306 Model Scoring App

Instructions

Use what you’ve learned about layouts to organize the code in app.py into the app below.

Goal

#| standalone: true
#| components: [viewer]
#| layout: horizontal
#| viewerHeight: 800
from shiny.express import input, render, ui
from shiny import reactive
from plots import plot_auc_curve, plot_precision_recall_curve, plot_score_distribution
from data_import import scores

ui.page_opts(title="Model scoring dashboard")

with ui.sidebar():
    ui.input_select(
        "account",
        "Account",
        choices=[
            "Berge & Berge",
            "Fritsch & Fritsch",
            "Hintz & Hintz",
            "Mosciski and Sons",
            "Wolff Ltd",
        ],
    )

ui.nav_spacer(),

with ui.nav_panel("Training Dashboard"):

    with ui.navset_card_underline(title="Model Metrics"):

        with ui.nav_panel("ROC Curve"):
            @render.plot
            def roc_curve():
                return plot_auc_curve(dat(), "is_electronics", "training_score")

        with ui.nav_panel("Precision/Recall"):
            @render.plot
            def precision_recall():
                return plot_precision_recall_curve(dat(), "is_electronics", "training_score")

    with ui.card():
        ui.card_header("Training Scores")
        @render.plot
        def score_dist():
            return plot_score_distribution(dat())

with ui.nav_panel("View Data"):

    with ui.layout_columns():

        with ui.value_box():
            "Row count"
            @render.text
            def row_count():
                return dat().shape[0]

        with ui.value_box():
            "Mean training score"
            @render.text
            def mean_score():
                return round(dat()["training_score"].mean(), 2)
                
    with ui.card():
        @render.data_frame
        def data():
            return dat()

@reactive.calc()
def dat() -> pd.DataFrame:
    return scores.loc[scores["account"] == input.account()]



