From 36d75a377faaf28e6884e0adab7a7884332867c9 Mon Sep 17 00:00:00 2001
From: Argentina Ortega Sainz <argentina.ortega@h-brs.de>
Date: Tue, 28 Nov 2017 14:48:49 +0100
Subject: [PATCH] Update product parameters with integers

Parameters updated to integers:
* Temperature
* Time
Fix incorrect multiples for temperatures and boxing and oven capacities
---
 config/scenarios.yaml          |   13 +-
 factory/production.py          |   32 +-
 scenarios/random-scenario.json | 6636 +++++++++++++++++---------------
 scenarios/random-scenario.png  |  Bin 49518 -> 41445 bytes
 4 files changed, 3552 insertions(+), 3129 deletions(-)

diff --git a/config/scenarios.yaml b/config/scenarios.yaml
index 3419ef7..fb31830 100644
--- a/config/scenarios.yaml
+++ b/config/scenarios.yaml
@@ -21,14 +21,15 @@ random: # Scenario name
       heating_rate: # chosen at random between max and min
         max: 5
         min: 1
-  products: # chosen at random
-    dough_prep_time: [0.25, 0.5] # between .25 and 0.5
-    resting_time: [0.33, 1.25] # to 1.25
-    item_prep_time: [0.02, 0.1] # per item
+  products: # chosen at random. Time values are given in seconds for the time being
+    # TODO define if time is real seconds or simulated minutes
+    dough_prep_time: [5, 15] # between .25 and 0.5
+    resting_time: [20, 75] # to 1.25
+    item_prep_time: [2, 5] # per item
     breads_per_oven: 16 # Multiples of 2
-    baking_time: [0.2,0.4]
+    baking_time: [12, 25] 
     baking_temp: [180, 200]
-    cooling_rate: [0.01,0.03]
+    cooling_rate: [5, 20]
     boxing_temp: [40,60] # <40
     breads_per_box: 15 # Multiples of 5
     production_cost: [0.3, 2]
diff --git a/factory/production.py b/factory/production.py
index be9ff32..b55b2ae 100644
--- a/factory/production.py
+++ b/factory/production.py
@@ -94,14 +94,24 @@ class Product(object):
     """docstring for Product."""
     def __init__(self, id, params):
         self.guid = id
-        self.dough_prep_time = uniform(*params['dough_prep_time'])
-        self.resting_time = uniform(*params['resting_time'])
-        self.item_prep_time = uniform(*params['item_prep_time'])
-        self.breads_per_oven = randint(4, params['breads_per_oven']*2)/2
-        self.baking_time = uniform(*params['baking_time'])
-        self.baking_temp = uniform(*params['baking_temp'])
-        self.cooling_rate = uniform(*params['cooling_rate'])
-        self.boxing_temp = uniform(*params['boxing_temp'])
-        self.breads_per_box = randint(25, params['breads_per_box']*5)/5
-        self.production_cost = uniform(*params['production_cost'])
-        self.sales_price = uniform(*params['sales_price'])
+
+        # Preparation
+        self.dough_prep_time = randint(*params['dough_prep_time'])
+        self.resting_time = randint(*params['resting_time'])
+        self.item_prep_time = randint(*params['item_prep_time'])
+
+        # Baking
+        self.breads_per_oven = randint(4, params['breads_per_oven'])
+        self.breads_per_oven = self.breads_per_oven - self.breads_per_oven % 2
+        self.baking_time = randint(*params['baking_time'])
+        self.baking_temp = randint(*params['baking_temp'])
+        self.baking_temp = self.baking_temp - self.baking_temp % 5
+        self.cooling_rate = randint(*params['cooling_rate'])
+
+        # Packaging
+        self.boxing_temp = randint(*params['boxing_temp'])
+        self.boxing_temp = self.boxing_temp - self.boxing_temp % 5
+        self.breads_per_box = randint(5, params['breads_per_box'])
+        self.breads_per_box = self.breads_per_box - self.breads_per_box % 5
+        self.production_cost = round(uniform(*params['production_cost']), 2)
+        self.sales_price = round(uniform(*params['sales_price']), 2)
diff --git a/scenarios/random-scenario.json b/scenarios/random-scenario.json
index 0a77aaa..17b6f07 100644
--- a/scenarios/random-scenario.json
