2513 lines
145 KiB
Clojure
2513 lines
145 KiB
Clojure
(ns ingest-ml
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(:require [datomic.api :as dc]
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[clojure.java.io :as io]
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[clojure.data.csv :as csv]
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#_[iol-ion.tx :refer [upsert-entity]]
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[auto-ap.datomic :refer [conn]]))
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|
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(println "hi")
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|
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(defn boot []
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(user/init-repl)
|
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(user/start-db))
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|
|
|
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(defn reset-inference []
|
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(doseq [p (->>
|
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(dc/q '[:find ?t
|
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:where [?t :transaction/recommended-account]]
|
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(dc/db conn))
|
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(map (fn [[t]]
|
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[:upsert-entity {:db/id t
|
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:transaction/recommended-account nil
|
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:tranasction/vendor-confidence nil
|
|
:transaction/account-confidence nil
|
|
:transaction/recommended-vendor nil}]))
|
|
|
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(partition-all 100))]
|
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@(dc/transact conn p)))
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|
|
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(defn slurp-csv [c]
|
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(with-open [s (io/reader c)]
|
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(into [] (csv/read-csv s))))
|
|
|
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(defn read-inference []
|
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(let [numeric-code->account (into {} (dc/q '[:find ?nc ?a
|
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:in $
|
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:where [?a :account/numeric-code ?nc]]
|
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(dc/db conn)))
|
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#_#_inference-account->account (into {}
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(comp
|
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(drop 1)
|
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(map (fn [[a n]]
|
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[(Long/parseLong a) (numeric-code->account (Long/parseLong n))])))
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(slurp-csv "/mnt/data/dev2/ml-test/input/accounts.csv"))
|
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vendor-name->vendor (into {} (dc/q '[:find ?vn ?v
|
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:in $
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:where [?v :vendor/name ?vn]]
|
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(dc/db conn)))
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#_#_inference-vendor->vendor (into {}
|
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(comp
|
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(drop 1)
|
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(map (fn [[a n]]
|
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[(Long/parseLong a) (vendor-name->vendor (Long/parseLong n))])))
|
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(slurp-csv "/mnt/data/dev2/ml-test/input/vendors.csv"))]
|
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#_inference-vendor->vendor
|
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(with-open [reader (io/reader "/mnt/data/dev2/ml-test/inference-outcome.csv")]
|
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(->> (csv/read-csv reader)
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(into []
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(comp
|
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(drop 1)
|
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(map (fn [[_ transaction best-vendor best-account account-confidence]]
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{:db/id (Long/parseLong transaction)
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:transaction/recommended-account (Long/parseLong best-account)
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:transaction/account-confidence (Double/parseDouble account-confidence)
|
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:transaction/recommended-vendor (Long/parseLong best-vendor)}))))))))
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|
|
|
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(def i ",transaction,best_vendor,best_account,confidence
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|
0,17592290312368,17592186140402,17592231963534,0.9918258
|
|
1,17592299148835,17592186140402,17592231963534,0.8678148
|
|
2,17592300851067,17592186140402,17592231963534,0.9767799
|
|
3,17592298399419,17592186140402,17592231963534,0.99921125
|
|
4,17592301580463,17592186140402,17592231963534,0.9952557
|
|
5,17592298253407,17592186140402,17592231963534,0.8545796
|
|
6,17592301008298,17592186140402,17592231963534,0.99329585
|
|
7,17592286730702,17592186140402,17592231963534,0.9992335
|
|
8,17592301488294,17592186140402,17592231963534,0.9959301
|
|
9,17592288590395,17592186140402,17592231963534,0.9687072
|
|
10,17592300420762,17592186140402,17592231963534,0.9988387
|
|
12,17592301484762,17592186140402,17592231963534,0.99960655
|
|
13,17592301488281,17592186140402,17592231963534,0.9959401
|
|
14,17592295553881,17592186140402,17592231963534,0.9875209
|
|
15,17592286390328,17592186140402,17592231963534,0.99064237
|
|
16,17592286790662,17592186140402,17592231963534,0.9693618
|
|
17,17592300690220,17592186140402,17592231963534,0.9694659
|
|
18,17592300878690,17592186140402,17592231963534,0.99961275
|
|