## file: scores.csv
id,account,date,is_electronics,training_score,training_auc,prod_score
197,Berge & Berge,2023-03-22,0,3.8569316e-4,0.706,1.2184013625090797
147,Berge & Berge,2023-03-04,0,0.059454158,0.706,1.0458517996515018
151,Berge & Berge,2023-02-26,1,0.43344864,0.706,1.0899208432188952
191,Berge & Berge,2023-02-05,0,0.07182422,0.706,0.1166857347716988
97,Berge & Berge,2023-03-20,0,0.036536578,0.706,0.1122427067173862
42,Berge & Berge,2023-02-24,0,7.8474486e-4,0.706,1.134496258677401
162,Berge & Berge,2023-03-18,0,0.0021639657,0.706,0.0911876468541704
86,Berge & Berge,2023-01-31,0,0.0043587093,0.706,0.1072100007045478
185,Berge & Berge,2023-01-29,0,0.0037410355,0.706,1.0629598986580249
195,Berge & Berge,2023-03-09,1,0.0064030294,0.706,0.1163625609796782
65,Berge & Berge,2023-01-12,0,0.01680326,0.706,1.1117144598925008
0,Berge & Berge,2023-02-17,1,0.16943726,0.706,1.1618205506162425
153,Berge & Berge,2023-01-17,0,0.009950074,0.706,1.0548759269150825
7,Berge & Berge,2023-02-24,1,0.07434944,0.706,1.1549266491020864
108,Berge & Berge,2023-01-16,0,0.0011474524,0.706,0.2033384586903546
46,Berge & Berge,2023-03-30,1,0.8862941,0.706,1.128921393965052
78,Berge & Berge,2023-01-03,0,0.10584876,0.706,1.1458269113570143
133,Berge & Berge,2023-03-08,0,0.010757598,0.706,1.1434908567274518
39,Berge & Berge,2023-01-31,0,0.0041037435,0.706,1.102184667768606
50,Berge & Berge,2023-02-09,0,4.3265644e-4,0.706,0.1307080249504367
134,Berge & Berge,2023-03-26,0,0.026536584,0.706,1.060611614694643
14,Berge & Berge,2023-01-03,1,0.9737248,0.706,0.0482518688678079
105,Berge & Berge,2023-02-06,0,0.2176104,0.706,1.1731506131766771
171,Berge & Berge,2023-03-01,1,0.640394,0.706,0.0344893088752213
56,Berge & Berge,2023-01-02,1,0.50905395,0.706,1.1379332748001638
180,Berge & Berge,2023-03-14,0,0.0642861,0.706,1.1407096495166118
66,Berge & Berge,2023-03-07,1,0.83971083,0.706,1.0837485612427225
150,Berge & Berge,2023-03-04,0,0.0035049587,0.706,1.1011918088070027
155,Berge & Berge,2023-02-15,1,0.032146282,0.706,1.120811408972631
117,Berge & Berge,2023-01-30,1,0.020795507,0.706,0.1429895261825527
115,Berge & Berge,2023-03-27,0,0.19586882,0.706,0.0559595407746099
141,Berge & Berge,2023-01-30,0,0.006336129,0.706,0.0278086785772974
135,Berge & Berge,2023-02-14,0,0.030219903,0.706,0.1026964751058112
146,Berge & Berge,2023-02-07,0,0.6306924,0.706,0.096962911436626
126,Berge & Berge,2023-02-11,0,0.0047198967,0.706,1.0245361267752373
93,Berge & Berge,2023-02-01,0,0.02713681,0.706,0.1579912873196112
33,Berge & Berge,2023-03-19,0,0.013932462,0.706,0.0321096202157411
18,Berge & Berge,2023-02-09,0,0.0016045833,0.706,0.9290365950652846
118,Berge & Berge,2023-03-13,0,8.186491e-4,0.706,1.171047420916767
121,Berge & Berge,2023-03-28,0,0.042930435,0.706,0.0182820762909576
3,Berge & Berge,2023-02-16,0,6.695764e-5,0.706,1.0702198663587448
101,Berge & Berge,2023-03-27,1,0.596601,0.706,0.0354858430405799
49,Berge & Berge,2023-03-04,0,0.0026418588,0.706,0.135275069008277
25,Berge & Berge,2023-03-15,0,0.002401195,0.706,1.0803649357719638
114,Berge & Berge,2023-03-20,0,0.004930519,0.706,0.0529895890406713
83,Berge & Berge,2023-01-31,0,0.28393862,0.706,1.178427193769903
26,Berge & Berge,2023-02-19,0,0.0013338907,0.706,0.0790943397275872
8,Berge & Berge,2023-02-09,1,0.53028095,0.706,1.0790892070448892
82,Berge & Berge,2023-02-04,0,0.07508605,0.706,1.0792260606504211
144,Berge & Berge,2023-02-22,1,0.007376648,0.706,0.0159388925203865
47,Berge & Berge,2023-01-09,0,0.5997613,0.706,0.1503643390126841
158,Berge & Berge,2023-02-26,0,2.6945552e-4,0.706,0.0789026735194982
125,Berge & Berge,2023-02-05,0,0.0020228848,0.706,0.0990200427437474
182,Berge & Berge,2023-01-28,0,0.25345734,0.706,0.0795373098515089
172,Berge & Berge,2023-02-14,1,0.02713681,0.706,1.114272275398885
59,Berge & Berge,2023-02-26,0,5.998765e-4,0.706,0.1952806158676867
106,Berge & Berge,2023-03-28,0,0.4591681,0.706,0.0333539700019854
178,Berge & Berge,2023-03-19,0,0.0082185855,0.706,1.0660816173986911
87,Berge & Berge,2023-01-10,1,0.0102780815,0.706,0.0648974711738842
129,Berge & Berge,2023-01-09,0,0.08157975,0.706,1.1024817266914324
76,Berge & Berge,2023-02-17,0,0.9813013,0.706,1.0437485590218905
152,Berge & Berge,2023-04-01,0,0.02713681,0.706,1.0658221905441567
10,Berge & Berge,2023-03-22,1,0.0018194998,0.706,1.162316179068009
81,Berge & Berge,2023-02-20,0,0.0040970254,0.706,0.1344352359121208
21,Berge & Berge,2023-01-30,0,0.17966346,0.706,0.0611759823953039
188,Berge & Berge,2023-01-23,0,5.169117e-4,0.706,0.0605163725785426
91,Berge & Berge,2023-01-20,0,0.012792897,0.706,1.1745493364442443
168,Berge & Berge,2023-02-06,1,0.13991953,0.706,0.0733946355292885
103,Berge & Berge,2023-01-11,0,0.004973566,0.706,1.0696554116486614
73,Berge & Berge,2023-02-06,0,0.0031296157,0.706,0.196424055291592
99,Berge & Berge,2023-03-19,1,0.8845187,0.706,1.0950902714355684
130,Berge & Berge,2023-03-29,0,0.8360748,0.706,0.1109771893645958
143,Berge & Berge,2023-02-12,0,0.02713681,0.706,0.0953839965711691
31,Berge & Berge,2023-03-03,0,0.005173868,0.706,1.0095134249839255
167,Berge & Berge,2023-02-28,0,0.024421345,0.706,1.185489811661379
68,Berge & Berge,2023-02-08,0,0.013632686,0.706,0.1176918009270848
102,Berge & Berge,2023-03-19,0,1.5559672e-4,0.706,1.065979804935678
84,Berge & Berge,2023-03-29,0,0.02713681,0.706,1.1773390305290543
32,Berge & Berge,2023-01-24,0,0.4591681,0.706,1.1071007317674466
160,Berge & Berge,2023-01-09,0,0.006623661,0.706,0.1152776457328768
164,Berge & Berge,2023-02-22,0,0.28222394,0.706,1.1356251790637168
89,Berge & Berge,2023-02-03,0,0.03192866,0.706,1.0644034733853214
94,Berge & Berge,2023-01-28,0,0.0071903053,0.706,0.1056048701372983
45,Berge & Berge,2023-01-12,0,0.0042942734,0.706,0.1082480366955144
24,Berge & Berge,2023-03-19,0,0.019535521,0.706,1.0433825213672572
166,Berge & Berge,2023-02-26,0,0.0060619935,0.706,0.0564479161802195
77,Berge & Berge,2023-01-31,0,0.0011749135,0.706,1.087268528455399
95,Berge & Berge,2023-03-03,0,0.08239752,0.706,0.0533042139694344
58,Berge & Berge,2023-02-12,1,0.041278575,0.706,1.0085201689574197
148,Berge & Berge,2023-02-26,0,0.0024912758,0.706,1.1628297802769785
72,Berge & Berge,2023-01-29,0,0.002776768,0.706,1.1740788046681194
154,Berge & Berge,2023-01-25,0,0.05633103,0.706,1.075950784146292
54,Berge & Berge,2023-03-23,0,1.5559672e-4,0.706,1.1088940882230371
174,Berge & Berge,2023-01-15,0,0.0024278944,0.706,0.0508260666041443
60,Berge & Berge,2023-03-23,0,0.07136285,0.706,0.1123962378606316
165,Berge & Berge,2023-02-06,0,0.26181462,0.706,1.048973603249126
161,Berge & Berge,2023-02-24,0,0.0015807872,0.706,1.0699741196609214
184,Berge & Berge,2023-02-22,0,0.02713681,0.706,-0.0167169970518766
40,Berge & Berge,2023-03-29,1,0.86764634,0.706,0.1325794389828509
44,Berge & Berge,2023-03-12,0,0.007022531,0.706,0.11879110789460991
237,Fritsch & Fritsch,2023-01-14,0,2.358206e-4,0.727,1.0956762144637295
372,Fritsch & Fritsch,2023-01-30,0,0.0137081025,0.727,0.0451347495536708
281,Fritsch & Fritsch,2023-03-08,0,0.009095548,0.727,0.1078499667525478
201,Fritsch & Fritsch,2023-03-25,0,3.8113075e-4,0.727,1.0832891563613951
377,Fritsch & Fritsch,2023-02-26,0,0.015281866,0.727,0.1219644374830517
287,Fritsch & Fritsch,2023-03-03,0,1.2389862e-4,0.727,0.1180714382195422
211,Fritsch & Fritsch,2023-03-31,1,0.11702571,0.727,0.0875116987282002
366,Fritsch & Fritsch,2023-02-06,0,0.048854023,0.727,1.1479159358438384
336,Fritsch & Fritsch,2023-01-13,0,0.053801402,0.727,1.0920391641713827
210,Fritsch & Fritsch,2023-02-15,0,0.0062982617,0.727,0.0189330179328656
378,Fritsch & Fritsch,2023-01-29,0,6.596002e-4,0.727,1.1219390194293912
294,Fritsch & Fritsch,2023-03-21,0,0.85546285,0.727,1.1038427721060056
248,Fritsch & Fritsch,2023-03-27,0,0.03374543,0.727,0.079659192091873
334,Fritsch & Fritsch,2023-02-27,0,0.010514908,0.727,0.0664022783020107
228,Fritsch & Fritsch,2023-03-19,1,0.026538111,0.727,1.1274705818285398
250,Fritsch & Fritsch,2023-01-24,0,0.5458885,0.727,1.1070096701184933
314,Fritsch & Fritsch,2023-02-27,0,2.562467e-4,0.727,1.1565316534314074
341,Fritsch & Fritsch,2023-02-27,0,0.005878947,0.727,1.0750012447802877
286,Fritsch & Fritsch,2023-02-14,0,0.18391743,0.727,1.151114538064511
361,Fritsch & Fritsch,2023-01-01,0,0.057021406,0.727,0.0389095880586878
244,Fritsch & Fritsch,2023-03-27,0,5.844329e-4,0.727,0.1628508218939803
279,Fritsch & Fritsch,2023-02-17,0,0.101148106,0.727,0.098055841370775
302,Fritsch & Fritsch,2023-01-05,0,0.008378361,0.727,1.1056681855338812
296,Fritsch & Fritsch,2023-03-03,1,0.9737248,0.727,1.2940866046734034
215,Fritsch & Fritsch,2023-03-23,1,0.44451058,0.727,0.1485946888358069
264,Fritsch & Fritsch,2023-01-17,0,0.011026854000000001,0.727,1.0971973746858978
263,Fritsch & Fritsch,2023-03-01,0,0.017002124,0.727,0.0652936212357286
349,Fritsch & Fritsch,2023-03-07,0,0.052240945,0.727,1.1494782553396878
339,Fritsch & Fritsch,2023-04-01,1,0.82110965,0.727,0.1658443904376221
301,Fritsch & Fritsch,2023-01-16,0,0.051902127,0.727,0.1013863483700123
259,Fritsch & Fritsch,2023-01-25,0,0.011026854000000001,0.727,1.166177513433963
300,Fritsch & Fritsch,2023-01-29,0,4.531328e-4,0.727,0.1410733625721101
236,Fritsch & Fritsch,2023-01-30,0,0.03192866,0.727,0.1969263375585029
291,Fritsch & Fritsch,2023-02-17,0,0.21523075,0.727,1.1371311510740738
221,Fritsch & Fritsch,2023-03-10,0,0.47267234,0.727,0.051463165243258203
391,Fritsch & Fritsch,2023-01-19,0,0.0038934741,0.727,1.0637377195385729
320,Fritsch & Fritsch,2023-01-30,0,0.0037223082,0.727,1.050446994947837
297,Fritsch & Fritsch,2023-03-04,0,0.021917637,0.727,1.1814927128062764
254,Fritsch & Fritsch,2023-02-15,0,0.0057278997,0.727,0.139348971846723
295,Fritsch & Fritsch,2023-02-28,0,0.094302475,0.727,1.0195612826238587
266,Fritsch & Fritsch,2023-02-02,0,0.02713681,0.727,1.1567571642740544
280,Fritsch & Fritsch,2023-01-02,1,0.28761825,0.727,1.1666757772021707
397,Fritsch & Fritsch,2023-01-01,0,8.14293e-4,0.727,1.2023825884127286
203,Fritsch & Fritsch,2023-01-23,1,0.015067808,0.727,1.117227979569394
396,Fritsch & Fritsch,2023-03-10,0,0.26286763,0.727,0.0472016017529595
289,Fritsch & Fritsch,2023-01-30,0,0.003978128,0.727,1.1127618378000312
258,Fritsch & Fritsch,2023-01-06,0,2.3396911e-4,0.727,0.129483999651832
230,Fritsch & Fritsch,2023-03-25,0,0.007413884,0.727,1.0790157307607944
232,Fritsch & Fritsch,2023-03-22,1,0.39736626,0.727,1.045809472269621
309,Fritsch & Fritsch,2023-03-31,1,0.0646534,0.727,1.142513464846696
257,Fritsch & Fritsch,2023-02-05,0,4.2030227e-4,0.727,0.1721043219147598
390,Fritsch & Fritsch,2023-03-07,0,0.18442275,0.727,0.0294220988525324
388,Fritsch & Fritsch,2023-03-24,1,0.7637683,0.727,0.1303454445493918
380,Fritsch & Fritsch,2023-01-06,1,0.5033501,0.727,0.0947911901784009
331,Fritsch & Fritsch,2023-02-04,0,0.018333044,0.727,0.0810985180871314
311,Fritsch & Fritsch,2023-02-20,0,0.40999982,0.727,0.1024602493146951
209,Fritsch & Fritsch,2023-02-12,0,0.022420665,0.727,0.1970011502481187
222,Fritsch & Fritsch,2023-01-31,0,0.17173569,0.727,1.0968446501834528
223,Fritsch & Fritsch,2023-01-18,0,0.30898094,0.727,0.0518436169871427
285,Fritsch & Fritsch,2023-01-13,0,0.13098921,0.727,1.1155843033928434
398,Fritsch & Fritsch,2023-01-02,0,0.044065084,0.727,1.121770815435699
204,Fritsch & Fritsch,2023-03-11,0,3.1946754e-4,0.727,1.079832501957774
272,Fritsch & Fritsch,2023-03-13,0,0.14330977,0.727,1.040274436123384
269,Fritsch & Fritsch,2023-01-12,0,1.6662259e-4,0.727,0.1559544665610497
326,Fritsch & Fritsch,2023-01-14,1,0.032594856,0.727,0.1580775229894702
384,Fritsch & Fritsch,2023-01-05,0,0.01407777,0.727,1.0922793525778989
205,Fritsch & Fritsch,2023-03-04,0,0.0039401073,0.727,1.0394201743300855
220,Fritsch & Fritsch,2023-01-01,1,0.01722058,0.727,1.1304432242651643
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365,Fritsch & Fritsch,2023-02-16,1,0.055628844,0.727,1.1045521682924666
324,Fritsch & Fritsch,2023-03-11,0,0.8320204,0.727,0.1759290575850101
308,Fritsch & Fritsch,2023-01-07,0,0.0060746167,0.727,0.1107005170577313
354,Fritsch & Fritsch,2023-02-24,1,0.025668005,0.727,0.1203832188132277
219,Fritsch & Fritsch,2023-03-15,0,0.0011474524,0.727,1.087878682539265
242,Fritsch & Fritsch,2023-02-05,0,0.0038046008,0.727,1.1380690977378072
212,Fritsch & Fritsch,2023-03-25,0,0.008506459,0.727,0.1134653067802029
261,Fritsch & Fritsch,2023-03-23,0,0.035150588,0.727,1.1247590897600812
202,Fritsch & Fritsch,2023-02-11,0,0.007411905,0.727,1.0427256365351536
292,Fritsch & Fritsch,2023-01-01,0,0.20810522,0.727,0.1147893082208852
252,Fritsch & Fritsch,2023-03-25,0,0.026536584,0.727,1.0523276552272216
357,Fritsch & Fritsch,2023-01-23,1,0.124237865,0.727,1.085033131848418
370,Fritsch & Fritsch,2023-02-19,1,0.7714718,0.727,0.0910457374281693
327,Fritsch & Fritsch,2023-02-05,0,0.14883229,0.727,1.0835013890515015
226,Fritsch & Fritsch,2023-03-18,0,0.0850883,0.727,0.1675372381895208
217,Fritsch & Fritsch,2023-01-22,0,0.008597593,0.727,0.1185780133793893
387,Fritsch & Fritsch,2023-01-31,0,0.08615121,0.727,0.057082354870273
283,Fritsch & Fritsch,2023-01-13,0,8.573997e-4,0.727,1.1201189700314946
318,Fritsch & Fritsch,2023-01-20,0,0.021570161,0.727,0.1110699740834348
234,Fritsch & Fritsch,2023-02-23,0,0.0011474524,0.727,1.0929293036804897
231,Fritsch & Fritsch,2023-03-01,0,0.02713681,0.727,1.0895114694218777
325,Fritsch & Fritsch,2023-01-28,1,0.640394,0.727,1.1344822135861288
395,Fritsch & Fritsch,2023-02-12,0,2.562467e-4,0.727,0.072384901076557
352,Fritsch & Fritsch,2023-03-18,0,0.020198904,0.727,0.0771729244660083
362,Fritsch & Fritsch,2023-02-12,0,0.021032954,0.727,1.08181651904278
246,Fritsch & Fritsch,2023-02-06,0,0.0477094,0.727,0.0680249288179094
356,Fritsch & Fritsch,2023-02-02,0,0.04010874,0.727,0.0768282452841528
375,Fritsch & Fritsch,2023-01-30,1,0.25526205,0.727,0.081957682968991
359,Fritsch & Fritsch,2023-04-01,1,0.027723527,0.727,1.1274603051731444
315,Fritsch & Fritsch,2023-01-16,0,0.89041793,0.727,0.0593836947517993
214,Fritsch & Fritsch,2023-01-03,0,0.0061433944,0.727,0.1931007138527479
450,Hintz & Hintz,2023-03-09,0,0.1701673,0.934,1.1068552243842018
538,Hintz & Hintz,2023-02-01,1,0.8598257,0.934,0.1044032735979264
443,Hintz & Hintz,2023-01-28,1,0.06102638,0.934,1.126421115181424
490,Hintz & Hintz,2023-03-03,1,0.0244589,0.934,1.1846717309580177
564,Hintz & Hintz,2023-01-20,0,6.792998e-4,0.934,0.1230877877855508
589,Hintz & Hintz,2023-01-13,0,0.044336256,0.934,0.955499082470552
458,Hintz & Hintz,2023-02-22,1,0.95590156,0.934,1.1031464584348014
578,Hintz & Hintz,2023-01-15,1,0.07901703,0.934,1.0937359258937789
426,Hintz & Hintz,2023-03-13,1,0.2623574,0.934,0.1728583190721533
563,Hintz & Hintz,2023-02-01,0,0.06882919,0.934,1.1771324857029042
480,Hintz & Hintz,2023-03-21,0,0.06367789,0.934,1.108782934831115
471,Hintz & Hintz,2023-03-07,0,0.06850347,0.934,1.1948685870458229
547,Hintz & Hintz,2023-01-26,1,0.01722058,0.934,0.0312985160112934
454,Hintz & Hintz,2023-01-28,0,0.03110653,0.934,1.1161153062243407
587,Hintz & Hintz,2023-02-10,1,0.19495015,0.934,0.174837639078212
409,Hintz & Hintz,2023-02-06,0,0.003525351,0.934,1.062705988474564
542,Hintz & Hintz,2023-03-25,0,5.5642764e-4,0.934,0.0311436021264635
548,Hintz & Hintz,2023-02-14,1,0.14660004,0.934,0.1563855280240541
456,Hintz & Hintz,2023-03-05,1,0.5646388,0.934,1.122043722588777
586,Hintz & Hintz,2023-01-02,0,0.0016085407,0.934,1.0388789699491705
427,Hintz & Hintz,2023-01-09,0,4.366419e-4,0.934,1.1433223524247005
522,Hintz & Hintz,2023-01-21,0,0.040729154,0.934,0.0256051623402911
449,Hintz & Hintz,2023-03-01,0,0.05801831,0.934,0.1600088488465246
474,Hintz & Hintz,2023-02-05,0,0.034921747,0.934,1.167358199984491
445,Hintz & Hintz,2023-01-23,0,0.014691184,0.934,1.133676497730964
505,Hintz & Hintz,2023-03-24,1,0.8621201,0.934,0.1337478543164452
410,Hintz & Hintz,2023-03-31,1,0.88824934,0.934,1.1323931258191502
462,Hintz & Hintz,2023-03-31,0,0.02151093,0.934,0.1062821403410974
557,Hintz & Hintz,2023-02-14,0,0.03179885,0.934,1.049720145250293
401,Hintz & Hintz,2023-02-15,0,0.0012305528,0.934,1.053233198138479
574,Hintz & Hintz,2023-01-26,0,0.5919985,0.934,0.0683046099830677
517,Hintz & Hintz,2023-03-20,1,0.18926267,0.934,0.1716475392570836
477,Hintz & Hintz,2023-03-17,0,0.0073302207,0.934,1.127131891662609
579,Hintz & Hintz,2023-01-02,0,0.016731959,0.934,1.0654368002494965
432,Hintz & Hintz,2023-02-09,0,0.02713681,0.934,1.1380909910930856
524,Hintz & Hintz,2023-03-23,0,0.004010897,0.934,1.1202351027992503
455,Hintz & Hintz,2023-02-13,0,0.002227653,0.934,1.0829340975382702
561,Hintz & Hintz,2023-01-19,1,0.09165248,0.934,0.1037107972905217
554,Hintz & Hintz,2023-02-24,0,0.0013029911,0.934,1.0779649551105308
541,Hintz & Hintz,2023-03-26,0,0.0062745274,0.934,0.0326063299728535
512,Hintz & Hintz,2023-02-12,0,0.02713681,0.934,1.165237482938431
453,Hintz & Hintz,2023-02-28,0,0.0105454875,0.934,0.0742547872610601
599,Hintz & Hintz,2023-03-10,0,0.022691585,0.934,1.078117422744088
504,Hintz & Hintz,2023-01-14,0,0.0012587371,0.934,0.1577060457590473