+++ b/scenarios/random-scenario.json
@@ -5,31 +5,44 @@
         {
           "cooling_rate": 3, 
           "guid": "oven-001", 
-          "heating_rate": 1
+          "heating_rate": 3
         }, 
         {
-          "cooling_rate": 1, 
+          "cooling_rate": 3, 
           "guid": "oven-002", 
-          "heating_rate": 3
+          "heating_rate": 4
+        }, 
+        {
+          "cooling_rate": 0, 
+          "guid": "oven-003", 
+          "heating_rate": 0
         }
       ], 
       "guid": "bakery-001", 
       "name": "Sunspear Bakery", 
       "trucks": [
         {
-          "load_capacity": 10, 
+          "load_capacity": 26, 
           "guid": "truck-001", 
           "location": {
-            "y": 0.95999999999999996, 
-            "x": 2.9900000000000002
+            "y": 0.10000000000000001, 
+            "x": 1.54
           }
         }, 
         {
-          "load_capacity": 14, 
+          "load_capacity": 29, 
           "guid": "truck-002", 
           "location": {
-            "y": 0.95999999999999996, 
-            "x": 2.9900000000000002
+            "y": 0.10000000000000001, 
+            "x": 1.54
+          }
+        }, 
+        {
+          "load_capacity": 13, 
+          "guid": "truck-003", 
+          "location": {
+            "y": 0.10000000000000001, 
+            "x": 1.54
           }
         }
       ], 
@@ -43,177 +56,177 @@
       ], 
       "products": [
         {
-          "boxing_temp": 41.55338205229128, 
-          "sales_price": 4.878160450149027, 
-          "breads_per_oven": 12, 
-          "breads_per_box": 11, 
-          "item_prep_time": 2.709363270174739, 
-          "dough_prep_time": 13.43978668405179, 
-          "baking_temp": 191.29061453670997, 
-          "cooling_rate": 13.536434903551223, 
+          "boxing_temp": 50, 
+          "sales_price": 3.92, 
+          "breads_per_oven": 4, 
+          "breads_per_box": 10, 
+          "item_prep_time": 4, 
+          "dough_prep_time": 8, 
+          "baking_temp": 195, 
+          "cooling_rate": 6, 
           "guid": "Bread", 
-          "baking_time": 17.720019193023756, 
-          "resting_time": 68.44746569362093, 
-          "production_cost": 0.3151779204334637
-        }, 
-        {
-          "boxing_temp": 42.76895577680665, 
-          "sales_price": 3.4813573044691335, 
-          "breads_per_oven": 11, 
-          "breads_per_box": 14, 
-          "item_prep_time": 4.021743121801345, 
-          "dough_prep_time": 6.907125299263708, 
-          "baking_temp": 183.50696223447875, 
-          "cooling_rate": 14.43589175440554, 
-          "guid": "Berliner", 
-          "baking_time": 12.683363992633407, 
-          "resting_time": 31.334086754540458, 
-          "production_cost": 1.136066382320962
+          "baking_time": 13, 
+          "resting_time": 53, 
+          "production_cost": 1.43
         }, 
         {
-          "boxing_temp": 53.786552848588286, 
-          "sales_price": 4.476058070355016, 
-          "breads_per_oven": 12, 
-          "breads_per_box": 8, 
-          "item_prep_time": 3.0942667099973704, 
-          "dough_prep_time": 12.651172421237693, 
-          "baking_temp": 181.75855844624655, 
-          "cooling_rate": 17.015150798527575, 
+          "boxing_temp": 40, 
+          "sales_price": 3.46, 
+          "breads_per_oven": 4, 
+          "breads_per_box": 5, 
+          "item_prep_time": 2, 
+          "dough_prep_time": 11, 
+          "baking_temp": 180, 
+          "cooling_rate": 11, 
           "guid": "Bagel", 
-          "baking_time": 12.680831148791185, 
-          "resting_time": 25.76754330221013, 
-          "production_cost": 1.436063474082611
+          "baking_time": 16, 
+          "resting_time": 33, 
+          "production_cost": 0.62
         }, 
         {
-          "boxing_temp": 48.11276453075761, 