20,17592301618840,17592186140402,17592231963534,0.9698451
|
|
21,17592301579219,17592186140402,17592231963534,0.838935
|
|
22,17592300419611,17592186140402,17592231963534,0.99805707
|
|
23,17592301694849,17592186140402,17592231963534,0.9867962
|
|
24,17592283995111,17592186140402,17592231963534,0.9992311
|
|
25,17592300620802,17592186140402,17592231963534,0.99863416
|
|
26,17592301005673,17592186140402,17592231963534,0.9809336
|
|
27,17592299861289,17592186140402,17592231963534,0.99299675
|
|
29,17592299660767,17592186140402,17592231963534,0.95999116
|
|
30,17592297112709,17592186140402,17592231963534,0.96310467
|
|
31,17592292934341,17592186140402,17592231963534,0.9920777
|
|
32,17592301008291,17592186140402,17592231963534,0.99346834
|
|
33,17592301580458,17592186140402,17592231963534,0.99524623
|
|
34,17592300358564,17592186140402,17592231963534,0.97352535
|
|
35,17592300794685,17592186140402,17592231963534,0.9674718
|
|
36,17592301714462,17592186140402,17592231963534,0.9991076
|
|
37,17592299861099,17592186140402,17592231963534,0.9979521
|
|
38,17592289634167,17592186140402,17592231963534,0.9071563
|
|
39,17592301220284,17592186140402,17592231963534,0.9943945
|
|
40,17592297586749,17592186140402,17592231963534,0.9684811
|
|
41,17592301488255,17592186140402,17592231963534,0.9959289
|
|
42,17592301164428,17592186140402,17592231963534,0.97402996
|
|
43,17592301580483,17592186140402,17592231963534,0.9952523
|
|
44,17592301355518,17592186140402,17592231963534,0.99128556
|
|
45,17592301198217,17592186140402,17592231963534,0.9934922
|
|
46,17592301619602,17592186140402,17592231963534,0.96366686
|
|
47,17592301383303,17592186140402,17592231963534,0.9993017
|
|
48,17592295626366,17592186140402,17592231963534,0.9965075
|
|
49,17592301206662,17592186140402,17592231963534,0.99246025
|
|
50,17592301483242,17592186140402,17592231963534,0.9588856
|
|
51,17592301580395,17592186140402,17592231963534,0.98841584
|
|
52,17592301104327,17592186140402,17592231963534,0.9871448
|
|
53,17592298349037,17592186140402,17592231963534,0.9703908
|
|
54,17592299660455,17592186140402,17592231963534,0.9627472
|
|
55,17592292416749,17592186140402,17592231963534,0.9700979
|
|
56,17592301488308,17592186140402,17592231963534,0.99593055
|
|
57,17592292862619,17592186140402,17592231963534,0.9968038
|
|
58,17592299861185,17592186140402,17592231963534,0.9941425
|
|
59,17592294405511,17592186140402,17592231963534,0.99854296
|
|
60,17592300851050,17592186140402,17592231963534,0.9832906
|
|
61,17592286796563,17592186140402,17592231963534,0.9975939
|
|
62,17592301094960,17592186140402,17592231963534,0.99831146
|
|
63,17592288579058,17592186140402,17592231963534,0.9983348
|
|
64,17592287321999,17592186140402,17592231963534,0.99888
|
|
65,17592300829823,17592186140402,17592231963534,0.9983818
|
|
67,17592301580478,17592186140402,17592231963534,0.9952516
|
|
68,17592301483657,17592186140402,17592231963534,0.9978246
|
|
69,17592301488299,17592186140402,17592231963534,0.99593186
|
|
70,17592294401830,17592186140402,17592231963534,0.99043655
|
|
71,17592301185856,17592186140402,17592231963534,0.9992467
|
|
72,17592296941791,17592186140402,17592231963534,0.9919718
|
|
73,17592301580453,17592186140402,17592231963534,0.9952449
|
|
74,17592290716615,17592186140402,17592231963534,0.9247466
|
|
75,17592289636422,17592186140402,17592231963534,0.9989524
|
|
76,17592301165390,17592186140402,17592231963534,0.9991695
|
|
77,17592300793677,17592186140402,17592231963534,0.9965267
|
|
78,17592286798737,17592186140402,17592231963534,0.9702742
|
|
79,17592298974843,17592186140402,17592231963534,0.9957379
|
|
80,17592301579170,17592186140402,17592231963534,0.9988293
|
|
81,17592301555308,17592186140402,17592231963534,0.9551785
|
|
82,17592301319535,17592186140402,17592231963534,0.9928738
|
|
83,17592300793751,17592186140402,17592231963534,0.9979983
|
|
84,17592294401837,17592186140402,17592231963534,0.99043655
|
|
85,17592290312354,17592186140402,17592231963534,0.99210703
|
|
86,17592292862412,17592186140402,17592231963534,0.9992467
|
|
87,17592300170546,17592186140402,17592231963534,0.966789
|
|
88,17592300794709,17592186140402,17592231963534,0.9839163
|
|
89,17592289946358,17592186140402,17592231963534,0.9928827
|
|
90,17592301488276,17592186140402,17592231963534,0.9959341
|
|
91,17592296297813,17592186140402,17592231963534,0.9190172
|
|
92,17592301619608,17592186140402,17592231963534,0.99462897
|
|
93,17592300688943,17592186140402,17592231963534,0.9989179
|
|
94,17592301580443,17592186140402,17592231963534,0.99525064
|
|
95,17592301260776,17592186140402,17592231963534,0.998722
|
|
96,17592301711014,17592186140402,17592231963534,0.9986089
|
|
97,17592297112410,17592186140402,17592231963534,0.9726937
|
|
98,17592301376540,17592186140402,17592231963534,0.97694474
|
|
99,17592285155191,17592186140402,17592231963534,0.8128024
|
|
100,17592301488245,17592186140402,17592231963534,0.99592865
|
|
101,17592286390304,17592186140402,17592231963534,0.9906267
|
|
102,17592295625115,17592186140402,17592231963534,0.9319275
|
|
103,17592300681664,17592186140402,17592231963534,0.9843704
|
|
104,17592300794714,17592186140402,17592231963534,0.9809737
|
|
105,17592300809164,17592186140402,17592231963534,0.9986548
|
|
106,17592292219770,17592186140402,17592231963534,0.9698851
|
|
107,17592295560528,17592186140402,17592231963534,0.9702253
|
|
108,17592301408211,17592186140402,17592231963534,0.9919383
|
|
109,17592299792097,17592186140402,17592231963534,0.9986411
|
|
110,17592301488250,17592186140402,17592231963534,0.9959296
|
|
111,17592301485201,17592186140402,17592231963534,0.99485916
|
|
112,17592301388721,17592186140402,17592231963534,0.9865422
|
|
113,17592300793746,17592186140402,17592231963534,0.9979569
|
|
114,17592301730799,17592186140402,17592231963534,0.9925283
|
|
115,17592301545121,17592186140402,17592231963534,0.99859715
|
|
116,17592301580448,17592186140402,17592231963534,0.99525124
|
|
117,17592298332899,17592186140402,17592231963534,0.9975729
|
|
118,17592291557282,17592186140402,17592231963534,0.99047315
|
|
119,17592287737819,17592186140402,17592231963534,0.9872081
|
|
120,17592291564305,17592186140402,17592231963534,0.9724419
|
|
121,17592301488289,17592186140402,17592231963534,0.9959353
|
|
123,17592295504551,17592186140402,17592231963534,0.999267
|
|
124,17592297112462,17592186140402,17592231963534,0.96506035
|
|
125,17592300170541,17592186140402,17592231963534,0.9672997