581,Hintz & Hintz,2023-04-01,0,0.0074251355,0.934,0.9917618788478576
519,Hintz & Hintz,2023-01-24,0,0.41233888,0.934,0.0560391794333758
435,Hintz & Hintz,2023-01-06,0,7.100313e-4,0.934,1.1219129034161246
478,Hintz & Hintz,2023-03-25,0,0.12977844,0.934,0.0990493307054747
543,Hintz & Hintz,2023-03-31,0,0.014825128,0.934,1.0504157172366018
416,Hintz & Hintz,2023-01-09,1,0.31836855,0.934,1.134545952022915
452,Hintz & Hintz,2023-01-17,0,0.02713681,0.934,1.1540804647565972
509,Hintz & Hintz,2023-04-01,0,3.8566397e-4,0.934,0.1071000524414627
595,Hintz & Hintz,2023-01-22,0,0.05322563,0.934,1.1061557953119374
493,Hintz & Hintz,2023-03-08,0,0.0027624562,0.934,0.1244750210565094
511,Hintz & Hintz,2023-02-04,0,2.8499114e-4,0.934,1.1541611607030258
546,Hintz & Hintz,2023-01-14,0,0.0016689355,0.934,0.1539256340391158
415,Hintz & Hintz,2023-01-25,0,0.0030429794,0.934,0.0890199978786554
555,Hintz & Hintz,2023-02-28,0,0.8396749,0.934,1.0932462456408627
417,Hintz & Hintz,2023-03-20,0,0.20999487,0.934,0.1072377732395115
532,Hintz & Hintz,2023-04-01,0,0.0035428032,0.934,0.1882874038866111
413,Hintz & Hintz,2023-01-03,0,0.02713681,0.934,1.0791669209733907
534,Hintz & Hintz,2023-01-18,0,0.01722058,0.934,0.0726831353010628
444,Hintz & Hintz,2023-02-09,0,0.003961715,0.934,1.0281795685345705
568,Hintz & Hintz,2023-03-11,0,0.011916836,0.934,0.148138560058259
442,Hintz & Hintz,2023-01-19,1,0.016262366,0.934,0.1278908670435503
482,Hintz & Hintz,2023-01-17,0,0.0075225546,0.934,1.0951944177968274
420,Hintz & Hintz,2023-03-01,0,0.014386703,0.934,0.0596753877944121
500,Hintz & Hintz,2023-03-26,0,9.4913295e-4,0.934,0.1878545592540821
489,Hintz & Hintz,2023-03-11,0,0.009899498,0.934,0.0507569225199717
566,Hintz & Hintz,2023-02-21,1,0.32672116,0.934,1.1168607644113324
418,Hintz & Hintz,2023-03-30,0,0.035792656,0.934,0.0793191031104142
464,Hintz & Hintz,2023-03-09,0,0.001030728,0.934,1.2176073646160606
488,Hintz & Hintz,2023-01-01,0,0.0019740025,0.934,1.07045941125935
560,Hintz & Hintz,2023-02-19,1,0.87406754,0.934,1.1840352414983952
508,Hintz & Hintz,2023-03-29,0,0.0059008,0.934,1.0041977643989333
562,Hintz & Hintz,2023-01-28,0,0.25797996,0.934,0.1130850266731972
446,Hintz & Hintz,2023-01-30,1,0.3901382,0.934,1.1247395253124084
487,Hintz & Hintz,2023-03-17,1,0.050020643,0.934,0.10501316691808
486,Hintz & Hintz,2023-02-28,0,0.52094424,0.934,0.0442753829011319
507,Hintz & Hintz,2023-01-03,0,0.006595796,0.934,1.0438526458466548
551,Hintz & Hintz,2023-01-25,1,0.14365149,0.934,0.9934708856639304
535,Hintz & Hintz,2023-01-13,0,0.0069284798,0.934,0.0693340868442309
597,Hintz & Hintz,2023-03-15,0,5.4465205e-4,0.934,0.0293831628491591
553,Hintz & Hintz,2023-04-01,0,0.0011474524,0.934,0.089332540325546
501,Hintz & Hintz,2023-01-31,1,0.96700424,0.934,0.1421078480165114
514,Hintz & Hintz,2023-03-07,0,0.0023783434,0.934,0.1932806491927614
526,Hintz & Hintz,2023-02-24,1,0.9467816,0.934,1.0392284145694073
565,Hintz & Hintz,2023-03-19,1,0.98436683,0.934,0.1623319127713567
544,Hintz & Hintz,2023-01-11,1,0.0013307774,0.934,1.1208364847296046
400,Hintz & Hintz,2023-02-13,1,0.23045018,0.934,1.1005934567176343
422,Hintz & Hintz,2023-02-12,0,8.499933e-4,0.934,0.0990542898044073
523,Hintz & Hintz,2023-01-26,0,0.02713681,0.934,0.1006112038224418
583,Hintz & Hintz,2023-03-09,1,0.9309046,0.934,0.020886765584435
481,Hintz & Hintz,2023-02-04,0,0.016241034,0.934,0.0476784537561671
499,Hintz & Hintz,2023-01-31,0,0.02713681,0.934,1.118459299537331
573,Hintz & Hintz,2023-02-18,0,0.64166915,0.934,0.0722461706948132
407,Hintz & Hintz,2023-02-02,0,0.008933006,0.934,1.107735797143414
533,Hintz & Hintz,2023-03-28,1,0.0011969404,0.934,1.0584957994495785
582,Hintz & Hintz,2023-03-13,0,0.039883167,0.934,0.1430526701467971
591,Hintz & Hintz,2023-03-18,0,1.21852885e-4,0.934,1.1563141957899683
731,Mosciski and Sons,2023-03-26,1,0.0013307774,0.8879999999999999,1.185076311722786
647,Mosciski and Sons,2023-03-13,0,0.10936674,0.8879999999999999,1.0674774200149009
729,Mosciski and Sons,2023-02-11,0,1.9797268e-4,0.8879999999999999,1.1154570969083917
727,Mosciski and Sons,2023-02-02,0,0.003229611,0.8879999999999999,0.0727039108340473
612,Mosciski and Sons,2023-01-19,1,0.04316289,0.8879999999999999,0.1048574129070726
614,Mosciski and Sons,2023-01-27,0,5.958507e-4,0.8879999999999999,0.0830258933963685
621,Mosciski and Sons,2023-01-23,1,0.86696565,0.8879999999999999,1.1018535819282855
693,Mosciski and Sons,2023-03-26,0,0.5202152,0.8879999999999999,0.1065532567252535
681,Mosciski and Sons,2023-02-11,1,0.51045996,0.8879999999999999,1.129195399923456
676,Mosciski and Sons,2023-02-05,0,0.0010871114,0.8879999999999999,0.1450376910946741
707,Mosciski and Sons,2023-02-14,0,0.008150931,0.8879999999999999,0.1251337710289197
713,Mosciski and Sons,2023-01-26,0,5.2595546e-4,0.8879999999999999,1.0856008079683452
789,Mosciski and Sons,2023-03-21,0,0.5256873,0.8879999999999999,0.0592039749503366
654,Mosciski and Sons,2023-02-15,0,0.049613122,0.8879999999999999,1.123088731753324
660,Mosciski and Sons,2023-01-03,0,0.018622428,0.8879999999999999,0.1009149431519532
701,Mosciski and Sons,2023-03-30,0,0.03476548,0.8879999999999999,0.1138782460352903
611,Mosciski and Sons,2023-03-27,0,0.0038235756,0.8879999999999999,1.0502349884156992
629,Mosciski and Sons,2023-01-04,0,0.0642861,0.8879999999999999,0.0382192519484954
625,Mosciski and Sons,2023-03-23,0,0.012245923,0.8879999999999999,0.1516688115062547
708,Mosciski and Sons,2023-01-06,0,0.006585475,0.8879999999999999,0.1655924444801469
636,Mosciski and Sons,2023-01-24,1,0.10234994,0.8879999999999999,1.0051543185081244
615,Mosciski and Sons,2023-03-14,1,0.858326,0.8879999999999999,0.1184317770696613
640,Mosciski and Sons,2023-03-28,0,0.0021567128,0.8879999999999999,0.0868200979628904
649,Mosciski and Sons,2023-03-28,0,0.4418892,0.8879999999999999,0.1015527753588054
628,Mosciski and Sons,2023-02-17,0,0.12762818,0.8879999999999999,0.1245685942081463
769,Mosciski and Sons,2023-03-02,1,0.009295199,0.8879999999999999,1.108677468175114
736,Mosciski and Sons,2023-03-27,1,0.92429477,0.8879999999999999,1.139441270614971
627,Mosciski and Sons,2023-04-01,0,4.3627844e-4,0.8879999999999999,0.1225426942810387
743,Mosciski and Sons,2023-03-19,0,0.054935087,0.8879999999999999,-0.0014822862969038
623,Mosciski and Sons,2023-02-23,1,0.9066716,0.8879999999999999,1.1814889973721443
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724,Mosciski and Sons,2023-02-01,0,0.0035205702,0.8879999999999999,1.153591280835914
639,Mosciski and Sons,2023-01-15,0,0.056981664,0.8879999999999999,0.1269815934052153
702,Mosciski and Sons,2023-01-07,0,0.0053847716,0.8879999999999999,0.0710617869061485
786,Mosciski and Sons,2023-01-18,0,1.6935471e-4,0.8879999999999999,0.999113216845917
648,Mosciski and Sons,2023-03-17,0,0.021917637,0.8879999999999999,1.002083290141563
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766,Mosciski and Sons,2023-03-03,0,0.010710109,0.8879999999999999,0.0681001621204367
616,Mosciski and Sons,2023-02-23,1,0.25494322,0.8879999999999999,0.1360742873157363
667,Mosciski and Sons,2023-03-30,1,0.95203143,0.8879999999999999,1.1705365402619838
675,Mosciski and Sons,2023-02-23,0,0.023900347,0.8879999999999999,0.1058727373167783
617,Mosciski and Sons,2023-02-23,0,0.933767,0.8879999999999999,1.0887264457146264
687,Mosciski and Sons,2023-03-23,0,0.016035909,0.8879999999999999,1.0806470003952202
775,Mosciski and Sons,2023-01-18,0,0.0061433944,0.8879999999999999,0.0841596130038128
682,Mosciski and Sons,2023-01-26,0,0.0843278,0.8879999999999999,1.0584093469214324
688,Mosciski and Sons,2023-02-17,0,4.8195766e-4,0.8879999999999999,1.0052444421266116
655,Mosciski and Sons,2023-03-04,0,0.15788873,0.8879999999999999,1.1227909935025977
646,Mosciski and Sons,2023-02-01,0,0.02713681,0.8879999999999999,0.1372362240201376
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689,Mosciski and Sons,2023-02-17,0,0.02713681,0.8879999999999999,1.0991564354531485
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773,Mosciski and Sons,2023-02-19,0,0.01319327,0.8879999999999999,0.0652957553599793
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757,Mosciski and Sons,2023-03-05,0,0.003167176,0.8879999999999999,1.0827029639442531
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715,Mosciski and Sons,2023-01-12,1,0.9535631,0.8879999999999999,1.0107181258409408
679,Mosciski and Sons,2023-03-27,0,0.13858669,0.8879999999999999,0.0986381004135453
669,Mosciski and Sons,2023-01-05,1,0.9289174,0.8879999999999999,0.1281639269376895
767,Mosciski and Sons,2023-02-15,0,0.05920328,0.8879999999999999,1.160854106332284
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734,Mosciski and Sons,2023-03-19,0,0.0642861,0.8879999999999999,1.0892647025438311
772,Mosciski and Sons,2023-02-03,1,0.009995974,0.8879999999999999,0.0727606859252713
607,Mosciski and Sons,2023-03-28,0,0.9004678,0.8879999999999999,1.0280517606392372
765,Mosciski and Sons,2023-01-11,0,0.016281936,0.8879999999999999,1.1349394300608822
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741,Mosciski and Sons,2023-03-01,0,0.010847072,0.8879999999999999,1.11725468708371
721,Mosciski and Sons,2023-01-17,1,0.92699265,0.8879999999999999,1.0671492159044886
787,Mosciski and Sons,2023-02-22,0,0.004928262,0.8879999999999999,1.1141644612043462
619,Mosciski and Sons,2023-02-06,0,1.6374596e-4,0.8879999999999999,0.002592094407338
776,Mosciski and Sons,2023-03-19,0,0.02713681,0.8879999999999999,0.1030663456404976
780,Mosciski and Sons,2023-02-19,0,0.8177334,0.8879999999999999,1.0564186831794762
703,Mosciski and Sons,2023-03-31,0,0.0046089096,0.8879999999999999,1.1129694972848172
601,Mosciski and Sons,2023-03-03,0,0.005612415,0.8879999999999999,0.0743810749090334
762,Mosciski and Sons,2023-02-11,0,0.010868683,0.8879999999999999,-0.0079396866725947
656,Mosciski and Sons,2023-02-27,0,0.016419558,0.8879999999999999,1.0635699540448271
752,Mosciski and Sons,2023-01-29,0,0.02713681,0.8879999999999999,0.0681084715573242
680,Mosciski and Sons,2023-01-17,0,0.039191496,0.8879999999999999,0.0939338477458055
760,Mosciski and Sons,2023-03-01,0,0.0014032405,0.8879999999999999,1.0660642438654897
666,Mosciski and Sons,2023-01-24,0,0.010427132,0.8879999999999999,1.099002169980558
790,Mosciski and Sons,2023-02-20,0,0.51385003,0.8879999999999999,1.1702777876683037
699,Mosciski and Sons,2023-01-06,1,0.004392893,0.8879999999999999,1.1790449354653538
643,Mosciski and Sons,2023-02-11,0,0.4886055,0.8879999999999999,0.0130214920562096
728,Mosciski and Sons,2023-03-14,0,0.02713681,0.8879999999999999,1.0923704911045589
901,Wolff Ltd,2023-03-21,0,0.0015656011,0.726,1.1073800884366118
873,Wolff Ltd,2023-01-01,0,0.02713681,0.726,1.1100978329479614
837,Wolff Ltd,2023-01-09,1,0.014136449,0.726,0.1290009155954002
914,Wolff Ltd,2023-03-12,0,0.02455339,0.726,1.1501850410239252
967,Wolff Ltd,2023-02-14,0,0.007698572,0.726,1.1341592164877596
822,Wolff Ltd,2023-03-10,1,0.9264066,0.726,0.073899914275038
831,Wolff Ltd,2023-03-09,0,0.019275283,0.726,0.0376105785869047
989,Wolff Ltd,2023-03-27,0,0.024350211,0.726,1.1158046999184683
959,Wolff Ltd,2023-01-20,0,9.1150746e-4,0.726,0.1292121514075647
894,Wolff Ltd,2023-01-10,1,0.20550598,0.726,0.0597702756159074
860,Wolff Ltd,2023-01-30,0,0.0016855258,0.726,0.1182546013805456
982,Wolff Ltd,2023-01-27,1,0.7256641,0.726,1.1000028156503965
868,Wolff Ltd,2023-02-16,0,0.021917637,0.726,1.1287680953090804
910,Wolff Ltd,2023-03-02,0,2.0253863e-4,0.726,0.0714257898478195
848,Wolff Ltd,2023-01-08,0,0.23963508,0.726,1.036054449524078
877,Wolff Ltd,2023-01-04,0,0.05022146,0.726,1.101235670699939
813,Wolff Ltd,2023-02-09,0,7.453233e-4,0.726,0.1547157813235877
948,Wolff Ltd,2023-02-05,0,0.0037316016,0.726,1.0802703915559262
969,Wolff Ltd,2023-03-19,1,0.51019555,0.726,0.0552505468881667
817,Wolff Ltd,2023-02-28,0,0.017986858,0.726,0.0623583218467312
980,Wolff Ltd,2023-03-21,0,0.06911792,0.726,1.0609929597275138
900,Wolff Ltd,2023-02-18,0,0.0023566363,0.726,1.107596958094453
903,Wolff Ltd,2023-01-19,0,0.023743665,0.726,0.0336200123711356
869,Wolff Ltd,2023-03-07,0,0.006336129,0.726,1.1350904913945827
979,Wolff Ltd,2023-01-18,0,0.1267301,0.726,1.0659414564172136
818,Wolff Ltd,2023-01-12,0,0.045687977,0.726,0.0794832560707618
867,Wolff Ltd,2023-03-12,0,0.002391879,0.726,0.0888979294066529
821,Wolff Ltd,2023-03-13,0,0.02713681,0.726,1.1043172196605493
960,Wolff Ltd,2023-01-09,0,7.173031e-4,0.726,1.0849204359218412
843,Wolff Ltd,2023-02-02,1,0.91909254,0.726,1.151552812209392
957,Wolff Ltd,2023-01-04,0,0.005344911,0.726,1.1648272738887036
908,Wolff Ltd,2023-02-06,0,0.01743073,0.726,1.0560925622372286
966,Wolff Ltd,2023-01-21,0,0.0038639638,0.726,0.0614188235887227
986,Wolff Ltd,2023-03-15,0,0.004426663,0.726,0.1166540480987674
928,Wolff Ltd,2023-03-24,0,0.02713681,0.726,1.0918009708604162
942,Wolff Ltd,2023-02-15,0,0.040216736,0.726,1.0593747529470676
815,Wolff Ltd,2023-02-04,0,0.0403938,0.726,0.1523745209221236
922,Wolff Ltd,2023-03-03,0,0.01288958,0.726,1.107810063713731
855,Wolff Ltd,2023-04-01,0,0.0061369,0.726,0.0448008972256167
809,Wolff Ltd,2023-01-12,0,0.0023616517,0.726,1.0452024196334224
941,Wolff Ltd,2023-03-09,0,0.006880349,0.726,0.1362693366395884
896,Wolff Ltd,2023-03-28,0,0.0018684408,0.726,1.0806545643494854
998,Wolff Ltd,2023-01-24,0,0.017293109,0.726,1.11101882511548
872,Wolff Ltd,2023-02-26,0,9.82973e-4,0.726,0.1075373780762863
937,Wolff Ltd,2023-02-21,1,0.118713334,0.726,-0.011430135510996
830,Wolff Ltd,2023-03-15,1,0.11616709,0.726,0.0936397242412064
828,Wolff Ltd,2023-02-15,1,0.02713681,0.726,1.1535389877837574
968,Wolff Ltd,2023-02-25,0,8.127345e-4,0.726,1.1149767903621486
904,Wolff Ltd,2023-03-10,0,3.250132e-4,0.726,1.039221638197544
933,Wolff Ltd,2023-02-08,0,0.022062326,0.726,0.1643461712587002
920,Wolff Ltd,2023-02-10,0,0.0034829043,0.726,0.0579344410805292
893,Wolff Ltd,2023-03-30,0,0.02752766,0.726,0.1629244283184082
826,Wolff Ltd,2023-01-27,0,0.11980678,0.726,0.1118239832708646
906,Wolff Ltd,2023-01-19,0,8.691524e-4,0.726,1.128437553245591
975,Wolff Ltd,2023-01-30,0,1.7651406e-4,0.726,0.1755410023823818
853,Wolff Ltd,2023-03-26,0,0.007967289,0.726,1.1269821828927462
835,Wolff Ltd,2023-02-16,0,4.5773044e-4,0.726,1.1060996641675185
946,Wolff Ltd,2023-03-25,1,0.86469084,0.726,0.1672439279654513
981,Wolff Ltd,2023-02-21,0,4.864218e-4,0.726,0.1095329066380471
841,Wolff Ltd,2023-02-20,1,0.02275583,0.726,1.12709901198154
802,Wolff Ltd,2023-03-11,0,0.4858842,0.726,1.140492954062058
911,Wolff Ltd,2023-03-18,1,0.62254745,0.726,1.085189388452215
935,Wolff Ltd,2023-03-21,0,0.16649412,0.726,1.1998543236356578
944,Wolff Ltd,2023-02-25,0,0.03679726,0.726,1.003765139053014
995,Wolff Ltd,2023-01-03,0,2.8293038e-4,0.726,0.2172049291363578
970,Wolff Ltd,2023-02-11,0,0.029361194,0.726,1.078402608626916
806,Wolff Ltd,2023-01-08,1,0.0014967432,0.726,0.1497141870460403
929,Wolff Ltd,2023-01-20,1,0.8817406,0.726,0.1831868727346051
887,Wolff Ltd,2023-01-10,0,0.76013565,0.726,1.1218262359527982
846,Wolff Ltd,2023-01-02,0,0.0012982454,0.726,0.0755934329404263
845,Wolff Ltd,2023-03-02,1,0.051907055,0.726,1.0987321457560757
878,Wolff Ltd,2023-02-27,0,0.0025967034,0.726,1.1357745302276168
800,Wolff Ltd,2023-03-11,0,0.0037018147,0.726,1.1165651784532804
861,Wolff Ltd,2023-01-14,0,0.023446035,0.726,1.1253782280901723
832,Wolff Ltd,2023-01-08,0,0.008602106,0.726,0.0986691249831899
842,Wolff Ltd,2023-03-02,0,0.024421345,0.726,0.1556148454573195
996,Wolff Ltd,2023-01-05,0,0.01090797,0.726,0.1609416639801347
923,Wolff Ltd,2023-01-09,0,0.0021788233,0.726,1.0080521776814624
895,Wolff Ltd,2023-02-10,0,1.9449965e-4,0.726,1.0505377461102858
892,Wolff Ltd,2023-02-10,0,8.517721e-4,0.726,1.044545389222387
983,Wolff Ltd,2023-02-05,0,0.48974505,0.726,0.047923620649441
833,Wolff Ltd,2023-02-08,0,4.977726e-4,0.726,0.1091870598062626
876,Wolff Ltd,2023-01-25,0,0.023232227,0.726,1.0703266457867644
956,Wolff Ltd,2023-02-01,1,0.04625162,0.726,0.0929863318694679
819,Wolff Ltd,2023-02-14,1,0.0045832526,0.726,0.1361688761801263
859,Wolff Ltd,2023-03-26,1,0.92760354,0.726,0.0365125788061349
839,Wolff Ltd,2023-03-28,0,0.0071243895,0.726,1.0592236691019097
858,Wolff Ltd,2023-01-08,0,6.880531e-4,0.726,0.0322609777718254
950,Wolff Ltd,2023-01-28,1,0.027723527,0.726,1.167413665699018
999,Wolff Ltd,2023-01-26,0,0.33065912,0.726,1.0886532899948944
840,Wolff Ltd,2023-02-14,0,0.051401,0.726,1.0764428334716791
851,Wolff Ltd,2023-01-15,0,0.007764892,0.726,1.201769837091461
976,Wolff Ltd,2023-03-01,0,0.021917637,0.726,0.1131520476646788
936,Wolff Ltd,2023-02-02,0,2.2685772e-4,0.726,1.0256144618089478
916,Wolff Ltd,2023-03-08,0,0.31157422,0.726,0.0939590448960927
955,Wolff Ltd,2023-01-29,0,5.5734755e-4,0.726,0.1260804716414843
823,Wolff Ltd,2023-03-24,1,0.9944839,0.726,0.1389054009709788
808,Wolff Ltd,2023-01-15,0,1.507717e-4,0.726,1.0603164175116029
811,Wolff Ltd,2023-02-08,0,0.47511867,0.726,0.0449847506183881
814,Wolff Ltd,2023-03-17,1,0.025192128,0.726,1.057791747326691