-          "sales_price": 3.5642044457005877, 
-          "breads_per_oven": 15, 
-          "breads_per_box": 5, 
-          "item_prep_time": 2.4929292334821795, 
-          "dough_prep_time": 7.272816295430367, 
-          "baking_temp": 190.0072250082119, 
-          "cooling_rate": 10.854556383336515, 
-          "guid": "Donut", 
-          "baking_time": 22.971842039625166, 
-          "resting_time": 29.6149289034679, 
-          "production_cost": 1.6443033880787632
+          "boxing_temp": 40, 
+          "sales_price": 4.81, 
+          "breads_per_oven": 8, 
+          "breads_per_box": 10, 
+          "item_prep_time": 4, 
+          "dough_prep_time": 12, 
+          "baking_temp": 185, 
+          "cooling_rate": 17, 
+          "guid": "Berliner", 
+          "baking_time": 23, 
+          "resting_time": 59, 
+          "production_cost": 0.81
         }, 
         {
-          "boxing_temp": 46.53331971908076, 
-          "sales_price": 4.592760422298494, 
-          "breads_per_oven": 12, 
-          "breads_per_box": 9, 
-          "item_prep_time": 3.402204503722449, 
-          "dough_prep_time": 11.06009875596724, 
-          "baking_temp": 195.70909783300004, 
-          "cooling_rate": 13.932707717221428, 
-          "guid": "Bun", 
-          "baking_time": 17.532172677056014, 
-          "resting_time": 22.606343065841752, 
-          "production_cost": 0.575848801517898
+          "boxing_temp": 55, 
+          "sales_price": 4.14, 
+          "breads_per_oven": 4, 
+          "breads_per_box": 10, 
+          "item_prep_time": 3, 
+          "dough_prep_time": 11, 
+          "baking_temp": 200, 
+          "cooling_rate": 14, 
+          "guid": "Muffin", 
+          "baking_time": 24, 
+          "resting_time": 29, 
+          "production_cost": 1.3
         }, 
         {
-          "boxing_temp": 40.98029620980746, 
-          "sales_price": 3.5684054520193373, 
-          "breads_per_oven": 2, 
-          "breads_per_box": 14, 
-          "item_prep_time": 3.2707394266986123, 
-          "dough_prep_time": 13.52966775784907, 
-          "baking_temp": 192.54817723734158, 
-          "cooling_rate": 9.098407659103843, 
-          "guid": "Multigrain Bread", 
-          "baking_time": 13.850750382748469, 
-          "resting_time": 39.51325003083981, 
-          "production_cost": 1.894354660026843
+          "boxing_temp": 45, 
+          "sales_price": 4.06, 
+          "breads_per_oven": 6, 
+          "breads_per_box": 5, 
+          "item_prep_time": 4, 
+          "dough_prep_time": 10, 
+          "baking_temp": 195, 
+          "cooling_rate": 5, 
+          "guid": "Croissant", 
+          "baking_time": 21, 
+          "resting_time": 57, 
+          "production_cost": 0.81
         }, 
         {
-          "boxing_temp": 59.231975179571506, 
-          "sales_price": 3.7007854484417373, 
+          "boxing_temp": 40, 
+          "sales_price": 4.37, 
           "breads_per_oven": 8, 
-          "breads_per_box": 14, 
-          "item_prep_time": 3.447243789492964, 
-          "dough_prep_time": 13.482040859060483, 
-          "baking_temp": 188.5837278449388, 
-          "cooling_rate": 19.252754675381194, 
-          "guid": "Ciabatta", 
-          "baking_time": 13.322368255084271, 
-          "resting_time": 67.00154191445229, 
-          "production_cost": 1.9214255948119747
+          "breads_per_box": 10, 
+          "item_prep_time": 3, 
+          "dough_prep_time": 10, 
+          "baking_temp": 190, 
+          "cooling_rate": 12, 
+          "guid": "Donut", 
+          "baking_time": 23, 
+          "resting_time": 29, 
+          "production_cost": 1.1
         }, 
         {
-          "boxing_temp": 56.46244672220962, 
-          "sales_price": 4.144107464120851, 
-          "breads_per_oven": 10, 
-          "breads_per_box": 6, 