|
|
126,17592301630519,17592186140402,17592231963534,0.99812466
|
|
127,17592301619401,17592186140402,17592231963534,0.9716792
|
|
128,17592300171872,17592186140402,17592231963534,0.9996185
|
|
129,17592298910880,17592186140402,17592231963534,0.99316424
|
|
130,17592301222168,17592186140402,17592231963534,0.96514666
|
|
131,17592299608353,17592186140402,17592231963534,0.99847835
|
|
132,17592288592280,17592186140402,17592231963534,0.97562385
|
|
133,17592289198714,17592186140402,17592231963534,0.9992335
|
|
134,17592296358911,17592186140402,17592231963534,0.9575877
|
|
135,17592293387314,17592186140402,17592231963534,0.99896574
|
|
136,17592286390395,17592186140402,17592231963534,0.8650061
|
|
137,17592285291939,17592233156052,17592231963534,0.94562715
|
|
138,17592295505339,17592233156052,17592231963534,0.9529136
|
|
139,17592301220670,17592232608408,17592231963535,0.99972117
|
|
140,17592301618575,17592232608408,17592231963535,0.99993163
|
|
141,17592301670617,17592232608408,17592231963535,0.9998779
|
|
142,17592301483474,17592232608408,17592231963535,0.9990228
|
|
143,17592300878042,17592232608408,17592231963535,0.99993235
|
|
144,17592300689180,17592232608408,17592231963535,0.9999209
|
|
145,17592301670326,17592232608408,17592231963535,0.9996369
|
|
146,17592288549663,17592232599670,17592231963537,0.9959904
|
|
147,17592301027490,17592232599670,17592231963537,0.998179
|
|
148,17592301355088,17592233196269,17592231963549,0.98420614
|
|
149,17592301694512,17592233196269,17592231963549,0.97696894
|
|
150,17592301487478,17592232627053,17592231963549,0.99834764
|
|
151,17592288741440,17592232629531,17592231963549,0.9962174
|
|
152,17592299148902,17592232596991,17592231963555,0.9595333
|
|
153,17592300876163,17592233192003,17592231963556,0.99877715
|
|
154,17592298974763,17592233192003,17592231963556,0.99864596
|
|
155,17592301488751,17592233192003,17592231963556,0.9988143
|
|
156,17592289638438,17592205946557,17592231963556,0.9981056
|
|
157,17592300878736,17592189253674,17592231963556,0.9889413
|
|
158,17592297844346,17592233195740,17592231963556,0.9991972
|
|
159,17592300688135,17592233195740,17592231963556,0.99926746
|
|
160,17592288579087,17592233195740,17592231963556,0.99922496
|
|
161,17592286393734,17592233195740,17592231963556,0.9992128
|
|
162,17592294813578,17592233195740,17592231963556,0.9992197
|
|
163,17592292218579,17592233195740,17592231963556,0.99922496
|
|
164,17592294405582,17592232598266,17592231963557,0.9781748
|
|
165,17592287741440,17592232598266,17592231963557,0.98992795
|
|
166,17592300875497,17592232598266,17592231963557,0.9827623
|
|
167,17592299659364,17592232598266,17592231963557,0.98958284
|
|
168,17592301185698,17592232598266,17592231963557,0.9937555
|
|
169,17592297110781,17592232598266,17592231963557,0.9834918
|
|
170,17592290313868,17592232598266,17592231963557,0.9836186
|
|
171,17592299659334,17592232598266,17592231963557,0.9886553
|
|
172,17592292218630,17592232598266,17592231963557,0.9779021
|
|
173,17592294813564,17592232598266,17592231963557,0.9589856
|
|
174,17592291560054,17592232598266,17592231963557,0.9857726
|
|
175,17592300688162,17592232598266,17592231963557,0.9842175
|
|
176,17592292863122,17592232598266,17592231963557,0.9889959
|
|
177,17592301433884,17592232598266,17592231963557,0.9965201
|
|
178,17592298332839,17592232598266,17592231963557,0.98134017
|
|
179,17592294272741,17592232598266,17592231963557,0.9994241
|
|
180,17592293878547,17592232598266,17592231963557,0.999285
|
|
181,17592292808405,17592232598266,17592231963557,0.9847422
|
|
182,17592300688114,17592232598266,17592231963557,0.985093
|
|
183,17592288549038,17592232598266,17592231963557,0.9993215
|
|
184,17592301615494,17592232598266,17592231963557,0.99844265
|
|
185,17592297110847,17592232598266,17592231963557,0.9839153
|
|
186,17592291559990,17592232598266,17592231963557,0.9880222
|
|
187,17592286393629,17592232598266,17592231963557,0.9875135
|
|
188,17592291559968,17592232598266,17592231963557,0.98393667
|
|
189,17592301027479,17592232598266,17592231963557,0.99868846
|
|
190,17592295557868,17592232598266,17592231963557,0.9676966
|
|
191,17592294813557,17592232598266,17592231963557,0.9778947
|
|
192,17592292218616,17592232598266,17592231963557,0.9754865
|
|
193,17592299659386,17592232598266,17592231963557,0.9879648
|
|
194,17592284925355,17592232598266,17592231963557,0.9993308
|
|
195,17592301427512,17592232598266,17592231963557,0.99940884
|
|
196,17592294405699,17592232598266,17592231963557,0.9821327
|
|
197,17592286796475,17592232598266,17592231963557,0.980592
|
|
198,17592288579080,17592232598266,17592231963557,0.9825169
|
|
199,17592294405619,17592232598266,17592231963557,0.98004156
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1794,17592289099370,17592232591124,17592231963820,0.9944234
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1795,17592294813142,17592232591124,17592231963820,0.9945633
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1796,17592295556727,17592232591124,17592231963820,0.99298906
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1797,17592300879561,17592232591124,17592231963820,0.9942392
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1798,17592289099448,17592232591124,17592231963820,0.9943222
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1799,17592285291429,17592232591124,17592231963820,0.995943
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1800,17592295556797,17592232591124,17592231963820,0.99777144
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1801,17592294401801,17592232591124,17592231963820,0.98850924
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1802,17592288586671,17592232591124,17592231963820,0.99386865
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1803,17592288586529,17592232591124,17592231963820,0.99435323
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1804,17592284633515,17592232591124,17592231963820,0.99369115
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1805,17592293380473,17592232591124,17592231963820,0.9946726
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1806,17592291559193,17592232591124,17592231963820,0.99393725
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1807,17592288586543,17592232591124,17592231963820,0.99399555
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1808,17592293386303,17592232591124,17592231963820,0.99791694
