diff --git a/data/2024-02-19 12:29:08.685556_time_of_day_comparison.csv b/data/2024-02-19 12:29:08.685556_time_of_day_comparison.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9474f814e06091e3c35759d2b1ef53575b3e7ca7
--- /dev/null
+++ b/data/2024-02-19 12:29:08.685556_time_of_day_comparison.csv	
@@ -0,0 +1,104 @@
+model,time_of_day,execution_time,characters_count,words_count
+Chronos Hermes (13B),night,4.168874144554138,360.0,58.5
+Falcon Instruct (7B),night,1.0781378746032715,42.0,7.5
+LLaMA-2 Chat (7B),night,1.686687707901001,377.5,61.5
+Mistral (7B) Instruct v0.2 (Together AI),early morning,3.704360596338908,511.9375,65.41666666666667
+Mistral (7B) Instruct v0.2 (Together AI),morning,3.7677523457274145,501.96153846153845,64.25
+Mistral (7B) Instruct v0.2 (Together AI),afternoon,3.757694815480432,497.45652173913044,62.95652173913044
+Mistral (7B) Instruct v0.2 (Together AI),late afternoon,3.6062831030951608,546.7083333333334,64.79166666666667
+Mistral (7B) Instruct v0.2 (Together AI),evening,6.8871185249752465,543.9473684210526,67.8157894736842
+Mistral (7B) Instruct v0.2 (Together AI),late evening,3.389268308877945,511.20454545454544,67.29545454545455
+Mistral (7B) Instruct v0.2 (Together AI),midnight,5.064655106118384,533.3541666666666,67.29166666666667
+Mistral (7B) Instruct v0.2 (Together AI),night,4.0049218302187715,498.2,63.12
+Mistral-7B-Instruct-v0.2,morning,3.734026002883911,362.9,58.35
+Mistral-7B-Instruct-v0.2,afternoon,3.228973722457886,222.0625,32.25
+Mistral-7B-Instruct-v0.2,late afternoon,3.2048643112182615,219.8625,31.8
+Mistral-7B-Instruct-v0.2,evening,3.397640073299408,261.18333333333334,40.1
+Mistral-7B-Instruct-v0.2,late evening,3.389284573495388,175.79375,25.68125
+Mistral-7B-Instruct-v0.2,midnight,1.9149879813194275,37.8,2.95
+Mixtral-8x7B-Instruct-v0.1,early morning,4.526968242530536,285.045,41.86
+Mixtral-8x7B-Instruct-v0.1,morning,3.9661054956285575,304.82,47.28
+Mixtral-8x7B-Instruct-v0.1,afternoon,5.362903979589355,369.3192307692308,54.353846153846156
+Mixtral-8x7B-Instruct-v0.1,late afternoon,5.80184749175942,347.9681818181818,47.27272727272727
+Mixtral-8x7B-Instruct-v0.1,evening,3.6435119574237023,326.69,48.545
+Mixtral-8x7B-Instruct-v0.1,late evening,5.62397656769588,395.15714285714284,49.02857142857143
+Mixtral-8x7B-Instruct-v0.1,midnight,4.639010797279158,323.0394736842105,42.69210526315789
+Mixtral-8x7B-Instruct-v0.1,night,4.009439338194697,301.24545454545455,42.21818181818182
+OpenHermes-2.5-Mistral (7B),night,3.330963373184204,179.5,28.0
+RedPajama-INCITE Chat (7B),night,1.3475391864776611,34.5,5.0
+Snorkel Mistral PairRM DPO (7B),night,4.399647831916809,404.5,60.5
+TinyLlama/TinyLlama-1.1B-Chat-v1.0,early morning,2.0273348593711855,372.13,62.53
+TinyLlama/TinyLlama-1.1B-Chat-v1.0,morning,1.9041210174560548,372.05,62.6
+TinyLlama/TinyLlama-1.1B-Chat-v1.0,afternoon,1.8381905496120452,308.795,51.08
+TinyLlama/TinyLlama-1.1B-Chat-v1.0,late afternoon,1.7547113946505954,285.17857142857144,46.9
+TinyLlama/TinyLlama-1.1B-Chat-v1.0,evening,1.7984187936782836,313.99,51.96
+TinyLlama/TinyLlama-1.1B-Chat-v1.0,late evening,1.5875422928068372,192.78333333333333,31.261111111111113
+TinyLlama/TinyLlama-1.1B-Chat-v1.0,midnight,1.6341248273849487,210.2,34.2
+TinyLlama/TinyLlama-1.1B-Chat-v1.0,night,2.0128010153770446,372.05,62.6
+WizardLM v1.2 (13B),night,3.350038528442383,162.0,26.0
+chat-bison,midnight,3.890243631601334,398.075,49.0
+chat-bison (PaLM 2),early morning,2.4665334616388592,381.9214285714286,60.892857142857146
+chat-bison (PaLM 2),morning,2.488477897644043,381.73,60.88
+chat-bison (PaLM 2),afternoon,2.6460144804074215,376.28076923076924,55.965384615384615
+chat-bison (PaLM 2),late afternoon,3.0387172081253744,381.1363636363636,53.35454545454545
+chat-bison (PaLM 2),evening,2.688272579908371,367.07,55.89
