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3 Commits

@ -1,8 +1,8 @@
# This file is machine-generated - editing it directly is not advised # This file is machine-generated - editing it directly is not advised
julia_version = "1.10.1" julia_version = "1.10.2"
manifest_format = "2.0" manifest_format = "2.0"
project_hash = "4170463ca454c6921d0f3b304e50e00eea5e30ba" project_hash = "c30276d4b440bf43a36bc652205ac642814efc55"
[[deps.ArgTools]] [[deps.ArgTools]]
uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f" uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f"
@ -31,6 +31,12 @@ git-tree-sha1 = "b7ba7f0d727433c961909b329c4d2263268da4c9"
uuid = "44b605c4-b955-5f2b-9b6d-d2bd01d3d205" uuid = "44b605c4-b955-5f2b-9b6d-d2bd01d3d205"
version = "4.0.0" version = "4.0.0"
[[deps.CSTParser]]
deps = ["Tokenize"]
git-tree-sha1 = "b544d62417a99d091c569b95109bc9d8c223e9e3"
uuid = "00ebfdb7-1f24-5e51-bd34-a7502290713f"
version = "3.4.2"
[[deps.CSV]] [[deps.CSV]]
deps = ["CodecZlib", "Dates", "FilePathsBase", "InlineStrings", "Mmap", "Parsers", "PooledArrays", "PrecompileTools", "SentinelArrays", "Tables", "Unicode", "WeakRefStrings", "WorkerUtilities"] deps = ["CodecZlib", "Dates", "FilePathsBase", "InlineStrings", "Mmap", "Parsers", "PooledArrays", "PrecompileTools", "SentinelArrays", "Tables", "Unicode", "WeakRefStrings", "WorkerUtilities"]
git-tree-sha1 = "679e69c611fff422038e9e21e270c4197d49d918" git-tree-sha1 = "679e69c611fff422038e9e21e270c4197d49d918"
@ -55,6 +61,12 @@ git-tree-sha1 = "59939d8a997469ee05c4b4944560a820f9ba0d73"
uuid = "944b1d66-785c-5afd-91f1-9de20f533193" uuid = "944b1d66-785c-5afd-91f1-9de20f533193"
version = "0.7.4" version = "0.7.4"
[[deps.CommonMark]]
deps = ["Crayons", "JSON", "PrecompileTools", "URIs"]
git-tree-sha1 = "532c4185d3c9037c0237546d817858b23cf9e071"
uuid = "a80b9123-70ca-4bc0-993e-6e3bcb318db6"
version = "0.8.12"
[[deps.CommonSubexpressions]] [[deps.CommonSubexpressions]]
deps = ["MacroTools", "Test"] deps = ["MacroTools", "Test"]
git-tree-sha1 = "7b8a93dba8af7e3b42fecabf646260105ac373f7" git-tree-sha1 = "7b8a93dba8af7e3b42fecabf646260105ac373f7"
@ -154,6 +166,11 @@ deps = ["ArgTools", "FileWatching", "LibCURL", "NetworkOptions"]
uuid = "f43a241f-c20a-4ad4-852c-f6b1247861c6" uuid = "f43a241f-c20a-4ad4-852c-f6b1247861c6"
version = "1.6.0" version = "1.6.0"
[[deps.ExprTools]]
git-tree-sha1 = "27415f162e6028e81c72b82ef756bf321213b6ec"
uuid = "e2ba6199-217a-4e67-a87a-7c52f15ade04"
version = "0.1.10"
[[deps.FilePathsBase]] [[deps.FilePathsBase]]
deps = ["Compat", "Dates", "Mmap", "Printf", "Test", "UUIDs"] deps = ["Compat", "Dates", "Mmap", "Printf", "Test", "UUIDs"]
git-tree-sha1 = "9f00e42f8d99fdde64d40c8ea5d14269a2e2c1aa" git-tree-sha1 = "9f00e42f8d99fdde64d40c8ea5d14269a2e2c1aa"
@ -183,6 +200,11 @@ git-tree-sha1 = "ed98a4429bf0a033ccc5e036120181dd52f06d31"
uuid = "0ef565a4-170c-5f04-8de2-149903a85f3d" uuid = "0ef565a4-170c-5f04-8de2-149903a85f3d"
version = "1.1.0" version = "1.1.0"
[[deps.Glob]]
git-tree-sha1 = "97285bbd5230dd766e9ef6749b80fc617126d496"
uuid = "c27321d9-0574-5035-807b-f59d2c89b15c"
version = "1.3.1"
[[deps.Gurobi]] [[deps.Gurobi]]
deps = ["LazyArtifacts", "Libdl", "MathOptInterface"] deps = ["LazyArtifacts", "Libdl", "MathOptInterface"]
git-tree-sha1 = "5995b72d385235f3fe55f8f0c4ad61049f867814" git-tree-sha1 = "5995b72d385235f3fe55f8f0c4ad61049f867814"
@ -250,6 +272,12 @@ version = "1.20.0"
[deps.JuMP.weakdeps] [deps.JuMP.weakdeps]
DimensionalData = "0703355e-b756-11e9-17c0-8b28908087d0" DimensionalData = "0703355e-b756-11e9-17c0-8b28908087d0"
[[deps.JuliaFormatter]]
deps = ["CSTParser", "CommonMark", "DataStructures", "Glob", "Pkg", "PrecompileTools", "Tokenize"]
git-tree-sha1 = "1c4880cb70a5c6c87ea36deccc3d7f9e7969c18c"
uuid = "98e50ef6-434e-11e9-1051-2b60c6c9e899"
version = "1.0.56"
[[deps.JuliaInterpreter]] [[deps.JuliaInterpreter]]
deps = ["CodeTracking", "InteractiveUtils", "Random", "UUIDs"] deps = ["CodeTracking", "InteractiveUtils", "Random", "UUIDs"]
git-tree-sha1 = "7b762d81887160169ddfc93a47e5fd7a6a3e78ef" git-tree-sha1 = "7b762d81887160169ddfc93a47e5fd7a6a3e78ef"
@ -572,6 +600,17 @@ version = "1.10.0"
deps = ["InteractiveUtils", "Logging", "Random", "Serialization"] deps = ["InteractiveUtils", "Logging", "Random", "Serialization"]
uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40" uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
[[deps.TimerOutputs]]
deps = ["ExprTools", "Printf"]
git-tree-sha1 = "f548a9e9c490030e545f72074a41edfd0e5bcdd7"
uuid = "a759f4b9-e2f1-59dc-863e-4aeb61b1ea8f"
version = "0.5.23"
[[deps.Tokenize]]
git-tree-sha1 = "5b5a892ba7704c0977013bd0f9c30f5d962181e0"
uuid = "0796e94c-ce3b-5d07-9a54-7f471281c624"
version = "0.5.28"
[[deps.TranscodingStreams]] [[deps.TranscodingStreams]]
git-tree-sha1 = "54194d92959d8ebaa8e26227dbe3cdefcdcd594f" git-tree-sha1 = "54194d92959d8ebaa8e26227dbe3cdefcdcd594f"
uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa" uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
@ -581,6 +620,11 @@ weakdeps = ["Random", "Test"]
[deps.TranscodingStreams.extensions] [deps.TranscodingStreams.extensions]
TestExt = ["Test", "Random"] TestExt = ["Test", "Random"]
[[deps.URIs]]
git-tree-sha1 = "67db6cc7b3821e19ebe75791a9dd19c9b1188f2b"
uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4"
version = "1.5.1"
[[deps.UUIDs]] [[deps.UUIDs]]
deps = ["Random", "SHA"] deps = ["Random", "SHA"]
uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4" uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4"

@ -7,8 +7,10 @@ Gurobi = "2e9cd046-0924-5485-92f1-d5272153d98b"
HiGHS = "87dc4568-4c63-4d18-b0c0-bb2238e4078b" HiGHS = "87dc4568-4c63-4d18-b0c0-bb2238e4078b"
JSON = "682c06a0-de6a-54ab-a142-c8b1cf79cde6" JSON = "682c06a0-de6a-54ab-a142-c8b1cf79cde6"
JuMP = "4076af6c-e467-56ae-b986-b466b2749572" JuMP = "4076af6c-e467-56ae-b986-b466b2749572"
JuliaFormatter = "98e50ef6-434e-11e9-1051-2b60c6c9e899"
NearestNeighbors = "b8a86587-4115-5ab1-83bc-aa920d37bbce" NearestNeighbors = "b8a86587-4115-5ab1-83bc-aa920d37bbce"
OrderedCollections = "bac558e1-5e72-5ebc-8fee-abe8a469f55d" OrderedCollections = "bac558e1-5e72-5ebc-8fee-abe8a469f55d"
Printf = "de0858da-6303-5e67-8744-51eddeeeb8d7" Printf = "de0858da-6303-5e67-8744-51eddeeeb8d7"
Revise = "295af30f-e4ad-537b-8983-00126c2a3abe" Revise = "295af30f-e4ad-537b-8983-00126c2a3abe"
TimerOutputs = "a759f4b9-e2f1-59dc-863e-4aeb61b1ea8f"
ZipFile = "a5390f91-8eb1-5f08-bee0-b1d1ffed6cea" ZipFile = "a5390f91-8eb1-5f08-bee0-b1d1ffed6cea"

