kubernetes:
+```bash
+cd front/deployment
+sh start.sh
+cd ../back/deployment
+sh start.sh
+```
+
+## License
+
+This project is licensed under the MIT License.
\ No newline at end of file
diff --git a/website_gale_shapley/setup.sh b/website_gale_shapley/setup.sh
new file mode 100644
index 0000000..8a87261
--- /dev/null
+++ b/website_gale_shapley/setup.sh
@@ -0,0 +1,13 @@
+#!/bin/bash
+
+kubectl create namespace fairpyx
+
+# Setup backend
+cd back
+docker build -t backend-image .
+sh start.sh
+
+# Setup frontend
+cd ../front
+docker build -t frontned-image .
+sh start.sh
\ No newline at end of file
diff --git a/website_gale_shapley/stop.sh b/website_gale_shapley/stop.sh
new file mode 100644
index 0000000..44605b0
--- /dev/null
+++ b/website_gale_shapley/stop.sh
@@ -0,0 +1,7 @@
+#!/bin/bash
+
+docker stop front-container
+docker rm front-container
+
+docker stop back-container
+docker rm back-container
\ No newline at end of file