+chat-bison (PaLM 2),late evening,2.7250528037548065,382.725,52.95
+chat-bison (PaLM 2),midnight,2.468383938074112,381.95,60.9
+chat-bison (PaLM 2),night,2.460119960308075,381.92,60.94
+chat-bison-32k,midnight,4.128177767992019,389.925,48.025
+chat-bison-32k (PaLM 2 32K),early morning,9.141417106560299,335.75,53.85
+chat-bison-32k (PaLM 2 32K),morning,7.7035503840446475,335.75,53.85
+chat-bison-32k (PaLM 2 32K),afternoon,5.014458654477046,339.3692307692308,49.323076923076925
+chat-bison-32k (PaLM 2 32K),late afternoon,4.5047362284226855,348.65909090909093,48.35454545454545
+chat-bison-32k (PaLM 2 32K),evening,7.7332194912433625,329.46,49.5
+chat-bison-32k (PaLM 2 32K),late evening,7.796841062307358,349.95,47.805
+chat-bison-32k (PaLM 2 32K),midnight,7.7498266498247785,335.75,53.85
+chat-bison-32k (PaLM 2 32K),night,6.491292915344238,335.75,53.85
+gemini-pro,early morning,2.7453590130460435,381.2214285714286,60.964285714285715
+gemini-pro,morning,2.497767536007628,371.93,59.39
+gemini-pro,afternoon,2.816922114008949,360.62307692307695,53.25769230769231
+gemini-pro,late afternoon,2.9268629640903114,364.57272727272726,50.1
+gemini-pro,evening,2.86901999375759,366.4,55.045
+gemini-pro,late evening,3.7189874940246117,390.9142857142857,51.35
+gemini-pro,midnight,3.338477972348531,369.825,55.9125
+gemini-pro,night,2.8375814715210272,374.8,60.04
+gpt-3.5-turbo,early morning,3.787998208734724,403.74444444444447,47.34444444444444
+gpt-3.5-turbo,morning,3.126271222697364,389.9888888888889,50.93888888888889
+gpt-3.5-turbo,afternoon,3.9458200880459375,381.4428571428571,43.76190476190476
+gpt-3.5-turbo,late afternoon,4.384064777692159,396.4357142857143,43.28333333333333
+gpt-3.5-turbo,evening,3.5153889304115657,385.18095238095236,46.01428571428571
+gpt-3.5-turbo,late evening,5.110168156187617,422.73510971786834,45.358934169278996
+gpt-3.5-turbo,midnight,3.822115447632102,426.71923076923076,49.05
+gpt-3.5-turbo,night,6.062970260473398,418.6192307692308,44.926923076923075
+gpt-4,early morning,14.348626694414351,323.5388888888889,40.544444444444444
+gpt-4,morning,12.759107512468733,338.18333333333334,46.85
+gpt-4,afternoon,16.002364798386893,318.3095238095238,38.77142857142857
+gpt-4,late afternoon,16.80607506932254,313.3595238095238,37.49285714285714
+gpt-4,evening,13.841120740345547,318.0809523809524,40.19285714285714
+gpt-4,late evening,14.298642643005493,314.336,37.012
+gpt-4,midnight,12.3578163115329,334.075,41.35
+gpt-4,night,12.813134506115546,316.93461538461537,37.93076923076923
+gpt-4-turbo,early morning,11.555620827939775,357.65555555555557,47.21666666666667
+gpt-4-turbo,morning,13.686854598257277,381.8888888888889,55.02777777777778
+gpt-4-turbo,afternoon,13.997754749229976,351.01190476190476,46.03333333333333
+gpt-4-turbo,late afternoon,22.320911452883767,381.65714285714284,47.35476190476191
+gpt-4-turbo,evening,16.550320884159632,382.31666666666666,48.45
+gpt-4-turbo,late evening,14.592236209392548,413.61,44.8
+gpt-4-turbo,midnight,13.770663784850727,382.7613636363636,47.61818181818182
+gpt-4-turbo,night,14.254795966698573,352.54615384615386,46.37692307692308
+llama-2-70b-chat,early morning,2.8660141522424265,289.6642857142857,44.614285714285714
+llama-2-70b-chat,morning,2.872361832027194,283.35,43.45
+llama-2-70b-chat,afternoon,4.234376892130426,375.44615384615383,55.238461538461536
+llama-2-70b-chat,late afternoon,3.6833307104881365,433.6636363636364,59.445454545454545
+llama-2-70b-chat,evening,2.9706250462084185,317.245,47.4
+llama-2-70b-chat,late evening,4.719581684340602,572.1689655172414,79.83103448275862
+llama-2-70b-chat,midnight,3.249819871626402,346.8875,52.06875
+llama-2-70b-chat,night,2.8264514451677147,313.71,48.42
+zephyr-7b-beta,early morning,3.937663261095683,273.03333333333336,43.45
