date parser updated to work with inference -- addresses unstable did not test

--- examples/src/worksheets/dateparser.clj
+++ examples/src/worksheets/dateparser.clj
@@ -46,7 +46,7 @@

 ;; @@
 ;; =>
-;;; {"type":"html","content":"#multifn[print-method 0xc2cca32]","value":"#multifn[print-method 0xc2cca32]"}
+;;; {"type":"html","content":"#multifn[print-method 0x24c002ec]","value":"#multifn[print-method 0x24c002ec]"}
 ;; <=

 ;; @@
@@ -58,7 +58,7 @@
   (observe* [this string] (observe* dist (count string))))
 ;; @@
 ;; =>
-;;; {"type":"html","content":"#multifn[print-method 0xc2cca32]","value":"#multifn[print-method 0xc2cca32]"}
+;;; {"type":"html","content":"#multifn[print-method 0x24c002ec]","value":"#multifn[print-method 0x24c002ec]"}
 ;; <=

 ;; @@
@@ -118,7 +118,7 @@
          (vec (empirical-distribution (collect-results (take 100000 (infer :importance dateparser ["1/29/1980"]))))))))
 ;; @@
 ;; =>
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 ;; <=

 ;; **
@@ -140,7 +140,7 @@
 (prior/sample-observes-from-prior dateparser [nil])
 ;; @@
 ;; =>
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+;;; {"type":"list-like","open":"[","close":"]","separator":" ","items":[{"type":"list-like","open":"{","close":"}","separator":", ","items":[{"type":"list-like","open":"","close":"","separator":" ","items":[{"type":"html","content":":time-index","value":":time-index"},{"type":"html","content":"0","value":"0"}],"value":"[:time-index 0]"},{"type":"list-like","open":"","close":"","separator":" ","items":[{"type":"html","content":":observe-address","value":":observe-address"},{"type":"html","content":"O15","value":"O15"}],"value":"[:observe-address O15]"},{"type":"list-like","open":"","close":"","separator":" ","items":[{"type":"html","content":":observe-instance","value":":observe-instance"},{"type":"html","content":"0","value":"0"}],"value":"[:observe-instance 0]"},{"type":"list-like","open":"","close":"","separator":" ","items":[{"type":"html","content":":value","value":":value"},{"type":"html","content":""Apr./  23  /1952"","value":"\"Apr./  23  /1952\""}],"value":"[:value \"Apr./  23  /1952\"]"}],"value":"{:time-index 0, :observe-address O15, :observe-instance 0, :value \"Apr./  23  /1952\"}"}],"value":"[{:time-index 0, :observe-address O15, :observe-instance 0, :value \"Apr./  23  /1952\"}]"}
 ;; <=

 ;; @@
@@ -156,7 +156,7 @@
 (map (comp :value first) (repeatedly 10 #(prior/sample-observes-from-prior dateparser [nil])))
