2569 lines
148 KiB
Clojure
2569 lines
148 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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(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
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:transaction/account-confidence nil
|
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:transaction/recommended-vendor nil}]))
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|
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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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|
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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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0,17592303537523,17592258359126,17592231963518,0.99299365
|
|
1,17592303537147,17592258359126,17592231963518,0.96583205
|
|
2,17592303537597,17592258359126,17592231963518,0.99067414
|
|
3,17592303537068,17592258359126,17592231963518,0.98934895
|
|
4,17592303537170,17592258359126,17592231963518,0.9698965
|
|
5,17592303537456,17592258359126,17592231963518,0.98918194
|
|
6,17592303537484,17592258359126,17592231963518,0.9910801
|
|
7,17592303537587,17592258359126,17592231963518,0.98813736
|
|
8,17592303537518,17592258359126,17592231963518,0.9903795
|
|
9,17592303537227,17592258359126,17592231963518,0.9905804
|
|
10,17592303537323,17592258359126,17592231963518,0.9906528
|
|
11,17592303537063,17592258359126,17592231963518,0.98957115
|
|
12,17592298332146,17592232637375,17592231963534,0.9400033
|
|
13,17592288577974,17592232637375,17592231963534,0.95458937
|
|
14,17592298332092,17592232637375,17592231963534,0.9400127
|
|
15,17592292217964,17592232637375,17592231963534,0.8990274
|
|
16,17592302648444,17592232637375,17592231963534,0.9166894
|
|
17,17592298332141,17592232637375,17592231963534,0.9400313
|
|
18,17592286794203,17592232637375,17592231963534,0.92148405
|
|
19,17592303190389,17592232637375,17592231963534,0.8656949
|
|
20,17592288577868,17592232637375,17592231963534,0.9545747
|
|
21,17592294813156,17592232637375,17592231963534,0.91666824
|
|
22,17592286794083,17592232637375,17592231963534,0.8752697
|
|
23,17592294813121,17592232637375,17592231963534,0.9167388
|
|
24,17592292217799,17592232637375,17592231963534,0.8990075
|
|
25,17592300874541,17592232637375,17592231963534,0.9569063
|
|
26,17592303190399,17592232637375,17592231963534,0.8656603
|
|
27,17592292217913,17592232637375,17592231963534,0.8990855
|
|
28,17592297843700,17592232637375,17592231963534,0.92574835
|
|
29,17592300874501,17592232637375,17592231963534,0.9055912
|
|
30,17592298332192,17592232637375,17592231963534,0.9399932
|
|
31,17592300874587,17592232637375,17592231963534,0.9569222
|
|
32,17592298332156,17592232637375,17592231963534,0.94000417
|
|
33,17592298332203,17592232637375,17592231963534,0.94004834
|
|
34,17592300874506,17592232637375,17592231963534,0.95688677
|
|
35,17592302648464,17592232637375,17592231963534,0.91672873
|
|
36,17592297843720,17592232637375,17592231963534,0.9257693
|
|
37,17592302648449,17592232637375,17592231963534,0.9167185
|
|
38,17592286794224,17592232637375,17592231963534,0.9215001
|
|
39,17592286794452,17592232637375,17592231963534,0.8752567
|
|
40,17592286794154,17592232637375,17592231963534,0.92146516
|
|
41,17592302648495,17592232637375,17592231963534,0.9167114
|
|
42,17592294813191,17592232637375,17592231963534,0.9167084
|
|
43,17592286794189,17592232637375,17592231963534,0.8752203
|
|
44,17592292217841,17592232637375,17592231963534,0.89904433
|
|
45,17592303190404,17592232637375,17592231963534,0.8656369
|
|
46,17592300874608,17592232637375,17592231963534,0.9569226
|
|
47,17592288577946,17592232637375,17592231963534,0.95460373
|
|
48,17592292217792,17592232637375,17592231963534,0.8990815
|
|