@ -8,6 +8,7 @@ using DataFrames
using CRC using CRC
using ZipFile using ZipFile
using Statistics using Statistics
using TimerOutputs
crc32 = crc(CRC_32) crc32 = crc(CRC_32)
@ -77,31 +78,37 @@ function _calculate_distance(
csv_filename = joinpath(basedir, "dist_driving.csv") csv_filename = joinpath(basedir, "dist_driving.csv")
# Download pre-computed driving data # Download pre-computed driving data
if !isfile(csv_filename) @timeit "Download data" begin
_download_zip( if !isfile(csv_filename)
"https://axavier.org/RELOG/0.6/data/dist_driving_0b9a6ad6.zip", _download_zip(
basedir, "https://axavier.org/RELOG/0.6/data/dist_driving_0b9a6ad6.zip",
csv_filename, basedir,
0x0b9a6ad6, csv_filename,
) 0x0b9a6ad6,
)
end
end end
# Fit kNN model @timeit "Fit KNN model" begin
df = DataFrame(CSV.File(csv_filename, missingstring="NaN")) df = DataFrame(CSV.File(csv_filename, missingstring="NaN"))
dropmissing!(df) dropmissing!(df)
coords = Matrix(df[!, [:source_lat, :source_lon, :dest_lat, :dest_lon]])' coords = Matrix(df[!, [:source_lat, :source_lon, :dest_lat, :dest_lon]])'
metric.ratios = Matrix(df[!, [:ratio]]) metric.ratios = Matrix(df[!, [:ratio]])
metric.tree = KDTree(coords) metric.tree = KDTree(coords)
end
end end
# Compute Euclidean distance @timeit "Compute Euclidean distance" begin
dist_euclidean = dist_euclidean =
_calculate_distance(source_lat, source_lon, dest_lat, dest_lon, EuclideanDistance()) _calculate_distance(source_lat, source_lon, dest_lat, dest_lon, EuclideanDistance())
end
@timeit "Predict driving distance" begin
idxs, _ = knn(metric.tree, [source_lat, source_lon, dest_lat, dest_lon], 5)
ratio_pred = mean(metric.ratios[idxs])
dist_pred = round(dist_euclidean * ratio_pred, digits=3)
isfinite(dist_pred) || error("non-finite distance detected: $dist_pred")
end
# Predict ratio
idxs, _ = knn(metric.tree, [source_lat, source_lon, dest_lat, dest_lon], 5)
ratio_pred = mean(metric.ratios[idxs])
dist_pred = round(dist_euclidean * ratio_pred, digits=3)
isfinite(dist_pred) || error("non-finite distance detected: $dist_pred")
return dist_pred return dist_pred
end end

@ -27,11 +27,9 @@ function _init(model::JuMP.Model, key::Symbol)::OrderedDict
end end
function _set_names!(model::JuMP.Model) function _set_names!(model::JuMP.Model)
@info "Setting variable and constraint names..."
time_varnames = @elapsed begin time_varnames = @elapsed begin
_set_names!(object_dictionary(model)) _set_names!(object_dictionary(model))
end end
@info @sprintf("Set names in %.2f seconds", time_varnames)
end end
function _set_names!(dict::Dict) function _set_names!(dict::Dict)

File diff suppressed because it is too large Load Diff

@ -1,8 +1,8 @@
center,product,component,time,amount available (tonne),amount sent (tonne),amount stored (tonne),amount disposed (tonne),acquisition cost ($),storage cost ($),disposal cost ($) center,product,component,time,amount available (tonne),amount sent (tonne),amount stored (tonne),amount disposed (tonne),acquisition cost ($),storage cost ($),disposal cost ($)
Collection (San Antonio),Waste,Film,1,288.0,288.0,0.0,0.0,288.0,0.0,0.0 Collection (San Antonio),Waste,Film,1,288.0,288.0,0.0,0.0,288.0,0.0,0.0
Collection (San Antonio),Waste,Film,2,4240.0,4240.0,0.0,0.0,4240.0,0.0,0.0 Collection (San Antonio),Waste,Film,2,4240.0,4240.0,0.0,0.0,4240.0,0.0,0.0
Collection (San Antonio),Waste,Paper,1,252.0,252.00000000000003,0.0,0.0,252.0,0.0,0.0 Collection (San Antonio),Waste,Paper,1,252.0,252.0,0.0,0.0,252.0,0.0,0.0
Collection (San Antonio),Waste,Paper,2,3710.0,3710.0000000000005,0.0,0.0,3710.0,0.0,0.0 Collection (San Antonio),Waste,Paper,2,3710.0,3710.0,0.0,0.0,3710.0,0.0,0.0
Collection (San Antonio),Waste,Cardboard,1,324.0,324.0,0.0,0.0,324.0,0.0,0.0 Collection (San Antonio),Waste,Cardboard,1,324.0,324.0,0.0,0.0,324.0,0.0,0.0
Collection (San Antonio),Waste,Cardboard,2,4770.0,4770.0,0.0,0.0,4770.0,0.0,0.0 Collection (San Antonio),Waste,Cardboard,2,4770.0,4770.0,0.0,0.0,4770.0,0.0,0.0
Collection (San Jose),Waste,Film,1,1255.0,1255.0,0.0,0.0,1255.0,0.0,0.0 Collection (San Jose),Waste,Film,1,1255.0,1255.0,0.0,0.0,1255.0,0.0,0.0
@ -16,11 +16,11 @@ Collection (New York City),Waste,Film,2,6450.0,6450.0,0.0,0.0,6450.0,0.0,0.0
Collection (New York City),Waste,Paper,1,891.0,891.0,0.0,0.0,891.0,0.0,0.0 Collection (New York City),Waste,Paper,1,891.0,891.0,0.0,0.0,891.0,0.0,0.0
Collection (New York City),Waste,Paper,2,5805.0,5805.0,0.0,0.0,5805.0,0.0,0.0 Collection (New York City),Waste,Paper,2,5805.0,5805.0,0.0,0.0,5805.0,0.0,0.0
Collection (New York City),Waste,Cardboard,1,297.0,297.0,0.0,0.0,297.0,0.0,0.0 Collection (New York City),Waste,Cardboard,1,297.0,297.0,0.0,0.0,297.0,0.0,0.0
Collection (New York City),Waste,Cardboard,2,1935.0,1934.9999999999998,0.0,0.0,1935.0,0.0,0.0 Collection (New York City),Waste,Cardboard,2,1935.0,1935.0,0.0,0.0,1935.0,0.0,0.0
Collection (Los Angeles),Waste,Film,1,4160.0,4160.0,0.0,0.0,4160.0,0.0,0.0 Collection (Los Angeles),Waste,Film,1,4160.0,4160.0,0.0,0.0,4160.0,0.0,0.0
Collection (Los Angeles),Waste,Film,2,5704.0,5704.0,0.0,0.0,5704.0,0.0,0.0 Collection (Los Angeles),Waste,Film,2,5704.0,5704.0,0.0,0.0,5704.0,0.0,0.0
Collection (Los Angeles),Waste,Paper,1,3640.0,3640.0000000000005,0.0,0.0,3640.0,0.0,0.0 Collection (Los Angeles),Waste,Paper,1,3640.0,3640.0,0.0,0.0,3640.0,0.0,0.0
Collection (Los Angeles),Waste,Paper,2,4991.0,4991.000000000001,0.0,0.0,4991.0,0.0,0.0 Collection (Los Angeles),Waste,Paper,2,4991.0,4991.0,0.0,0.0,4991.0,0.0,0.0
Collection (Los Angeles),Waste,Cardboard,1,5200.0,5200.0,0.0,0.0,5200.0,0.0,0.0 Collection (Los Angeles),Waste,Cardboard,1,5200.0,5200.0,0.0,0.0,5200.0,0.0,0.0
Collection (Los Angeles),Waste,Cardboard,2,7130.0,7130.0,0.0,0.0,7130.0,0.0,0.0 Collection (Los Angeles),Waste,Cardboard,2,7130.0,7130.0,0.0,0.0,7130.0,0.0,0.0
Collection (Chicago),Waste,Film,1,716.0,716.0,0.0,0.0,716.0,0.0,0.0 Collection (Chicago),Waste,Film,1,716.0,716.0,0.0,0.0,716.0,0.0,0.0