## file: data_import.py
from pathlib import Path
import pandas as pd

app_dir = Path(__file__).parent
scores = pd.read_csv(app_dir / "scores.csv")
## file: plots.py
from pandas import DataFrame
from plotnine import (
    aes,
    geom_abline,
    geom_density,
    geom_line,
    ggplot,
    labs,
    theme_minimal,
)
from sklearn.metrics import auc, precision_recall_curve, roc_curve


def plot_score_distribution(df: DataFrame, color = "blue"):
    plot = (
        ggplot(df, aes(x="training_score"))
        + geom_density(fill=color, alpha=0.3)
        + theme_minimal()
        + labs(title="Model scores", x="Score")
    )
    return plot


def plot_auc_curve(df: DataFrame, true_col: str, pred_col: str, color="darkorange", line_color="navy"):
    fpr, tpr, _ = roc_curve(df[true_col], df[pred_col])

    roc_df = DataFrame({"fpr": fpr, "tpr": tpr})

    plot = (
        ggplot(roc_df, aes(x="fpr", y="tpr"))
        + geom_line(color=color, size=1.5, show_legend=True, linetype="solid")
        + geom_abline(intercept=0, slope=1, color=line_color, linetype="dashed")
        + labs(
            title="Receiver Operating Characteristic (ROC)",
            x="False Positive Rate",
            y="True Positive Rate",
        )
        + theme_minimal()
    )

    return plot


def plot_precision_recall_curve(df: DataFrame, true_col: str, pred_col: str, color="darkorange",):
    precision, recall, _ = precision_recall_curve(df[true_col], df[pred_col])

    pr_df = DataFrame({"precision": precision, "recall": recall})

    plot = (
        ggplot(pr_df, aes(x="recall", y="precision"))
        + geom_line(color=color, size=1.5, show_legend=True, linetype="solid")
        + labs(
            title="Precision-Recall Curve",
            x="Recall",
            y="Precision",
        )
        + theme_minimal()
    )

    return plot

## file: requirements.txt
numpy
pandas
plotnine
scikit-learn
shiny

Problem

#| standalone: true
#| components: [editor, viewer]
#| layout: horizontal
#| viewerHeight: 800
from shiny.express import input, render, ui
from shiny import reactive
from plots import plot_auc_curve, plot_precision_recall_curve, plot_score_distribution
from data_import import scores