 ;; @@
 ;; =>
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 ;; <=

 ;; @@
@@ -165,21 +165,21 @@

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 ;; <=

 ;; @@
 (encode-string (first a))
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-(def test-observations
-  (combine-observes-fn (prior/sample-observes-from-prior pdfa [(repeat 100 nil) alphabet])))
-
-(defn indices [pred coll]
-   (keep-indexed #(when (pred %2) %1) coll))
-
-(defn first-index [pred coll]
-  (first (indices pred coll)))
-
-(first-index #(= % 1) [0 0 1])
-
-(def test-observations-str
-  (apply str (mapv #(nth alphabet (first-index (fn [x] (= x 1)) %)) test-observations)))
-;; @@
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-;;; {"type":"html","content":"#'pdfa/test-observations-str","value":"#'pdfa/test-observations-str"}
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-;; <=
-
-;; @@
-(def test-observations-str (map str (apply str (take 100 "bbbbbbbbabbabbaaabbaaabbabbaaaaaabbaaabbabbaaabbbbbbabbaaabbbbbbbbbbabbbbbbbbbbabbaabbabbbbabbbbaaaaaaaaabbabbabbaaaabbabbaaaaabbaabbabbbbabbbbbbaabbabbabbbbabbabbbbbbaaabbabbbbaaabbbbaaabbbbbbabbaaaa"))))
-(def test-observations (encode-string test-observations-str))
-(println test-observations-str)
-(println test-observations)
-;; @@
-;; ->
-;;; (b b b b b b b b a b b a b b a a a b b a a a b b a b b a a a a a a b b a a a b b a b b a a a b b b b b b a b b a a a b b b b b b b b b b a b b b b b b b b b b a b b a a b b a b b b b a b b b b a a a a)
-;;; [[0 1] [0 1] [0 1] [0 1] [0 1] [0 1] [0 1] [0 1] [1 0] [0 1] [0 1] [1 0] [0 1] [0 1] [1 0] [1 0] [1 0] [0 1] [0 1] [1 0] [1 0] [1 0] [0 1] [0 1] [1 0] [0 1] [0 1] [1 0] [1 0] [1 0] [1 0] [1 0] [1 0] [0 1] [0 1] [1 0] [1 0] [1 0] [0 1] [0 1] [1 0] [0 1] [0 1] [1 0] [1 0] [1 0] [0 1] [0 1] [0 1] [0 1] [0 1] [0 1] [1 0] [0 1] [0 1] [1 0] [1 0] [1 0] [0 1] [0 1] [0 1] [0 1] [0 1] [0 1] [0 1] [0 1] [0 1] [0 1] [1 0] [0 1] [0 1] [0 1] [0 1] [0 1] [0 1] [0 1] [0 1] [0 1] [0 1] [1 0] [0 1] [0 1] [1 0] [1 0] [0 1] [0 1] [1 0] [0 1] [0 1] [0 1] [0 1] [1 0] [0 1] [0 1] [0 1] [0 1] [1 0] [1 0] [1 0] [1 0]]
-;;;
-;; <-
-;; =>
-;;; {"type":"html","content":"nil","value":"nil"}
+;(def test-observations
+;  (combine-observes-fn (prior/sample-observes-from-prior dateparser [nil])))
+
+(def test-observation "14/AUG/2085")
+
+(def test-observation-onehot-representation
+  (combine-observes-fn [{:value test-observation}]))
+;; @@
+;; =>