1 center product component time amount available (tonne) amount sent (tonne) amount stored (tonne) amount disposed (tonne) acquisition cost ($) storage cost ($) disposal cost ($)
2 Collection (San Antonio) Waste Film 1 288.0 288.0 0.0 0.0 288.0 0.0 0.0
3 Collection (San Antonio) Waste Film 2 4240.0 4240.0 0.0 0.0 4240.0 0.0 0.0
4 Collection (San Antonio) Waste Paper 1 252.0 252.00000000000003 252.0 0.0 0.0 252.0 0.0 0.0
5 Collection (San Antonio) Waste Paper 2 3710.0 3710.0000000000005 3710.0 0.0 0.0 3710.0 0.0 0.0
6 Collection (San Antonio) Waste Cardboard 1 324.0 324.0 0.0 0.0 324.0 0.0 0.0
7 Collection (San Antonio) Waste Cardboard 2 4770.0 4770.0 0.0 0.0 4770.0 0.0 0.0
8 Collection (San Jose) Waste Film 1 1255.0 1255.0 0.0 0.0 1255.0 0.0 0.0
16 Collection (New York City) Waste Paper 1 891.0 891.0 0.0 0.0 891.0 0.0 0.0
17 Collection (New York City) Waste Paper 2 5805.0 5805.0 0.0 0.0 5805.0 0.0 0.0
18 Collection (New York City) Waste Cardboard 1 297.0 297.0 0.0 0.0 297.0 0.0 0.0
19 Collection (New York City) Waste Cardboard 2 1935.0 1934.9999999999998 1935.0 0.0 0.0 1935.0 0.0 0.0
20 Collection (Los Angeles) Waste Film 1 4160.0 4160.0 0.0 0.0 4160.0 0.0 0.0
21 Collection (Los Angeles) Waste Film 2 5704.0 5704.0 0.0 0.0 5704.0 0.0 0.0
22 Collection (Los Angeles) Waste Paper 1 3640.0 3640.0000000000005 3640.0 0.0 0.0 3640.0 0.0 0.0
23 Collection (Los Angeles) Waste Paper 2 4991.0 4991.000000000001 4991.0 0.0 0.0 4991.0 0.0 0.0
24 Collection (Los Angeles) Waste Cardboard 1 5200.0 5200.0 0.0 0.0 5200.0 0.0 0.0
25 Collection (Los Angeles) Waste Cardboard 2 7130.0 7130.0 0.0 0.0 7130.0 0.0 0.0
26 Collection (Chicago) Waste Film 1 716.0 716.0 0.0 0.0 716.0 0.0 0.0

@ -1,13 +1,13 @@
plant,emission,time,amount emitted (tonne),emission cost ($) plant,emission,time,amount emitted (tonne),emission cost ($)
MRF (Chicago),CO2,1,88.11999999999999,0.8811999999999999 MRF (Chicago),CO2,1,88.12,0.88
MRF (Chicago),CO2,2,319.09,3.1908999999999996 MRF (Chicago),CO2,2,319.09,3.19
Paper Mill (Phoenix),CO2,1,111.96120000000002,1.1196120000000003 Paper Mill (Phoenix),CO2,1,111.96,1.12
Paper Mill (Phoenix),CO2,2,121.9771,1.219771 Paper Mill (Phoenix),CO2,2,121.98,1.22
Paper Mill (Dallas),CO2,1,97.26479999999998,0.9726479999999998 Paper Mill (Dallas),CO2,1,97.26,0.97
Paper Mill (Dallas),CO2,2,113.78059999999999,1.1378059999999999 Paper Mill (Dallas),CO2,2,113.78,1.14
MRF (Phoenix),CO2,1,443.25000000000006,4.432500000000001 MRF (Phoenix),CO2,1,443.25,4.43
MRF (Phoenix),CO2,2,500.0,5.0 MRF (Phoenix),CO2,2,500.0,5.0
MRF (Dallas),CO2,1,265.19,2.6519 MRF (Dallas),CO2,1,265.19,2.65
MRF (Dallas),CO2,2,398.83,3.9882999999999997 MRF (Dallas),CO2,2,398.83,3.99
Paper Mill (Chicago),CO2,1,17.8095,0.178095 Paper Mill (Chicago),CO2,1,17.81,0.18
Paper Mill (Chicago),CO2,2,62.10079999999999,0.6210079999999999 Paper Mill (Chicago),CO2,2,62.1,0.62

1 plant emission time amount emitted (tonne) emission cost ($)
2 MRF (Chicago) CO2 1 88.11999999999999 88.12 0.8811999999999999 0.88
3 MRF (Chicago) CO2 2 319.09 3.1908999999999996 3.19
4 Paper Mill (Phoenix) CO2 1 111.96120000000002 111.96 1.1196120000000003 1.12
5 Paper Mill (Phoenix) CO2 2 121.9771 121.98 1.219771 1.22
6 Paper Mill (Dallas) CO2 1 97.26479999999998 97.26 0.9726479999999998 0.97
7 Paper Mill (Dallas) CO2 2 113.78059999999999 113.78 1.1378059999999999 1.14
8 MRF (Phoenix) CO2 1 443.25000000000006 443.25 4.432500000000001 4.43
9 MRF (Phoenix) CO2 2 500.0 5.0
10 MRF (Dallas) CO2 1 265.19 2.6519 2.65
11 MRF (Dallas) CO2 2 398.83 3.9882999999999997 3.99
12 Paper Mill (Chicago) CO2 1 17.8095 17.81 0.178095 0.18
13 Paper Mill (Chicago) CO2 2 62.10079999999999 62.1 0.6210079999999999 0.62

@ -1,37 +1,37 @@
plant,product,component,time,amount produced (tonne),amount disposed (tonne),amount sent (tonne),disposal cost ($) plant,product,component,time,amount produced (tonne),amount disposed (tonne),amount sent (tonne),disposal cost ($)
MRF (Chicago),Film bale,Film,1,1887.4799999999998,1887.4799999999998,0.0,-18874.8 MRF (Chicago),Film bale,Film,1,1887.48,1887.48,0.0,-18874.8
MRF (Chicago),Film bale,Film,2,8629.88,8629.88,0.0,-86298.79999999999 MRF (Chicago),Film bale,Film,2,8629.88,8629.88,0.0,-86298.8
MRF (Chicago),Film bale,Paper,1,92.70000000000002,92.70000000000002,0.0,-927.0000000000002 MRF (Chicago),Film bale,Paper,1,92.7,92.7,0.0,-927.0
MRF (Chicago),Film bale,Paper,2,304.58,304.58,0.0,-3045.7999999999997 MRF (Chicago),Film bale,Paper,2,304.58,304.58,0.0,-3045.8
MRF (Chicago),Film bale,Cardboard,1,45.02,45.02,0.0,-450.20000000000005 MRF (Chicago),Film bale,Cardboard,1,45.02,45.02,0.0,-450.2
MRF (Chicago),Film bale,Cardboard,2,157.48000000000002,157.48000000000002,0.0,-1574.8000000000002 MRF (Chicago),Film bale,Cardboard,2,157.48,157.48,0.0,-1574.8
MRF (Chicago),Cardboard bale,Paper,1,92.70000000000002,0.0,92.70000000000002,-0.0 MRF (Chicago),Cardboard bale,Paper,1,92.7,0.0,92.7,-0.0
MRF (Chicago),Cardboard bale,Paper,2,304.579999999999,0.0,304.579999999999,-0.0 MRF (Chicago),Cardboard bale,Paper,2,304.58,-0.0,304.58,0.0
MRF (Chicago),Cardboard bale,Cardboard,1,1688.25,0.0,1688.25,-0.0 MRF (Chicago),Cardboard bale,Cardboard,1,1688.25,0.0,1688.25,-0.0
MRF (Chicago),Cardboard bale,Cardboard,2,5905.5,0.0,5905.5,-0.0 MRF (Chicago),Cardboard bale,Cardboard,2,5905.5,0.0,5905.5,-0.0
Paper Mill (Phoenix),Cardboard sheets,Cardboard,1,10369.725,10369.725,0.0,-1.0369725e6 Paper Mill (Phoenix),Cardboard sheets,Cardboard,1,10369.72,10369.72,0.0,-1.0369725e6
Paper Mill (Phoenix),Cardboard sheets,Cardboard,2,11295.262499999999,11295.262499999999,0.0,-1.12952625e6 Paper Mill (Phoenix),Cardboard sheets,Cardboard,2,11295.26,11295.26,0.0,-1.12952625e6
Paper Mill (Dallas),Cardboard sheets,Cardboard,1,9132.824999999999,9132.824999999999,0.0,-913282.4999999999 Paper Mill (Dallas),Cardboard sheets,Cardboard,1,9132.82,9132.82,0.0,-913282.5
Paper Mill (Dallas),Cardboard sheets,Cardboard,2,10576.35,10576.35,0.0,-1.057635e6 Paper Mill (Dallas),Cardboard sheets,Cardboard,2,10576.35,10576.35,0.0,-1.057635e6
MRF (Phoenix),Film bale,Film,1,15425.2,15425.2,0.0,-154252.0 MRF (Phoenix),Film bale,Film,1,15425.2,15425.2,0.0,-154252.0
MRF (Phoenix),Film bale,Film,2,18374.02,18374.02,0.0,-183740.2 MRF (Phoenix),Film bale,Film,2,18374.02,18374.02,0.0,-183740.2
MRF (Phoenix),Film bale,Paper,1,280.62,280.62,0.0,-2806.2 MRF (Phoenix),Film bale,Paper,1,280.62,280.62,0.0,-2806.2
MRF (Phoenix),Film bale,Paper,2,307.96000000000004,307.96000000000004,0.0,-3079.6000000000004 MRF (Phoenix),Film bale,Paper,2,307.96,307.96,0.0,-3079.6
MRF (Phoenix),Film bale,Cardboard,1,291.08,291.08,0.0,-2910.7999999999997 MRF (Phoenix),Film bale,Cardboard,1,291.08,291.08,0.0,-2910.8
MRF (Phoenix),Film bale,Cardboard,2,317.06,317.06,0.0,-3170.6 MRF (Phoenix),Film bale,Cardboard,2,317.06,317.06,0.0,-3170.6
MRF (Phoenix),Cardboard bale,Paper,1,280.6200000000026,0.0,280.6200000000026,-0.0 MRF (Phoenix),Cardboard bale,Paper,1,280.62,-0.0,280.62,0.0
MRF (Phoenix),Cardboard bale,Paper,2,307.96000000000004,0.0,307.96000000000004,-0.0 MRF (Phoenix),Cardboard bale,Paper,2,307.96,-0.0,307.96,0.0
MRF (Phoenix),Cardboard bale,Cardboard,1,10915.5,0.0,10915.5,-0.0 MRF (Phoenix),Cardboard bale,Cardboard,1,10915.5,0.0,10915.5,-0.0
MRF (Phoenix),Cardboard bale,Cardboard,2,11889.75,0.0,11889.75,-0.0 MRF (Phoenix),Cardboard bale,Cardboard,2,11889.75,0.0,11889.75,-0.0
MRF (Dallas),Film bale,Film,1,7890.959999999999,7890.959999999999,0.0,-78909.59999999999 MRF (Dallas),Film bale,Film,1,7890.96,7890.96,0.0,-78909.6
MRF (Dallas),Film bale,Film,2,12530.279999999999,12530.279999999999,0.0,-125302.79999999999 MRF (Dallas),Film bale,Film,2,12530.28,12530.28,0.0,-125302.8
MRF (Dallas),Film bale,Paper,1,112.97999999999999,112.97999999999999,0.0,-1129.8 MRF (Dallas),Film bale,Paper,1,112.98,112.98,0.0,-1129.8
MRF (Dallas),Film bale,Paper,2,245.06,245.06,0.0,-2450.6 MRF (Dallas),Film bale,Paper,2,245.06,245.06,0.0,-2450.6
MRF (Dallas),Film bale,Cardboard,1,256.36,256.36,0.0,-2563.6000000000004 MRF (Dallas),Film bale,Cardboard,1,256.36,256.36,0.0,-2563.6
MRF (Dallas),Film bale,Cardboard,2,296.88,296.88,0.0,-2968.8 MRF (Dallas),Film bale,Cardboard,2,296.88,296.88,0.0,-2968.8
MRF (Dallas),Cardboard bale,Paper,1,112.97999999999774,0.0,112.97999999999774,-0.0 MRF (Dallas),Cardboard bale,Paper,1,112.98,-0.0,112.98,0.0
MRF (Dallas),Cardboard bale,Paper,2,245.06,0.0,245.06,-0.0 MRF (Dallas),Cardboard bale,Paper,2,245.06,-0.0,245.06,0.0
MRF (Dallas),Cardboard bale,Cardboard,1,9613.5,0.0,9613.5,-0.0 MRF (Dallas),Cardboard bale,Cardboard,1,9613.5,0.0,9613.5,-0.0
MRF (Dallas),Cardboard bale,Cardboard,2,11133.0,0.0,11133.0,-0.0 MRF (Dallas),Cardboard bale,Cardboard,2,11133.0,0.0,11133.0,-0.0
Paper Mill (Chicago),Cardboard sheets,Cardboard,1,1603.8374999999999,1603.8374999999999,0.0,-160383.75 Paper Mill (Chicago),Cardboard sheets,Cardboard,1,1603.84,1603.84,0.0,-160383.75
Paper Mill (Chicago),Cardboard sheets,Cardboard,2,5610.224999999999,5610.224999999999,0.0,-561022.5 Paper Mill (Chicago),Cardboard sheets,Cardboard,2,5610.22,5610.22,0.0,-561022.5