49,17592303190430,17592232637375,17592231963534,0.8656071
|
|
50,17592297843675,17592232637375,17592231963534,0.9257521
|
|
51,17592294813107,17592232637375,17592231963534,0.9167208
|
|
52,17592300874551,17592232637375,17592231963534,0.9055724
|
|
53,17592294813170,17592232637375,17592231963534,0.91670054
|
|
54,17592294813163,17592232637375,17592231963534,0.91668177
|
|
55,17592286794111,17592232637375,17592231963534,0.9214765
|
|
56,17592302648484,17592232637375,17592231963534,0.91670156
|
|
57,17592288577896,17592232637375,17592231963534,0.9545876
|
|
58,17592286794372,17592232637375,17592231963534,0.87528014
|
|
59,17592292217950,17592232637375,17592231963534,0.8990102
|
|
60,17592302648500,17592232637375,17592231963534,0.9167172
|
|
61,17592300874633,17592232637375,17592231963534,0.9055763
|
|
62,17592300874582,17592232637375,17592231963534,0.9055899
|
|
63,17592297843710,17592232637375,17592231963534,0.9257909
|
|
64,17592288577960,17592232637375,17592231963534,0.954593
|
|
65,17592303190394,17592232637375,17592231963534,0.8656655
|
|
66,17592300874643,17592232637375,17592231963534,0.9568935
|
|
67,17592303190440,17592232637375,17592231963534,0.8655446
|
|
68,17592300874613,17592232637375,17592231963534,0.90556324
|
|
69,17592289099485,17592232637375,17592231963534,0.89900255
|
|
70,17592298332106,17592232637375,17592231963534,0.9400209
|
|
71,17592288577882,17592232637375,17592231963534,0.9546046
|
|
72,17592297843685,17592232637375,17592231963534,0.92576414
|
|
73,17592286794104,17592232637375,17592231963534,0.87521845
|
|
74,17592289099499,17592232637375,17592231963534,0.89899445
|
|
75,17592286794351,17592232637375,17592231963534,0.87524253
|
|
76,17592286794273,17592232637375,17592231963534,0.9214921
|
|
77,17592289099384,17592232637375,17592231963534,0.8990238
|
|
78,17592300874659,17592232637375,17592231963534,0.90558577
|
|
79,17592300874676,17592232637375,17592231963534,0.9055928
|
|
80,17592303190409,17592232637375,17592231963534,0.86561924
|
|
81,17592286794358,17592232637375,17592231963534,0.8751893
|
|
82,17592286794133,17592232637375,17592231963534,0.9214842
|
|
83,17592292217806,17592232637375,17592231963534,0.899091
|
|
84,17592289099377,17592232637375,17592231963534,0.8990482
|
|
85,17592300874562,17592232637375,17592231963534,0.9569107
|
|
86,17592289099405,17592232637375,17592231963534,0.89907223
|
|
87,17592288577861,17592232637375,17592231963534,0.9545896
|
|
88,17592286794302,17592232637375,17592231963534,0.9214913
|
|
89,17592302648459,17592232637375,17592231963534,0.9167422
|
|
90,17592297843680,17592232637375,17592231963534,0.9257594
|
|
91,17592297843695,17592232637375,17592231963534,0.9257205
|
|
92,17592289099427,17592232637375,17592231963534,0.8990004
|
|
93,17592300874546,17592232637375,17592231963534,0.9569126
|
|
94,17592294813177,17592232637375,17592231963534,0.9167312
|
|
95,17592289099492,17592232637375,17592231963534,0.89906096
|
|
96,17592302952543,17592186140402,17592231963534,0.9995548
|
|
97,17592303537058,17592186140402,17592231963534,0.99285364
|
|
98,17592300170546,17592186140402,17592231963534,0.99944985
|
|
99,17592303469332,17592186140402,17592231963534,0.9991844
|
|
100,17592303025256,17592186140402,17592231963534,0.9996444
|
|
101,17592303470530,17592186140402,17592231963534,0.99949497
|
|
102,17592301629391,17592186140402,17592231963534,0.9984238
|
|
103,17592303058044,17592186140402,17592231963534,0.99910545
|
|
104,17592303241014,17592186140402,17592231963534,0.9989459
|
|
105,17592300690220,17592186140402,17592231963534,0.9995858
|
|
106,17592303467994,17592186140402,17592231963534,0.99599946
|
|
107,17592303187462,17592186140402,17592231963534,0.99934465
|
|
108,17592303468023,17592186140402,17592231963534,0.9961842
|
|
109,17592299660767,17592186140402,17592231963534,0.999074
|
|