-          "item_prep_time": 3.9054035087993317, 
-          "dough_prep_time": 8.34897120602438, 
-          "baking_temp": 189.59574130277377, 
-          "cooling_rate": 10.748023725499376, 
-          "guid": "Brezel", 
-          "baking_time": 18.280853794351984, 
-          "resting_time": 62.32510886876116, 
-          "production_cost": 0.7333724999090436
+          "boxing_temp": 50, 
+          "sales_price": 4.68, 
+          "breads_per_oven": 8, 
+          "breads_per_box": 10, 
+          "item_prep_time": 3, 
+          "dough_prep_time": 13, 
+          "baking_temp": 195, 
+          "cooling_rate": 19, 
+          "guid": "Cookie", 
+          "baking_time": 12, 
+          "resting_time": 59, 
+          "production_cost": 1.67
         }, 
         {
-          "boxing_temp": 47.37582812529686, 
-          "sales_price": 4.9187901324941325, 
-          "breads_per_oven": 13, 
-          "breads_per_box": 8, 
-          "item_prep_time": 2.439413215717312, 
-          "dough_prep_time": 9.282409335277752, 
-          "baking_temp": 195.9125032063761, 
-          "cooling_rate": 14.419005389468289, 
-          "guid": "Croissant", 
-          "baking_time": 17.295687768775473, 
-          "resting_time": 30.66712550833573, 
-          "production_cost": 0.6860038344852917
+          "boxing_temp": 45, 
+          "sales_price": 4.85, 
+          "breads_per_oven": 16, 
+          "breads_per_box": 5, 
+          "item_prep_time": 2, 
+          "dough_prep_time": 8, 
+          "baking_temp": 180, 
+          "cooling_rate": 19, 
+          "guid": "Baguette", 
+          "baking_time": 15, 
+          "resting_time": 70, 
+          "production_cost": 1.08
         }, 
         {
-          "boxing_temp": 54.37954268766374, 
-          "sales_price": 4.859631167108658, 
+          "boxing_temp": 50, 
+          "sales_price": 3.91, 
           "breads_per_oven": 4, 
-          "breads_per_box": 8, 
-          "item_prep_time": 2.323228938893982, 
-          "dough_prep_time": 13.831080922145476, 
-          "baking_temp": 183.52077114360162, 
-          "cooling_rate": 5.34363505206461, 
-          "guid": "Muffin", 
-          "baking_time": 24.391364778730708, 
-          "resting_time": 54.55879351333824, 
-          "production_cost": 0.6755338791357213
+          "breads_per_box": 10, 
+          "item_prep_time": 5, 
+          "dough_prep_time": 13, 
+          "baking_temp": 195, 
+          "cooling_rate": 8, 
+          "guid": "Brezel", 
+          "baking_time": 12, 
+          "resting_time": 50, 
+          "production_cost": 1.09
         }, 
         {
-          "boxing_temp": 43.52618829732774, 
-          "sales_price": 3.595008110040833, 
-          "breads_per_oven": 7, 
-          "breads_per_box": 13, 
-          "item_prep_time": 2.1328407012593074, 
-          "dough_prep_time": 12.729744797510843, 
-          "baking_temp": 184.27141714326342, 
-          "cooling_rate": 10.157541724552631, 
-          "guid": "Baguette", 
-          "baking_time": 20.987587940085056, 
-          "resting_time": 52.80855881502435, 
-          "production_cost": 1.6911784903180707
+          "boxing_temp": 55, 
+          "sales_price": 3.19, 
+          "breads_per_oven": 12, 
+          "breads_per_box": 15, 
+          "item_prep_time": 2, 
+          "dough_prep_time": 12, 
+          "baking_temp": 200, 
+          "cooling_rate": 18, 
+          "guid": "Bun", 
+          "baking_time": 19, 
+          "resting_time": 52, 
+          "production_cost": 1.09
         }, 
         {
-          "boxing_temp": 41.314813919758244, 
-          "sales_price": 3.0697337803690794, 
-          "breads_per_oven": 8, 
-          "breads_per_box": 12, 
-          "item_prep_time": 4.6235356408391155, 
-          "dough_prep_time": 9.141874130188956, 
-          "baking_temp": 193.06469890711492, 