1 plant product component time amount produced (tonne) amount disposed (tonne) amount sent (tonne) disposal cost ($)
2 MRF (Chicago) Film bale Film 1 1887.4799999999998 1887.48 1887.4799999999998 1887.48 0.0 -18874.8
3 MRF (Chicago) Film bale Film 2 8629.88 8629.88 0.0 -86298.79999999999 -86298.8
4 MRF (Chicago) Film bale Paper 1 92.70000000000002 92.7 92.70000000000002 92.7 0.0 -927.0000000000002 -927.0
5 MRF (Chicago) Film bale Paper 2 304.58 304.58 0.0 -3045.7999999999997 -3045.8
6 MRF (Chicago) Film bale Cardboard 1 45.02 45.02 0.0 -450.20000000000005 -450.2
7 MRF (Chicago) Film bale Cardboard 2 157.48000000000002 157.48 157.48000000000002 157.48 0.0 -1574.8000000000002 -1574.8
8 MRF (Chicago) Cardboard bale Paper 1 92.70000000000002 92.7 0.0 92.70000000000002 92.7 -0.0
9 MRF (Chicago) Cardboard bale Paper 2 304.579999999999 304.58 0.0 -0.0 304.579999999999 304.58 -0.0 0.0
10 MRF (Chicago) Cardboard bale Cardboard 1 1688.25 0.0 1688.25 -0.0
11 MRF (Chicago) Cardboard bale Cardboard 2 5905.5 0.0 5905.5 -0.0
12 Paper Mill (Phoenix) Cardboard sheets Cardboard 1 10369.725 10369.72 10369.725 10369.72 0.0 -1.0369725e6
13 Paper Mill (Phoenix) Cardboard sheets Cardboard 2 11295.262499999999 11295.26 11295.262499999999 11295.26 0.0 -1.12952625e6
14 Paper Mill (Dallas) Cardboard sheets Cardboard 1 9132.824999999999 9132.82 9132.824999999999 9132.82 0.0 -913282.4999999999 -913282.5
15 Paper Mill (Dallas) Cardboard sheets Cardboard 2 10576.35 10576.35 0.0 -1.057635e6
16 MRF (Phoenix) Film bale Film 1 15425.2 15425.2 0.0 -154252.0
17 MRF (Phoenix) Film bale Film 2 18374.02 18374.02 0.0 -183740.2
18 MRF (Phoenix) Film bale Paper 1 280.62 280.62 0.0 -2806.2
19 MRF (Phoenix) Film bale Paper 2 307.96000000000004 307.96 307.96000000000004 307.96 0.0 -3079.6000000000004 -3079.6
20 MRF (Phoenix) Film bale Cardboard 1 291.08 291.08 0.0 -2910.7999999999997 -2910.8
21 MRF (Phoenix) Film bale Cardboard 2 317.06 317.06 0.0 -3170.6
22 MRF (Phoenix) Cardboard bale Paper 1 280.6200000000026 280.62 0.0 -0.0 280.6200000000026 280.62 -0.0 0.0
23 MRF (Phoenix) Cardboard bale Paper 2 307.96000000000004 307.96 0.0 -0.0 307.96000000000004 307.96 -0.0 0.0
24 MRF (Phoenix) Cardboard bale Cardboard 1 10915.5 0.0 10915.5 -0.0
25 MRF (Phoenix) Cardboard bale Cardboard 2 11889.75 0.0 11889.75 -0.0
26 MRF (Dallas) Film bale Film 1 7890.959999999999 7890.96 7890.959999999999 7890.96 0.0 -78909.59999999999 -78909.6
27 MRF (Dallas) Film bale Film 2 12530.279999999999 12530.28 12530.279999999999 12530.28 0.0 -125302.79999999999 -125302.8
28 MRF (Dallas) Film bale Paper 1 112.97999999999999 112.98 112.97999999999999 112.98 0.0 -1129.8
29 MRF (Dallas) Film bale Paper 2 245.06 245.06 0.0 -2450.6
30 MRF (Dallas) Film bale Cardboard 1 256.36 256.36 0.0 -2563.6000000000004 -2563.6
31 MRF (Dallas) Film bale Cardboard 2 296.88 296.88 0.0 -2968.8
32 MRF (Dallas) Cardboard bale Paper 1 112.97999999999774 112.98 0.0 -0.0 112.97999999999774 112.98 -0.0 0.0
33 MRF (Dallas) Cardboard bale Paper 2 245.06 0.0 -0.0 245.06 -0.0 0.0
34 MRF (Dallas) Cardboard bale Cardboard 1 9613.5 0.0 9613.5 -0.0
35 MRF (Dallas) Cardboard bale Cardboard 2 11133.0 0.0 11133.0 -0.0
36 Paper Mill (Chicago) Cardboard sheets Cardboard 1 1603.8374999999999 1603.84 1603.8374999999999 1603.84 0.0 -160383.75
37 Paper Mill (Chicago) Cardboard sheets Cardboard 2 5610.224999999999 5610.22 5610.224999999999 5610.22 0.0 -561022.5