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1809,17592297109537,17592232591124,17592231963820,0.9936259
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1810,17592286803896,17592232591124,17592231963820,0.99449384
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1811,17592293732129,17592232591124,17592231963820,0.9965821
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1812,17592285623296,17592232591124,17592231963820,0.99700654
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1813,17592296373407,17592232591124,17592231963820,0.9978724
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|
1814,17592298332121,17592232591124,17592231963820,0.9943447
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1817,17592291797596,17592232591124,17592231963820,0.976991
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1818,17592285622656,17592232591124,17592231963820,0.99133116
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1819,17592298974885,17592232591124,17592231963820,0.8610653
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1820,17592295556769,17592232591124,17592231963820,0.99820757
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1821,17592297206343,17592232591124,17592231963820,0.97365904
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1822,17592301487926,17592232591124,17592231963820,0.99535495
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1823,17592292416086,17592232591124,17592231963820,0.9943242
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1824,17592295558734,17592232591124,17592231963820,0.99594814
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1825,17592286794316,17592232591124,17592231963820,0.9978793
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|
1826,17592300420196,17592232591124,17592231963820,0.9965942
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|
1827,17592298381115,17592232591124,17592231963820,0.9947044
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|
1828,17592301485391,17592232591124,17592231963820,0.99322546
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1829,17592293588661,17592232591124,17592231963820,0.99641293
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1830,17592294401808,17592232591124,17592231963820,0.98791426
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1831,17592300420754,17592232591124,17592231963820,0.99432254
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1832,17592290312361,17592232591124,17592231963820,0.9761378
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1833,17592289415353,17592232591124,17592231963820,0.9790208
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1834,17592286952752,17592232591124,17592231963820,0.9839449
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1835,17592290934742,17592232591124,17592231963820,0.9763202
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|
1836,17592287528522,17592232591124,17592231963820,0.9940177
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|
1837,17592300879551,17592232591124,17592231963820,0.994705
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|
1838,17592300169507,17592232591124,17592231963820,0.9938521
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|
1839,17592287528094,17592232591124,17592231963820,0.99727905
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1840,17592292983914,17592232591124,17592231963820,0.9842214
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|
1841,17592301109234,17592232591124,17592231963820,0.9940716
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1842,17592284035411,17592232591124,17592231963820,0.99356467
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|
1843,17592292416107,17592232591124,17592231963820,0.9944948
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|
1844,17592286794288,17592232591124,17592231963820,0.9942004
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|
1845,17592294472227,17592232591124,17592231963820,0.99630845
|
|
1846,17592289104683,17592232591124,17592231963820,0.9944573
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|
1847,17592292811066,17592232591124,17592231963820,0.9943013
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|
1848,17592287736448,17592232591124,17592231963820,0.957611
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|
1849,17592299664251,17592232591124,17592231963820,0.9941683
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|
1850,17592291564312,17592232591124,17592231963820,0.9758792
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|
1851,17592285623530,17592232591124,17592231963820,0.99122494
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|
1852,17592298381058,17592232591124,17592231963820,0.9945813
|
|
1853,17592293732787,17592232591124,17592231963820,0.9815143
|
|
1854,17592293386374,17592232591124,17592231963820,0.9932154
|
|
1855,17592291564729,17592232591124,17592231963820,0.9942215
|
|
1856,17592299663273,17592232591124,17592231963820,0.99343807
|
|
1857,17592289104748,17592232591124,17592231963820,0.99396735
|
|
1858,17592300874536,17592232591124,17592231963820,0.99457026
|
|
1859,17592300874681,17592232591124,17592231963820,0.9974684
|
|
1860,17592286794126,17592232591124,17592231963820,0.9977867
|
|
1861,17592294413627,17592232591124,17592231963820,0.9943728
|
|
1862,17592293587884,17592232591124,17592231963820,0.9962955
|
|
1863,17592301105527,17592232591124,17592231963820,0.99402326
|
|
1864,17592286794217,17592232591124,17592231963820,0.9941171
|
|
1865,17592291557267,17592232591124,17592231963820,0.97120994
|
|
1866,17592297584631,17592232591124,17592231963820,0.99375737
|
|
1867,17592288549119,17592232591124,17592231963820,0.99694645
|
|
1868,17592293392880,17592232591124,17592231963820,0.9627718
|
|
1869,17592292417917,17592232591124,17592231963820,0.9945135
|
|
1870,17592291564574,17592232591124,17592231963820,0.9938497
|
|
1871,17592299664171,17592232591124,17592231963820,0.99301094
|
|
1872,17592300693309,17592232591124,17592231963820,0.9875143
|
|
1873,17592289640509,17592232591124,17592231963820,0.9937318
|
|
1874,17592287320100,17592232591124,17592231963820,0.97972953
|
|
1875,17592290316536,17592232591124,17592231963820,0.9937452
|
|
1876,17592297117087,17592232591124,17592231963820,0.9936697
|
|
1877,17592292415560,17592232591124,17592231963820,0.9880834
|
|
1878,17592297863515,17592232591124,17592231963820,0.9953412