+;;; {"type":"html","content":"#'dateparser/test-observation-onehot-representation","value":"#'dateparser/test-observation-onehot-representation"}
+;; <=
+
+;; @@
+test-observation
+;; @@
+;; =>
+;;; {"type":"html","content":""14/AUG/2085"","value":"\"14/AUG/2085\""}
 ;; <=

 ;; **
@@ -291,165 +270,10 @@

 ;; @@
 (def num-particles 100)
-(def csis-states (take num-particles (infer :csis pdfa [test-observations-str alphabet] :observe-embedder-input test-observations)))
-;; @@
-;; =>
-;;; {"type":"html","content":"#'pdfa/csis-states","value":"#'pdfa/csis-states"}
-;; <=
-
-;; @@
-(view-top-n-pdfas csis-states 3)
-;; @@
-;; =>
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\" width=\"197\" height=\"181\" alt=\"\" />","value":"#object[java.awt.image.BufferedImage 0x22bf506 \"BufferedImage@22bf506: type = 6 ColorModel: #pixelBits = 32 numComponents = 4 color space = java.awt.color.ICC_ColorSpace@71e604be transparency = 3 has alpha = true isAlphaPre = false ByteInterleavedRaster: width = 197 height = 181 #numDataElements 4 dataOff[0] = 3\"]"},{"type":"html","content":"1.478360653904996E-4","value":"1.478360653904996E-4"}],"value":"[#gorilla_repl.image.ImageView{:image #object[java.awt.image.BufferedImage 0x22bf506 \"BufferedImage@22bf506: type = 6 ColorModel: #pixelBits = 32 numComponents = 4 color space = java.awt.color.ICC_ColorSpace@71e604be transparency = 3 has alpha = true isAlphaPre = false ByteInterleavedRaster: width = 197 height = 181 #numDataElements 4 dataOff[0] = 3\"], :alt \"\", :type \"png\", :width 197, :height 181} 1.478360653904996E-4]"}],"value":"[[#gorilla_repl.image.ImageView{:image #object[java.awt.image.BufferedImage 0x4f318208 \"BufferedImage@4f318208: type = 6 ColorModel: #pixelBits = 32 numComponents = 4 color space = java.awt.color.ICC_ColorSpace@71e604be transparency = 3 has alpha = true isAlphaPre = false ByteInterleavedRaster: width = 197 height = 181 #numDataElements 4 dataOff[0] = 3\"], :alt \"\", :type \"png\", :width 197, :height 181} 0.9913245652569498] [#gorilla_repl.image.ImageView{:image #object[java.awt.image.BufferedImage 0x3b5003d6 \"BufferedImage@3b5003d6: type = 6 ColorModel: #pixelBits = 32 numComponents = 4 color space = java.awt.color.ICC_ColorSpace@71e604be transparency = 3 has alpha = true isAlphaPre = false ByteInterleavedRaster: width = 180 height = 181 #numDataElements 4 dataOff[0] = 3\"], :alt \"\", :type \"png\", :width 180, :height 181} 0.008364876281607694] [#gorilla_repl.image.ImageView{:image #object[java.awt.image.BufferedImage 0x22bf506 \"BufferedImage@22bf506: type = 6 ColorModel: #pixelBits = 32 numComponents = 4 color space = java.awt.color.ICC_ColorSpace@71e604be transparency = 3 has alpha = true isAlphaPre = false ByteInterleavedRaster: width = 197 height = 181 #numDataElements 4 dataOff[0] = 3\"], :alt \"\", :type \"png\", :width 197, :height 181} 1.478360653904996E-4]]"}
-;; <=
-
-;; @@
-(def num-particles 100)
-(def is-states (take num-particles (infer :importance pdfa [test-observations-str alphabet])))
-;; @@
-;; =>
-;;; {"type":"html","content":"#'pdfa/is-states","value":"#'pdfa/is-states"}
-;; <=
-
-;; @@
-(view-top-n-pdfas is-states 3)
-;; @@
-;; =>
-;;; {"type":"list-like","open":"[","close":"]","separator":" ","items":[{"type":"list-like","open":"[","close":"]","separator":" ","items":[{"type":"html","content":"<img 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\" width=\"387\" height=\"419\" alt=\"\" />","value":"#object[java.awt.image.BufferedImage 0x3255f9ff \"BufferedImage@3255f9ff: type = 6 ColorModel: #pixelBits = 32 numComponents = 4 color space = java.awt.color.ICC_ColorSpace@71e604be transparency = 3 has alpha = true isAlphaPre = false ByteInterleavedRaster: width = 387 height = 419 #numDataElements 4 dataOff[0] = 3\"]"},{"type":"html","content":"2.8099952068823317E-6","value":"2.8099952068823317E-6"}],"value":"[#gorilla_repl.image.ImageView{:image #object[java.awt.image.BufferedImage 0x3255f9ff \"BufferedImage@3255f9ff: type = 6 ColorModel: #pixelBits = 32 numComponents = 4 color space = java.awt.color.ICC_ColorSpace@71e604be transparency = 3 has alpha = true isAlphaPre = false ByteInterleavedRaster: width = 387 height = 419 #numDataElements 4 dataOff[0] = 3\"], :alt \"\", :type \"png\", :width 387, :height 419} 2.8099952068823317E-6]"}],"value":"[[#gorilla_repl.image.ImageView{:image #object[java.awt.image.BufferedImage 0x60a0ac72 \"BufferedImage@60a0ac72: type = 6 ColorModel: #pixelBits = 32 numComponents = 4 color space = java.awt.color.ICC_ColorSpace@71e604be transparency = 3 has alpha = true isAlphaPre = false ByteInterleavedRaster: width = 180 height = 181 #numDataElements 4 dataOff[0] = 3\"], :alt \"\", :type \"png\", :width 180, :height 181} 0.714672464892677] [#gorilla_repl.image.ImageView{:image #object[java.awt.image.BufferedImage 0x5499a1ed \"BufferedImage@5499a1ed: type = 6 ColorModel: #pixelBits = 32 numComponents = 4 color space = java.awt.color.ICC_ColorSpace@71e604be