@ -1,28 +1,28 @@
source,destination,product,emission,time,distance (km),amount sent (tonne),amount emitted (tonne),emission cost ($) source,destination,product,emission,time,distance (km),amount sent (tonne),amount emitted (tonne),emission cost ($)
MRF (Chicago),Paper Mill (Chicago),Cardboard bale,CO2,1,0.0,1780.95,0.0,0.0 MRF (Chicago),Paper Mill (Chicago),Cardboard bale,CO2,1,0.0,1780.95,0.0,0.0
MRF (Chicago),Paper Mill (Chicago),Cardboard bale,CO2,2,0.0,6210.079999999999,0.0,0.0 MRF (Chicago),Paper Mill (Chicago),Cardboard bale,CO2,2,0.0,6210.08,0.0,0.0
MRF (Phoenix),Paper Mill (Phoenix),Cardboard bale,CO2,1,0.0,11196.120000000003,0.0,0.0 MRF (Phoenix),Paper Mill (Phoenix),Cardboard bale,CO2,1,0.0,11196.12,0.0,0.0
MRF (Phoenix),Paper Mill (Phoenix),Cardboard bale,CO2,2,0.0,12197.71,0.0,0.0 MRF (Phoenix),Paper Mill (Phoenix),Cardboard bale,CO2,2,0.0,12197.71,0.0,0.0
MRF (Dallas),Paper Mill (Dallas),Cardboard bale,CO2,1,0.0,9726.479999999998,0.0,0.0 MRF (Dallas),Paper Mill (Dallas),Cardboard bale,CO2,1,0.0,9726.48,0.0,0.0
MRF (Dallas),Paper Mill (Dallas),Cardboard bale,CO2,2,0.0,11378.06,0.0,0.0 MRF (Dallas),Paper Mill (Dallas),Cardboard bale,CO2,2,0.0,11378.06,0.0,0.0
Collection (San Antonio),MRF (Dallas),Waste,CO2,1,476.098,864.0,4113.48672,41.1348672 Collection (San Antonio),MRF (Dallas),Waste,CO2,1,476.1,864.0,4113.49,41.13
Collection (San Antonio),MRF (Dallas),Waste,CO2,2,476.098,12720.0,60559.6656,605.596656 Collection (San Antonio),MRF (Dallas),Waste,CO2,2,476.1,12720.0,60559.67,605.6
Collection (San Jose),MRF (Phoenix),Waste,CO2,1,1173.985,4016.0,47147.23759999999,471.47237599999994 Collection (San Jose),MRF (Phoenix),Waste,CO2,1,1173.98,4016.0,47147.24,471.47
Collection (San Jose),MRF (Phoenix),Waste,CO2,2,1173.985,7392.0,86780.97119999999,867.8097119999999 Collection (San Jose),MRF (Phoenix),Waste,CO2,2,1173.98,7392.0,86780.97,867.81
Collection (San Jose),MRF (Dallas),Waste,CO2,2,2705.116,7488.0,202559.08608,2025.5908608000002 Collection (San Jose),MRF (Dallas),Waste,CO2,2,2705.12,7488.0,202559.09,2025.59
Collection (New York City),MRF (Chicago),Waste,CO2,1,1293.755,2178.0,28177.983900000003,281.77983900000004 Collection (New York City),MRF (Chicago),Waste,CO2,1,1293.76,2178.0,28177.98,281.78
Collection (New York City),MRF (Chicago),Waste,CO2,2,1293.755,14190.0,183583.83450000003,1835.8383450000003 Collection (New York City),MRF (Chicago),Waste,CO2,2,1293.76,14190.0,183583.83,1835.84
Collection (Los Angeles),MRF (Phoenix),Waste,CO2,1,668.923,13000.0,86959.99,869.5999 Collection (Los Angeles),MRF (Phoenix),Waste,CO2,1,668.92,13000.0,86959.99,869.6
Collection (Los Angeles),MRF (Phoenix),Waste,CO2,2,668.923,17825.0,119235.52475,1192.3552475 Collection (Los Angeles),MRF (Phoenix),Waste,CO2,2,668.92,17825.0,119235.52,1192.36
Collection (Chicago),MRF (Chicago),Waste,CO2,1,0.0,4654.0,0.0,0.0 Collection (Chicago),MRF (Chicago),Waste,CO2,1,0.0,4654.0,0.0,0.0
Collection (Chicago),MRF (Chicago),Waste,CO2,2,0.0,9061.0,0.0,0.0 Collection (Chicago),MRF (Chicago),Waste,CO2,2,0.0,9061.0,0.0,0.0
Collection (Dallas),MRF (Dallas),Waste,CO2,1,0.0,11648.0,0.0,0.0 Collection (Dallas),MRF (Dallas),Waste,CO2,1,0.0,11648.0,0.0,0.0
Collection (Dallas),MRF (Dallas),Waste,CO2,2,0.0,9952.0,0.0,0.0 Collection (Dallas),MRF (Dallas),Waste,CO2,2,0.0,9952.0,0.0,0.0
Collection (Phoenix),MRF (Phoenix),Waste,CO2,1,0.0,15267.0,0.0,0.0 Collection (Phoenix),MRF (Phoenix),Waste,CO2,1,0.0,15267.0,0.0,0.0
Collection (Phoenix),MRF (Phoenix),Waste,CO2,2,0.0,9555.0,0.0,0.0 Collection (Phoenix),MRF (Phoenix),Waste,CO2,2,0.0,9555.0,0.0,0.0
Collection (San Diego),MRF (Phoenix),Waste,CO2,1,567.242,12042.0,68307.28164,683.0728164000001 Collection (San Diego),MRF (Phoenix),Waste,CO2,1,567.24,12042.0,68307.28,683.07
Collection (San Diego),MRF (Phoenix),Waste,CO2,2,567.242,15228.0,86379.61176,863.7961176 Collection (San Diego),MRF (Phoenix),Waste,CO2,2,567.24,15228.0,86379.61,863.8
Collection (Philadelphia),MRF (Chicago),Waste,CO2,1,1244.116,1980.0,24633.4968,246.334968 Collection (Philadelphia),MRF (Chicago),Waste,CO2,1,1244.12,1980.0,24633.5,246.33
Collection (Philadelphia),MRF (Chicago),Waste,CO2,2,1244.116,8658.0,107715.56328,1077.1556328000001 Collection (Philadelphia),MRF (Chicago),Waste,CO2,2,1244.12,8658.0,107715.56,1077.16
Collection (Houston),MRF (Dallas),Waste,CO2,1,411.89,14007.0,57693.4323,576.9343230000001 Collection (Houston),MRF (Dallas),Waste,CO2,1,411.89,14007.0,57693.43,576.93
Collection (Houston),MRF (Dallas),Waste,CO2,2,411.89,9723.0,40048.0647,400.48064700000003 Collection (Houston),MRF (Dallas),Waste,CO2,2,411.89,9723.0,40048.06,400.48

1 source destination product emission time distance (km) amount sent (tonne) amount emitted (tonne) emission cost ($)
2 MRF (Chicago) Paper Mill (Chicago) Cardboard bale CO2 1 0.0 1780.95 0.0 0.0
3 MRF (Chicago) Paper Mill (Chicago) Cardboard bale CO2 2 0.0 6210.079999999999 6210.08 0.0 0.0
4 MRF (Phoenix) Paper Mill (Phoenix) Cardboard bale CO2 1 0.0 11196.120000000003 11196.12 0.0 0.0
5 MRF (Phoenix) Paper Mill (Phoenix) Cardboard bale CO2 2 0.0 12197.71 0.0 0.0
6 MRF (Dallas) Paper Mill (Dallas) Cardboard bale CO2 1 0.0 9726.479999999998 9726.48 0.0 0.0
7 MRF (Dallas) Paper Mill (Dallas) Cardboard bale CO2 2 0.0 11378.06 0.0 0.0
8 Collection (San Antonio) MRF (Dallas) Waste CO2 1 476.098 476.1 864.0 4113.48672 4113.49 41.1348672 41.13
9 Collection (San Antonio) MRF (Dallas) Waste CO2 2 476.098 476.1 12720.0 60559.6656 60559.67 605.596656 605.6
10 Collection (San Jose) MRF (Phoenix) Waste CO2 1 1173.985 1173.98 4016.0 47147.23759999999 47147.24 471.47237599999994 471.47
11 Collection (San Jose) MRF (Phoenix) Waste CO2 2 1173.985 1173.98 7392.0 86780.97119999999 86780.97 867.8097119999999 867.81
12 Collection (San Jose) MRF (Dallas) Waste CO2 2 2705.116 2705.12 7488.0 202559.08608 202559.09 2025.5908608000002 2025.59
13 Collection (New York City) MRF (Chicago) Waste CO2 1 1293.755 1293.76 2178.0 28177.983900000003 28177.98 281.77983900000004 281.78
14 Collection (New York City) MRF (Chicago) Waste CO2 2 1293.755 1293.76 14190.0 183583.83450000003 183583.83 1835.8383450000003 1835.84
15 Collection (Los Angeles) MRF (Phoenix) Waste CO2 1 668.923 668.92 13000.0 86959.99 869.5999 869.6
16 Collection (Los Angeles) MRF (Phoenix) Waste CO2 2 668.923 668.92 17825.0 119235.52475 119235.52 1192.3552475 1192.36
17 Collection (Chicago) MRF (Chicago) Waste CO2 1 0.0 4654.0 0.0 0.0
18 Collection (Chicago) MRF (Chicago) Waste CO2 2 0.0 9061.0 0.0 0.0
19 Collection (Dallas) MRF (Dallas) Waste CO2 1 0.0 11648.0 0.0 0.0
20 Collection (Dallas) MRF (Dallas) Waste CO2 2 0.0 9952.0 0.0 0.0
21 Collection (Phoenix) MRF (Phoenix) Waste CO2 1 0.0 15267.0 0.0 0.0
22 Collection (Phoenix) MRF (Phoenix) Waste CO2 2 0.0 9555.0 0.0 0.0
23 Collection (San Diego) MRF (Phoenix) Waste CO2 1 567.242 567.24 12042.0 68307.28164 68307.28 683.0728164000001 683.07
24 Collection (San Diego) MRF (Phoenix) Waste CO2 2 567.242 567.24 15228.0 86379.61176 86379.61 863.7961176 863.8
25 Collection (Philadelphia) MRF (Chicago) Waste CO2 1 1244.116 1244.12 1980.0 24633.4968 24633.5 246.334968 246.33
26 Collection (Philadelphia) MRF (Chicago) Waste CO2 2 1244.116 1244.12 8658.0 107715.56328 107715.56 1077.1556328000001 1077.16
27 Collection (Houston) MRF (Dallas) Waste CO2 1 411.89 14007.0 57693.4323 57693.43 576.9343230000001 576.93
28 Collection (Houston) MRF (Dallas) Waste CO2 2 411.89 9723.0 40048.0647 40048.06 400.48064700000003 400.48