# Model scoring dashboard

# Sidebar
ui.input_select(
    "account",
    "Account",
    choices=[
        "Berge & Berge",
        "Fritsch & Fritsch",
        "Hintz & Hintz",
        "Mosciski and Sons",
        "Wolff Ltd",
    ],
)

# Page 1 - Training Dashboard

## A navset card featuring underlines named Model Metrics with two panels:

### ROC Curve
@render.plot
def roc_curve():
    return plot_auc_curve(dat(), "is_electronics", "training_score")

### Precision/Recall
@render.plot
def precision_recall():
    return plot_precision_recall_curve(dat(), "is_electronics", "training_score")


## Card named Training Scores
@render.plot
def score_dist():
    return plot_score_distribution(dat())

# Page 2 - View Data

## Row one has two columns:

### Column 1: A value box titled Row Count
@render.text
def row_count():
    return dat().shape[0]

### Column 2: A value box titled Mean training score"
@render.text
def mean_score():
    return round(dat()["training_score"].mean(), 2)

## Row two has one column:

### A card
@render.data_frame
def data():
    return dat()

@reactive.calc()
def dat() -> pd.DataFrame:
    return scores.loc[scores["account"] == input.account()]



## file: scores.csv
id,account,date,is_electronics,training_score,training_auc,prod_score
197,Berge & Berge,2023-03-22,0,3.8569316e-4,0.706,1.2184013625090797
147,Berge & Berge,2023-03-04,0,0.059454158,0.706,1.0458517996515018
151,Berge & Berge,2023-02-26,1,0.43344864,0.706,1.0899208432188952
191,Berge & Berge,2023-02-05,0,0.07182422,0.706,0.1166857347716988
97,Berge & Berge,2023-03-20,0,0.036536578,0.706,0.1122427067173862
42,Berge & Berge,2023-02-24,0,7.8474486e-4,0.706,1.134496258677401
162,Berge & Berge,2023-03-18,0,0.0021639657,0.706,0.0911876468541704
86,Berge & Berge,2023-01-31,0,0.0043587093,0.706,0.1072100007045478
185,Berge & Berge,2023-01-29,0,0.0037410355,0.706,1.0629598986580249
195,Berge & Berge,2023-03-09,1,0.0064030294,0.706,0.1163625609796782
65,Berge & Berge,2023-01-12,0,0.01680326,0.706,1.1117144598925008
0,Berge & Berge,2023-02-17,1,0.16943726,0.706,1.1618205506162425
153,Berge & Berge,2023-01-17,0,0.009950074,0.706,1.0548759269150825
7,Berge & Berge,2023-02-24,1,0.07434944,0.706,1.1549266491020864
108,Berge & Berge,2023-01-16,0,0.0011474524,0.706,0.2033384586903546
46,Berge & Berge,2023-03-30,1,0.8862941,0.706,1.128921393965052
78,Berge & Berge,2023-01-03,0,0.10584876,0.706,1.1458269113570143
133,Berge & Berge,2023-03-08,0,0.010757598,0.706,1.1434908567274518
39,Berge & Berge,2023-01-31,0,0.0041037435,0.706,1.102184667768606
50,Berge & Berge,2023-02-09,0,4.3265644e-4,0.706,0.1307080249504367
134,Berge & Berge,2023-03-26,0,0.026536584,0.706,1.060611614694643
14,Berge & Berge,2023-01-03,1,0.9737248,0.706,0.0482518688678079
105,Berge & Berge,2023-02-06,0,0.2176104,0.706,1.1731506131766771
171,Berge & Berge,2023-03-01,1,0.640394,0.706,0.0344893088752213
56,Berge & Berge,2023-01-02,1,0.50905395,0.706,1.1379332748001638
180,Berge & Berge,2023-03-14,0,0.0642861,0.706,1.1407096495166118
66,Berge & Berge,2023-03-07,1,0.83971083,0.706,1.0837485612427225
150,Berge & Berge,2023-03-04,0,0.0035049587,0.706,1.1011918088070027
155,Berge & Berge,2023-02-15,1,0.032146282,0.706,1.120811408972631
117,Berge & Berge,2023-01-30,1,0.020795507,0.706,0.1429895261825527
115,Berge & Berge,2023-03-27,0,0.19586882,0.706,0.0559595407746099
141,Berge & Berge,2023-01-30,0,0.006336129,0.706,0.0278086785772974
135,Berge & Berge,2023-02-14,0,0.030219903,0.706,0.1026964751058112
146,Berge & Berge,2023-02-07,0,0.6306924,0.706,0.096962911436626
126,Berge & Berge,2023-02-11,0,0.0047198967,0.706,1.0245361267752373
93,Berge & Berge,2023-02-01,0,0.02713681,0.706,0.1579912873196112
33,Berge & Berge,2023-03-19,0,0.013932462,0.706,0.0321096202157411
18,Berge & Berge,2023-02-09,0,0.0016045833,0.706,0.9290365950652846
118,Berge & Berge,2023-03-13,0,8.186491e-4,0.706,1.171047420916767
121,Berge & Berge,2023-03-28,0,0.042930435,0.706,0.0182820762909576
3,Berge & Berge,2023-02-16,0,6.695764e-5,0.706,1.0702198663587448
101,Berge & Berge,2023-03-27,1,0.596601,0.706,0.0354858430405799
49,Berge & Berge,2023-03-04,0,0.0026418588,0.706,0.135275069008277
25,Berge & Berge,2023-03-15,0,0.002401195,0.706,1.0803649357719638
114,Berge & Berge,2023-03-20,0,0.004930519,0.706,0.0529895890406713
83,Berge & Berge,2023-01-31,0,0.28393862,0.706,1.178427193769903
26,Berge & Berge,2023-02-19,0,0.0013338907,0.706,0.0790943397275872
8,Berge & Berge,2023-02-09,1,0.53028095,0.706,1.0790892070448892
82,Berge & Berge,2023-02-04,0,0.07508605,0.706,1.0792260606504211
144,Berge & Berge,2023-02-22,1,0.007376648,0.706,0.0159388925203865
47,Berge & Berge,2023-01-09,0,0.5997613,0.706,0.1503643390126841
158,Berge & Berge,2023-02-26,0,2.6945552e-4,0.706,0.0789026735194982
125,Berge & Berge,2023-02-05,0,0.0020228848,0.706,0.0990200427437474
182,Berge & Berge,2023-01-28,0,0.25345734,0.706,0.0795373098515089
172,Berge & Berge,2023-02-14,1,0.02713681,0.706,1.114272275398885
59,Berge & Berge,2023-02-26,0,5.998765e-4,0.706,0.1952806158676867
106,Berge & Berge,2023-03-28,0,0.4591681,0.706,0.0333539700019854
178,Berge & Berge,2023-03-19,0,0.0082185855,0.706,1.0660816173986911
87,Berge & Berge,2023-01-10,1,0.0102780815,0.706,0.0648974711738842
129,Berge & Berge,2023-01-09,0,0.08157975,0.706,1.1024817266914324
76,Berge & Berge,2023-02-17,0,0.9813013,0.706,1.0437485590218905
152,Berge & Berge,2023-04-01,0,0.02713681,0.706,1.0658221905441567
10,Berge & Berge,2023-03-22,1,0.0018194998,0.706,1.162316179068009
81,Berge & Berge,2023-02-20,0,0.0040970254,0.706,0.1344352359121208
21,Berge & Berge,2023-01-30,0,0.17966346,0.706,0.0611759823953039
188,Berge & Berge,2023-01-23,0,5.169117e-4,0.706,0.0605163725785426
91,Berge & Berge,2023-01-20,0,0.012792897,0.706,1.1745493364442443
168,Berge & Berge,2023-02-06,1,0.13991953,0.706,0.0733946355292885
103,Berge & Berge,2023-01-11,0,0.004973566,0.706,1.0696554116486614
73,Berge & Berge,2023-02-06,0,0.0031296157,0.706,0.196424055291592
99,Berge & Berge,2023-03-19,1,0.8845187,0.706,1.0950902714355684
130,Berge & Berge,2023-03-29,0,0.8360748,0.706,0.1109771893645958
143,Berge & Berge,2023-02-12,0,0.02713681,0.706,0.0953839965711691
31,Berge & Berge,2023-03-03,0,0.005173868,0.706,1.0095134249839255
167,Berge & Berge,2023-02-28,0,0.024421345,0.706,1.185489811661379
68,Berge & Berge,2023-02-08,0,0.013632686,0.706,0.1176918009270848
102,Berge & Berge,2023-03-19,0,1.5559672e-4,0.706,1.065979804935678
84,Berge & Berge,2023-03-29,0,0.02713681,0.706,1.1773390305290543
32,Berge & Berge,2023-01-24,0,0.4591681,0.706,1.1071007317674466
160,Berge & Berge,2023-01-09,0,0.006623661,0.706,0.1152776457328768
164,Berge & Berge,2023-02-22,0,0.28222394,0.706,1.1356251790637168
89,Berge & Berge,2023-02-03,0,0.03192866,0.706,1.0644034733853214
94,Berge & Berge,2023-01-28,0,0.0071903053,0.706,0.1056048701372983
45,Berge & Berge,2023-01-12,0,0.0042942734,0.706,0.1082480366955144
24,Berge & Berge,2023-03-19,0,0.019535521,0.706,1.0433825213672572
166,Berge & Berge,2023-02-26,0,0.0060619935,0.706,0.0564479161802195
77,Berge & Berge,2023-01-31,0,0.0011749135,0.706,1.087268528455399
95,Berge & Berge,2023-03-03,0,0.08239752,0.706,0.0533042139694344
58,Berge & Berge,2023-02-12,1,0.041278575,0.706,1.0085201689574197
148,Berge & Berge,2023-02-26,0,0.0024912758,0.706,1.1628297802769785
72,Berge & Berge,2023-01-29,0,0.002776768,0.706,1.1740788046681194
154,Berge & Berge,2023-01-25,0,0.05633103,0.706,1.075950784146292
54,Berge & Berge,2023-03-23,0,1.5559672e-4,0.706,1.1088940882230371
174,Berge & Berge,2023-01-15,0,0.0024278944,0.706,0.0508260666041443
60,Berge & Berge,2023-03-23,0,0.07136285,0.706,0.1123962378606316
165,Berge & Berge,2023-02-06,0,0.26181462,0.706,1.048973603249126
161,Berge & Berge,2023-02-24,0,0.0015807872,0.706,1.0699741196609214
184,Berge & Berge,2023-02-22,0,0.02713681,0.706,-0.0167169970518766
40,Berge & Berge,2023-03-29,1,0.86764634,0.706,0.1325794389828509
44,Berge & Berge,2023-03-12,0,0.007022531,0.706,0.11879110789460991
237,Fritsch & Fritsch,2023-01-14,0,2.358206e-4,0.727,1.0956762144637295
372,Fritsch & Fritsch,2023-01-30,0,0.0137081025,0.727,0.0451347495536708
281,Fritsch & Fritsch,2023-03-08,0,0.009095548,0.727,0.1078499667525478
201,Fritsch & Fritsch,2023-03-25,0,3.8113075e-4,0.727,1.0832891563613951
377,Fritsch & Fritsch,2023-02-26,0,0.015281866,0.727,0.1219644374830517
287,Fritsch & Fritsch,2023-03-03,0,1.2389862e-4,0.727,0.1180714382195422
211,Fritsch & Fritsch,2023-03-31,1,0.11702571,0.727,0.0875116987282002
366,Fritsch & Fritsch,2023-02-06,0,0.048854023,0.727,1.1479159358438384
336,Fritsch & Fritsch,2023-01-13,0,0.053801402,0.727,1.0920391641713827
210,Fritsch & Fritsch,2023-02-15,0,0.0062982617,0.727,0.0189330179328656
378,Fritsch & Fritsch,2023-01-29,0,6.596002e-4,0.727,1.1219390194293912
294,Fritsch & Fritsch,2023-03-21,0,0.85546285,0.727,1.1038427721060056
248,Fritsch & Fritsch,2023-03-27,0,0.03374543,0.727,0.079659192091873
334,Fritsch & Fritsch,2023-02-27,0,0.010514908,0.727,0.0664022783020107
228,Fritsch & Fritsch,2023-03-19,1,0.026538111,0.727,1.1274705818285398
250,Fritsch & Fritsch,2023-01-24,0,0.5458885,0.727,1.1070096701184933
314,Fritsch & Fritsch,2023-02-27,0,2.562467e-4,0.727,1.1565316534314074
341,Fritsch & Fritsch,2023-02-27,0,0.005878947,0.727,1.0750012447802877
286,Fritsch & Fritsch,2023-02-14,0,0.18391743,0.727,1.151114538064511
361,Fritsch & Fritsch,2023-01-01,0,0.057021406,0.727,0.0389095880586878
244,Fritsch & Fritsch,2023-03-27,0,5.844329e-4,0.727,0.1628508218939803
279,Fritsch & Fritsch,2023-02-17,0,0.101148106,0.727,0.098055841370775
302,Fritsch & Fritsch,2023-01-05,0,0.008378361,0.727,1.1056681855338812
296,Fritsch & Fritsch,2023-03-03,1,0.9737248,0.727,1.2940866046734034
215,Fritsch & Fritsch,2023-03-23,1,0.44451058,0.727,0.1485946888358069
264,Fritsch & Fritsch,2023-01-17,0,0.011026854000000001,0.727,1.0971973746858978
263,Fritsch & Fritsch,2023-03-01,0,0.017002124,0.727,0.0652936212357286
349,Fritsch & Fritsch,2023-03-07,0,0.052240945,0.727,1.1494782553396878
339,Fritsch & Fritsch,2023-04-01,1,0.82110965,0.727,0.1658443904376221
301,Fritsch & Fritsch,2023-01-16,0,0.051902127,0.727,0.1013863483700123
259,Fritsch & Fritsch,2023-01-25,0,0.011026854000000001,0.727,1.166177513433963
300,Fritsch & Fritsch,2023-01-29,0,4.531328e-4,0.727,0.1410733625721101
236,Fritsch & Fritsch,2023-01-30,0,0.03192866,0.727,0.1969263375585029
291,Fritsch & Fritsch,2023-02-17,0,0.21523075,0.727,1.1371311510740738
221,Fritsch & Fritsch,2023-03-10,0,0.47267234,0.727,0.051463165243258203
391,Fritsch & Fritsch,2023-01-19,0,0.0038934741,0.727,1.0637377195385729
320,Fritsch & Fritsch,2023-01-30,0,0.0037223082,0.727,1.050446994947837
297,Fritsch & Fritsch,2023-03-04,0,0.021917637,0.727,1.1814927128062764
254,Fritsch & Fritsch,2023-02-15,0,0.0057278997,0.727,0.139348971846723
295,Fritsch & Fritsch,2023-02-28,0,0.094302475,0.727,1.0195612826238587
266,Fritsch & Fritsch,2023-02-02,0,0.02713681,0.727,1.1567571642740544
280,Fritsch & Fritsch,2023-01-02,1,0.28761825,0.727,1.1666757772021707
397,Fritsch & Fritsch,2023-01-01,0,8.14293e-4,0.727,1.2023825884127286
203,Fritsch & Fritsch,2023-01-23,1,0.015067808,0.727,1.117227979569394
396,Fritsch & Fritsch,2023-03-10,0,0.26286763,0.727,0.0472016017529595
289,Fritsch & Fritsch,2023-01-30,0,0.003978128,0.727,1.1127618378000312
258,Fritsch & Fritsch,2023-01-06,0,2.3396911e-4,0.727,0.129483999651832
230,Fritsch & Fritsch,2023-03-25,0,0.007413884,0.727,1.0790157307607944
232,Fritsch & Fritsch,2023-03-22,1,0.39736626,0.727,1.045809472269621
309,Fritsch & Fritsch,2023-03-31,1,0.0646534,0.727,1.142513464846696
257,Fritsch & Fritsch,2023-02-05,0,4.2030227e-4,0.727,0.1721043219147598
390,Fritsch & Fritsch,2023-03-07,0,0.18442275,0.727,0.0294220988525324
388,Fritsch & Fritsch,2023-03-24,1,0.7637683,0.727,0.1303454445493918
380,Fritsch & Fritsch,2023-01-06,1,0.5033501,0.727,0.0947911901784009
331,Fritsch & Fritsch,2023-02-04,0,0.018333044,0.727,0.0810985180871314
311,Fritsch & Fritsch,2023-02-20,0,0.40999982,0.727,0.1024602493146951
209,Fritsch & Fritsch,2023-02-12,0,0.022420665,0.727,0.1970011502481187
222,Fritsch & Fritsch,2023-01-31,0,0.17173569,0.727,1.0968446501834528
223,Fritsch & Fritsch,2023-01-18,0,0.30898094,0.727,0.0518436169871427
285,Fritsch & Fritsch,2023-01-13,0,0.13098921,0.727,1.1155843033928434
398,Fritsch & Fritsch,2023-01-02,0,0.044065084,0.727,1.121770815435699
204,Fritsch & Fritsch,2023-03-11,0,3.1946754e-4,0.727,1.079832501957774
272,Fritsch & Fritsch,2023-03-13,0,0.14330977,0.727,1.040274436123384
269,Fritsch & Fritsch,2023-01-12,0,1.6662259e-4,0.727,0.1559544665610497
326,Fritsch & Fritsch,2023-01-14,1,0.032594856,0.727,0.1580775229894702
384,Fritsch & Fritsch,2023-01-05,0,0.01407777,0.727,1.0922793525778989
205,Fritsch & Fritsch,2023-03-04,0,0.0039401073,0.727,1.0394201743300855
220,Fritsch & Fritsch,2023-01-01,1,0.01722058,0.727,1.1304432242651643
328,Fritsch & Fritsch,2023-02-01,1,0.1263778,0.727,0.0689098306734142
365,Fritsch & Fritsch,2023-02-16,1,0.055628844,0.727,1.1045521682924666
324,Fritsch & Fritsch,2023-03-11,0,0.8320204,0.727,0.1759290575850101
308,Fritsch & Fritsch,2023-01-07,0,0.0060746167,0.727,0.1107005170577313
354,Fritsch & Fritsch,2023-02-24,1,0.025668005,0.727,0.1203832188132277
219,Fritsch & Fritsch,2023-03-15,0,0.0011474524,0.727,1.087878682539265
242,Fritsch & Fritsch,2023-02-05,0,0.0038046008,0.727,1.1380690977378072
212,Fritsch & Fritsch,2023-03-25,0,0.008506459,0.727,0.1134653067802029
261,Fritsch & Fritsch,2023-03-23,0,0.035150588,0.727,1.1247590897600812
202,Fritsch & Fritsch,2023-02-11,0,0.007411905,0.727,1.0427256365351536
292,Fritsch & Fritsch,2023-01-01,0,0.20810522,0.727,0.1147893082208852
252,Fritsch & Fritsch,2023-03-25,0,0.026536584,0.727,1.0523276552272216
357,Fritsch & Fritsch,2023-01-23,1,0.124237865,0.727,1.085033131848418
370,Fritsch & Fritsch,2023-02-19,1,0.7714718,0.727,0.0910457374281693
327,Fritsch & Fritsch,2023-02-05,0,0.14883229,0.727,1.0835013890515015
226,Fritsch & Fritsch,2023-03-18,0,0.0850883,0.727,0.1675372381895208
217,Fritsch & Fritsch,2023-01-22,0,0.008597593,0.727,0.1185780133793893
387,Fritsch & Fritsch,2023-01-31,0,0.08615121,0.727,0.057082354870273
283,Fritsch & Fritsch,2023-01-13,0,8.573997e-4,0.727,1.1201189700314946
318,Fritsch & Fritsch,2023-01-20,0,0.021570161,0.727,0.1110699740834348
234,Fritsch & Fritsch,2023-02-23,0,0.0011474524,0.727,1.0929293036804897
231,Fritsch & Fritsch,2023-03-01,0,0.02713681,0.727,1.0895114694218777
325,Fritsch & Fritsch,2023-01-28,1,0.640394,0.727,1.1344822135861288
395,Fritsch & Fritsch,2023-02-12,0,2.562467e-4,0.727,0.072384901076557
352,Fritsch & Fritsch,2023-03-18,0,0.020198904,0.727,0.0771729244660083
362,Fritsch & Fritsch,2023-02-12,0,0.021032954,0.727,1.08181651904278
246,Fritsch & Fritsch,2023-02-06,0,0.0477094,0.727,0.0680249288179094
356,Fritsch & Fritsch,2023-02-02,0,0.04010874,0.727,0.0768282452841528
375,Fritsch & Fritsch,2023-01-30,1,0.25526205,0.727,0.081957682968991
359,Fritsch & Fritsch,2023-04-01,1,0.027723527,0.727,1.1274603051731444
315,Fritsch & Fritsch,2023-01-16,0,0.89041793,0.727,0.0593836947517993
214,Fritsch & Fritsch,2023-01-03,0,0.0061433944,0.727,0.1931007138527479
450,Hintz & Hintz,2023-03-09,0,0.1701673,0.934,1.1068552243842018
538,Hintz & Hintz,2023-02-01,1,0.8598257,0.934,0.1044032735979264
443,Hintz & Hintz,2023-01-28,1,0.06102638,0.934,1.126421115181424
490,Hintz & Hintz,2023-03-03,1,0.0244589,0.934,1.1846717309580177
564,Hintz & Hintz,2023-01-20,0,6.792998e-4,0.934,0.1230877877855508
589,Hintz & Hintz,2023-01-13,0,0.044336256,0.934,0.955499082470552
458,Hintz & Hintz,2023-02-22,1,0.95590156,0.934,1.1031464584348014
578,Hintz & Hintz,2023-01-15,1,0.07901703,0.934,1.0937359258937789
426,Hintz & Hintz,2023-03-13,1,0.2623574,0.934,0.1728583190721533
563,Hintz & Hintz,2023-02-01,0,0.06882919,0.934,1.1771324857029042
480,Hintz & Hintz,2023-03-21,0,0.06367789,0.934,1.108782934831115
471,Hintz & Hintz,2023-03-07,0,0.06850347,0.934,1.1948685870458229
547,Hintz & Hintz,2023-01-26,1,0.01722058,0.934,0.0312985160112934
454,Hintz & Hintz,2023-01-28,0,0.03110653,0.934,1.1161153062243407
587,Hintz & Hintz,2023-02-10,1,0.19495015,0.934,0.174837639078212
409,Hintz & Hintz,2023-02-06,0,0.003525351,0.934,1.062705988474564
542,Hintz & Hintz,2023-03-25,0,5.5642764e-4,0.934,0.0311436021264635
548,Hintz & Hintz,2023-02-14,1,0.14660004,0.934,0.1563855280240541
456,Hintz & Hintz,2023-03-05,1,0.5646388,0.934,1.122043722588777
586,Hintz & Hintz,2023-01-02,0,0.0016085407,0.934,1.0388789699491705
427,Hintz & Hintz,2023-01-09,0,4.366419e-4,0.934,1.1433223524247005
522,Hintz & Hintz,2023-01-21,0,0.040729154,0.934,0.0256051623402911
449,Hintz & Hintz,2023-03-01,0,0.05801831,0.934,0.1600088488465246
474,Hintz & Hintz,2023-02-05,0,0.034921747,0.934,1.167358199984491
445,Hintz & Hintz,2023-01-23,0,0.014691184,0.934,1.133676497730964
505,Hintz & Hintz,2023-03-24,1,0.8621201,0.934,0.1337478543164452
410,Hintz & Hintz,2023-03-31,1,0.88824934,0.934,1.1323931258191502
462,Hintz & Hintz,2023-03-31,0,0.02151093,0.934,0.1062821403410974
557,Hintz & Hintz,2023-02-14,0,0.03179885,0.934,1.049720145250293
401,Hintz & Hintz,2023-02-15,0,0.0012305528,0.934,1.053233198138479
574,Hintz & Hintz,2023-01-26,0,0.5919985,0.934,0.0683046099830677
517,Hintz & Hintz,2023-03-20,1,0.18926267,0.934,0.1716475392570836
477,Hintz & Hintz,2023-03-17,0,0.0073302207,0.934,1.127131891662609
579,Hintz & Hintz,2023-01-02,0,0.016731959,0.934,1.0654368002494965
432,Hintz & Hintz,2023-02-09,0,0.02713681,0.934,1.1380909910930856
524,Hintz & Hintz,2023-03-23,0,0.004010897,0.934,1.1202351027992503
455,Hintz & Hintz,2023-02-13,0,0.002227653,0.934,1.0829340975382702
561,Hintz & Hintz,2023-01-19,1,0.09165248,0.934,0.1037107972905217
554,Hintz & Hintz,2023-02-24,0,0.0013029911,0.934,1.0779649551105308
541,Hintz & Hintz,2023-03-26,0,0.0062745274,0.934,0.0326063299728535
512,Hintz & Hintz,2023-02-12,0,0.02713681,0.934,1.165237482938431
453,Hintz & Hintz,2023-02-28,0,0.0105454875,0.934,0.0742547872610601
599,Hintz & Hintz,2023-03-10,0,0.022691585,0.934,1.078117422744088
504,Hintz & Hintz,2023-01-14,0,0.0012587371,0.934,0.1577060457590473
581,Hintz & Hintz,2023-04-01,0,0.0074251355,0.934,0.9917618788478576
519,Hintz & Hintz,2023-01-24,0,0.41233888,0.934,0.0560391794333758
435,Hintz & Hintz,2023-01-06,0,7.100313e-4,0.934,1.1219129034161246
478,Hintz & Hintz,2023-03-25,0,0.12977844,0.934,0.0990493307054747
543,Hintz & Hintz,2023-03-31,0,0.014825128,0.934,1.0504157172366018
416,Hintz & Hintz,2023-01-09,1,0.31836855,0.934,1.134545952022915
452,Hintz & Hintz,2023-01-17,0,0.02713681,0.934,1.1540804647565972
509,Hintz & Hintz,2023-04-01,0,3.8566397e-4,0.934,0.1071000524414627
595,Hintz & Hintz,2023-01-22,0,0.05322563,0.934,1.1061557953119374
493,Hintz & Hintz,2023-03-08,0,0.0027624562,0.934,0.1244750210565094
511,Hintz & Hintz,2023-02-04,0,2.8499114e-4,0.934,1.1541611607030258
546,Hintz & Hintz,2023-01-14,0,0.0016689355,0.934,0.1539256340391158
415,Hintz & Hintz,2023-01-25,0,0.0030429794,0.934,0.0890199978786554
555,Hintz & Hintz,2023-02-28,0,0.8396749,0.934,1.0932462456408627
417,Hintz & Hintz,2023-03-20,0,0.20999487,0.934,0.1072377732395115
532,Hintz & Hintz,2023-04-01,0,0.0035428032,0.934,0.1882874038866111
413,Hintz & Hintz,2023-01-03,0,0.02713681,0.934,1.0791669209733907
534,Hintz & Hintz,2023-01-18,0,0.01722058,0.934,0.0726831353010628
444,Hintz & Hintz,2023-02-09,0,0.003961715,0.934,1.0281795685345705
568,Hintz & Hintz,2023-03-11,0,0.011916836,0.934,0.148138560058259
442,Hintz & Hintz,2023-01-19,1,0.016262366,0.934,0.1278908670435503
482,Hintz & Hintz,2023-01-17,0,0.0075225546,0.934,1.0951944177968274
420,Hintz & Hintz,2023-03-01,0,0.014386703,0.934,0.0596753877944121
500,Hintz & Hintz,2023-03-26,0,9.4913295e-4,0.934,0.1878545592540821
489,Hintz & Hintz,2023-03-11,0,0.009899498,0.934,0.0507569225199717
566,Hintz & Hintz,2023-02-21,1,0.32672116,0.934,1.1168607644113324
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488,Hintz & Hintz,2023-01-01,0,0.0019740025,0.934,1.07045941125935
560,Hintz & Hintz,2023-02-19,1,0.87406754,0.934,1.1840352414983952
508,Hintz & Hintz,2023-03-29,0,0.0059008,0.934,1.0041977643989333
562,Hintz & Hintz,2023-01-28,0,0.25797996,0.934,0.1130850266731972
446,Hintz & Hintz,2023-01-30,1,0.3901382,0.934,1.1247395253124084
487,Hintz & Hintz,2023-03-17,1,0.050020643,0.934,0.10501316691808
486,Hintz & Hintz,2023-02-28,0,0.52094424,0.934,0.0442753829011319
507,Hintz & Hintz,2023-01-03,0,0.006595796,0.934,1.0438526458466548
551,Hintz & Hintz,2023-01-25,1,0.14365149,0.934,0.9934708856639304
535,Hintz & Hintz,2023-01-13,0,0.0069284798,0.934,0.0693340868442309
597,Hintz & Hintz,2023-03-15,0,5.4465205e-4,0.934,0.0293831628491591
553,Hintz & Hintz,2023-04-01,0,0.0011474524,0.934,0.089332540325546
501,Hintz & Hintz,2023-01-31,1,0.96700424,0.934,0.1421078480165114
514,Hintz & Hintz,2023-03-07,0,0.0023783434,0.934,0.1932806491927614
526,Hintz & Hintz,2023-02-24,1,0.9467816,0.934,1.0392284145694073
565,Hintz & Hintz,2023-03-19,1,0.98436683,0.934,0.1623319127713567
544,Hintz & Hintz,2023-01-11,1,0.0013307774,0.934,1.1208364847296046
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523,Hintz & Hintz,2023-01-26,0,0.02713681,0.934,0.1006112038224418
583,Hintz & Hintz,2023-03-09,1,0.9309046,0.934,0.020886765584435
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533,Hintz & Hintz,2023-03-28,1,0.0011969404,0.934,1.0584957994495785
582,Hintz & Hintz,2023-03-13,0,0.039883167,0.934,0.1430526701467971
591,Hintz & Hintz,2023-03-18,0,1.21852885e-4,0.934,1.1563141957899683
731,Mosciski and Sons,2023-03-26,1,0.0013307774,0.8879999999999999,1.185076311722786
647,Mosciski and Sons,2023-03-13,0,0.10936674,0.8879999999999999,1.0674774200149009
729,Mosciski and Sons,2023-02-11,0,1.9797268e-4,0.8879999999999999,1.1154570969083917
727,Mosciski and Sons,2023-02-02,0,0.003229611,0.8879999999999999,0.0727039108340473
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614,Mosciski and Sons,2023-01-27,0,5.958507e-4,0.8879999999999999,0.0830258933963685
621,Mosciski and Sons,2023-01-23,1,0.86696565,0.8879999999999999,1.1018535819282855
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789,Mosciski and Sons,2023-03-21,0,0.5256873,0.8879999999999999,0.0592039749503366
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611,Mosciski and Sons,2023-03-27,0,0.0038235756,0.8879999999999999,1.0502349884156992
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743,Mosciski and Sons,2023-03-19,0,0.054935087,0.8879999999999999,-0.0014822862969038
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775,Mosciski and Sons,2023-01-18,0,0.0061433944,0.8879999999999999,0.0841596130038128
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655,Mosciski and Sons,2023-03-04,0,0.15788873,0.8879999999999999,1.1227909935025977
646,Mosciski and Sons,2023-02-01,0,0.02713681,0.8879999999999999,0.1372362240201376
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689,Mosciski and Sons,2023-02-17,0,0.02713681,0.8879999999999999,1.0991564354531485
694,Mosciski and Sons,2023-01-26,0,0.077929676,0.8879999999999999,0.0732293649370238
755,Mosciski and Sons,2023-01-22,0,0.0018567637,0.8879999999999999,1.069649564472707
773,Mosciski and Sons,2023-02-19,0,0.01319327,0.8879999999999999,0.0652957553599793
796,Mosciski and Sons,2023-02-14,1,0.5423872,0.8879999999999999,1.1260448497925255
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795,Mosciski and Sons,2023-01-13,0,0.0642861,0.8879999999999999,1.0782431349221615
777,Mosciski and Sons,2023-01-14,0,0.003410091,0.8879999999999999,0.1235515440442039
748,Mosciski and Sons,2023-02-25,0,0.014180996,0.8879999999999999,0.058369806591113
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738,Mosciski and Sons,2023-03-23,0,2.1690133e-4,0.8879999999999999,0.207276174108371
774,Mosciski and Sons,2023-01-25,0,0.19778694,0.8879999999999999,0.0340935652796324
792,Mosciski and Sons,2023-03-08,1,0.9268653,0.8879999999999999,0.1117071715622744
793,Mosciski and Sons,2023-01-25,0,0.3713521,0.8879999999999999,1.0595568794809826
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618,Mosciski and Sons,2023-01-19,1,0.06289425,0.8879999999999999,1.019638173073521
757,Mosciski and Sons,2023-03-05,0,0.003167176,0.8879999999999999,1.0827029639442531
620,Mosciski and Sons,2023-01-01,1,0.98540074,0.8879999999999999,1.1415314160425178
630,Mosciski and Sons,2023-01-03,0,0.81901187,0.8879999999999999,1.1038088417094063
715,Mosciski and Sons,2023-01-12,1,0.9535631,0.8879999999999999,1.0107181258409408
679,Mosciski and Sons,2023-03-27,0,0.13858669,0.8879999999999999,0.0986381004135453
669,Mosciski and Sons,2023-01-05,1,0.9289174,0.8879999999999999,0.1281639269376895
767,Mosciski and Sons,2023-02-15,0,0.05920328,0.8879999999999999,1.160854106332284
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776,Mosciski and Sons,2023-03-19,0,0.02713681,0.8879999999999999,0.1030663456404976
780,Mosciski and Sons,2023-02-19,0,0.8177334,0.8879999999999999,1.0564186831794762
703,Mosciski and Sons,2023-03-31,0,0.0046089096,0.8879999999999999,1.1129694972848172
601,Mosciski and Sons,2023-03-03,0,0.005612415,0.8879999999999999,0.0743810749090334
762,Mosciski and Sons,2023-02-11,0,0.010868683,0.8879999999999999,-0.0079396866725947
656,Mosciski and Sons,2023-02-27,0,0.016419558,0.8879999999999999,1.0635699540448271
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680,Mosciski and Sons,2023-01-17,0,0.039191496,0.8879999999999999,0.0939338477458055
760,Mosciski and Sons,2023-03-01,0,0.0014032405,0.8879999999999999,1.0660642438654897
666,Mosciski and Sons,2023-01-24,0,0.010427132,0.8879999999999999,1.099002169980558
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643,Mosciski and Sons,2023-02-11,0,0.4886055,0.8879999999999999,0.0130214920562096
728,Mosciski and Sons,2023-03-14,0,0.02713681,0.8879999999999999,1.0923704911045589
901,Wolff Ltd,2023-03-21,0,0.0015656011,0.726,1.1073800884366118
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989,Wolff Ltd,2023-03-27,0,0.024350211,0.726,1.1158046999184683
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894,Wolff Ltd,2023-01-10,1,0.20550598,0.726,0.0597702756159074
860,Wolff Ltd,2023-01-30,0,0.0016855258,0.726,0.1182546013805456
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813,Wolff Ltd,2023-02-09,0,7.453233e-4,0.726,0.1547157813235877
948,Wolff Ltd,2023-02-05,0,0.0037316016,0.726,1.0802703915559262
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817,Wolff Ltd,2023-02-28,0,0.017986858,0.726,0.0623583218467312
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970,Wolff Ltd,2023-02-11,0,0.029361194,0.726,1.078402608626916
806,Wolff Ltd,2023-01-08,1,0.0014967432,0.726,0.1497141870460403
929,Wolff Ltd,2023-01-20,1,0.8817406,0.726,0.1831868727346051
887,Wolff Ltd,2023-01-10,0,0.76013565,0.726,1.1218262359527982
846,Wolff Ltd,2023-01-02,0,0.0012982454,0.726,0.0755934329404263
845,Wolff Ltd,2023-03-02,1,0.051907055,0.726,1.0987321457560757
878,Wolff Ltd,2023-02-27,0,0.0025967034,0.726,1.1357745302276168
800,Wolff Ltd,2023-03-11,0,0.0037018147,0.726,1.1165651784532804
861,Wolff Ltd,2023-01-14,0,0.023446035,0.726,1.1253782280901723
832,Wolff Ltd,2023-01-08,0,0.008602106,0.726,0.0986691249831899
842,Wolff Ltd,2023-03-02,0,0.024421345,0.726,0.1556148454573195
996,Wolff Ltd,2023-01-05,0,0.01090797,0.726,0.1609416639801347
923,Wolff Ltd,2023-01-09,0,0.0021788233,0.726,1.0080521776814624
895,Wolff Ltd,2023-02-10,0,1.9449965e-4,0.726,1.0505377461102858
892,Wolff Ltd,2023-02-10,0,8.517721e-4,0.726,1.044545389222387
983,Wolff Ltd,2023-02-05,0,0.48974505,0.726,0.047923620649441
833,Wolff Ltd,2023-02-08,0,4.977726e-4,0.726,0.1091870598062626
876,Wolff Ltd,2023-01-25,0,0.023232227,0.726,1.0703266457867644
956,Wolff Ltd,2023-02-01,1,0.04625162,0.726,0.0929863318694679
819,Wolff Ltd,2023-02-14,1,0.0045832526,0.726,0.1361688761801263
859,Wolff Ltd,2023-03-26,1,0.92760354,0.726,0.0365125788061349
839,Wolff Ltd,2023-03-28,0,0.0071243895,0.726,1.0592236691019097
858,Wolff Ltd,2023-01-08,0,6.880531e-4,0.726,0.0322609777718254
950,Wolff Ltd,2023-01-28,1,0.027723527,0.726,1.167413665699018
999,Wolff Ltd,2023-01-26,0,0.33065912,0.726,1.0886532899948944
840,Wolff Ltd,2023-02-14,0,0.051401,0.726,1.0764428334716791
851,Wolff Ltd,2023-01-15,0,0.007764892,0.726,1.201769837091461
976,Wolff Ltd,2023-03-01,0,0.021917637,0.726,0.1131520476646788
936,Wolff Ltd,2023-02-02,0,2.2685772e-4,0.726,1.0256144618089478
916,Wolff Ltd,2023-03-08,0,0.31157422,0.726,0.0939590448960927
955,Wolff Ltd,2023-01-29,0,5.5734755e-4,0.726,0.1260804716414843
823,Wolff Ltd,2023-03-24,1,0.9944839,0.726,0.1389054009709788
808,Wolff Ltd,2023-01-15,0,1.507717e-4,0.726,1.0603164175116029
811,Wolff Ltd,2023-02-08,0,0.47511867,0.726,0.0449847506183881
814,Wolff Ltd,2023-03-17,1,0.025192128,0.726,1.057791747326691