transparency = 3 has alpha = true isAlphaPre = false ByteInterleavedRaster: width = 213 height = 181 #numDataElements 4 dataOff[0] = 3\"], :alt \"\", :type \"png\", :width 213, :height 181} 0.28532130099075986] [#gorilla_repl.image.ImageView{:image #object[java.awt.image.BufferedImage 0x3255f9ff \"BufferedImage@3255f9ff: type = 6 ColorModel: #pixelBits = 32 numComponents = 4 color space = java.awt.color.ICC_ColorSpace@71e604be transparency = 3 has alpha = true isAlphaPre = false ByteInterleavedRaster: width = 387 height = 419 #numDataElements 4 dataOff[0] = 3\"], :alt \"\", :type \"png\", :width 387, :height 419} 2.8099952068823317E-6]]"}
-;; <=
-
-;; @@
-(def num-particles 100)
-(def smc-states (take num-particles (infer :smc pdfa [test-observations-str alphabet] :number-of-particles 1000)))
-;; @@
-;; =>
-;;; {"type":"html","content":"#'pdfa/smc-states","value":"#'pdfa/smc-states"}
-;; <=
-
-;; @@
-(view-top-n-pdfas smc-states 5)
-;; @@
-;; =>
-;;; {"type":"list-like","open":"[","close":"]","separator":" ","items":[{"type":"list-like","open":"[","close":"]","separator":" ","items":[{"type":"html","content":"<img 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hAgI4HIeplm24DhmzpwpLV+DRISmTZuqa665JuM5KnIDBgzQ+fqckwsVKqT1SJFgTDToMGnSoK2IVCxDxqgV6BShi1q8eHFt6xAHKFKkiM4k3b9/f1z3hp4qf2vdunWujgmiw5TA8t40b+cnz0MZ6lu3btV5YOzi3AufE3G1aHo3RBrvwBKBwWPiIONugDy60+Rr3759Qu9o48aNGUrUsRKhatWqUb+e3CEmT6ygCIlyzQkTJrg2JogVmzoI+4OxIQnQCshhFUe2Pho1apTl8Q4sEdauXasHwBTj05+A5+Tnow9KfwB+mg7yiWrqQXJb6dKltRx8LF8CBOC1kydPznSd9xo2bJhWw0ZihqIaJhE5Q7ye3mfxIF++fHqyuzUmSE3yHih9czTlvb/44gtVv359fb1cuXKZXn/LLbfo61QLoi2Fd4u/b1rULl26NK7xDjwRBg0apPsRGJEuM1AElOyGI9cTJe3IDsTWbtUXioRdu3ZlFNFE28Fm8+bN+r05KsUTHEO6plixYq6NCffFe+zbty/TdZ5znaOSFcR5uA4JrKCmnOt0I4pnvANPhObNm6saNWpkPEe0y2mVMzuFfYWKB0xo8pkoiInlS+CMzutiKRRidzDvT6GRAQ1ISCdhxef4Q98Edg0MZLv9RCtZt8bE1E1b7w3wnOuFCxfOdJ3IP9ftnXzYGbheqlSpuMbbXGO8yL7lMzMmzA96QPueCGyXnTp1ynhORZqTpwTZdK6zqmQVbPv8XSO4Gy0RMAp53ZIlS6L+W9OnT8841liNyXA2BZ0/DWgwYvSP3BiTsWPHZpzvyfblHvnJc65TO20FaR9cx5C3Owu4zuSNZ7zNtRYtWpwwHnQyIuDqayIgYmXtaWAMN3NUIqhEbS/eEVPgnhWgicTxhtU0lm3ZrL58KdFqrdK40EwcvCVWXHvttVrJG48Sn+3QoUOaALwWLSMDjj2mKYlbY0L3H0Ny8+D51KlTT3gt3iJ+z9+HDKTDQAK8fk73Eu14W/8uuyU7A92LEDLgOm22fEsEvlg+JF9EKCJglPHFJ+JLpxcaE7l169Yxn0/vuusu/ZoePXpETQJz7ECtIhpFCnO8YAcwoFOPnQiJHBPekzZb5vhlHjwnFd7unsUZYOwK6wPZGeNpime8zTX7bovxzXX6S/uWCOb8PGPGjKQcjUjqI43D7tePRASOC6bb5ZYtWyL+HQxJ05iQI4FTzTXtqGrWrKl3DHPutj4MSD1B58itMTHtturWratdo5z9iSvUrl07ZENGVmrsOs79fF+s1vwfXo9oWTzjba7ZGzfy3DgbfEsE40EgshzJWEYQN6uGYbR9z+ww9dNOhqAdq1at0l4wXs8xwmknYKU1qy6TyUx0p3vAM2RWYDfGBGM9nNeI30eDF154Qb++SpUqcY13JCLYvVe+IgIrLR+Ss7JBJPcp0dt4Ec2X4kSEevXq6esjRowI+/4QhkmLYUw7q1Bg8jut8NbmIVbSmN3IjTExAS4qA52IEM1KzPGJRYLX4w6PZ7zNvxcvXpzpvZctW6avFy1a1N/GMky3liRiKPHBmSz0IrYHj9iWI030eAniBBoCcmbnwb9DAZKwAmJERqq1NoYpbWfJtuWBgJlpfm69F0S/TBwhnjGJ9PnMBKadLkRkcSKgxlGJ6+zQdqA8SKScyDdBuJtuukm/loizfWeJ9n6sxjKGNcdmYhMQgOs+Ssh0JkLevHn1hLACP73TytGmTZu4v/B4/9/w4cP179gVsrrbGF+98Q7ZH+Tr2O+FSYf7Md4xifT5IJaTjWKMdvsKHeqzcrxDlTDe8Y7kPvWRtpUzEUhZsOfck2CGkgUrJFs3P2nyHSnBzA0iGH1Se6ArK0TAn84uyEpvktxIz3C6l4oVK+oAU7xjEs24bNq0SQfuChYsqI9C/KReOlQPCsiB54r7wFiGqOzkWRlvcw2bCi8TRjZHwsAE1PAsRGOEBhW4DXv27CkD4XciYFSyskidsjOI1CariboghUQwOff2dF/BsSMiBrg14CjwKRHIyCRfn8COIDNQupNFIiBEMF4ijFJBZtBiFiJID7WAEAHFa9HwORF4idgtBQEhAgEi0g369esnw2QB1WDVq1eXgQgKEQA1CTQRx0AUHANlnomqyBOkCRFMSaM1AS/IIH2B9GpT1SUICBEAeTrk2QuOpTqzMJBvIwgYERYtWqS//BUrVgR+tAYPHqyT2NzQchJ4nAiAkj96AwQdyKuQASoIKBEo1QtiE0Er2AXwog0ZMkSmTVCJAFgJkTSMRkLQjzAaQYkSMxOkKREo+iAXPqi9Ekiywz4QV3LAiQAoUSQ3PogK2dRokOMvECLotGyOR0wKIwwVBKBMwW44adIkmTJChGNAEYISQOTPgwLEhfnMdglGQYCJAEjPZoWMpRQwndGwYUNVuXJlmS5ChMzgWETiGS2UODb4GdTrokwRSTZGEEAigL179+p05AYNGvi67zCSLrhN6TctECI4Yv78+bpsEXkVvwLplkTI3gt8TASAWC0aPPPmzTvhd+wUNOmOVqnaa0D2nGzTMWPGyFQRIoQHk52yTs7RdnU3VKo5VowaNSotRwe7ADWPgwcPylQRIkQG1WykaufKlUt3YgGUNFob96WjNEzJkiW1mJVAiBA18B6hkUkFF+nKdulBa4fOdAA9B7h35BcFQoSYgFAtArFO0uNIBUbb7M8LuPfee7W+p9QeCBFiBlLyofT3MajTJWEPwopwgRAhLlCrwGQP14gCEVnk1r0OlLHxFtn7EwiECGFB4Q4pF05dZuy7gpurLN4d5Co/+OADnROF65ZSU36uW7dOX+f4hs5/KOAFQ+T39ttvl+khRIgNprdXNG2JaKxh70oTC0h5WL16tRYqplkebZGMdHq03WBMAw0k4OmxQHr5iy++qA3kN954QwpwhAjxT056/5ruMqGaXJjf0ZUyWlARh/Y/MQnav5r+xvj3kaSkjwPN9ehtQFCPWAY9BEiJoIsmuwT//uqrr/SOsHbtWt00kBhB9+7ddUIdvRAMiemNQCNA7JmNGzf6On1E4JKxTDIeaRc0rDDdXZzIwGQL16yayU+OT8uWLTNarNJAr1WrVmrChAm6W2SivTkcl2gEOHToUF2AY5oP5s+fX/djDkqmrRAhwWD15ZyN3WAnBM+d+m+xapOykSNHDv06YhLYFLxXsgGpsSu4H4qRuB8abVO87/eMWyGCC0BGnQ48nOGtRyaONqbJHT2QaZMEaTiWQBL+n1fA8QhdJ3RPuW/sC+wKUcQWIsQMJg1pF6Z5OQ/6ckEAzuesuvQFJl3Dy6CLJy1lTT9m2sk69W0WCBHCgok+duxYTQgIgMdn6tSpaRfBxfMFIejfTIHSrFmzZDoJEaIHLkrO2hwx8AQdPXo0rUeQJMPGjRvrHY7exmI/CBEinrNHjhypbYWyZcv6ThKG+EP27Nn17rBmzRqZWkKEE0FhDt3qOQp17dpVy6v7EdgPderU0U4B4ioCIUIG8M8jF8lOMGPGDN+PKKQn4g3pBw0aJFNMiHAsMFazZk3tYQmarDwkgAxB0n8SIjiAgBR+d0o4SWsIIgwZiIYLAkqE/v376wgyRmSQQb81xmH58uVaAoe8JwSViZaT0kFuFBmz5EUdOnRICoH8RAQk1MnnJ4AWdLAzVqtWTddiRJsZS6CuVKlSqlmzZjpBEclJiJOuaiCBJAJ2AVFiOuzIF3cMu3fv1nYSHXeojdiwYUNGbQS7AynfXCfRkHRwMmMxuLGvCDiaOg+CkJCDZobsIAIPE4EifY4C0qg8M8aNG6cnNAHFeBaX9evX6x2WBYbdFtuDf0+fPl0WHK8R4ciRI3rV6ty5c8o+EYE6PDUE7cxRwwvg7I+wAYVAWQW5TTNnztQFURAC9ZDZs2eHfD3NTQYMGKDrLojos2MzRomwR2IZ73jug/R3ZEVJxsQFX7FiRbV06VJvE4FVj91g//79KZtwTmdur2DatGl64m7fvj1h70kvbIqL+Jwcm5yUQqjjcBqX9u3bJ3W8Y70PxitU+a+niUD3TfJtUglTw8DZ22tEIOEwW7ZsOlkv0cC+QDKHqj0i3AYcqRgDkgMXLFig74GfuLUTUZIa7XjHeh+k6OM0MDlcHLU5IpKyD/E9SwSSz7hpvhCvwGtEAJ06ddJJh26AyZInTx5Vvnz5jHR2jqmMgZ18pI9zHfduMsY71vsYOHCgvl66dOlkuJQTRwSMNrZ9L+mEepEIpJkwTm4V9WzatEmfpU16R5kyZRxXXLNCJ1LpO9x4x3ofNGbh+pQpU6L629gSbdu21SW9HM/ZeXFbY0sllQhdunTRxqCX4EUi7NmzR98Ttd1ugfR23LXozZpCKLtyCOniXMcITcZ4x3ofplyXXQ6RBf4/lYG4lJ2Oc+HiMuhUJY0IjRo1cuPs5jsiAMQL3JSa37ZtWwbZcLXyb+NiRay5UqVK+rjBdX6fjPGO9T7wKnGdBdY+sdnxUCqxAoUTlBZx1PCeROkhAK8vUKBA8oiAW6tdu3ZChCjAOd7tqDsK5Igx2ycgCiNMwlQTIdJ9GMEHjkykoVDAtWXLFlWhQgV9vUmTJhHvh/9jxCKSRgSMGoRzhQiRgbHcs2dPV/8GPnoM0XQ9GuEB4zpReCvwGnGdIigr0Kri2MR1J12tpBGB3stek0n0KhH4stwURCa/ieMDqRihjFQS/rxgLIe6D3pTcN1eyovdY1/lURThmhFUcIo9JI0IqFGQSyNEiDxJ+RLdrGDDg8Ln5mcktyVn8GSMd6z30bFjx7A7Ak1pDEy8wb7bYGgnnQh8oLx58woRIsAEnlauXOna30BMoHjx4rpO3JCCyULTE3sgy97uKyvjF+71sd4HaRRcZ2cgm5mdwGojoIJoQIoJ1/r27avV1nkQzzISpEklAh+KP2haR6V68od6pBrsBBiGbql3TJo0SX9Oq/+cHndOY9GmTZssLySxjHes94En0un1HIHI3DUw3iH7g5qYpBOBbcntLd8P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width=\"218\" height=\"303\" alt=\"\" />","value":"#object[java.awt.image.BufferedImage 0xc85cec9 \"BufferedImage@c85cec9: type = 6 ColorModel: #pixelBits = 32 numComponents = 4 color space = java.awt.color.ICC_ColorSpace@4e891fa0 transparency = 3 has alpha = true isAlphaPre = false ByteInterleavedRaster: width = 218 height = 303 #numDataElements 4 dataOff[0] = 3\"]"},{"type":"html","content":"0.0029999999999999723","value":"0.0029999999999999723"}],"value":"[#gorilla_repl.image.ImageView{:image #object[java.awt.image.BufferedImage 0xc85cec9 \"BufferedImage@c85cec9: type = 6 ColorModel: #pixelBits = 32 numComponents = 4 color space = java.awt.color.ICC_ColorSpace@4e891fa0 transparency = 3 has alpha = true isAlphaPre = false ByteInterleavedRaster: width = 218 height = 303 #numDataElements 4 dataOff[0] = 3\"], :alt \"\", :type \"png\", :width 218, :height 303} 0.0029999999999999723]"}],"value":"[[#gorilla_repl.image.ImageView{:image #object[java.awt.image.BufferedImage 0x7a263618 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3\"], :alt \"\", :type \"png\", :width 218, :height 303} 0.0029999999999999723]]"}
-;; <=
-
-;; **
-;;; ## stuff...