@ -1,43 +1,43 @@
source,destination,product,component,time,distance (km),amount sent (tonne),transportation cost ($),variable operating cost ($) source,destination,product,component,time,distance (km),amount sent (tonne),transportation cost ($),variable operating cost ($)
MRF (Chicago),Paper Mill (Chicago),Cardboard bale,Paper,1,0.0,92.70000000000002,0.0,92.70000000000002 MRF (Chicago),Paper Mill (Chicago),Cardboard bale,Paper,1,0.0,92.7,0.0,92.7
MRF (Chicago),Paper Mill (Chicago),Cardboard bale,Paper,2,0.0,304.579999999999,0.0,304.579999999999 MRF (Chicago),Paper Mill (Chicago),Cardboard bale,Paper,2,0.0,304.58,0.0,304.58
MRF (Chicago),Paper Mill (Chicago),Cardboard bale,Cardboard,1,0.0,1688.25,0.0,1688.25 MRF (Chicago),Paper Mill (Chicago),Cardboard bale,Cardboard,1,0.0,1688.25,0.0,1688.25
MRF (Chicago),Paper Mill (Chicago),Cardboard bale,Cardboard,2,0.0,5905.5,0.0,5905.5 MRF (Chicago),Paper Mill (Chicago),Cardboard bale,Cardboard,2,0.0,5905.5,0.0,5905.5
MRF (Phoenix),Paper Mill (Phoenix),Cardboard bale,Paper,1,0.0,280.6200000000026,0.0,280.6200000000026 MRF (Phoenix),Paper Mill (Phoenix),Cardboard bale,Paper,1,0.0,280.62,0.0,280.62
MRF (Phoenix),Paper Mill (Phoenix),Cardboard bale,Paper,2,0.0,307.96000000000004,0.0,307.96000000000004 MRF (Phoenix),Paper Mill (Phoenix),Cardboard bale,Paper,2,0.0,307.96,0.0,307.96
MRF (Phoenix),Paper Mill (Phoenix),Cardboard bale,Cardboard,1,0.0,10915.5,0.0,10915.5 MRF (Phoenix),Paper Mill (Phoenix),Cardboard bale,Cardboard,1,0.0,10915.5,0.0,10915.5
MRF (Phoenix),Paper Mill (Phoenix),Cardboard bale,Cardboard,2,0.0,11889.75,0.0,11889.75 MRF (Phoenix),Paper Mill (Phoenix),Cardboard bale,Cardboard,2,0.0,11889.75,0.0,11889.75
MRF (Dallas),Paper Mill (Dallas),Cardboard bale,Paper,1,0.0,112.97999999999774,0.0,112.97999999999774 MRF (Dallas),Paper Mill (Dallas),Cardboard bale,Paper,1,0.0,112.98,0.0,112.98
MRF (Dallas),Paper Mill (Dallas),Cardboard bale,Paper,2,0.0,245.06,0.0,245.06 MRF (Dallas),Paper Mill (Dallas),Cardboard bale,Paper,2,0.0,245.06,0.0,245.06
MRF (Dallas),Paper Mill (Dallas),Cardboard bale,Cardboard,1,0.0,9613.5,0.0,9613.5 MRF (Dallas),Paper Mill (Dallas),Cardboard bale,Cardboard,1,0.0,9613.5,0.0,9613.5
MRF (Dallas),Paper Mill (Dallas),Cardboard bale,Cardboard,2,0.0,11133.0,0.0,11133.0 MRF (Dallas),Paper Mill (Dallas),Cardboard bale,Cardboard,2,0.0,11133.0,0.0,11133.0
Collection (San Antonio),MRF (Dallas),Waste,Film,1,476.098,288.0,6855.811200000001,288.0 Collection (San Antonio),MRF (Dallas),Waste,Film,1,476.1,288.0,6855.81,288.0
Collection (San Antonio),MRF (Dallas),Waste,Film,2,476.098,4240.0,100932.77600000001,4240.0 Collection (San Antonio),MRF (Dallas),Waste,Film,2,476.1,4240.0,100932.78,4240.0
Collection (San Antonio),MRF (Dallas),Waste,Paper,1,476.098,252.00000000000003,5998.834800000001,252.00000000000003 Collection (San Antonio),MRF (Dallas),Waste,Paper,1,476.1,252.0,5998.83,252.0
Collection (San Antonio),MRF (Dallas),Waste,Paper,2,476.098,3710.0000000000005,88316.17900000002,3710.0000000000005 Collection (San Antonio),MRF (Dallas),Waste,Paper,2,476.1,3710.0,88316.18,3710.0
Collection (San Antonio),MRF (Dallas),Waste,Cardboard,1,476.098,324.0,7712.7876000000015,324.0 Collection (San Antonio),MRF (Dallas),Waste,Cardboard,1,476.1,324.0,7712.79,324.0
Collection (San Antonio),MRF (Dallas),Waste,Cardboard,2,476.098,4770.0,113549.37300000002,4770.0 Collection (San Antonio),MRF (Dallas),Waste,Cardboard,2,476.1,4770.0,113549.37,4770.0
Collection (San Jose),MRF (Phoenix),Waste,Film,1,1173.985,1255.0,73667.55875,1255.0 Collection (San Jose),MRF (Phoenix),Waste,Film,1,1173.98,1255.0,73667.56,1255.0
Collection (San Jose),MRF (Phoenix),Waste,Film,2,1173.985,2310.0,135595.2675,2310.0 Collection (San Jose),MRF (Phoenix),Waste,Film,2,1173.98,2310.0,135595.27,2310.0
Collection (San Jose),MRF (Phoenix),Waste,Paper,1,1173.985,2510.0,147335.1175,2510.0 Collection (San Jose),MRF (Phoenix),Waste,Paper,1,1173.98,2510.0,147335.12,2510.0
Collection (San Jose),MRF (Phoenix),Waste,Paper,2,1173.985,4620.0,271190.535,4620.0 Collection (San Jose),MRF (Phoenix),Waste,Paper,2,1173.98,4620.0,271190.54,4620.0
Collection (San Jose),MRF (Phoenix),Waste,Cardboard,1,1173.985,251.0,14733.51175,251.0 Collection (San Jose),MRF (Phoenix),Waste,Cardboard,1,1173.98,251.0,14733.51,251.0
Collection (San Jose),MRF (Phoenix),Waste,Cardboard,2,1173.985,462.0,27119.053499999998,462.0 Collection (San Jose),MRF (Phoenix),Waste,Cardboard,2,1173.98,462.0,27119.05,462.0
Collection (San Jose),MRF (Dallas),Waste,Film,2,2705.116,2340.0,316498.572,2340.0 Collection (San Jose),MRF (Dallas),Waste,Film,2,2705.12,2340.0,316498.57,2340.0
Collection (San Jose),MRF (Dallas),Waste,Paper,2,2705.116,4680.0,632997.144,4680.0 Collection (San Jose),MRF (Dallas),Waste,Paper,2,2705.12,4680.0,632997.14,4680.0
Collection (San Jose),MRF (Dallas),Waste,Cardboard,2,2705.116,468.0,63299.7144,468.0 Collection (San Jose),MRF (Dallas),Waste,Cardboard,2,2705.12,468.0,63299.71,468.0
Collection (New York City),MRF (Chicago),Waste,Film,1,1293.755,990.0,64040.872500000005,990.0 Collection (New York City),MRF (Chicago),Waste,Film,1,1293.76,990.0,64040.87,990.0
Collection (New York City),MRF (Chicago),Waste,Film,2,1293.755,6450.0,417235.98750000005,6450.0 Collection (New York City),MRF (Chicago),Waste,Film,2,1293.76,6450.0,417235.99,6450.0
Collection (New York City),MRF (Chicago),Waste,Paper,1,1293.755,891.0,57636.78525000001,891.0 Collection (New York City),MRF (Chicago),Waste,Paper,1,1293.76,891.0,57636.79,891.0
Collection (New York City),MRF (Chicago),Waste,Paper,2,1293.755,5805.0,375512.38875000004,5805.0 Collection (New York City),MRF (Chicago),Waste,Paper,2,1293.76,5805.0,375512.39,5805.0