## file: data_import.py
from pathlib import Path
import pandas as pd

app_dir = Path(__file__).parent
scores = pd.read_csv(app_dir / "scores.csv")
## file: plots.py
from pandas import DataFrame
from plotnine import (
    aes,
    geom_abline,
    geom_density,
    geom_line,
    ggplot,
    labs,
    theme_minimal,
)
from sklearn.metrics import auc, precision_recall_curve, roc_curve


def plot_score_distribution(df: DataFrame, color = "blue"):
    plot = (
        ggplot(df, aes(x="training_score"))
        + geom_density(fill=color, alpha=0.3)
        + theme_minimal()
        + labs(title="Model scores", x="Score")
    )
    return plot


def plot_auc_curve(df: DataFrame, true_col: str, pred_col: str, color="darkorange", line_color="navy"):
    fpr, tpr, _ = roc_curve(df[true_col], df[pred_col])

    roc_df = DataFrame({"fpr": fpr, "tpr": tpr})

    plot = (
        ggplot(roc_df, aes(x="fpr", y="tpr"))
        + geom_line(color=color, size=1.5, show_legend=True, linetype="solid")
        + geom_abline(intercept=0, slope=1, color=line_color, linetype="dashed")
        + labs(
            title="Receiver Operating Characteristic (ROC)",
            x="False Positive Rate",
            y="True Positive Rate",
        )
        + theme_minimal()
    )

    return plot


def plot_precision_recall_curve(df: DataFrame, true_col: str, pred_col: str, color="darkorange",):
    precision, recall, _ = precision_recall_curve(df[true_col], df[pred_col])

    pr_df = DataFrame({"precision": precision, "recall": recall})

    plot = (
        ggplot(pr_df, aes(x="recall", y="precision"))
        + geom_line(color=color, size=1.5, show_legend=True, linetype="solid")
        + labs(
            title="Precision-Recall Curve",
            x="Recall",
            y="Precision",
        )
        + theme_minimal()
    )

    return plot

## file: requirements.txt
numpy
pandas
plotnine
scikit-learn
shiny

Solution

#| standalone: true
#| components: [editor, viewer]
#| layout: horizontal
#| viewerHeight: 800
from shiny.express import input, render, ui
from shiny import reactive
from plots import plot_auc_curve, plot_precision_recall_curve, plot_score_distribution
from data_import import scores

ui.page_opts(title="Model scoring dashboard")

with ui.sidebar():
    ui.input_select(
        "account",
        "Account",
        choices=[
            "Berge & Berge",
            "Fritsch & Fritsch",
            "Hintz & Hintz",
            "Mosciski and Sons",
            "Wolff Ltd",
        ],
    )

ui.nav_spacer(),

with ui.nav_panel("Training Dashboard"):

    with ui.navset_card_underline(title="Model Metrics"):

        with ui.nav_panel("ROC Curve"):
            @render.plot
            def roc_curve():
                return plot_auc_curve(dat(), "is_electronics", "training_score")

        with ui.nav_panel("Precision/Recall"):
            @render.plot
            def precision_recall():
                return plot_precision_recall_curve(dat(), "is_electronics", "training_score")

    with ui.card():
        ui.card_header("Training Scores")
        @render.plot
        def score_dist():
            return plot_score_distribution(dat())

with ui.nav_panel("View Data"):

    with ui.layout_columns():

        with ui.value_box():
            "Row count"
            @render.text
            def row_count():
                return dat().shape[0]

        with ui.value_box():
            "Mean training score"
            @render.text
            def mean_score():
                return round(dat()["training_score"].mean(), 2)
                
    with ui.card():
        @render.data_frame
        def data():
            return dat()

@reactive.calc()
def dat() -> pd.DataFrame:
    return scores.loc[scores["account"] == input.account()]