110,17592297112709,17592186140402,17592231963534,0.99916714
|
|
111,17592301629411,17592186140402,17592231963534,0.99842477
|
|
112,17592303190191,17592186140402,17592231963534,0.98376393
|
|
113,17592299861099,17592186140402,17592231963534,0.99657166
|
|
114,17592292219770,17592186140402,17592231963534,0.9994489
|
|
115,17592303537095,17592186140402,17592231963534,0.9918537
|
|
116,17592295560528,17592186140402,17592231963534,0.9994134
|
|
117,17592297586749,17592186140402,17592231963534,0.99959606
|
|
118,17592301629381,17592186140402,17592231963534,0.9984231
|
|
119,17592301629437,17592186140402,17592231963534,0.9984262
|
|
120,17592301629386,17592186140402,17592231963534,0.9984238
|
|
121,17592303535785,17592186140402,17592231963534,0.99674654
|
|
122,17592303537142,17592186140402,17592231963534,0.98639894
|
|
123,17592301483242,17592186140402,17592231963534,0.99930143
|
|
124,17592301629370,17592186140402,17592231963534,0.99842286
|
|
125,17592298349037,17592186140402,17592231963534,0.9991175
|
|
126,17592299660455,17592186140402,17592231963534,0.9996568
|
|
127,17592303243903,17592186140402,17592231963534,0.99947137
|
|
128,17592292416749,17592186140402,17592231963534,0.99936956
|
|
129,17592297112462,17592186140402,17592231963534,0.9996772
|
|
130,17592301940527,17592186140402,17592231963534,0.9992241
|
|
131,17592301629400,17592186140402,17592231963534,0.9984238
|
|
132,17592300170541,17592186140402,17592231963534,0.9996892
|
|
133,17592302740797,17592186140402,17592231963534,0.999701
|
|
134,17592301629375,17592186140402,17592231963534,0.99842286
|
|
135,17592303537422,17592186140402,17592231963534,0.97925204
|
|
136,17592296370234,17592186140402,17592231963534,0.9915081
|
|
137,17592298974895,17592186140402,17592231963534,0.9965549
|
|
138,17592303329383,17592186140402,17592231963534,0.99959797
|
|
139,17592303470481,17592186140402,17592231963534,0.99974835
|
|
140,17592301629422,17592186140402,17592231963534,0.998425
|
|
141,17592301629432,17592186140402,17592231963534,0.99842525
|
|
142,17592296358911,17592186140402,17592231963534,0.9994594
|
|
143,17592301629427,17592186140402,17592231963534,0.998425
|
|
144,17592301629406,17592186140402,17592231963534,0.9984243
|
|
145,17592301629360,17592186140402,17592231963534,0.99841905
|
|
146,17592301629416,17592186140402,17592231963534,0.998425
|
|
147,17592286798737,17592186140402,17592231963534,0.9990901
|
|
148,17592303023114,17592186140402,17592231963534,0.9998083
|
|
149,17592301629365,17592186140402,17592231963534,0.9984226
|
|
153,17592285291939,17592233156052,17592231963534,0.99620295
|
|
154,17592295505339,17592233156052,17592231963534,0.99651915
|
|
155,17592287262379,17592233156052,17592231963534,0.9970638
|
|
156,17592295620941,17592233156052,17592231963534,0.9979712
|
|
157,17592303470761,17592236928831,17592231963534,0.9962976
|
|
158,17592303026473,17592232608408,17592231963535,0.9982183
|
|
159,17592301481309,17592232608408,17592231963535,0.9988188
|
|
160,17592284548410,17592232608408,17592231963535,0.99962896
|
|
161,17592302642438,17592232608408,17592231963535,0.998926
|
|
162,17592303304203,17592232608408,17592231963535,0.997807
|
|
163,17592303176278,17592232608408,17592231963535,0.9993457
|
|
164,17592303176273,17592232608408,17592231963535,0.99924886
|
|
165,17592284548417,17592232608408,17592231963535,0.9996387
|
|
166,17592303176472,17592232608408,17592231963535,0.99881107
|
|
167,17592303190148,17592232608408,17592231963535,0.9997103
|
|
168,17592302671714,17592232608408,17592231963535,0.99835193
|
|
169,17592302660112,17592232608408,17592231963535,0.9992166
|
|
170,17592302473428,17592232599670,17592231963537,0.98484004
|
|
171,17592288549663,17592232599670,17592231963537,0.9933669
|
|
172,17592302473407,17592232599670,17592231963537,0.97273767
|
|