|
|
1879,17592286970642,17592232591124,17592231963820,0.979058
|
|
1880,17592301481304,17592232591124,17592231963820,0.99326205
|
|
1881,17592286794048,17592232591124,17592231963820,0.993678
|
|
1882,17592299928102,17592232591124,17592231963820,0.99467677
|
|
1883,17592291559229,17592232591124,17592231963820,0.99376416
|
|
1884,17592292934327,17592232591124,17592231963820,0.9843727
|
|
1885,17592295565364,17592232591124,17592231963820,0.99454266
|
|
1886,17592289415671,17592232591124,17592231963820,0.9966914
|
|
1887,17592289099455,17592232591124,17592231963820,0.997606
|
|
1888,17592286390170,17592232591124,17592231963820,0.9732211
|
|
1889,17592291559186,17592232591124,17592231963820,0.9944223
|
|
1890,17592296373357,17592232591124,17592231963820,0.99324787
|
|
1891,17592292811094,17592232591124,17592231963820,0.9943675
|
|
1892,17592293386472,17592232591124,17592231963820,0.99797785
|
|
1893,17592297116959,17592232591124,17592231963820,0.99357355
|
|
1894,17592297117131,17592232591124,17592231963820,0.99438214
|
|
1895,17592287392998,17592232591124,17592231963820,0.99503076
|
|
1896,17592294472234,17592232591124,17592231963820,0.996474
|
|
1897,17592289319257,17592232591124,17592231963820,0.99683565
|
|
1898,17592288073722,17592232591124,17592231963820,0.98833585
|
|
1899,17592301484405,17592232591124,17592231963820,0.9894521
|
|
1900,17592301487909,17592232591124,17592231963820,0.99581814
|
|
1901,17592299663235,17592232591124,17592231963820,0.9932166
|
|
1902,17592290934749,17592232591124,17592231963820,0.97645617
|
|
1903,17592296036110,17592232591124,17592231963820,0.9798247
|
|
1904,17592286804027,17592232591124,17592231963820,0.99412185
|
|
1905,17592298348121,17592232591124,17592231963820,0.99572295
|
|
1906,17592300879501,17592232591124,17592231963820,0.9944424
|
|
1907,17592284301698,17592232591124,17592231963820,0.99618644
|
|
1908,17592292987267,17592232591124,17592231963820,0.98787963
|
|
1909,17592285623318,17592232591124,17592231963820,0.99592704
|
|
1910,17592301263586,17592232591124,17592231963820,0.9969672
|
|
1911,17592300879465,17592232591124,17592231963820,0.99410975
|
|
1912,17592299148436,17592232591124,17592231963820,0.9933764
|
|
1913,17592284301877,17592232591124,17592231963820,0.9872038
|
|
1914,17592287393471,17592232591124,17592231963820,0.9963983
|
|
1915,17592291867075,17592232591124,17592231963820,0.975695
|
|
1916,17592286803831,17592232591124,17592231963820,0.99813133
|
|
1917,17592297109650,17592232591124,17592231963820,0.99340487
|
|
1918,17592299148461,17592232591124,17592231963820,0.9934044
|
|
1919,17592286803780,17592232591124,17592231963820,0.99433756
|
|
1920,17592287737775,17592232591124,17592231963820,0.9856624
|
|
1921,17592292217827,17592232591124,17592231963820,0.99436045
|
|
1922,17592300172743,17592232591124,17592231963820,0.9941588
|
|
1923,17592298332219,17592232591124,17592231963820,0.9978252
|
|
1924,17592299663881,17592232591124,17592231963820,0.99391687
|
|
1925,17592288586664,17592232591124,17592231963820,0.9936776
|
|
1926,17592294412388,17592232591124,17592231963820,0.9959189
|
|
1927,17592294816394,17592232591124,17592231963820,0.94692945
|
|
1928,17592295565479,17592232591124,17592231963820,0.99466133
|
|
1929,17592285291659,17592232591124,17592231963820,0.98442566
|
|
1930,17592294472189,17592232591124,17592231963820,0.99619097
|
|
1931,17592294413498,17592232591124,17592231963820,0.99379355
|
|
1932,17592301105502,17592232591124,17592231963820,0.99824196
|
|
1933,17592297109622,17592232591124,17592231963820,0.9938093
|
|
1934,17592288577910,17592232591124,17592231963820,0.9938965
|
|
1935,17592284301691,17592232591124,17592231963820,0.9958234
|
|
1936,17592297109474,17592232591124,17592231963820,0.9951079
|
|
1937,17592297424424,17592232591124,17592231963820,0.9794901
|
|
1938,17592300874531,17592232591124,17592231963820,0.99410594
|
|
1939,17592301481319,17592232591124,17592231963820,0.9934826
|
|
1940,17592284035418,17592232591124,17592231963820,0.99311095
|
|
1941,17592299069535,17592232591124,17592231963820,0.968952
|
|
1942,17592295620958,17592232591124,17592231963820,0.99415594
|
|
1943,17592283996159,17592232591124,17592231963820,0.9867197
|
|
1944,17592296358660,17592232591124,17592231963820,0.993091
|
|
1945,17592288095483,17592232591124,17592231963820,0.9791968
|
|
1946,17592300879443,17592232591124,17592231963820,0.9944235
|
|
1947,17592292217943,17592232591124,17592231963820,0.99434906
|
|
1948,17592297116097,17592232591124,17592231963820,0.9959237
|
|
1949,17592289198533,17592232591124,17592231963820,0.9863982
|
|
1950,17592287393757,17592232591124,17592231963820,0.9882499
|
|
1951,17592299664150,17592232591124,17592231963820,0.9934627
|
|
1952,17592286794076,17592232591124,17592231963820,0.9978799
|
|
1953,17592301109245,17592232591124,17592231963820,0.9945574
|
|
1954,17592301694811,17592232591124,17592231963820,0.83357596
|
|
1955,17592299148506,17592232591124,17592231963820,0.9935558
|
|
1956,17592284633536,17592232591124,17592231963820,0.99331915
|
|
1957,17592294811869,17592232591124,17592231963820,0.99064875
|
|
1958,17592287528262,17592232591124,17592231963820,0.991056
|
|
1959,17592301487943,17592232591124,17592231963820,0.99610174
|
|
1960,17592299148491,17592232591124,17592231963820,0.9928037
|
|
1961,17592284159031,17592232591124,17592231963820,0.9884796
|
|
1962,17592295565436,17592232591124,17592231963820,0.99277294
|
|
1963,17592300873741,17592232591124,17592231963820,0.9946249
|
|
1964,17592300169487,17592232591124,17592231963820,0.9937775
|
|
1965,17592289634211,17592232591124,17592231963820,0.9691397
|
|
1966,17592294413683,17592232591124,17592231963820,0.99383545
|
|
1967,17592298332082,17592232591124,17592231963820,0.997862
|
|
1968,17592286794019,17592232591124,17592231963820,0.997813
|
|
1969,17592291557260,17592232591124,17592231963820,0.99109226
|
|
1970,17592300874850,17592232591124,17592231963820,0.9980949
|
|
1971,17592293386458,17592232591124,17592231963820,0.9977285
|
|
1972,17592298381053,17592232591124,17592231963820,0.99401236
|
|
1973,17592290468211,17592232591124,17592231963820,0.9955183
|
|
1974,17592284630170,17592232591124,17592231963820,0.9950539
|
|
1975,17592298329581,17592232591124,17592231963820,0.9945623
|
|
1976,17592289635893,17592232591124,17592231963820,0.99288726
|
|
1977,17592301613926,17592232591124,17592231963820,0.9957475
|
|