## file: scores.csv
id,account,date,is_electronics,training_score,training_auc,prod_score
197,Berge & Berge,2023-03-22,0,3.8569316e-4,0.706,1.2184013625090797
147,Berge & Berge,2023-03-04,0,0.059454158,0.706,1.0458517996515018
151,Berge & Berge,2023-02-26,1,0.43344864,0.706,1.0899208432188952
191,Berge & Berge,2023-02-05,0,0.07182422,0.706,0.1166857347716988
97,Berge & Berge,2023-03-20,0,0.036536578,0.706,0.1122427067173862
42,Berge & Berge,2023-02-24,0,7.8474486e-4,0.706,1.134496258677401
162,Berge & Berge,2023-03-18,0,0.0021639657,0.706,0.0911876468541704
86,Berge & Berge,2023-01-31,0,0.0043587093,0.706,0.1072100007045478
185,Berge & Berge,2023-01-29,0,0.0037410355,0.706,1.0629598986580249
195,Berge & Berge,2023-03-09,1,0.0064030294,0.706,0.1163625609796782
65,Berge & Berge,2023-01-12,0,0.01680326,0.706,1.1117144598925008
0,Berge & Berge,2023-02-17,1,0.16943726,0.706,1.1618205506162425
153,Berge & Berge,2023-01-17,0,0.009950074,0.706,1.0548759269150825
7,Berge & Berge,2023-02-24,1,0.07434944,0.706,1.1549266491020864
108,Berge & Berge,2023-01-16,0,0.0011474524,0.706,0.2033384586903546
46,Berge & Berge,2023-03-30,1,0.8862941,0.706,1.128921393965052
78,Berge & Berge,2023-01-03,0,0.10584876,0.706,1.1458269113570143
133,Berge & Berge,2023-03-08,0,0.010757598,0.706,1.1434908567274518
39,Berge & Berge,2023-01-31,0,0.0041037435,0.706,1.102184667768606
50,Berge & Berge,2023-02-09,0,4.3265644e-4,0.706,0.1307080249504367
134,Berge & Berge,2023-03-26,0,0.026536584,0.706,1.060611614694643
14,Berge & Berge,2023-01-03,1,0.9737248,0.706,0.0482518688678079
105,Berge & Berge,2023-02-06,0,0.2176104,0.706,1.1731506131766771
171,Berge & Berge,2023-03-01,1,0.640394,0.706,0.0344893088752213
56,Berge & Berge,2023-01-02,1,0.50905395,0.706,1.1379332748001638
180,Berge & Berge,2023-03-14,0,0.0642861,0.706,1.1407096495166118
66,Berge & Berge,2023-03-07,1,0.83971083,0.706,1.0837485612427225
150,Berge & Berge,2023-03-04,0,0.0035049587,0.706,1.1011918088070027
155,Berge & Berge,2023-02-15,1,0.032146282,0.706,1.120811408972631
117,Berge & Berge,2023-01-30,1,0.020795507,0.706,0.1429895261825527
115,Berge & Berge,2023-03-27,0,0.19586882,0.706,0.0559595407746099
141,Berge & Berge,2023-01-30,0,0.006336129,0.706,0.0278086785772974
135,Berge & Berge,2023-02-14,0,0.030219903,0.706,0.1026964751058112
146,Berge & Berge,2023-02-07,0,0.6306924,0.706,0.096962911436626
126,Berge & Berge,2023-02-11,0,0.0047198967,0.706,1.0245361267752373
93,Berge & Berge,2023-02-01,0,0.02713681,0.706,0.1579912873196112
33,Berge & Berge,2023-03-19,0,0.013932462,0.706,0.0321096202157411
18,Berge & Berge,2023-02-09,0,0.0016045833,0.706,0.9290365950652846
118,Berge & Berge,2023-03-13,0,8.186491e-4,0.706,1.171047420916767
121,Berge & Berge,2023-03-28,0,0.042930435,0.706,0.0182820762909576
3,Berge & Berge,2023-02-16,0,6.695764e-5,0.706,1.0702198663587448
101,Berge & Berge,2023-03-27,1,0.596601,0.706,0.0354858430405799
49,Berge & Berge,2023-03-04,0,0.0026418588,0.706,0.135275069008277
25,Berge & Berge,2023-03-15,0,0.002401195,0.706,1.0803649357719638
114,Berge & Berge,2023-03-20,0,0.004930519,0.706,0.0529895890406713
83,Berge & Berge,2023-01-31,0,0.28393862,0.706,1.178427193769903
26,Berge & Berge,2023-02-19,0,0.0013338907,0.706,0.0790943397275872
8,Berge & Berge,2023-02-09,1,0.53028095,0.706,1.0790892070448892
82,Berge & Berge,2023-02-04,0,0.07508605,0.706,1.0792260606504211
144,Berge & Berge,2023-02-22,1,0.007376648,0.706,0.0159388925203865
47,Berge & Berge,2023-01-09,0,0.5997613,0.706,0.1503643390126841
158,Berge & Berge,2023-02-26,0,2.6945552e-4,0.706,0.0789026735194982
125,Berge & Berge,2023-02-05,0,0.0020228848,0.706,0.0990200427437474
182,Berge & Berge,2023-01-28,0,0.25345734,0.706,0.0795373098515089
172,Berge & Berge,2023-02-14,1,0.02713681,0.706,1.114272275398885
59,Berge & Berge,2023-02-26,0,5.998765e-4,0.706,0.1952806158676867
106,Berge & Berge,2023-03-28,0,0.4591681,0.706,0.0333539700019854
178,Berge & Berge,2023-03-19,0,0.0082185855,0.706,1.0660816173986911
87,Berge & Berge,2023-01-10,1,0.0102780815,0.706,0.0648974711738842
129,Berge & Berge,2023-01-09,0,0.08157975,0.706,1.1024817266914324
76,Berge & Berge,2023-02-17,0,0.9813013,0.706,1.0437485590218905
152,Berge & Berge,2023-04-01,0,0.02713681,0.706,1.0658221905441567
10,Berge & Berge,2023-03-22,1,0.0018194998,0.706,1.162316179068009
81,Berge & Berge,2023-02-20,0,0.0040970254,0.706,0.1344352359121208
21,Berge & Berge,2023-01-30,0,0.17966346,0.706,0.0611759823953039
188,Berge & Berge,2023-01-23,0,5.169117e-4,0.706,0.0605163725785426
91,Berge & Berge,2023-01-20,0,0.012792897,0.706,1.1745493364442443
168,Berge & Berge,2023-02-06,1,0.13991953,0.706,0.0733946355292885
103,Berge & Berge,2023-01-11,0,0.004973566,0.706,1.0696554116486614
73,Berge & Berge,2023-02-06,0,0.0031296157,0.706,0.196424055291592
99,Berge & Berge,2023-03-19,1,0.8845187,0.706,1.0950902714355684
130,Berge & Berge,2023-03-29,0,0.8360748,0.706,0.1109771893645958
143,Berge & Berge,2023-02-12,0,0.02713681,0.706,0.0953839965711691
31,Berge & Berge,2023-03-03,0,0.005173868,0.706,1.0095134249839255
167,Berge & Berge,2023-02-28,0,0.024421345,0.706,1.185489811661379
68,Berge & Berge,2023-02-08,0,0.013632686,0.706,0.1176918009270848
102,Berge & Berge,2023-03-19,0,1.5559672e-4,0.706,1.065979804935678
84,Berge & Berge,2023-03-29,0,0.02713681,0.706,1.1773390305290543
32,Berge & Berge,2023-01-24,0,0.4591681,0.706,1.1071007317674466
160,Berge & Berge,2023-01-09,0,0.006623661,0.706,0.1152776457328768
164,Berge & Berge,2023-02-22,0,0.28222394,0.706,1.1356251790637168
89,Berge & Berge,2023-02-03,0,0.03192866,0.706,1.0644034733853214
94,Berge & Berge,2023-01-28,0,0.0071903053,0.706,0.1056048701372983
45,Berge & Berge,2023-01-12,0,0.0042942734,0.706,0.1082480366955144
24,Berge & Berge,2023-03-19,0,0.019535521,0.706,1.0433825213672572
166,Berge & Berge,2023-02-26,0,0.0060619935,0.706,0.0564479161802195
77,Berge & Berge,2023-01-31,0,0.0011749135,0.706,1.087268528455399
95,Berge & Berge,2023-03-03,0,0.08239752,0.706,0.0533042139694344
58,Berge & Berge,2023-02-12,1,0.041278575,0.706,1.0085201689574197
148,Berge & Berge,2023-02-26,0,0.0024912758,0.706,1.1628297802769785
72,Berge & Berge,2023-01-29,0,0.002776768,0.706,1.1740788046681194
154,Berge & Berge,2023-01-25,0,0.05633103,0.706,1.075950784146292
54,Berge & Berge,2023-03-23,0,1.5559672e-4,0.706,1.1088940882230371
174,Berge & Berge,2023-01-15,0,0.0024278944,0.706,0.0508260666041443
60,Berge & Berge,2023-03-23,0,0.07136285,0.706,0.1123962378606316
165,Berge & Berge,2023-02-06,0,0.26181462,0.706,1.048973603249126
161,Berge & Berge,2023-02-24,0,0.0015807872,0.706,1.0699741196609214
184,Berge & Berge,2023-02-22,0,0.02713681,0.706,-0.0167169970518766
40,Berge & Berge,2023-03-29,1,0.86764634,0.706,0.1325794389828509
44,Berge & Berge,2023-03-12,0,0.007022531,0.706,0.11879110789460991
237,Fritsch & Fritsch,2023-01-14,0,2.358206e-4,0.727,1.0956762144637295
372,Fritsch & Fritsch,2023-01-30,0,0.0137081025,0.727,0.0451347495536708
281,Fritsch & Fritsch,2023-03-08,0,0.009095548,0.727,0.1078499667525478
201,Fritsch & Fritsch,2023-03-25,0,3.8113075e-4,0.727,1.0832891563613951
377,Fritsch & Fritsch,2023-02-26,0,0.015281866,0.727,0.1219644374830517
287,Fritsch & Fritsch,2023-03-03,0,1.2389862e-4,0.727,0.1180714382195422
211,Fritsch & Fritsch,2023-03-31,1,0.11702571,0.727,0.0875116987282002
366,Fritsch & Fritsch,2023-02-06,0,0.048854023,0.727,1.1479159358438384
336,Fritsch & Fritsch,2023-01-13,0,0.053801402,0.727,1.0920391641713827
210,Fritsch & Fritsch,2023-02-15,0,0.0062982617,0.727,0.0189330179328656
378,Fritsch & Fritsch,2023-01-29,0,6.596002e-4,0.727,1.1219390194293912
294,Fritsch & Fritsch,2023-03-21,0,0.85546285,0.727,1.1038427721060056
248,Fritsch & Fritsch,2023-03-27,0,0.03374543,0.727,0.079659192091873
334,Fritsch & Fritsch,2023-02-27,0,0.010514908,0.727,0.0664022783020107
228,Fritsch & Fritsch,2023-03-19,1,0.026538111,0.727,1.1274705818285398
250,Fritsch & Fritsch,2023-01-24,0,0.5458885,0.727,1.1070096701184933
314,Fritsch & Fritsch,2023-02-27,0,2.562467e-4,0.727,1.1565316534314074
341,Fritsch & Fritsch,2023-02-27,0,0.005878947,0.727,1.0750012447802877
286,Fritsch & Fritsch,2023-02-14,0,0.18391743,0.727,1.151114538064511
361,Fritsch & Fritsch,2023-01-01,0,0.057021406,0.727,0.0389095880586878
244,Fritsch & Fritsch,2023-03-27,0,5.844329e-4,0.727,0.1628508218939803
279,Fritsch & Fritsch,2023-02-17,0,0.101148106,0.727,0.098055841370775
302,Fritsch & Fritsch,2023-01-05,0,0.008378361,0.727,1.1056681855338812
296,Fritsch & Fritsch,2023-03-03,1,0.9737248,0.727,1.2940866046734034
215,Fritsch & Fritsch,2023-03-23,1,0.44451058,0.727,0.1485946888358069
264,Fritsch & Fritsch,2023-01-17,0,0.011026854000000001,0.727,1.0971973746858978
263,Fritsch & Fritsch,2023-03-01,0,0.017002124,0.727,0.0652936212357286
349,Fritsch & Fritsch,2023-03-07,0,0.052240945,0.727,1.1494782553396878
339,Fritsch & Fritsch,2023-04-01,1,0.82110965,0.727,0.1658443904376221
301,Fritsch & Fritsch,2023-01-16,0,0.051902127,0.727,0.1013863483700123
259,Fritsch & Fritsch,2023-01-25,0,0.011026854000000001,0.727,1.166177513433963
300,Fritsch & Fritsch,2023-01-29,0,4.531328e-4,0.727,0.1410733625721101
236,Fritsch & Fritsch,2023-01-30,0,0.03192866,0.727,0.1969263375585029
291,Fritsch & Fritsch,2023-02-17,0,0.21523075,0.727,1.1371311510740738
221,Fritsch & Fritsch,2023-03-10,0,0.47267234,0.727,0.051463165243258203
391,Fritsch & Fritsch,2023-01-19,0,0.0038934741,0.727,1.0637377195385729
320,Fritsch & Fritsch,2023-01-30,0,0.0037223082,0.727,1.050446994947837
297,Fritsch & Fritsch,2023-03-04,0,0.021917637,0.727,1.1814927128062764
254,Fritsch & Fritsch,2023-02-15,0,0.0057278997,0.727,0.139348971846723
295,Fritsch & Fritsch,2023-02-28,0,0.094302475,0.727,1.0195612826238587
266,Fritsch & Fritsch,2023-02-02,0,0.02713681,0.727,1.1567571642740544
280,Fritsch & Fritsch,2023-01-02,1,0.28761825,0.727,1.1666757772021707
397,Fritsch & Fritsch,2023-01-01,0,8.14293e-4,0.727,1.2023825884127286
203,Fritsch & Fritsch,2023-01-23,1,0.015067808,0.727,1.117227979569394
396,Fritsch & Fritsch,2023-03-10,0,0.26286763,0.727,0.0472016017529595
289,Fritsch & Fritsch,2023-01-30,0,0.003978128,0.727,1.1127618378000312
258,Fritsch & Fritsch,2023-01-06,0,2.3396911e-4,0.727,0.129483999651832
230,Fritsch & Fritsch,2023-03-25,0,0.007413884,0.727,1.0790157307607944
232,Fritsch & Fritsch,2023-03-22,1,0.39736626,0.727,1.045809472269621
309,Fritsch & Fritsch,2023-03-31,1,0.0646534,0.727,1.142513464846696
257,Fritsch & Fritsch,2023-02-05,0,4.2030227e-4,0.727,0.1721043219147598
390,Fritsch & Fritsch,2023-03-07,0,0.18442275,0.727,0.0294220988525324
388,Fritsch & Fritsch,2023-03-24,1,0.7637683,0.727,0.1303454445493918
380,Fritsch & Fritsch,2023-01-06,1,0.5033501,0.727,0.0947911901784009
331,Fritsch & Fritsch,2023-02-04,0,0.018333044,0.727,0.0810985180871314
311,Fritsch & Fritsch,2023-02-20,0,0.40999982,0.727,0.1024602493146951
209,Fritsch & Fritsch,2023-02-12,0,0.022420665,0.727,0.1970011502481187
222,Fritsch & Fritsch,2023-01-31,0,0.17173569,0.727,1.0968446501834528
223,Fritsch & Fritsch,2023-01-18,0,0.30898094,0.727,0.0518436169871427
285,Fritsch & Fritsch,2023-01-13,0,0.13098921,0.727,1.1155843033928434
398,Fritsch & Fritsch,2023-01-02,0,0.044065084,0.727,1.121770815435699
204,Fritsch & Fritsch,2023-03-11,0,3.1946754e-4,0.727,1.079832501957774
272,Fritsch & Fritsch,2023-03-13,0,0.14330977,0.727,1.040274436123384
269,Fritsch & Fritsch,2023-01-12,0,1.6662259e-4,0.727,0.1559544665610497
326,Fritsch & Fritsch,2023-01-14,1,0.032594856,0.727,0.1580775229894702
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205,Fritsch & Fritsch,2023-03-04,0,0.0039401073,0.727,1.0394201743300855
220,Fritsch & Fritsch,2023-01-01,1,0.01722058,0.727,1.1304432242651643
328,Fritsch & Fritsch,2023-02-01,1,0.1263778,0.727,0.0689098306734142
365,Fritsch & Fritsch,2023-02-16,1,0.055628844,0.727,1.1045521682924666
324,Fritsch & Fritsch,2023-03-11,0,0.8320204,0.727,0.1759290575850101
308,Fritsch & Fritsch,2023-01-07,0,0.0060746167,0.727,0.1107005170577313
354,Fritsch & Fritsch,2023-02-24,1,0.025668005,0.727,0.1203832188132277
219,Fritsch & Fritsch,2023-03-15,0,0.0011474524,0.727,1.087878682539265
242,Fritsch & Fritsch,2023-02-05,0,0.0038046008,0.727,1.1380690977378072
212,Fritsch & Fritsch,2023-03-25,0,0.008506459,0.727,0.1134653067802029
261,Fritsch & Fritsch,2023-03-23,0,0.035150588,0.727,1.1247590897600812
202,Fritsch & Fritsch,2023-02-11,0,0.007411905,0.727,1.0427256365351536
292,Fritsch & Fritsch,2023-01-01,0,0.20810522,0.727,0.1147893082208852
252,Fritsch & Fritsch,2023-03-25,0,0.026536584,0.727,1.0523276552272216
357,Fritsch & Fritsch,2023-01-23,1,0.124237865,0.727,1.085033131848418
370,Fritsch & Fritsch,2023-02-19,1,0.7714718,0.727,0.0910457374281693
327,Fritsch & Fritsch,2023-02-05,0,0.14883229,0.727,1.0835013890515015
226,Fritsch & Fritsch,2023-03-18,0,0.0850883,0.727,0.1675372381895208
217,Fritsch & Fritsch,2023-01-22,0,0.008597593,0.727,0.1185780133793893
387,Fritsch & Fritsch,2023-01-31,0,0.08615121,0.727,0.057082354870273
283,Fritsch & Fritsch,2023-01-13,0,8.573997e-4,0.727,1.1201189700314946
318,Fritsch & Fritsch,2023-01-20,0,0.021570161,0.727,0.1110699740834348
234,Fritsch & Fritsch,2023-02-23,0,0.0011474524,0.727,1.0929293036804897
231,Fritsch & Fritsch,2023-03-01,0,0.02713681,0.727,1.0895114694218777
325,Fritsch & Fritsch,2023-01-28,1,0.640394,0.727,1.1344822135861288
395,Fritsch & Fritsch,2023-02-12,0,2.562467e-4,0.727,0.072384901076557
352,Fritsch & Fritsch,2023-03-18,0,0.020198904,0.727,0.0771729244660083
362,Fritsch & Fritsch,2023-02-12,0,0.021032954,0.727,1.08181651904278
246,Fritsch & Fritsch,2023-02-06,0,0.0477094,0.727,0.0680249288179094
356,Fritsch & Fritsch,2023-02-02,0,0.04010874,0.727,0.0768282452841528
375,Fritsch & Fritsch,2023-01-30,1,0.25526205,0.727,0.081957682968991
359,Fritsch & Fritsch,2023-04-01,1,0.027723527,0.727,1.1274603051731444
315,Fritsch & Fritsch,2023-01-16,0,0.89041793,0.727,0.0593836947517993
214,Fritsch & Fritsch,2023-01-03,0,0.0061433944,0.727,0.1931007138527479
450,Hintz & Hintz,2023-03-09,0,0.1701673,0.934,1.1068552243842018
538,Hintz & Hintz,2023-02-01,1,0.8598257,0.934,0.1044032735979264
443,Hintz & Hintz,2023-01-28,1,0.06102638,0.934,1.126421115181424
490,Hintz & Hintz,2023-03-03,1,0.0244589,0.934,1.1846717309580177
564,Hintz & Hintz,2023-01-20,0,6.792998e-4,0.934,0.1230877877855508
589,Hintz & Hintz,2023-01-13,0,0.044336256,0.934,0.955499082470552
458,Hintz & Hintz,2023-02-22,1,0.95590156,0.934,1.1031464584348014
578,Hintz & Hintz,2023-01-15,1,0.07901703,0.934,1.0937359258937789
426,Hintz & Hintz,2023-03-13,1,0.2623574,0.934,0.1728583190721533
563,Hintz & Hintz,2023-02-01,0,0.06882919,0.934,1.1771324857029042
480,Hintz & Hintz,2023-03-21,0,0.06367789,0.934,1.108782934831115
471,Hintz & Hintz,2023-03-07,0,0.06850347,0.934,1.1948685870458229
547,Hintz & Hintz,2023-01-26,1,0.01722058,0.934,0.0312985160112934
454,Hintz & Hintz,2023-01-28,0,0.03110653,0.934,1.1161153062243407
587,Hintz & Hintz,2023-02-10,1,0.19495015,0.934,0.174837639078212
409,Hintz & Hintz,2023-02-06,0,0.003525351,0.934,1.062705988474564
542,Hintz & Hintz,2023-03-25,0,5.5642764e-4,0.934,0.0311436021264635
548,Hintz & Hintz,2023-02-14,1,0.14660004,0.934,0.1563855280240541
456,Hintz & Hintz,2023-03-05,1,0.5646388,0.934,1.122043722588777
586,Hintz & Hintz,2023-01-02,0,0.0016085407,0.934,1.0388789699491705
427,Hintz & Hintz,2023-01-09,0,4.366419e-4,0.934,1.1433223524247005
522,Hintz & Hintz,2023-01-21,0,0.040729154,0.934,0.0256051623402911
449,Hintz & Hintz,2023-03-01,0,0.05801831,0.934,0.1600088488465246
474,Hintz & Hintz,2023-02-05,0,0.034921747,0.934,1.167358199984491
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505,Hintz & Hintz,2023-03-24,1,0.8621201,0.934,0.1337478543164452
410,Hintz & Hintz,2023-03-31,1,0.88824934,0.934,1.1323931258191502
462,Hintz & Hintz,2023-03-31,0,0.02151093,0.934,0.1062821403410974
557,Hintz & Hintz,2023-02-14,0,0.03179885,0.934,1.049720145250293
401,Hintz & Hintz,2023-02-15,0,0.0012305528,0.934,1.053233198138479
574,Hintz & Hintz,2023-01-26,0,0.5919985,0.934,0.0683046099830677
517,Hintz & Hintz,2023-03-20,1,0.18926267,0.934,0.1716475392570836
477,Hintz & Hintz,2023-03-17,0,0.0073302207,0.934,1.127131891662609
579,Hintz & Hintz,2023-01-02,0,0.016731959,0.934,1.0654368002494965
432,Hintz & Hintz,2023-02-09,0,0.02713681,0.934,1.1380909910930856
524,Hintz & Hintz,2023-03-23,0,0.004010897,0.934,1.1202351027992503
455,Hintz & Hintz,2023-02-13,0,0.002227653,0.934,1.0829340975382702
561,Hintz & Hintz,2023-01-19,1,0.09165248,0.934,0.1037107972905217
554,Hintz & Hintz,2023-02-24,0,0.0013029911,0.934,1.0779649551105308
541,Hintz & Hintz,2023-03-26,0,0.0062745274,0.934,0.0326063299728535
512,Hintz & Hintz,2023-02-12,0,0.02713681,0.934,1.165237482938431
453,Hintz & Hintz,2023-02-28,0,0.0105454875,0.934,0.0742547872610601
599,Hintz & Hintz,2023-03-10,0,0.022691585,0.934,1.078117422744088
504,Hintz & Hintz,2023-01-14,0,0.0012587371,0.934,0.1577060457590473
581,Hintz & Hintz,2023-04-01,0,0.0074251355,0.934,0.9917618788478576
519,Hintz & Hintz,2023-01-24,0,0.41233888,0.934,0.0560391794333758
435,Hintz & Hintz,2023-01-06,0,7.100313e-4,0.934,1.1219129034161246
478,Hintz & Hintz,2023-03-25,0,0.12977844,0.934,0.0990493307054747
543,Hintz & Hintz,2023-03-31,0,0.014825128,0.934,1.0504157172366018
416,Hintz & Hintz,2023-01-09,1,0.31836855,0.934,1.134545952022915
452,Hintz & Hintz,2023-01-17,0,0.02713681,0.934,1.1540804647565972
509,Hintz & Hintz,2023-04-01,0,3.8566397e-4,0.934,0.1071000524414627
595,Hintz & Hintz,2023-01-22,0,0.05322563,0.934,1.1061557953119374
493,Hintz & Hintz,2023-03-08,0,0.0027624562,0.934,0.1244750210565094
511,Hintz & Hintz,2023-02-04,0,2.8499114e-4,0.934,1.1541611607030258
546,Hintz & Hintz,2023-01-14,0,0.0016689355,0.934,0.1539256340391158
415,Hintz & Hintz,2023-01-25,0,0.0030429794,0.934,0.0890199978786554
555,Hintz & Hintz,2023-02-28,0,0.8396749,0.934,1.0932462456408627
417,Hintz & Hintz,2023-03-20,0,0.20999487,0.934,0.1072377732395115
532,Hintz & Hintz,2023-04-01,0,0.0035428032,0.934,0.1882874038866111
413,Hintz & Hintz,2023-01-03,0,0.02713681,0.934,1.0791669209733907
534,Hintz & Hintz,2023-01-18,0,0.01722058,0.934,0.0726831353010628
444,Hintz & Hintz,2023-02-09,0,0.003961715,0.934,1.0281795685345705
568,Hintz & Hintz,2023-03-11,0,0.011916836,0.934,0.148138560058259
442,Hintz & Hintz,2023-01-19,1,0.016262366,0.934,0.1278908670435503
482,Hintz & Hintz,2023-01-17,0,0.0075225546,0.934,1.0951944177968274
420,Hintz & Hintz,2023-03-01,0,0.014386703,0.934,0.0596753877944121
500,Hintz & Hintz,2023-03-26,0,9.4913295e-4,0.934,0.1878545592540821
489,Hintz & Hintz,2023-03-11,0,0.009899498,0.934,0.0507569225199717
566,Hintz & Hintz,2023-02-21,1,0.32672116,0.934,1.1168607644113324
418,Hintz & Hintz,2023-03-30,0,0.035792656,0.934,0.0793191031104142
464,Hintz & Hintz,2023-03-09,0,0.001030728,0.934,1.2176073646160606
488,Hintz & Hintz,2023-01-01,0,0.0019740025,0.934,1.07045941125935
560,Hintz & Hintz,2023-02-19,1,0.87406754,0.934,1.1840352414983952
508,Hintz & Hintz,2023-03-29,0,0.0059008,0.934,1.0041977643989333
562,Hintz & Hintz,2023-01-28,0,0.25797996,0.934,0.1130850266731972
446,Hintz & Hintz,2023-01-30,1,0.3901382,0.934,1.1247395253124084
487,Hintz & Hintz,2023-03-17,1,0.050020643,0.934,0.10501316691808
486,Hintz & Hintz,2023-02-28,0,0.52094424,0.934,0.0442753829011319
507,Hintz & Hintz,2023-01-03,0,0.006595796,0.934,1.0438526458466548
551,Hintz & Hintz,2023-01-25,1,0.14365149,0.934,0.9934708856639304
535,Hintz & Hintz,2023-01-13,0,0.0069284798,0.934,0.0693340868442309
597,Hintz & Hintz,2023-03-15,0,5.4465205e-4,0.934,0.0293831628491591
553,Hintz & Hintz,2023-04-01,0,0.0011474524,0.934,0.089332540325546
501,Hintz & Hintz,2023-01-31,1,0.96700424,0.934,0.1421078480165114
514,Hintz & Hintz,2023-03-07,0,0.0023783434,0.934,0.1932806491927614
526,Hintz & Hintz,2023-02-24,1,0.9467816,0.934,1.0392284145694073
565,Hintz & Hintz,2023-03-19,1,0.98436683,0.934,0.1623319127713567
544,Hintz & Hintz,2023-01-11,1,0.0013307774,0.934,1.1208364847296046
400,Hintz & Hintz,2023-02-13,1,0.23045018,0.934,1.1005934567176343
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523,Hintz & Hintz,2023-01-26,0,0.02713681,0.934,0.1006112038224418
583,Hintz & Hintz,2023-03-09,1,0.9309046,0.934,0.020886765584435
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499,Hintz & Hintz,2023-01-31,0,0.02713681,0.934,1.118459299537331
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533,Hintz & Hintz,2023-03-28,1,0.0011969404,0.934,1.0584957994495785
582,Hintz & Hintz,2023-03-13,0,0.039883167,0.934,0.1430526701467971
591,Hintz & Hintz,2023-03-18,0,1.21852885e-4,0.934,1.1563141957899683
731,Mosciski and Sons,2023-03-26,1,0.0013307774,0.8879999999999999,1.185076311722786
647,Mosciski and Sons,2023-03-13,0,0.10936674,0.8879999999999999,1.0674774200149009
729,Mosciski and Sons,2023-02-11,0,1.9797268e-4,0.8879999999999999,1.1154570969083917
727,Mosciski and Sons,2023-02-02,0,0.003229611,0.8879999999999999,0.0727039108340473
612,Mosciski and Sons,2023-01-19,1,0.04316289,0.8879999999999999,0.1048574129070726
614,Mosciski and Sons,2023-01-27,0,5.958507e-4,0.8879999999999999,0.0830258933963685
621,Mosciski and Sons,2023-01-23,1,0.86696565,0.8879999999999999,1.1018535819282855
693,Mosciski and Sons,2023-03-26,0,0.5202152,0.8879999999999999,0.1065532567252535
681,Mosciski and Sons,2023-02-11,1,0.51045996,0.8879999999999999,1.129195399923456
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713,Mosciski and Sons,2023-01-26,0,5.2595546e-4,0.8879999999999999,1.0856008079683452
789,Mosciski and Sons,2023-03-21,0,0.5256873,0.8879999999999999,0.0592039749503366
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660,Mosciski and Sons,2023-01-03,0,0.018622428,0.8879999999999999,0.1009149431519532
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611,Mosciski and Sons,2023-03-27,0,0.0038235756,0.8879999999999999,1.0502349884156992
629,Mosciski and Sons,2023-01-04,0,0.0642861,0.8879999999999999,0.0382192519484954
625,Mosciski and Sons,2023-03-23,0,0.012245923,0.8879999999999999,0.1516688115062547
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636,Mosciski and Sons,2023-01-24,1,0.10234994,0.8879999999999999,1.0051543185081244
615,Mosciski and Sons,2023-03-14,1,0.858326,0.8879999999999999,0.1184317770696613
640,Mosciski and Sons,2023-03-28,0,0.0021567128,0.8879999999999999,0.0868200979628904
649,Mosciski and Sons,2023-03-28,0,0.4418892,0.8879999999999999,0.1015527753588054
628,Mosciski and Sons,2023-02-17,0,0.12762818,0.8879999999999999,0.1245685942081463
769,Mosciski and Sons,2023-03-02,1,0.009295199,0.8879999999999999,1.108677468175114
736,Mosciski and Sons,2023-03-27,1,0.92429477,0.8879999999999999,1.139441270614971
627,Mosciski and Sons,2023-04-01,0,4.3627844e-4,0.8879999999999999,0.1225426942810387
743,Mosciski and Sons,2023-03-19,0,0.054935087,0.8879999999999999,-0.0014822862969038
623,Mosciski and Sons,2023-02-23,1,0.9066716,0.8879999999999999,1.1814889973721443
784,Mosciski and Sons,2023-01-30,0,0.09775246,0.8879999999999999,0.1894654289692666
600,Mosciski and Sons,2023-01-14,0,0.003571191,0.8879999999999999,0.1922671661845837
724,Mosciski and Sons,2023-02-01,0,0.0035205702,0.8879999999999999,1.153591280835914
639,Mosciski and Sons,2023-01-15,0,0.056981664,0.8879999999999999,0.1269815934052153
702,Mosciski and Sons,2023-01-07,0,0.0053847716,0.8879999999999999,0.0710617869061485
786,Mosciski and Sons,2023-01-18,0,1.6935471e-4,0.8879999999999999,0.999113216845917
648,Mosciski and Sons,2023-03-17,0,0.021917637,0.8879999999999999,1.002083290141563
692,Mosciski and Sons,2023-03-07,0,0.038905066,0.8879999999999999,1.1346642504097424
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703,Mosciski and Sons,2023-03-31,0,0.0046089096,0.8879999999999999,1.1129694972848172
601,Mosciski and Sons,2023-03-03,0,0.005612415,0.8879999999999999,0.0743810749090334
762,Mosciski and Sons,2023-02-11,0,0.010868683,0.8879999999999999,-0.0079396866725947
656,Mosciski and Sons,2023-02-27,0,0.016419558,0.8879999999999999,1.0635699540448271
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760,Mosciski and Sons,2023-03-01,0,0.0014032405,0.8879999999999999,1.0660642438654897
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790,Mosciski and Sons,2023-02-20,0,0.51385003,0.8879999999999999,1.1702777876683037
699,Mosciski and Sons,2023-01-06,1,0.004392893,0.8879999999999999,1.1790449354653538
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901,Wolff Ltd,2023-03-21,0,0.0015656011,0.726,1.1073800884366118
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914,Wolff Ltd,2023-03-12,0,0.02455339,0.726,1.1501850410239252
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894,Wolff Ltd,2023-01-10,1,0.20550598,0.726,0.0597702756159074
860,Wolff Ltd,2023-01-30,0,0.0016855258,0.726,0.1182546013805456
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908,Wolff Ltd,2023-02-06,0,0.01743073,0.726,1.0560925622372286
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855,Wolff Ltd,2023-04-01,0,0.0061369,0.726,0.0448008972256167
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941,Wolff Ltd,2023-03-09,0,0.006880349,0.726,0.1362693366395884
896,Wolff Ltd,2023-03-28,0,0.0018684408,0.726,1.0806545643494854
998,Wolff Ltd,2023-01-24,0,0.017293109,0.726,1.11101882511548
872,Wolff Ltd,2023-02-26,0,9.82973e-4,0.726,0.1075373780762863
937,Wolff Ltd,2023-02-21,1,0.118713334,0.726,-0.011430135510996
830,Wolff Ltd,2023-03-15,1,0.11616709,0.726,0.0936397242412064
828,Wolff Ltd,2023-02-15,1,0.02713681,0.726,1.1535389877837574
968,Wolff Ltd,2023-02-25,0,8.127345e-4,0.726,1.1149767903621486
904,Wolff Ltd,2023-03-10,0,3.250132e-4,0.726,1.039221638197544
933,Wolff Ltd,2023-02-08,0,0.022062326,0.726,0.1643461712587002
920,Wolff Ltd,2023-02-10,0,0.0034829043,0.726,0.0579344410805292
893,Wolff Ltd,2023-03-30,0,0.02752766,0.726,0.1629244283184082
826,Wolff Ltd,2023-01-27,0,0.11980678,0.726,0.1118239832708646
906,Wolff Ltd,2023-01-19,0,8.691524e-4,0.726,1.128437553245591
975,Wolff Ltd,2023-01-30,0,1.7651406e-4,0.726,0.1755410023823818
853,Wolff Ltd,2023-03-26,0,0.007967289,0.726,1.1269821828927462
835,Wolff Ltd,2023-02-16,0,4.5773044e-4,0.726,1.1060996641675185
946,Wolff Ltd,2023-03-25,1,0.86469084,0.726,0.1672439279654513
981,Wolff Ltd,2023-02-21,0,4.864218e-4,0.726,0.1095329066380471
841,Wolff Ltd,2023-02-20,1,0.02275583,0.726,1.12709901198154
802,Wolff Ltd,2023-03-11,0,0.4858842,0.726,1.140492954062058
911,Wolff Ltd,2023-03-18,1,0.62254745,0.726,1.085189388452215
935,Wolff Ltd,2023-03-21,0,0.16649412,0.726,1.1998543236356578
944,Wolff Ltd,2023-02-25,0,0.03679726,0.726,1.003765139053014
995,Wolff Ltd,2023-01-03,0,2.8293038e-4,0.726,0.2172049291363578
970,Wolff Ltd,2023-02-11,0,0.029361194,0.726,1.078402608626916
806,Wolff Ltd,2023-01-08,1,0.0014967432,0.726,0.1497141870460403
929,Wolff Ltd,2023-01-20,1,0.8817406,0.726,0.1831868727346051
887,Wolff Ltd,2023-01-10,0,0.76013565,0.726,1.1218262359527982
846,Wolff Ltd,2023-01-02,0,0.0012982454,0.726,0.0755934329404263
845,Wolff Ltd,2023-03-02,1,0.051907055,0.726,1.0987321457560757
878,Wolff Ltd,2023-02-27,0,0.0025967034,0.726,1.1357745302276168
800,Wolff Ltd,2023-03-11,0,0.0037018147,0.726,1.1165651784532804
861,Wolff Ltd,2023-01-14,0,0.023446035,0.726,1.1253782280901723
832,Wolff Ltd,2023-01-08,0,0.008602106,0.726,0.0986691249831899
842,Wolff Ltd,2023-03-02,0,0.024421345,0.726,0.1556148454573195
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892,Wolff Ltd,2023-02-10,0,8.517721e-4,0.726,1.044545389222387
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833,Wolff Ltd,2023-02-08,0,4.977726e-4,0.726,0.1091870598062626
876,Wolff Ltd,2023-01-25,0,0.023232227,0.726,1.0703266457867644
956,Wolff Ltd,2023-02-01,1,0.04625162,0.726,0.0929863318694679
819,Wolff Ltd,2023-02-14,1,0.0045832526,0.726,0.1361688761801263
859,Wolff Ltd,2023-03-26,1,0.92760354,0.726,0.0365125788061349
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858,Wolff Ltd,2023-01-08,0,6.880531e-4,0.726,0.0322609777718254
950,Wolff Ltd,2023-01-28,1,0.027723527,0.726,1.167413665699018
999,Wolff Ltd,2023-01-26,0,0.33065912,0.726,1.0886532899948944
840,Wolff Ltd,2023-02-14,0,0.051401,0.726,1.0764428334716791
851,Wolff Ltd,2023-01-15,0,0.007764892,0.726,1.201769837091461
976,Wolff Ltd,2023-03-01,0,0.021917637,0.726,0.1131520476646788
936,Wolff Ltd,2023-02-02,0,2.2685772e-4,0.726,1.0256144618089478
916,Wolff Ltd,2023-03-08,0,0.31157422,0.726,0.0939590448960927
955,Wolff Ltd,2023-01-29,0,5.5734755e-4,0.726,0.1260804716414843
823,Wolff Ltd,2023-03-24,1,0.9944839,0.726,0.1389054009709788
808,Wolff Ltd,2023-01-15,0,1.507717e-4,0.726,1.0603164175116029
811,Wolff Ltd,2023-02-08,0,0.47511867,0.726,0.0449847506183881
814,Wolff Ltd,2023-03-17,1,0.025192128,0.726,1.057791747326691