+zephyr-7b-beta,morning,4.056525647640228,386.3,63.35
+zephyr-7b-beta,afternoon,3.5789777278900146,277.6,44.016666666666666
+zephyr-7b-beta,late afternoon,3.4592524923459447,248.59,38.9
+zephyr-7b-beta,evening,3.5673056403795878,273.3666666666667,43.5
+zephyr-7b-beta,late evening,3.45343524068594,176.23125,27.21875
+zephyr-7b-beta,midnight,3.7253047794103624,217.82083333333333,33.67916666666667
+zephyr-7b-beta,night,3.6954557319482166,216.55833333333334,33.46666666666667
diff --git a/data/time_of_day_plots.csv b/data/time_of_day_plots.csv
index af916f78487f100353fcb3ee3c11962c3fbb9677..492c30d905752c32e2d55a46d308c8713bc1ef35 100644
--- a/data/time_of_day_plots.csv
+++ b/data/time_of_day_plots.csv
@@ -52,10 +52,11 @@ plot_object,header,plot_json,description,df,arguments
               'showlegend': True,
               'textposition': 'auto',
               'type': 'bar',
-              'x': array(['morning', 'afternoon', 'late afternoon', 'evening', 'night'],
-                         dtype=object),
+              'x': array(['early morning', 'morning', 'afternoon', 'late afternoon', 'evening',
+                          'late evening', 'midnight', 'night'], dtype=object),
               'xaxis': 'x',
-              'y': array([ 1.81441077,  3.43125006,  3.40168245, 11.98982314,  1.77096045]),
+              'y': array([3.7043606 , 3.76775235, 3.75769482, 3.6062831 , 6.88711852, 3.38926831,
+                          5.06465511, 4.00492183]),
               'yaxis': 'y'},
              {'alignmentgroup': 'True',
               'hovertemplate': ('Model=Mistral-7B-Instruct-v0.2' ... 'n Time (s)=%{y}<extra></extra>'),
@@ -328,15 +329,18 @@ plot_object,header,plot_json,description,df,arguments
                          'domain': [0.0, 1.0],
                          'title': {'text': 'Time of day'}},
                'yaxis': {'anchor': 'x', 'domain': [0.0, 1.0], 'title': {'text': 'Execution Time (s)'}}}
-})",Time of the day plot,"{""data"":[{""alignmentgroup"":""True"",""hovertemplate"":""Model=Chronos Hermes (13B)\u003cbr\u003eTime of day=%{x}\u003cbr\u003eExecution Time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""Chronos Hermes (13B)"",""marker"":{""color"":""#636efa"",""pattern"":{""shape"":""""}},""name"":""Chronos Hermes (13B)"",""offsetgroup"":""Chronos Hermes (13B)"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""night""],""xaxis"":""x"",""y"":[4.168874144554138],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=Falcon Instruct (7B)\u003cbr\u003eTime of day=%{x}\u003cbr\u003eExecution Time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""Falcon Instruct (7B)"",""marker"":{""color"":""#EF553B"",""pattern"":{""shape"":""""}},""name"":""Falcon Instruct (7B)"",""offsetgroup"":""Falcon Instruct (7B)"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""night""],""xaxis"":""x"",""y"":[1.0781378746032715],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=LLaMA-2 Chat (7B)\u003cbr\u003eTime of day=%{x}\u003cbr\u003eExecution Time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""LLaMA-2 Chat (7B)"",""marker"":{""color"":""#00cc96"",""pattern"":{""shape"":""""}},""name"":""LLaMA-2 Chat (7B)"",""offsetgroup"":""LLaMA-2 Chat (7B)"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""night""],""xaxis"":""x"",""y"":[1.686687707901001],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=Mistral (7B) Instruct v0.2 (Together AI)\u003cbr\u003eTime of day=%{x}\u003cbr\u003eExecution Time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""Mistral (7B) Instruct v0.2 (Together AI)"",""marker"":{""color"":""#ab63fa"",""pattern"":{""shape"":""""}},""name"":""Mistral (7B) Instruct v0.2 (Together AI)"",""offsetgroup"":""Mistral (7B) Instruct v0.2 (Together