-;; **
-
-;; @@
-(with-primitive-procedures [normalize]
-  (defquery even [observedsequence alphabet]
-    (let [num-states 2
-
-          emissiondist (fn [state]
-                         (if (= state 0)
-                           (categorical [["a" 0.5] ["b" 0.5]])
-                           (categorical [["a" 0.0] ["b" 1.0]]))) ; \pi
-
-          transition (fn [state symbol]
-                       (case [state symbol]
-                         [0 "a"] 0
-                         [0 "b"] 1
-                         [1 "a"] 0
-                         [1 "b"] 0)) ; \delta
-          ]
-
-      (loop [obs observedsequence
-             state [0]]
-        (if (not (empty? obs))
-          (let [currentstate (peek state)
-                _ (observe (emissiondist currentstate) (first obs))
-                nextstate (transition currentstate (first obs))]
-            (recur (rest obs)
-                   (conj state nextstate)))
-          (new-pdfa alphabet num-states transition emissiondist))))))
-
-(def num-particles 1)
-(def is-states (take num-particles (infer :importance even [test-observations-str alphabet])))
-;; @@
-;; =>
-;;; {"type":"html","content":"#'pdfa/is-states","value":"#'pdfa/is-states"}
-;; <=
-
-;; @@
-(view-top-n-pdfas is-states 1)
-;; @@
-;; =>
-;;; {"type":"list-like","open":"[","close":"]","separator":" ","items":[{"type":"list-like","open":"[","close":"]","separator":" ","items":[{"type":"html","content":"<img 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\" 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-;; <=
-
-;; **
-;;; Perplexity plots
-;; **
-
-;; @@
-(defn perplexity [data anglican-state & {:keys [base]
-                                         :or {base 2}}]
-  (let [edges (:edges (:result anglican-state))
-        probs (:probs (:result anglican-state))
-
-        transition (fn [state symbol] ((edges state) symbol))
-        emission-dist (fn [state] (categorical (vec (probs state))))
-
-        log-prob-base-e (loop [data data
-                               states [0]
-                               log-prob 0]
-                          (if (empty? data)
-                            log-prob
-                            (let [current-state (peek states)
-                                  current-symbol (first data)
-                                  next-state (transition current-state current-symbol)
-                                  current-log-prob (observe* (emission-dist current-state) current-symbol)]
-                              (recur (rest data)
-                                     (conj states next-state)
-                                     (+ log-prob current-log-prob)))))
-        log-prob (/ log-prob-base-e (Math/log base))
-        ]
-    (Math/pow base (/ (- log-prob) (count data)))))
-
-(defn map-state [anglican-states]
-  (first (sort-by :log-weight > anglican-states)))
-
-(defn run-experiment [algorithm num-particles-list num-trials]
-  (mapv (fn [num-particles]
-          (let [calculate-perplexity (fn []
-                                       (let [states (case algorithm
-                                                      :csis (take num-particles (infer :csis pdfa [test-observations-str alphabet] :observe-embedder-input test-observations))
-                                                      :importance (take num-particles (infer :importance pdfa [test-observations-str alphabet]))
-                                                      :smc (take num-particles (infer :smc pdfa [test-observations-str alphabet] :number-of-particles num-particles))
-                                                      (throw (Exception. (str "can't run algorithm with algorithm " algorithm))))]
-                                         (perplexity test-observations-str (map-state states))))
-                perplexities (vec (repeatedly num-trials calculate-perplexity))]
-            {:num-particles num-particles :perplexities perplexities}))
-        num-particles-list))
-
-(defn experiment-result->str [experiment-result]
-  (clojure.string/join
-    "\n"
-    (map (fn [row]
-           (str (:num-particles row) ","
-                (clojure.string/join "," (:perplexities row))))
-         experiment-result)))
-;; @@
-
-;; @@
-(def num-particles-list [10 20 30 40 50])
-(def num-trials 10)
-;; @@
-
-;; @@
-(spit "csis-pdfa-perplexities.csv" (experiment-result->str (run-experiment :csis num-particles-list num-trials)))
-(print (slurp "csis-pdfa-perplexities.csv"))
-;; @@
-
-;; @@
-(spit "is-pdfa-perplexities.csv" (experiment-result->str (run-experiment :importance num-particles-list num-trials)))
-(print (slurp "is-pdfa-perplexities.csv"))
-;; @@
-
-;; @@
-(spit "smc-pdfa-perplexities.csv" (experiment-result->str (run-experiment :smc num-particles-list num-trials)))
-(print (slurp "smc-pdfa-perplexities.csv"))
-;; @@
+(def csis-states (take num-particles (infer :csis dateparser [test-observation] :observe-embedder-input test-observation-onehot-representation)))
+(take 5 (reverse (sort-by second
+         (vec (empirical-distribution (collect-results csis-states))))))
+;; @@
+;; =>
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+;; <=