173,17592303466704,17592233196269,17592231963549,0.998096
|
|
174,17592289696476,17592233196269,17592231963549,0.9984828
|
|
175,17592303254365,17592233196269,17592231963549,0.9997505
|
|
176,17592301107944,17592233196269,17592231963549,0.9995033
|
|
177,17592289696046,17592233398504,17592231963549,0.9990235
|
|
178,17592292227391,17592233398504,17592231963549,0.9989993
|
|
179,17592292862825,17592233398504,17592231963549,0.9990328
|
|
180,17592293873201,17592233398504,17592231963549,0.99828243
|
|
181,17592293873216,17592233398504,17592231963549,0.99837744
|
|
182,17592292862854,17592233398504,17592231963549,0.99890333
|
|
183,17592295101687,17592232627053,17592231963549,0.99971676
|
|
184,17592292215696,17592232627053,17592231963549,0.99986434
|
|
185,17592302810835,17592232627053,17592231963549,0.9998579
|
|
186,17592301579649,17592232627053,17592231963549,0.99998575
|
|
187,17592301579726,17592232627053,17592231963549,0.9999868
|
|
188,17592301355088,17592232627053,17592231963549,0.9996273
|
|
189,17592303536157,17592232626960,17592231963549,0.9955552
|
|
190,17592291070309,17592233194815,17592231963555,0.99998826
|
|
191,17592302822338,17592233194815,17592231963555,0.9999959
|
|
192,17592289199379,17592233194815,17592231963555,0.9999731
|
|
193,17592290466949,17592233194815,17592231963555,0.99998397
|
|
194,17592302823493,17592233194815,17592231963555,0.99999005
|
|
195,17592288682819,17592233194815,17592231963555,0.9999903
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1800,17592286794401,17592232591124,17592231963820,0.99617815
|
|
1801,17592287746146,17592232591124,17592231963820,0.99632126
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|
1802,17592302255658,17592232591124,17592231963820,0.99337715
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|
1803,17592301769691,17592232591124,17592231963820,0.9997113
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|
1804,17592286794459,17592232591124,17592231963820,0.9963185
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|
1805,17592288575044,17592232591124,17592231963820,0.9957119
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|
1806,17592286794473,17592232591124,17592231963820,0.9969502
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|
1807,17592284658566,17592232591124,17592231963820,0.99604475
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|
1808,17592290313387,17592232591124,17592231963820,0.9967262
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|
1809,17592290674146,17592232591124,17592231963820,0.9971869
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|
1810,17592286803824,17592232591124,17592231963820,0.99634063
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|
1811,17592296373400,17592232591124,17592231963820,0.99563414
|
|
1812,17592295554027,17592232591124,17592231963820,0.9953198
|
|
1813,17592292222322,17592232591124,17592231963820,0.9956916
|
|
1814,17592289319763,17592232591124,17592231963820,0.9963854
|
|
1815,17592292217820,17592232591124,17592231963820,0.9957311
|
|
1816,17592285154150,17592232591124,17592231963820,0.9960336
|
|
1817,17592291559151,17592232591124,17592231963820,0.9973287
|
|
1818,17592302256431,17592232591124,17592231963820,0.9957196
|
|
1819,17592302590752,17592232591124,17592231963820,0.994273
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|
1820,17592297584624,17592232591124,17592231963820,0.99722505
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|
1821,17592301955169,17592232591124,17592231963820,0.9966511
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|
1822,17592286804034,17592232591124,17592231963820,0.99529606
|
|
1823,17592289635928,17592232591124,17592231963820,0.99636877
|
|
1824,17592286971277,17592232591124,17592231963820,0.9958945
|
|
1825,17592289099306,17592232591124,17592231963820,0.9969717