-          "cooling_rate": 15.758320648607041, 
-          "guid": "Cookie", 
-          "baking_time": 14.178466254972827, 
-          "resting_time": 59.48129060517971, 
-          "production_cost": 1.8433911568100991
+          "boxing_temp": 50, 
+          "sales_price": 3.35, 
+          "breads_per_oven": 12, 
+          "breads_per_box": 5, 
+          "item_prep_time": 4, 
+          "dough_prep_time": 5, 
+          "baking_temp": 180, 
+          "cooling_rate": 10, 
+          "guid": "Multigrain Bread", 
+          "baking_time": 25, 
+          "resting_time": 70, 
+          "production_cost": 1.06
+        }, 
+        {
+          "boxing_temp": 40, 
+          "sales_price": 4.79, 
+          "breads_per_oven": 12, 
+          "breads_per_box": 10, 
+          "item_prep_time": 4, 
+          "dough_prep_time": 11, 
+          "baking_temp": 195, 
+          "cooling_rate": 15, 
+          "guid": "Ciabatta", 
+          "baking_time": 20, 
+          "resting_time": 29, 
+          "production_cost": 1.84
         }
       ], 
       "location": {
-        "y": 0.95999999999999996, 
-        "x": 2.9900000000000002
+        "y": 0.10000000000000001, 
+        "x": 1.54
       }, 
       "kneading_machines": [
         {
@@ -221,225 +234,225 @@
         }, 
         {
           "guid": "kneading-machine-002"
+        }, 
+        {
+          "guid": "kneading-machine-003"
+        }, 
+        {
+          "guid": "kneading-machine-004"
+        }, 
+        {
+          "guid": "kneading-machine-005"
         }
       ]
     }, 
     {
       "ovens": [
         {
-          "cooling_rate": 5, 
-          "guid": "oven-003", 
-          "heating_rate": 1
+          "cooling_rate": 1, 
+          "guid": "oven-004", 
+          "heating_rate": 2
         }, 
         {
           "cooling_rate": 2, 
-          "guid": "oven-004", 
-          "heating_rate": 2
+          "guid": "oven-005", 
+          "heating_rate": 5
         }
       ], 
       "guid": "bakery-002", 
       "name": "Highgarden Bakery", 
       "trucks": [
         {
-          "load_capacity": 13, 
-          "guid": "truck-003", 
+          "load_capacity": 14, 
+          "guid": "truck-004", 
           "location": {
-            "y": 2.2000000000000002, 
-            "x": -5.9500000000000002
+            "y": 6.0700000000000003, 
+            "x": 3.4700000000000002
           }
         }
       ], 
       "dough_prep_tables": [
         {
           "guid": "prep-table-003"
-        }, 
-        {
-          "guid": "prep-table-004"
         }
       ], 
       "products": [
         {
-          "boxing_temp": 49.16740338612737, 
-          "sales_price": 4.177809153834198, 
-          "breads_per_oven": 7, 
-          "breads_per_box": 10, 
-          "item_prep_time": 2.163223582337418, 
-          "dough_prep_time": 8.738494315684067, 
-          "baking_temp": 180.29878419646047, 
-          "cooling_rate": 15.625442841001277, 
-          "guid": "Bread", 
-          "baking_time": 14.902118711290708, 
-          "resting_time": 62.81839251429901, 
-          "production_cost": 1.216405462913297
+          "boxing_temp": 55, 
+          "sales_price": 2.95, 
+          "breads_per_oven": 14, 
+          "breads_per_box": 5, 
+          "item_prep_time": 5, 
+          "dough_prep_time": 10, 
+          "baking_temp": 180, 
+          "cooling_rate": 17, 
+          "guid": "Multigrain Bread", 
+          "baking_time": 23, 
+          "resting_time": 61, 
+          "production_cost": 1.37
         }, 
         {
-          "boxing_temp": 59.46983675081779, 
-          "sales_price": 3.9154517885603672, 
+          "boxing_temp": 40, 
+          "sales_price": 4.05, 
           "breads_per_oven": 12, 
-          "breads_per_box": 6, 
-          "item_prep_time": 3.1623085637033532, 