AI)"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""morning"",""afternoon"",""late afternoon"",""evening"",""night""],""xaxis"":""x"",""y"":[1.8144107659657795,3.4312500613076344,3.4016824527220293,11.989823137010847,1.7709604501724243],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=Mistral-7B-Instruct-v0.2\u003cbr\u003eTime of day=%{x}\u003cbr\u003eExecution Time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""Mistral-7B-Instruct-v0.2"",""marker"":{""color"":""#FFA15A"",""pattern"":{""shape"":""""}},""name"":""Mistral-7B-Instruct-v0.2"",""offsetgroup"":""Mistral-7B-Instruct-v0.2"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""morning"",""afternoon"",""late afternoon"",""evening"",""late evening"",""midnight""],""xaxis"":""x"",""y"":[3.734026002883911,3.228973722457886,3.2048643112182615,3.397640073299408,3.389284573495388,1.9149879813194275],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=Mixtral-8x7B-Instruct-v0.1\u003cbr\u003eTime of day=%{x}\u003cbr\u003eExecution Time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""Mixtral-8x7B-Instruct-v0.1"",""marker"":{""color"":""#19d3f3"",""pattern"":{""shape"":""""}},""name"":""Mixtral-8x7B-Instruct-v0.1"",""offsetgroup"":""Mixtral-8x7B-Instruct-v0.1"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""early morning"",""morning"",""afternoon"",""late afternoon"",""evening"",""late 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 31,LLaMA-2 Chat (7B),night,1.686687707901001,377.5,61.5,Together AI
-33,Mistral (7B) Instruct v0.2 (Together AI),morning,1.8144107659657795,253.75,39.0,Together AI
-34,Mistral (7B) Instruct v0.2 (Together AI),afternoon,3.4312500613076344,541.5,58.875,Together AI
-35,Mistral (7B) Instruct v0.2 (Together AI),late afternoon,3.4016824527220293,563.8333333333334,62.375,Together AI
-36,Mistral (7B) Instruct v0.2 (Together AI),evening,11.989823137010847,581.5,69.14285714285714,Together AI
-39,Mistral (7B) Instruct v0.2 (Together AI),night,1.7709604501724243,311.0,48.0,Together AI
+32,Mistral (7B) Instruct v0.2 (Together AI),early morning,3.704360596338908,511.9375,65.41666666666667,Together AI
+33,Mistral (7B) Instruct v0.2 (Together AI),morning,3.7677523457274145,501.96153846153845,64.25,Together AI
+34,Mistral (7B) Instruct v0.2 (Together AI),afternoon,3.757694815480432,497.45652173913044,62.95652173913044,Together AI
+35,Mistral (7B) Instruct v0.2 (Together AI),late afternoon,3.6062831030951608,546.7083333333334,64.79166666666667,Together AI
+36,Mistral (7B) Instruct v0.2 (Together AI),evening,6.8871185249752465,543.9473684210526,67.8157894736842,Together AI
+37,Mistral (7B) Instruct v0.2 (Together AI),late evening,3.389268308877945,511.20454545454544,67.29545454545455,Together AI
+38,Mistral (7B) Instruct v0.2 (Together AI),midnight,5.064655106118384,533.3541666666666,67.29166666666667,Together AI
+39,Mistral (7B) Instruct v0.2 (Together AI),night,4.0049218302187715,498.2,63.12,Together AI
 41,Mistral-7B-Instruct-v0.2,morning,3.734026002883911,362.9,58.35,Hugging Face Inference Endpoint
 42,Mistral-7B-Instruct-v0.2,afternoon,3.228973722457886,222.0625,32.25,Hugging Face Inference Endpoint
 43,Mistral-7B-Instruct-v0.2,late afternoon,3.2048643112182615,219.8625,31.8,Hugging Face Inference Endpoint
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               'legendgroup': 'Hugging Face Inference Endpoint',
               'line': {'color': '#636efa', 'dash': 'solid'},
               'marker': {'symbol': 'circle'},
-              'mode': 'markers+lines',
+              'mode': 'lines+markers',
               'name': 'Hugging Face Inference Endpoint',
               'orientation': 'v',
               'showlegend': True,
               'type': 'scatter',
-              'x': array(['morning', 'afternoon', 'late afternoon', 'evening'], dtype=object),