1978,17592293393319,17592232591124,17592231963820,0.99305946
|
|
1979,17592299099335,17592232591124,17592231963820,0.99638134
|
|
1980,17592291810718,17592232591124,17592231963820,0.9939002
|
|
1981,17592294413527,17592232591124,17592231963820,0.9940275
|
|
1982,17592299664130,17592232591124,17592231963820,0.9932023
|
|
1983,17592288772175,17592232591124,17592231963820,0.98336196
|
|
1984,17592294955959,17592232591124,17592231963820,0.97387666
|
|
1985,17592286206036,17592232591124,17592231963820,0.98841053
|
|
1986,17592286794210,17592232591124,17592231963820,0.99308044
|
|
1987,17592289640586,17592232591124,17592231963820,0.99319714
|
|
1988,17592289635921,17592232591124,17592231963820,0.9930004
|
|
1989,17592284542926,17592232591124,17592231963820,0.9958404
|
|
1990,17592286794168,17592232591124,17592231963820,0.9939609
|
|
1991,17592286794161,17592232591124,17592231963820,0.9978596
|
|
1992,17592301481299,17592232591124,17592231963820,0.99339825
|
|
1993,17592299664166,17592232591124,17592231963820,0.9931415
|
|
1994,17592292416400,17592232591124,17592231963820,0.99422723
|
|
1995,17592285290527,17592232591124,17592231963820,0.9877351
|
|
1996,17592288586643,17592232591124,17592231963820,0.9939669
|
|
1997,17592296373422,17592232591124,17592231963820,0.99310917
|
|
1998,17592300169497,17592232591124,17592231963820,0.9939581
|
|
1999,17592292810964,17592232591124,17592231963820,0.97414243
|
|
2000,17592297589100,17592232591124,17592231963820,0.9937829
|
|
2001,17592293386367,17592232591124,17592231963820,0.9979533
|
|
2002,17592290313373,17592232591124,17592231963820,0.9936308
|
|
2003,17592287746146,17592232591124,17592231963820,0.997775
|
|
2004,17592286794459,17592232591124,17592231963820,0.9942252
|
|
2005,17592284658566,17592232591124,17592231963820,0.9888452
|
|
2006,17592290313387,17592232591124,17592231963820,0.993563
|
|
2007,17592286803824,17592232591124,17592231963820,0.99382657
|
|
2008,17592296373400,17592232591124,17592231963820,0.9933842
|
|
2009,17592286403009,17592232591124,17592231963820,0.9603724
|
|
2010,17592292217820,17592232591124,17592231963820,0.99432576
|
|
2011,17592298253533,17592232591124,17592231963820,0.99623334
|
|
2012,17592286804034,17592232591124,17592231963820,0.99442816
|
|
2013,17592289635928,17592232591124,17592231963820,0.9935342
|
|
2014,17592301487458,17592232591124,17592231963820,0.9933014
|
|
2015,17592284633435,17592232591124,17592231963820,0.99298245
|
|
2016,17592287740613,17592232591124,17592231963820,0.9935624
|
|
2017,17592292811012,17592232591124,17592231963820,0.99301094
|
|
2018,17592286205909,17592232591124,17592231963820,0.99641913
|
|
2019,17592299664079,17592232591124,17592231963820,0.9933602
|
|
2020,17592293588932,17592232591124,17592231963820,0.9927172
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|
2021,17592301319568,17592232591124,17592231963820,0.94973207
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2022,17592294472197,17592232591124,17592231963820,0.9933428
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2023,17592290887095,17592232591124,17592231963820,0.991402
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|
2024,17592292807597,17592232591124,17592231963820,0.9931687
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2025,17592301488692,17592232591124,17592231963820,0.9982265
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2026,17592290313380,17592232591124,17592231963820,0.99347216
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2027,17592294272033,17592232591124,17592231963820,0.9737879
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2028,17592301221134,17592232591124,17592231963820,0.9527187
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2029,17592298332182,17592232591124,17592231963820,0.99454075
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2030,17592295565443,17592232591124,17592231963820,0.9943867
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2031,17592293587794,17592232591124,17592231963820,0.97282416
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2032,17592290887109,17592232591124,17592231963820,0.99240786
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2033,17592283995104,17592232591124,17592231963820,0.99441725
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2034,17592299099366,17592232591124,17592231963820,0.99669594
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2035,17592288574911,17592232591124,17592231963820,0.98139703
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2036,17592294472212,17592232591124,17592231963820,0.98956585
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2037,17592292222259,17592232591124,17592231963820,0.9942264
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2038,17592290316543,17592232591124,17592231963820,0.99352616
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2039,17592286794379,17592232591124,17592231963820,0.994035
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2040,17592291810338,17592232591124,17592231963820,0.9966286
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2041,17592292807660,17592232591124,17592231963820,0.99804217
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2042,17592292217890,17592232591124,17592231963820,0.9941081
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2043,17592284633479,17592232591124,17592231963820,0.9930662
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2044,17592286390133,17592232591124,17592231963820,0.99334013
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2045,17592288574962,17592232591124,17592231963820,0.99014515
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2046,17592293386310,17592232591124,17592231963820,0.99330586
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2047,17592290316394,17592232591124,17592231963820,0.9889795
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2048,17592289200155,17592232591124,17592231963820,0.99596417
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2049,17592289099356,17592232591124,17592231963820,0.9977171
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2050,17592297863142,17592232591124,17592231963820,0.90742064
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2051,17592301694517,17592232591124,17592231963820,0.9918967
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2052,17592296240720,17592232591124,17592231963820,0.99776536