-          "dough_prep_time": 7.889116427303582, 
-          "baking_temp": 198.9194411245044, 
-          "cooling_rate": 6.957032307313564, 
-          "guid": "Brezel", 
-          "baking_time": 20.4060840416611, 
-          "resting_time": 36.33566022141359, 
-          "production_cost": 0.6668000993994894
+          "breads_per_box": 5, 
+          "item_prep_time": 5, 
+          "dough_prep_time": 6, 
+          "baking_temp": 195, 
+          "cooling_rate": 20, 
+          "guid": "Bread", 
+          "baking_time": 12, 
+          "resting_time": 74, 
+          "production_cost": 0.35
         }, 
         {
-          "boxing_temp": 56.23980922510649, 
-          "sales_price": 3.610700358688774, 
+          "boxing_temp": 40, 
+          "sales_price": 2.96, 
           "breads_per_oven": 14, 
-          "breads_per_box": 11, 
-          "item_prep_time": 3.3736898510860365, 
-          "dough_prep_time": 10.875601552206316, 
-          "baking_temp": 184.16817567622977, 
-          "cooling_rate": 14.51448938973498, 
-          "guid": "Multigrain Bread", 
-          "baking_time": 22.86599988435384, 
-          "resting_time": 42.41894620801082, 
-          "production_cost": 1.6915320597547343
+          "breads_per_box": 10, 
+          "item_prep_time": 3, 
+          "dough_prep_time": 15, 
+          "baking_temp": 195, 
+          "cooling_rate": 8, 
+          "guid": "Croissant", 
+          "baking_time": 22, 
+          "resting_time": 29, 
+          "production_cost": 0.63
         }, 
         {
-          "boxing_temp": 46.21722985164308, 
-          "sales_price": 3.4352696249899544, 
-          "breads_per_oven": 10, 
-          "breads_per_box": 8, 
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@@ -834,8 +847,8 @@
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@@ -844,8 +857,8 @@
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@@ -854,8 +867,8 @@
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     {
@@ -1995,531 +2046,626 @@
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     {
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         "hour": 1
       }, 
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     {
       "order_date": {
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@@ -2945,417 +3148,398 @@
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@@ -4123,70 +4421,70 @@
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@@ -4463,53 +4761,53 @@
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@@ -4520,53 +4818,53 @@
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@@ -5109,115 +5407,115 @@
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@@ -5795,56 +6093,56 @@
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-        "Donut": 10, 
-        "Berliner": 9, 
-        "Muffin": 10, 
-        "Bread": 2
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+        "Muffin": 3, 
+        "Bread": 6
       }, 
-      "customer_id": "customer-029", 
+      "customer_id": "customer-030", 
       "delivery_date": {
-        "day": 15, 
-        "hour": 7
+        "day": 4, 
+        "hour": 16
       }
     }, 
     {
       "order_date": {
-        "day": 1, 
-        "hour": 2
+        "day": 2, 
+        "hour": 3
       }, 
-      "guid": "order-304", 
+      "guid": "order-324", 
       "products": {
-        "Bagel": 5, 
-        "Donut": 10, 
-        "Berliner": 0, 
-        "Muffin": 6, 
-        "Bread": 6
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+        "Bread": 4
       }, 
       "customer_id": "customer-030", 
       "delivery_date": {
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-        "hour": 11
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       }
     }, 
     {
       "order_date": {
-        "day": 2, 
-        "hour": 1
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       }, 