|
|
1826,17592284633435,17592232591124,17592231963820,0.99692076
|
|
1827,17592299148451,17592232591124,17592231963820,0.99625295
|
|
1828,17592285623523,17592232591124,17592231963820,0.9960063
|
|
1829,17592295565357,17592232591124,17592231963820,0.9952511
|
|
1830,17592301811323,17592232591124,17592231963820,0.9970004
|
|
1831,17592287740613,17592232591124,17592231963820,0.9967262
|
|
1832,17592295556706,17592232591124,17592231963820,0.9964646
|
|
1833,17592292811012,17592232591124,17592231963820,0.9948027
|
|
1834,17592286205909,17592232591124,17592231963820,0.99417806
|
|
1835,17592293393275,17592232591124,17592231963820,0.9956757
|
|
1836,17592299664079,17592232591124,17592231963820,0.9961407
|
|
1837,17592289199771,17592232591124,17592231963820,0.99360335
|
|
1838,17592293588932,17592232591124,17592231963820,0.9967463
|
|
1839,17592301485425,17592232591124,17592231963820,0.9956648
|
|
1840,17592295556848,17592232591124,17592231963820,0.99613607
|
|
1841,17592303190420,17592232591124,17592231963820,0.9959866
|
|
1842,17592294472197,17592232591124,17592231963820,0.99877894
|
|
1843,17592289099434,17592232591124,17592231963820,0.99649405
|
|
1844,17592290887095,17592232591124,17592231963820,0.9967392
|
|
1845,17592301486233,17592232591124,17592231963820,0.99500495
|
|
1846,17592284557800,17592232591124,17592231963820,0.99634004
|
|
1847,17592284640109,17592232591124,17592231963820,0.9959776
|
|
1848,17592301689643,17592232591124,17592231963820,0.99683875
|
|
1849,17592292807597,17592232591124,17592231963820,0.9960417
|
|
1850,17592302248089,17592232591124,17592231963820,0.9967033
|
|
1851,17592290313380,17592232591124,17592231963820,0.99668133
|
|
1852,17592300874623,17592232591124,17592231963820,0.99591184
|
|
1853,17592300429370,17592232591124,17592231963820,0.99664944
|
|
1854,17592299659731,17592232591124,17592231963820,0.9990729
|
|
1855,17592298332182,17592232591124,17592231963820,0.99556017
|
|
1856,17592295565443,17592232591124,17592231963820,0.99528706
|
|
1857,17592283995104,17592232591124,17592231963820,0.9980147
|
|
1858,17592287263620,17592232591124,17592231963820,0.99574006
|
|
1859,17592294404339,17592232591124,17592231963820,0.9967033
|
|
1860,17592294472212,17592232591124,17592231963820,0.9983421
|
|
1861,17592292222259,17592232591124,17592231963820,0.9960868
|
|
1862,17592290316543,17592232591124,17592231963820,0.99600095
|
|
1863,17592287740592,17592232591124,17592231963820,0.9966787
|
|
1864,17592299658542,17592232591124,17592231963820,0.99700606
|
|
1865,17592286794379,17592232591124,17592231963820,0.9971115
|
|
1866,17592287740564,17592232591124,17592231963820,0.996932
|
|
1867,17592291810338,17592232591124,17592231963820,0.9948208
|
|
1868,17592292807725,17592232591124,17592231963820,0.9960018
|
|
1869,17592284098528,17592232591124,17592231963820,0.99587053
|
|
1870,17592302069894,17592232591124,17592231963820,0.99644077
|
|
1871,17592292807660,17592232591124,17592231963820,0.9963764
|
|
1872,17592292217890,17592232591124,17592231963820,0.99695307
|
|
1873,17592293386381,17592232591124,17592231963820,0.99783844
|
|
1874,17592284633479,17592232591124,17592231963820,0.99628156
|
|
1875,17592284658512,17592232591124,17592231963820,0.995932
|
|
1876,17592297843705,17592232591124,17592231963820,0.99677247
|
|
1877,17592286390133,17592232591124,17592231963820,0.99514586
|
|
1878,17592297584675,17592232591124,17592231963820,0.9971727
|
|
1879,17592288574962,17592232591124,17592231963820,0.9957277
|
|
1880,17592293386310,17592232591124,17592231963820,0.9970351
|
|
1881,17592288586550,17592232591124,17592231963820,0.9961833
|
|
1882,17592302397080,17592232591124,17592231963820,0.9903688
|
|
1883,17592289318923,17592232591124,17592231963820,0.99798256
|
|
1884,17592292222315,17592232591124,17592231963820,0.99610424