Collection (New York City),MRF (Chicago),Waste,Cardboard,1,1293.755,297.0,19212.26175,297.0 Collection (New York City),MRF (Chicago),Waste,Cardboard,1,1293.76,297.0,19212.26,297.0
Collection (New York City),MRF (Chicago),Waste,Cardboard,2,1293.755,1934.9999999999998,125170.79625,1934.9999999999998 Collection (New York City),MRF (Chicago),Waste,Cardboard,2,1293.76,1935.0,125170.8,1935.0
Collection (Los Angeles),MRF (Phoenix),Waste,Film,1,668.923,4160.0,139135.98400000003,4160.0 Collection (Los Angeles),MRF (Phoenix),Waste,Film,1,668.92,4160.0,139135.98,4160.0
Collection (Los Angeles),MRF (Phoenix),Waste,Film,2,668.923,5704.0,190776.8396,5704.0 Collection (Los Angeles),MRF (Phoenix),Waste,Film,2,668.92,5704.0,190776.84,5704.0
Collection (Los Angeles),MRF (Phoenix),Waste,Paper,1,668.923,3640.0000000000005,121743.98600000002,3640.0000000000005 Collection (Los Angeles),MRF (Phoenix),Waste,Paper,1,668.92,3640.0,121743.99,3640.0
Collection (Los Angeles),MRF (Phoenix),Waste,Paper,2,668.923,4991.000000000001,166929.73465000006,4991.000000000001 Collection (Los Angeles),MRF (Phoenix),Waste,Paper,2,668.92,4991.0,166929.73,4991.0
Collection (Los Angeles),MRF (Phoenix),Waste,Cardboard,1,668.923,5200.0,173919.98,5200.0 Collection (Los Angeles),MRF (Phoenix),Waste,Cardboard,1,668.92,5200.0,173919.98,5200.0
Collection (Los Angeles),MRF (Phoenix),Waste,Cardboard,2,668.923,7130.0,238471.04950000002,7130.0 Collection (Los Angeles),MRF (Phoenix),Waste,Cardboard,2,668.92,7130.0,238471.05,7130.0
Collection (Chicago),MRF (Chicago),Waste,Film,1,0.0,716.0,0.0,716.0 Collection (Chicago),MRF (Chicago),Waste,Film,1,0.0,716.0,0.0,716.0
Collection (Chicago),MRF (Chicago),Waste,Film,2,0.0,1394.0,0.0,1394.0 Collection (Chicago),MRF (Chicago),Waste,Film,2,0.0,1394.0,0.0,1394.0
Collection (Chicago),MRF (Chicago),Waste,Paper,1,0.0,2864.0,0.0,2864.0 Collection (Chicago),MRF (Chicago),Waste,Paper,1,0.0,2864.0,0.0,2864.0
@ -56,21 +56,21 @@ Collection (Phoenix),MRF (Phoenix),Waste,Paper,1,0.0,6543.0,0.0,6543.0
Collection (Phoenix),MRF (Phoenix),Waste,Paper,2,0.0,4095.0,0.0,4095.0 Collection (Phoenix),MRF (Phoenix),Waste,Paper,2,0.0,4095.0,0.0,4095.0
Collection (Phoenix),MRF (Phoenix),Waste,Cardboard,1,0.0,5089.0,0.0,5089.0 Collection (Phoenix),MRF (Phoenix),Waste,Cardboard,1,0.0,5089.0,0.0,5089.0
Collection (Phoenix),MRF (Phoenix),Waste,Cardboard,2,0.0,3185.0,0.0,3185.0 Collection (Phoenix),MRF (Phoenix),Waste,Cardboard,2,0.0,3185.0,0.0,3185.0
Collection (San Diego),MRF (Phoenix),Waste,Film,1,567.242,6690.0,189742.449,6690.0 Collection (San Diego),MRF (Phoenix),Waste,Film,1,567.24,6690.0,189742.45,6690.0
Collection (San Diego),MRF (Phoenix),Waste,Film,2,567.242,8460.0,239943.36599999998,8460.0 Collection (San Diego),MRF (Phoenix),Waste,Film,2,567.24,8460.0,239943.37,8460.0
Collection (San Diego),MRF (Phoenix),Waste,Paper,1,567.242,1338.0,37948.489799999996,1338.0 Collection (San Diego),MRF (Phoenix),Waste,Paper,1,567.24,1338.0,37948.49,1338.0
Collection (San Diego),MRF (Phoenix),Waste,Paper,2,567.242,1692.0,47988.6732,1692.0 Collection (San Diego),MRF (Phoenix),Waste,Paper,2,567.24,1692.0,47988.67,1692.0
Collection (San Diego),MRF (Phoenix),Waste,Cardboard,1,567.242,4014.0,113845.46939999999,4014.0 Collection (San Diego),MRF (Phoenix),Waste,Cardboard,1,567.24,4014.0,113845.47,4014.0
Collection (San Diego),MRF (Phoenix),Waste,Cardboard,2,567.242,5076.0,143966.0196,5076.0 Collection (San Diego),MRF (Phoenix),Waste,Cardboard,2,567.24,5076.0,143966.02,5076.0
Collection (Philadelphia),MRF (Chicago),Waste,Film,1,1244.116,220.0,13685.276000000002,220.0 Collection (Philadelphia),MRF (Chicago),Waste,Film,1,1244.12,220.0,13685.28,220.0
Collection (Philadelphia),MRF (Chicago),Waste,Film,2,1244.116,962.0,59841.979600000006,962.0 Collection (Philadelphia),MRF (Chicago),Waste,Film,2,1244.12,962.0,59841.98,962.0
Collection (Philadelphia),MRF (Chicago),Waste,Paper,1,1244.116,880.0,54741.10400000001,880.0 Collection (Philadelphia),MRF (Chicago),Waste,Paper,1,1244.12,880.0,54741.1,880.0
Collection (Philadelphia),MRF (Chicago),Waste,Paper,2,1244.116,3848.0,239367.91840000002,3848.0 Collection (Philadelphia),MRF (Chicago),Waste,Paper,2,1244.12,3848.0,239367.92,3848.0
Collection (Philadelphia),MRF (Chicago),Waste,Cardboard,1,1244.116,880.0,54741.10400000001,880.0 Collection (Philadelphia),MRF (Chicago),Waste,Cardboard,1,1244.12,880.0,54741.1,880.0
Collection (Philadelphia),MRF (Chicago),Waste,Cardboard,2,1244.116,3848.0,239367.91840000002,3848.0 Collection (Philadelphia),MRF (Chicago),Waste,Cardboard,2,1244.12,3848.0,239367.92,3848.0
Collection (Houston),MRF (Dallas),Waste,Film,1,411.89,2668.0,54946.126,2668.0 Collection (Houston),MRF (Dallas),Waste,Film,1,411.89,2668.0,54946.13,2668.0
Collection (Houston),MRF (Dallas),Waste,Film,2,411.89,1852.0,38141.014,1852.0 Collection (Houston),MRF (Dallas),Waste,Film,2,411.89,1852.0,38141.01,1852.0
Collection (Houston),MRF (Dallas),Waste,Paper,1,411.89,4669.0,96155.7205,4669.0 Collection (Houston),MRF (Dallas),Waste,Paper,1,411.89,4669.0,96155.72,4669.0
Collection (Houston),MRF (Dallas),Waste,Paper,2,411.89,3241.0,66746.7745,3241.0 Collection (Houston),MRF (Dallas),Waste,Paper,2,411.89,3241.0,66746.77,3241.0
Collection (Houston),MRF (Dallas),Waste,Cardboard,1,411.89,6670.0,137365.315,6670.0 Collection (Houston),MRF (Dallas),Waste,Cardboard,1,411.89,6670.0,137365.32,6670.0
Collection (Houston),MRF (Dallas),Waste,Cardboard,2,411.89,4630.0,95352.535,4630.0 Collection (Houston),MRF (Dallas),Waste,Cardboard,2,411.89,4630.0,95352.53,4630.0

