diff --git a/src/jumski/midi_dataset_toolkit/core.clj b/src/jumski/midi_dataset_toolkit/core.clj
index 39acb5c..1886e7f 100644
--- a/src/jumski/midi_dataset_toolkit/core.clj
+++ b/src/jumski/midi_dataset_toolkit/core.clj
@@ -8,5 +8,5 @@
   (if (empty? args)
     (println "Please provide path to midi file or files!")
     (doseq [path args
-            :let [steps-string (toolkit/midi-file-to-steps-string path)]]
+            :let [steps-string (toolkit/midi-file->steps-stream path)]]
       (println steps-string))))
diff --git a/src/jumski/midi_dataset_toolkit/toolkit.clj b/src/jumski/midi_dataset_toolkit/toolkit.clj
index 5f020cd..15933af 100644
--- a/src/jumski/midi_dataset_toolkit/toolkit.clj
+++ b/src/jumski/midi_dataset_toolkit/toolkit.clj
@@ -9,48 +9,6 @@
   (and (= :note-on (:command event))
        (not (nil? (:note event)))))
 
-(defn- simplify-event
-  "Returns map that contains only :timestamp and :note"
-  [event]
-  (select-keys event [:timestamp :note]))
-
-(defn- read-note-ons-from-file
-  "Returns a list of events, flattened from all tracks in midi path from path"
-  [path]
-  (->> (midifile/midi-file path)
-      (:tracks)
-      (map :events)
-      (flatten)
-      (filter note-on?)
-      (map simplify-event)))
-
-(defn- group-by-timestamp
-  "Returns map of timestamp to list of events at given timestamp"
-  [events]
-  (->> (group-by :timestamp events)))
-
-(defn- sort-numerically-by-first
-  "Returns list sorted by first elements of colls, numerically, lower first"
-  [colls]
-  (sort #(< (first %1) (first %2)) colls))
-
-(defn- extract-timestamp-and-note
-  "Returns list of lists of notes"
-  [time-events]
-  (for [[timestamp events] time-events]
-    [timestamp (map :note events)]))
-
-(defn- convert-to-steps
-  "Returns list of lists, each sublist containing :note values for all events
-  occuring at the same :timestamp. Outer list is sorted by :timestamp,
-  lower first."
-  [note-on-events]
-  (->> note-on-events
-      (group-by-timestamp)
-      (extract-timestamp-and-note)
-      (sort-numerically-by-first)
-      (map #(nth % 1))))
-
 (defn- notes-to-bitmask
   "Returns 128-chars long string of 0s and 1s, representing all possible notes
   that should play at given step"
@@ -66,23 +24,31 @@
         str-bitmask (map bool-to-str (reverse bitmask))]
     (clojure.string/join str-bitmask)))
 
-(defn- notes-to-bitstring-steps
-  "Returns list of bitstrings, each representing one step with all notes,
-  where 1s correspond to note being played at this step and 0s to notes being off.
-  Bitstring is encoded in little-endian order (least significant bit is on the right)."
-  [notes]
-  (->> notes
-    (convert-to-steps)
-    (map notes-to-bitmask)
-    (map bitmask-to-bitstring)))
+(defn- events->steps-stream
+  "Converts list of events to multiline string of steps
+  Takes list of hashes (from `overtone.midi.file`) from `:events` for some `:track`
+  and converts it to multiline string of 0s and 1s. Each line is 128 chars long
+  and represents a binary number encoded in little endian, where 1s are notes
+  that are playing for given step."
+  [events]
+  (let [note-ons (filter note-on? events)
+        times-and-notes (map (juxt :timestamp :note) note-ons)
+        times-to-events (group-by first times-and-notes)
+        times-to-notes (for [[k v] times-to-events] [k (vec (map last v))])]
+    (->> (sort-by first times-to-notes)
+         (map last)
+         (map notes-to-bitmask)
+         (map bitmask-to-bitstring)
+         (clojure.string/join "\n"))))
 
 ;;; Public functions
 
-(defn midi-file-to-steps-string
-  "Returns string representing steps composed of bitstrings based on notes
-  read from midi file at path."
+(defn midi-file->steps-stream
+  "Loads midi file and outputs one steps-stream concatenating step-streams for each track."
   [path]
-  (->> (read-note-ons-from-file path)
-    (notes-to-bitstring-steps)
-    (clojure.string/join "\n")))
-
+  (->> (midifile/midi-file path)
+      (:tracks)
+      (map :events)
+      (map events->steps-stream)
+      (filter (complement empty?))
+      (clojure.string/join "\n")))