|
|
1885,17592289200155,17592232591124,17592231963820,0.99528086
|
|
1886,17592286793976,17592232591124,17592231963820,0.99656034
|
|
1887,17592289099356,17592232591124,17592231963820,0.9965272
|
|
1888,17592300874572,17592232591124,17592231963820,0.99615484
|
|
1889,17592302069878,17592232591124,17592231963820,0.99641085
|
|
1890,17592301694517,17592232591124,17592231963820,0.9969342
|
|
1891,17592302248083,17592232591124,17592231963820,0.99715084
|
|
1892,17592296373350,17592232591124,17592231963820,0.99566764
|
|
1893,17592300879536,17592232591124,17592231963820,0.9962108
|
|
1894,17592288577981,17592232591124,17592231963820,0.9971912
|
|
1895,17592297863510,17592232591124,17592231963820,0.99563044
|
|
1896,17592302477835,17592232591124,17592231963820,0.9964014
|
|
1897,17592302248058,17592232591124,17592231963820,0.9970766
|
|
1898,17592289099470,17592232591124,17592231963820,0.9969267
|
|
1899,17592302829415,17592232591124,17592231963820,0.97602427
|
|
1900,17592291810711,17592232591124,17592231963820,0.9964873
|
|
1901,17592297109552,17592232591124,17592231963820,0.99704194
|
|
1902,17592294813149,17592232591124,17592231963820,0.997192
|
|
1903,17592289635872,17592232591124,17592231963820,0.9965997
|
|
1904,17592303246274,17592232591124,17592231963820,0.9959668
|
|
1905,17592291211389,17592232591124,17592231963820,0.9961686
|
|
1906,17592298381068,17592232591124,17592231963820,0.995779
|
|
1907,17592293386332,17592232591124,17592231963820,0.99691695
|
|
1908,17592297589143,17592232591124,17592231963820,0.99623394
|
|
1909,17592292806569,17592232591124,17592231963820,0.9954183
|
|
1910,17592289199874,17592232591124,17592231963820,0.99397516
|
|
1911,17592291559272,17592232591124,17592231963820,0.997018
|
|
1912,17592297109636,17592232591124,17592231963820,0.9972932
|
|
1913,17592302476542,17592232591124,17592231963820,0.9971537
|
|
1914,17592302256374,17592232591124,17592231963820,0.99592084
|
|
1915,17592287746132,17592232591124,17592231963820,0.9964
|
|
1916,17592301867965,17592232591124,17592231963820,0.996883
|
|
1917,17592284633543,17592232591124,17592231963820,0.996574
|
|
1918,17592286803882,17592232591124,17592231963820,0.9969443
|
|
1919,17592297116104,17592232591124,17592231963820,0.9751027
|
|
1920,17592284098668,17592232591124,17592231963820,0.99567115
|
|
1921,17592284301705,17592232591124,17592231963820,0.9958755
|
|
1922,17592302647747,17592232591124,17592231963820,0.9938977
|
|
1923,17592295556734,17592232591124,17592231963820,0.9969082
|
|
1924,17592287744941,17592232591124,17592231963820,0.9936332
|
|
1925,17592294413690,17592232591124,17592231963820,0.99640715
|
|
1926,17592286804155,17592232591124,17592231963820,0.9966297
|
|
1927,17592287320130,17592232591124,17592231963820,0.9958971
|
|
1928,17592300874618,17592232591124,17592231963820,0.99648255
|
|
1929,17592291564588,17592232591124,17592231963820,0.9963392
|
|
1930,17592297584704,17592232591124,17592231963820,0.99726176
|
|
1931,17592289640579,17592232591124,17592231963820,0.99528766
|
|
1932,17592291559244,17592232591124,17592231963820,0.9971548
|
|
1933,17592293386353,17592232591124,17592231963820,0.9966864
|
|
1934,17592286794231,17592232591124,17592231963820,0.9958781
|
|
1935,17592291564715,17592232591124,17592231963820,0.99602485
|
|
1936,17592297863526,17592232591124,17592231963820,0.99572724
|
|
1937,17592294412424,17592232591124,17592231963820,0.9749226
|
|
1938,17592303024039,17592232591124,17592231963820,0.996609
|
|
1939,17592289099420,17592232591124,17592231963820,0.9957779
|
|
1940,17592301959505,17592232591124,17592231963820,0.9950125
|
|
1941,17592302248042,17592232591124,17592231963820,0.9967329
|
|
1942,17592284640028,17592232591124,17592231963820,0.9958119
|
|
1943,17592289319485,17592232591124,17592231963820,0.9956783
|
|