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2053,17592291557289,17592232591124,17592231963820,0.9709578
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2054,17592300879536,17592232591124,17592231963820,0.9944115
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2055,17592297863510,17592232591124,17592231963820,0.9943452
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2056,17592289099470,17592232591124,17592231963820,0.9939292
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2057,17592297109552,17592232591124,17592231963820,0.9936222
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2058,17592289635872,17592232591124,17592231963820,0.9927515
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2059,17592288682063,17592232591124,17592231963820,0.97701764
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2060,17592301005645,17592232591124,17592231963820,0.9946883
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2061,17592301485293,17592232591124,17592231963820,0.9876271
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2062,17592291211389,17592232591124,17592231963820,0.99048334
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2063,17592297109636,17592232591124,17592231963820,0.99364316
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2064,17592287746132,17592232591124,17592231963820,0.99376744
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2065,17592287527365,17592232591124,17592231963820,0.98081434
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2066,17592284098668,17592232591124,17592231963820,0.98911947
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2067,17592287327013,17592232591124,17592231963820,0.98774743
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2068,17592301488697,17592232591124,17592231963820,0.9982596
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2069,17592295556734,17592232591124,17592231963820,0.99816394
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2070,17592301487857,17592232591124,17592231963820,0.9959182
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2071,17592294413690,17592232591124,17592231963820,0.99369776
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2072,17592287320130,17592232591124,17592231963820,0.98970544
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2073,17592300874618,17592232591124,17592231963820,0.9978646
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2074,17592293588736,17592232591124,17592231963820,0.9628629
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2075,17592284640035,17592232591124,17592231963820,0.99767214
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2076,17592297584704,17592232591124,17592231963820,0.99411273
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2077,17592289640579,17592232591124,17592231963820,0.99321127
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2078,17592301670688,17592232591124,17592231963820,0.9098336
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2079,17592293386353,17592232591124,17592231963820,0.99324477
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2081,17592284542610,17592232591124,17592231963820,0.9951945
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2082,17592294412424,17592232591124,17592231963820,0.9961578
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2083,17592283995559,17592232591124,17592231963820,0.99465007
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2084,17592289099420,17592232591124,17592231963820,0.9946057
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2085,17592292507769,17592232591124,17592231963820,0.99358773
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2086,17592289319485,17592232591124,17592231963820,0.98856664
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2087,17592286730190,17592232591124,17592231963820,0.97282684
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2088,17592301481288,17592232591124,17592231963820,0.9932108
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2089,17592289198540,17592232591124,17592231963820,0.9728194
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2090,17592290466028,17592232591124,17592231963820,0.9778858
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2091,17592295556699,17592232591124,17592231963820,0.99446964
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2092,17592286803723,17592232591124,17592231963820,0.99454385
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2093,17592294813135,17592232591124,17592231963820,0.99424905
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2094,17592284301684,17592232591124,17592231963820,0.995787
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2095,17592288585993,17592232591124,17592231963820,0.990754
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2096,17592300879571,17592232591124,17592231963820,0.9944942
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2097,17592292222393,17592232591124,17592231963820,0.9939529
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2098,17592293386416,17592232591124,17592231963820,0.99305874
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2099,17592295553997,17592232591124,17592231963820,0.9956734
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2100,17592300874686,17592232591124,17592231963820,0.9943024
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2101,17592297843690,17592232591124,17592231963820,0.99419415
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2102,17592286390118,17592232591124,17592231963820,0.98037106
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2103,17592294412381,17592232591124,17592231963820,0.9964139
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2104,17592293392530,17592232591124,17592231963820,0.9882866
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2105,17592284640072,17592232591124,17592231963820,0.9932976
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2106,17592294404266,17592232591124,17592231963820,0.9940793
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2107,17592295553946,17592232591124,17592231963820,0.98125756
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2108,17592284301542,17592232591124,17592231963820,0.99506515
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2109,17592292416079,17592232591124,17592231963820,0.99442035