1 source destination product component time distance (km) amount sent (tonne) transportation cost ($) variable operating cost ($)
2 MRF (Chicago) Paper Mill (Chicago) Cardboard bale Paper 1 0.0 92.70000000000002 92.7 0.0 92.70000000000002 92.7
3 MRF (Chicago) Paper Mill (Chicago) Cardboard bale Paper 2 0.0 304.579999999999 304.58 0.0 304.579999999999 304.58
4 MRF (Chicago) Paper Mill (Chicago) Cardboard bale Cardboard 1 0.0 1688.25 0.0 1688.25
5 MRF (Chicago) Paper Mill (Chicago) Cardboard bale Cardboard 2 0.0 5905.5 0.0 5905.5
6 MRF (Phoenix) Paper Mill (Phoenix) Cardboard bale Paper 1 0.0 280.6200000000026 280.62 0.0 280.6200000000026 280.62
7 MRF (Phoenix) Paper Mill (Phoenix) Cardboard bale Paper 2 0.0 307.96000000000004 307.96 0.0 307.96000000000004 307.96
8 MRF (Phoenix) Paper Mill (Phoenix) Cardboard bale Cardboard 1 0.0 10915.5 0.0 10915.5
9 MRF (Phoenix) Paper Mill (Phoenix) Cardboard bale Cardboard 2 0.0 11889.75 0.0 11889.75
10 MRF (Dallas) Paper Mill (Dallas) Cardboard bale Paper 1 0.0 112.97999999999774 112.98 0.0 112.97999999999774 112.98
11 MRF (Dallas) Paper Mill (Dallas) Cardboard bale Paper 2 0.0 245.06 0.0 245.06
12 MRF (Dallas) Paper Mill (Dallas) Cardboard bale Cardboard 1 0.0 9613.5 0.0 9613.5
13 MRF (Dallas) Paper Mill (Dallas) Cardboard bale Cardboard 2 0.0 11133.0 0.0 11133.0
14 Collection (San Antonio) MRF (Dallas) Waste Film 1 476.098 476.1 288.0 6855.811200000001 6855.81 288.0
15 Collection (San Antonio) MRF (Dallas) Waste Film 2 476.098 476.1 4240.0 100932.77600000001 100932.78 4240.0
16 Collection (San Antonio) MRF (Dallas) Waste Paper 1 476.098 476.1 252.00000000000003 252.0 5998.834800000001 5998.83 252.00000000000003 252.0
17 Collection (San Antonio) MRF (Dallas) Waste Paper 2 476.098 476.1 3710.0000000000005 3710.0 88316.17900000002 88316.18 3710.0000000000005 3710.0
18 Collection (San Antonio) MRF (Dallas) Waste Cardboard 1 476.098 476.1 324.0 7712.7876000000015 7712.79 324.0
19 Collection (San Antonio) MRF (Dallas) Waste Cardboard 2 476.098 476.1 4770.0 113549.37300000002 113549.37 4770.0
20 Collection (San Jose) MRF (Phoenix) Waste Film 1 1173.985 1173.98 1255.0 73667.55875 73667.56 1255.0
21 Collection (San Jose) MRF (Phoenix) Waste Film 2 1173.985 1173.98 2310.0 135595.2675 135595.27 2310.0
22 Collection (San Jose) MRF (Phoenix) Waste Paper 1 1173.985 1173.98 2510.0 147335.1175 147335.12 2510.0
23 Collection (San Jose) MRF (Phoenix) Waste Paper 2 1173.985 1173.98 4620.0 271190.535 271190.54 4620.0
24 Collection (San Jose) MRF (Phoenix) Waste Cardboard 1 1173.985 1173.98 251.0 14733.51175 14733.51 251.0
25 Collection (San Jose) MRF (Phoenix) Waste Cardboard 2 1173.985 1173.98 462.0 27119.053499999998 27119.05 462.0
26 Collection (San Jose) MRF (Dallas) Waste Film 2 2705.116 2705.12 2340.0 316498.572 316498.57 2340.0
27 Collection (San Jose) MRF (Dallas) Waste Paper 2 2705.116 2705.12 4680.0 632997.144 632997.14 4680.0
28 Collection (San Jose) MRF (Dallas) Waste Cardboard 2 2705.116 2705.12 468.0 63299.7144 63299.71 468.0
29 Collection (New York City) MRF (Chicago) Waste Film 1 1293.755 1293.76 990.0 64040.872500000005 64040.87 990.0
30 Collection (New York City) MRF (Chicago) Waste Film 2 1293.755 1293.76 6450.0 417235.98750000005 417235.99 6450.0
31 Collection (New York City) MRF (Chicago) Waste Paper 1 1293.755 1293.76 891.0 57636.78525000001 57636.79 891.0
32 Collection (New York City) MRF (Chicago) Waste Paper 2 1293.755 1293.76 5805.0 375512.38875000004 375512.39 5805.0
33 Collection (New York City) MRF (Chicago) Waste Cardboard 1 1293.755 1293.76 297.0 19212.26175 19212.26 297.0
34 Collection (New York City) MRF (Chicago) Waste Cardboard 2 1293.755 1293.76 1934.9999999999998 1935.0 125170.79625 125170.8 1934.9999999999998 1935.0
35 Collection (Los Angeles) MRF (Phoenix) Waste Film 1 668.923 668.92 4160.0 139135.98400000003 139135.98 4160.0
36 Collection (Los Angeles) MRF (Phoenix) Waste Film 2 668.923 668.92 5704.0 190776.8396 190776.84 5704.0
37 Collection (Los Angeles) MRF (Phoenix) Waste Paper 1 668.923 668.92 3640.0000000000005 3640.0 121743.98600000002 121743.99 3640.0000000000005 3640.0
38 Collection (Los Angeles) MRF (Phoenix) Waste Paper 2 668.923 668.92 4991.000000000001 4991.0 166929.73465000006 166929.73 4991.000000000001 4991.0
39 Collection (Los Angeles) MRF (Phoenix) Waste Cardboard 1 668.923 668.92 5200.0 173919.98 5200.0
40 Collection (Los Angeles) MRF (Phoenix) Waste Cardboard 2 668.923 668.92 7130.0 238471.04950000002 238471.05 7130.0
41 Collection (Chicago) MRF (Chicago) Waste Film 1 0.0 716.0 0.0 716.0
42 Collection (Chicago) MRF (Chicago) Waste Film 2 0.0 1394.0 0.0 1394.0
43 Collection (Chicago) MRF (Chicago) Waste Paper 1 0.0 2864.0 0.0 2864.0
56 Collection (Phoenix) MRF (Phoenix) Waste Paper 2 0.0 4095.0 0.0 4095.0
57 Collection (Phoenix) MRF (Phoenix) Waste Cardboard 1 0.0 5089.0 0.0 5089.0
58 Collection (Phoenix) MRF (Phoenix) Waste Cardboard 2 0.0 3185.0 0.0 3185.0
59 Collection (San Diego) MRF (Phoenix) Waste Film 1 567.242 567.24 6690.0 189742.449 189742.45 6690.0
60 Collection (San Diego) MRF (Phoenix) Waste Film 2 567.242 567.24 8460.0 239943.36599999998 239943.37 8460.0
61 Collection (San Diego) MRF (Phoenix) Waste Paper 1 567.242 567.24 1338.0 37948.489799999996 37948.49 1338.0
62 Collection (San Diego) MRF (Phoenix) Waste Paper 2 567.242 567.24 1692.0 47988.6732 47988.67 1692.0
63 Collection (San Diego) MRF (Phoenix) Waste Cardboard 1 567.242 567.24 4014.0 113845.46939999999 113845.47 4014.0
64 Collection (San Diego) MRF (Phoenix) Waste Cardboard 2 567.242 567.24 5076.0 143966.0196 143966.02 5076.0
65 Collection (Philadelphia) MRF (Chicago) Waste Film 1 1244.116 1244.12 220.0 13685.276000000002 13685.28 220.0
66 Collection (Philadelphia) MRF (Chicago) Waste Film 2 1244.116 1244.12 962.0 59841.979600000006 59841.98 962.0
67 Collection (Philadelphia) MRF (Chicago) Waste Paper 1 1244.116 1244.12 880.0 54741.10400000001 54741.1 880.0
68 Collection (Philadelphia) MRF (Chicago) Waste Paper 2 1244.116 1244.12 3848.0 239367.91840000002 239367.92 3848.0
69 Collection (Philadelphia) MRF (Chicago) Waste Cardboard 1 1244.116 1244.12 880.0 54741.10400000001 54741.1 880.0
70 Collection (Philadelphia) MRF (Chicago) Waste Cardboard 2 1244.116 1244.12 3848.0 239367.91840000002 239367.92 3848.0
71 Collection (Houston) MRF (Dallas) Waste Film 1 411.89 2668.0 54946.126 54946.13 2668.0
72 Collection (Houston) MRF (Dallas) Waste Film 2 411.89 1852.0 38141.014 38141.01 1852.0
73 Collection (Houston) MRF (Dallas) Waste Paper 1 411.89 4669.0 96155.7205 96155.72 4669.0
74 Collection (Houston) MRF (Dallas) Waste Paper 2 411.89 3241.0 66746.7745 66746.77 3241.0
75 Collection (Houston) MRF (Dallas) Waste Cardboard 1 411.89 6670.0 137365.315 137365.32 6670.0
76 Collection (Houston) MRF (Dallas) Waste Cardboard 2 411.89 4630.0 95352.535 95352.53 4630.0
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