-      "guid": "order-305", 
+      "guid": "order-325", 
       "products": {
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-        "Donut": 10, 
+        "Donut": 8, 
         "Berliner": 9, 
         "Muffin": 1, 
-        "Bread": 8
+        "Bread": 6
       }, 
       "customer_id": "customer-030", 
       "delivery_date": {
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-        "hour": 8
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       }
     }, 
     {
       "order_date": {
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-        "hour": 7
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       }, 
-      "guid": "order-306", 
+      "guid": "order-326", 
       "products": {
-        "Bagel": 7, 
-        "Donut": 0, 
+        "Bagel": 3, 
+        "Donut": 3, 
         "Berliner": 8, 
-        "Muffin": 2, 
-        "Bread": 4
+        "Muffin": 3, 
+        "Bread": 7
       }, 
       "customer_id": "customer-030", 
       "delivery_date": {
-        "day": 8, 
-        "hour": 11
+        "day": 13, 
+        "hour": 18
       }
     }, 
     {
       "order_date": {
         "day": 6, 
-        "hour": 12
+        "hour": 6
       }, 
-      "guid": "order-307", 
+      "guid": "order-327", 
       "products": {
-        "Bagel": 4, 
-        "Donut": 1, 
-        "Berliner": 7, 
+        "Bagel": 5, 
+        "Donut": 8, 
+        "Berliner": 4, 
         "Muffin": 6, 
-        "Bread": 10
+        "Bread": 7
       }, 
       "customer_id": "customer-030", 
       "delivery_date": {
-        "day": 11, 
-        "hour": 0
+        "day": 9, 
+        "hour": 9
       }
     }, 
     {
       "order_date": {
         "day": 7, 
-        "hour": 3
+        "hour": 5
       }, 
-      "guid": "order-308", 
+      "guid": "order-328", 
       "products": {
-        "Bagel": 10, 
-        "Donut": 0, 
-        "Berliner": 1, 
+        "Bagel": 0, 
+        "Donut": 6, 
+        "Berliner": 0, 
         "Muffin": 9, 
-        "Bread": 9
+        "Bread": 6
       }, 
       "customer_id": "customer-030", 
       "delivery_date": {
-        "day": 10, 
-        "hour": 13
+        "day": 12, 
+        "hour": 17
+      }
+    }, 
+    {
+      "order_date": {
+        "day": 8, 
+        "hour": 11
+      }, 
+      "guid": "order-329", 
+      "products": {
+        "Bagel": 8, 
+        "Donut": 4, 
+        "Berliner": 8, 
+        "Muffin": 10, 
+        "Bread": 10
+      }, 
+      "customer_id": "customer-030", 
+      "delivery_date": {
+        "day": 13, 
+        "hour": 22
       }
     }, 
     {
       "order_date": {
         "day": 9, 
-        "hour": 0
+        "hour": 11
       }, 
-      "guid": "order-309", 
+      "guid": "order-330", 
       "products": {
-        "Bagel": 7, 
-        "Donut": 8, 
-        "Berliner": 7, 
-        "Muffin": 8, 
-        "Bread": 8
+        "Bagel": 1, 
+        "Donut": 10, 
+        "Berliner": 9, 
+        "Muffin": 3, 
+        "Bread": 3
       }, 
       "customer_id": "customer-030", 
       "delivery_date": {
-        "day": 14, 
-        "hour": 2
+        "day": 15, 
+        "hour": 7
       }
     }, 
     {
       "order_date": {
         "day": 10, 
-        "hour": 10
+        "hour": 8
       }, 
-      "guid": "order-310", 
+      "guid": "order-331", 
       "products": {
         "Bagel": 5, 
-        "Donut": 0, 
-        "Berliner": 4, 
-        "Muffin": 7, 
-        "Bread": 6
+        "Donut": 8, 
+        "Berliner": 5, 
+        "Muffin": 10, 
+        "Bread": 3
       }, 
       "customer_id": "customer-030", 
       "delivery_date": {
         "day": 21, 
-        "hour": 1
+        "hour": 19
       }
     }
   ]
diff --git a/scenarios/random-scenario.png b/scenarios/random-scenario.png
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