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2110,17592291910013,17592232591124,17592231963820,0.9906072
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2111,17592295556804,17592232591124,17592231963820,0.9976871
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2112,17592301105482,17592232591124,17592231963820,0.9980744
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2113,17592294811906,17592232591124,17592231963820,0.96771574
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2114,17592293393210,17592232591124,17592231963820,0.99347216
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2115,17592286793997,17592232591124,17592231963820,0.99423766
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2116,17592292807667,17592232591124,17592231963820,0.9979419
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2117,17592286803983,17592232591124,17592231963820,0.99574286
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2118,17592284528338,17592232591124,17592231963820,0.9940236
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2119,17592288578017,17592232591124,17592231963820,0.99418646
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2120,17592288586678,17592232591124,17592231963820,0.99472123
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2121,17592293172604,17592232591124,17592231963820,0.98892146
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2122,17592300874577,17592232591124,17592231963820,0.9939004
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2123,17592294404238,17592232591124,17592231963820,0.9938504
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2124,17592296506972,17592232591124,17592231963820,0.9959595
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2125,17592297824288,17592232591124,17592231963820,0.9710379
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2126,17592292417910,17592232591124,17592231963820,0.9946725
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2127,17592286794480,17592232591124,17592231963820,0.9934506
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2128,17592300170877,17592232591124,17592231963820,0.9791181
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2129,17592301485410,17592232591124,17592231963820,0.9936441
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2130,17592286951468,17592232591124,17592231963820,0.99441415
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2131,17592299307873,17592232591124,17592231963820,0.97826463
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2132,17592292807690,17592232591124,17592231963820,0.99793583
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2133,17592291797603,17592232591124,17592231963820,0.9771508
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2134,17592291069932,17592232591124,17592231963820,0.9955176
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2135,17592290313438,17592232591124,17592231963820,0.99365455
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2136,17592301105445,17592232591124,17592231963820,0.9981943
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2137,17592289104704,17592232591124,17592231963820,0.99537176
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2138,17592292222280,17592232591124,17592231963820,0.9948167
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2139,17592296373378,17592232591124,17592231963820,0.99336356
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2140,17592289638171,17592232591124,17592231963820,0.9933882
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2142,17592295556692,17592232591124,17592231963820,0.9982836
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2159,17592300873713,17592232591124,17592231963820,0.9943128
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2160,17592301481742,17592232591124,17592231963820,0.9943127
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2161,17592297117016,17592232591124,17592231963820,0.9934826
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2162,17592288577889,17592232591124,17592231963820,0.99403346
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2163,17592300879661,17592232591124,17592231963820,0.9953477
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2164,17592289099441,17592232591124,17592231963820,0.9976834
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2166,17592286803630,17592232591124,17592231963820,0.9939927
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2169,17592284034363,17592232591124,17592231963820,0.98571396
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2233,17592288577988,17592232591124,17592231963820,0.99382883
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2234,17592284633399,17592232591124,17592231963820,0.9931435
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|
|
2456,17592285155219,17592232691478,17592232560237,0.99890214
|
|
2457,17592301389240,17592232691478,17592232560237,0.99912024
|
|
2458,17592300878059,17592232881734,17592232816885,0.9910239 ")
|
|
|
|
(defn apply-inference [inference]
|
|
(doseq [p (->> inference (partition-all 100))]
|
|
@(dc/transact conn p)))
|
|
|
|
|
|
(defn check-applied-inference []
|
|
(clojure.pprint/pprint
|
|
(->>
|
|
(dc/q '[:find ?code ?bac ?do ?amount ?vc ?rvn ?ac ?ran
|
|
:in $
|
|
:where
|
|
[?t :transaction/recommended-account ?ra]
|
|
[?ra :account/name ?ran]
|
|
[?t :transaction/account-confidence ?ac]
|
|
|
|
[?t :transaction/recommended-vendor ?rv]
|
|
[?rv :vendor/name ?rvn]
|
|
|
|
[?t :transaction/description-original ?do]
|
|
[?t :transaction/client ?c]
|
|
[?c :client/code ?code]
|
|
[?t :transaction/bank-account ?ba]
|
|
[?ba :bank-account/code ?bac]
|
|
[?t :transaction/amount ?amount]
|
|
]
|
|
(dc/db conn))
|
|
(shuffle)
|
|
(take 10))))
|
|
|
|
|
|
(defn random-infer []
|
|
(let [n (rand-int 1000)
|
|
vs (into [] (map first (dc/q '[:find ?v :in $ :where [?v :vendor/name]] (dc/db conn))))
|
|
as (into [] (map first (dc/q '[:find ?v :in $ :where [?v :account/name]] (dc/db conn))))]
|
|
(->>
|
|
(dc/qseq {:query '[:find ?t
|
|
:where
|
|
[?t :transaction/approval-status :transaction-approval-status/unapproved]
|
|
(not [?t :transaction/vendor])]
|
|
:args [(dc/db conn)]})
|
|
(map first)
|
|
(take n)
|
|
(map (fn [t]
|
|
{:db/id t
|
|
:transaction/recommended-account (rand-nth as)
|
|
:transaction/account-confidence (double (/ (double (rand-int 100)) 100.0))
|
|
:transaction/recommended-vendor (rand-nth vs)})))))
|