1944,17592286794062,17592232591124,17592231963820,0.9957938
|
|
1945,17592293386493,17592232591124,17592231963820,0.99644125
|
|
1946,17592303471180,17592232591124,17592231963820,0.995468
|
|
1947,17592301481288,17592232591124,17592231963820,0.99688333
|
|
1948,17592286794415,17592232591124,17592231963820,0.9950334
|
|
1949,17592295556699,17592232591124,17592231963820,0.9965329
|
|
1950,17592286803723,17592232591124,17592231963820,0.99607754
|
|
1951,17592294813135,17592232591124,17592231963820,0.99620247
|
|
1952,17592284301684,17592232591124,17592231963820,0.99381024
|
|
1953,17592288577931,17592232591124,17592231963820,0.9972957
|
|
1954,17592300879571,17592232591124,17592231963820,0.994689
|
|
1955,17592292222393,17592232591124,17592231963820,0.9959574
|
|
1956,17592293386416,17592232591124,17592231963820,0.997003
|
|
1957,17592301109229,17592232591124,17592231963820,0.9948625
|
|
1958,17592287485278,17592232591124,17592231963820,0.996389
|
|
1959,17592294813128,17592232591124,17592231963820,0.99715346
|
|
1960,17592295553997,17592232591124,17592231963820,0.99067354
|
|
1961,17592300874686,17592232591124,17592231963820,0.99701965
|
|
1962,17592297843690,17592232591124,17592231963820,0.99641794
|
|
1963,17592287528529,17592232591124,17592231963820,0.9968495
|
|
1964,17592301959515,17592232591124,17592231963820,0.9950125
|
|
1965,17592294412381,17592232591124,17592231963820,0.9758683
|
|
1966,17592284552341,17592232591124,17592231963820,0.99645644
|
|
1967,17592287746305,17592232591124,17592231963820,0.9960001
|
|
1968,17592284640072,17592232591124,17592231963820,0.9962089
|
|
1969,17592294404266,17592232591124,17592231963820,0.9970761
|
|
1970,17592286794034,17592232591124,17592231963820,0.9969117
|
|
1971,17592297863552,17592232591124,17592231963820,0.99558395
|
|
1972,17592303023992,17592232591124,17592231963820,0.9964878
|
|
1973,17592292416079,17592232591124,17592231963820,0.9958854
|
|
1974,17592303468079,17592232591124,17592231963820,0.9967588
|
|
1975,17592291910013,17592232591124,17592231963820,0.9953427
|
|
1976,17592295556804,17592232591124,17592231963820,0.99694026
|
|
1977,17592290313417,17592232591124,17592231963820,0.9969313
|
|
1978,17592301105482,17592232591124,17592231963820,0.996595
|
|
1979,17592294413505,17592232591124,17592231963820,0.9959548
|
|
1980,17592287746239,17592232591124,17592231963820,0.9965206
|
|
1981,17592293393210,17592232591124,17592231963820,0.99554676
|
|
1982,17592286793997,17592232591124,17592231963820,0.9966168
|
|
1983,17592292807667,17592232591124,17592231963820,0.9964353
|
|
1984,17592286803983,17592232591124,17592231963820,0.9934459
|
|
1985,17592302476548,17592232591124,17592231963820,0.99814355
|
|
1986,17592284528338,17592232591124,17592231963820,0.9981637
|
|
1987,17592301482130,17592232591124,17592231963820,0.9987047
|
|
1988,17592288578017,17592232591124,17592231963820,0.99690366
|
|
1989,17592288586678,17592232591124,17592231963820,0.9957887
|
|
1990,17592301482399,17592232591124,17592231963820,0.9991329
|
|
1991,17592293172604,17592232591124,17592231963820,0.9959237
|
|
1992,17592300874577,17592232591124,17592231963820,0.9970156
|
|
1993,17592291564666,17592232591124,17592231963820,0.9965583
|
|
1994,17592289634167,17592232591124,17592231963820,0.99638087
|
|
1995,17592298381083,17592232591124,17592231963820,0.9939133
|
|
1996,17592294404238,17592232591124,17592231963820,0.9969509
|
|
1997,17592284544343,17592232591124,17592231963820,0.99569625
|
|
1998,17592302256421,17592232591124,17592231963820,0.9963835
|
|
1999,17592294404395,17592232591124,17592231963820,0.9972437
|
|
2000,17592301956402,17592232591124,17592231963820,0.9991669
|
|
2001,17592292417910,17592232591124,17592231963820,0.9946967
|
|
2002,17592284301275,17592232591124,17592231963820,0.99677914
|
|