+              'x': array(['morning', 'afternoon', 'late afternoon', 'evening', 'late evening',
+                          'midnight'], dtype=object),
               'xaxis': 'x',
-              'y': array([3.734026  , 3.22897372, 3.20486431, 3.39764007]),
+              'y': array([3.734026  , 3.22897372, 3.20486431, 3.39764007, 3.38928457, 1.91498798]),
               'yaxis': 'y'},
              {'hovertemplate': ('Provider=Together AI<br>Time o' ... 'n Time (s)=%{y}<extra></extra>'),
               'legendgroup': 'Together AI',
               'line': {'color': '#EF553B', 'dash': 'solid'},
               'marker': {'symbol': 'circle'},
-              'mode': 'markers+lines',
+              'mode': 'lines+markers',
               'name': 'Together AI',
               'orientation': 'v',
               'showlegend': True,
               'type': 'scatter',
-              'x': array(['morning', 'afternoon', 'late afternoon', 'evening'], dtype=object),
+              'x': array(['morning', 'afternoon', 'late afternoon', 'evening', 'late evening',
+                          'midnight'], dtype=object),
               'xaxis': 'x',
-              'y': array([ 1.81441077,  3.43125006,  3.40168245, 11.98982314]),
+              'y': array([3.76775235, 3.75769482, 3.6062831 , 6.88711852, 3.38926831, 5.06465511]),
               'yaxis': 'y'}],
     'layout': {'legend': {'title': {'text': 'Provider'}, 'tracegroupgap': 0},
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                          'title': {'text': 'Time of day'}},
                'yaxis': {'anchor': 'x', 'domain': [0.0, 1.0], 'title': {'text': 'Execution Time (s)'}}}
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 "Figure({
     'data': [{'hovertemplate': 'Time of day=%{x}<br>Execution Time (s)=%{y}<extra></extra>',
               'legendgroup': '',
               'line': {'color': '#636efa', 'dash': 'solid'},
               'marker': {'symbol': 'circle'},
-              'mode': 'markers+lines',
+              'mode': 'lines+markers',
               'name': '',
               'orientation': 'v',
               'showlegend': False,
               'type': 'scatter',
-              'x': array(['morning', 'afternoon', 'late afternoon', 'evening', 'night'],
-                         dtype=object),
+              'x': array(['early morning', 'morning', 'afternoon', 'late afternoon', 'evening',
+                          'late evening', 'midnight', 'night'], dtype=object),
               'xaxis': 'x',
-              'y': array([ 1.81441077,  3.43125006,  3.40168245, 11.98982314,  1.77096045]),
+              'y': array([3.7043606 , 3.76775235, 3.75769482, 3.6062831 , 6.88711852, 3.38926831,
+                          5.06465511, 4.00492183]),
               'yaxis': 'y'}],
     'layout': {'legend': {'tracegroupgap': 0},
                'template': '...',
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                          'domain': [0.0, 1.0],
                          'title': {'text': 'Time of day'}},
                'yaxis': {'anchor': 'x', 'domain': [0.0, 1.0], 'title': {'text': 'Execution Time (s)'}}}
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diff --git a/pipeline/models.py b/pipeline/models.py
index 0ff3ab21a8545af2bbcce6d3b2140fc0c7c59797..538ab4f28eb76aa12cd76b46bfddb5105c6f4c02 100644
--- a/pipeline/models.py
+++ b/pipeline/models.py
@@ -11,7 +11,7 @@ class Model(object):
     hourly_cost: int = None
     cost_description: str = None
     supports_functions: str = False
-    size_billion_parameters: int = None  # in billion paramters
+    size_billion_parameters: int = None
     cost_per_million_tokens: int = None
     cost_per_million_input_tokens: int = None
     cost_per_million_output_tokens: int = None