diff --git a/scratch-sessions/build_ml.clj b/scratch-sessions/build_ml.clj
index 6b39cec7..e74fdc1e 100644
--- a/scratch-sessions/build_ml.clj
+++ b/scratch-sessions/build_ml.clj
@@ -79,7 +79,7 @@
                    :quote? (constantly true))))
 
 (defn write-inference []
-  (with-open [f (io/writer "/mnt/data/dev2/ml-test/input/inference.csv")]
+  (with-open [f (io/writer "~/dev/transaction-training/input/inference.csv")]
     (csv/write-csv f
                    (into [["transaction" "client" "bank" "bank_type" "description" "date" "amount"]]
                          (->> 
diff --git a/scratch-sessions/ingest_ml.clj b/scratch-sessions/ingest_ml.clj
index 75ac1740..07001b8a 100644
--- a/scratch-sessions/ingest_ml.clj
+++ b/scratch-sessions/ingest_ml.clj
@@ -27,18 +27,42 @@
              (partition-all 100))]
     @(dc/transact conn p)))
 
+(defn slurp-csv [c]
+  (with-open [s (io/reader c)]
+    (into [] (csv/read-csv s))))
+
 (defn read-inference []
-  (with-open [reader (io/reader "data/inference-outcome.csv")]
-    (->> (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)}
-                    )))))))
+  (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 "/home/notid/dev/transaction-training/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 "/home/notid/dev/transaction-training/input/vendors.csv"))]
+    inference-vendor->vendor
+    #_(with-open [reader (io/reader "/home/notid/dev/transaction-training/inference-outcome.csv")]
+        (->> (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))]
@@ -76,7 +100,9 @@
         as (into [] (map first (dc/q '[:find ?v :in $ :where [?v :account/name]] (dc/db conn))))]
     (->>
      (dc/qseq {:query '[:find ?t
-                        :where [?t :transaction/client]]
+                        :where
+                        [?t :transaction/approval-status :transaction-approval-status/unapproved]
+                        (not [?t :transaction/vendor])]
                :args [(dc/db conn)]})
      (map first)
      (take n)
diff --git a/src/clj/auto_ap/parse/templates.clj b/src/clj/auto_ap/parse/templates.clj
index 7e5c93e1..18693745 100644
--- a/src/clj/auto_ap/parse/templates.clj
+++ b/src/clj/auto_ap/parse/templates.clj
@@ -605,7 +605,7 @@
     :keywords [#"reelproduce.com"]
     :extract {:date #"([0-9]+/[0-9]+/[0-9]+)"
               :customer-identifier #"Bill To(?:.*?)\n\n\s+(.*?)\s{2,}"
-              :invoice-number #"Invoice #\n.*?([\d\-]+)\n"
+              :invoice-number #"Invoice #\n.*?\n.*?([\d\-]+)\n"
               :total #"Total\s*\n\s+\$([\d\-,]+\.\d{2,2}+)"}
     :parser {:date [:clj-time "MM/dd/yy"]
              :total [:trim-commas-and-negate nil]}}])