2003,17592296373429,17592232591124,17592231963820,0.9958489
|
|
2004,17592286794480,17592232591124,17592231963820,0.997287
|
|
2005,17592303190425,17592232591124,17592231963820,0.9948069
|
|
2006,17592301955084,17592232591124,17592231963820,0.99695116
|
|
2007,17592286794147,17592232591124,17592231963820,0.99732375
|
|
2008,17592289640516,17592232591124,17592231963820,0.9953235
|
|
2009,17592301485410,17592232591124,17592231963820,0.99589187
|
|
2010,17592289640912,17592232591124,17592231963820,0.9947712
|
|
2011,17592286803939,17592232591124,17592231963820,0.9963305
|
|
2012,17592292807690,17592232591124,17592231963820,0.9964481
|
|
2013,17592291069932,17592232591124,17592231963820,0.99698186
|
|
2014,17592293588771,17592232591124,17592231963820,0.9959757
|
|
2015,17592290313438,17592232591124,17592231963820,0.9969672
|
|
2016,17592292378497,17592232591124,17592231963820,0.99775743
|
|
2017,17592302830186,17592232591124,17592231963820,0.99527663
|
|
2018,17592301956397,17592232591124,17592231963820,0.9988386
|
|
2019,17592300874491,17592232591124,17592231963820,0.99707574
|
|
2020,17592301955110,17592232591124,17592231963820,0.997651
|
|
2021,17592289104704,17592232591124,17592231963820,0.99469125
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2464,17592286794252,17592232691478,17592232560237,0.9993931
|
|
2465,17592300874603,17592232691478,17592232560237,0.99968493
|
|
2466,17592298380439,17592232691478,17592232560237,0.9705103
|
|
2467,17592298332171,17592232691478,17592232560237,0.9995863
|
|
2468,17592293386388,17592232691478,17592232560237,0.99927807
|
|
2469,17592288578003,17592232691478,17592232560237,0.99970603
|
|
2470,17592302828302,17592232691478,17592232560237,0.9997039
|
|
2471,17592301955120,17592232691478,17592232560237,0.99940836
|
|
2472,17592290313424,17592232691478,17592232560237,0.999338
|
|
2473,17592286794422,17592232691478,17592232560237,0.99942195
|
|
2474,17592297584661,17592232691478,17592232560237,0.99944293
|
|
2475,17592296358646,17592232691478,17592232560237,0.9992195
|
|
2476,17592287740513,17592232691478,17592232560237,0.99934214
|
|
2477,17592294404310,17592232691478,17592232560237,0.999447
|
|
2478,17592292217778,17592232691478,17592232560237,0.9994427
|
|
2479,17592303246306,17592232691478,17592232560237,0.9998917
|
|
2480,17592301769416,17592232586913,17592238735682,0.89155835
|
|
2481,17592301769439,17592255282972,17592238735682,0.96451527
|
|
2482,17592301769727,17592255282972,17592238735682,0.9589415
|
|
2483,17592301769332,17592255282972,17592238735682,0.9532804
|
|
")
|
|
|
|
(defn read-inference-manual []
|
|
(let [numeric-code->account (into {} (dc/q '[:find ?nc ?a
|
|
:in $
|
|
:where [?a :account/numeric-code ?nc]]
|
|
(dc/db conn)))
|
|
#_#_inference-account->account (into {}
|
|
(comp
|
|
(drop 1)
|
|
(map (fn [[a n]]
|
|
[(Long/parseLong a) (numeric-code->account (Long/parseLong n))])))
|
|
(slurp-csv "/mnt/data/dev2/ml-test/input/accounts.csv"))
|
|
vendor-name->vendor (into {} (dc/q '[:find ?vn ?v
|
|
:in $
|
|
:where [?v :vendor/name ?vn]]
|
|
(dc/db conn)))
|
|
#_#_inference-vendor->vendor (into {}
|
|
(comp
|
|
(drop 1)
|
|
(map (fn [[a n]]
|
|
[(Long/parseLong a) (vendor-name->vendor (Long/parseLong n))])))
|
|
(slurp-csv "/mnt/data/dev2/ml-test/input/vendors.csv"))]
|
|
#_inference-vendor->vendor
|
|
(with-open [reader (java.io.StringReader. i)]
|
|
(->> (csv/read-csv reader)
|
|
(into []
|
|
(comp
|
|
(drop 1)
|
|
(map (fn [[_ transaction best-vendor best-account account-confidence]]
|
|
{:db/id (Long/parseLong transaction)
|
|
:transaction/recommended-account (Long/parseLong best-account)
|
|
:transaction/account-confidence (Double/parseDouble account-confidence)
|
|
:transaction/recommended-vendor (Long/parseLong best-vendor)}))))))))
|
|
|
|
(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)})))))
|