## file: data_import.py
from pathlib import Path
import pandas as pd

app_dir = Path(__file__).parent
scores = pd.read_csv(app_dir / "scores.csv")
## file: plots.py
from pandas import DataFrame
from plotnine import (
    aes,
    geom_abline,
    geom_density,
    geom_line,
    ggplot,
    labs,
    theme_minimal,
)
from sklearn.metrics import auc, precision_recall_curve, roc_curve


def plot_score_distribution(df: DataFrame, color = "blue"):
    plot = (
        ggplot(df, aes(x="training_score"))
        + geom_density(fill=color, alpha=0.3)
        + theme_minimal()
        + labs(title="Model scores", x="Score")
    )
    return plot


def plot_auc_curve(df: DataFrame, true_col: str, pred_col: str, color="darkorange", line_color="navy"):
    fpr, tpr, _ = roc_curve(df[true_col], df[pred_col])

    roc_df = DataFrame({"fpr": fpr, "tpr": tpr})

    plot = (
        ggplot(roc_df, aes(x="fpr", y="tpr"))
        + geom_line(color=color, size=1.5, show_legend=True, linetype="solid")
        + geom_abline(intercept=0, slope=1, color=line_color, linetype="dashed")
        + labs(
            title="Receiver Operating Characteristic (ROC)",
            x="False Positive Rate",
            y="True Positive Rate",
        )
        + theme_minimal()
    )

    return plot


def plot_precision_recall_curve(df: DataFrame, true_col: str, pred_col: str, color="darkorange",):
    precision, recall, _ = precision_recall_curve(df[true_col], df[pred_col])

    pr_df = DataFrame({"precision": precision, "recall": recall})

    plot = (
        ggplot(pr_df, aes(x="recall", y="precision"))
        + geom_line(color=color, size=1.5, show_legend=True, linetype="solid")
        + labs(
            title="Precision-Recall Curve",
            x="Recall",
            y="Precision",
        )
        + theme_minimal()
    )

    return plot

## file: requirements.txt
numpy
pandas
plotnine
scikit-learn
shiny

The source code for this exercise is at https://github.com/posit-conf-2024/intro-to-shiny-for-python/tree/main/docs/exercises/306-app.