diff --git a/api/src/services/text_processing/normalizer.py b/api/src/services/text_processing/normalizer.py
index e9f73c0..280a26e 100644
--- a/api/src/services/text_processing/normalizer.py
+++ b/api/src/services/text_processing/normalizer.py
@@ -4,8 +4,10 @@ Handles various text formats including URLs, emails, numbers, money, and special
 Converts them into a format suitable for text-to-speech processing.
 """
 
+import math
 import re
 from functools import lru_cache
+from typing import List, Optional, Union
 
 import inflect
 from numpy import number
@@ -132,6 +134,7 @@ VALID_UNITS = {
     "px": "pixel",  # CSS units
 }
 
+MONEY_UNITS = {"$": ("dollar", "cent"), "£": ("pound", "pence"), "€": ("euro", "cent")}
 
 # Pre-compiled regex patterns for performance
 EMAIL_PATTERN = re.compile(
@@ -152,37 +155,24 @@ UNIT_PATTERN = re.compile(
 )
 
 TIME_PATTERN = re.compile(
-    r"([0-9]{2} ?: ?[0-9]{2}( ?: ?[0-9]{2})?)( ?(pm|am)\b)?", re.IGNORECASE
+    r"([0-9]{1,2} ?: ?[0-9]{2}( ?: ?[0-9]{2})?)( ?(pm|am)\b)?", re.IGNORECASE
+)
+
+MONEY_PATTERN = re.compile(
+    r"(-?)(["
+    + "".join(MONEY_UNITS.keys())
+    + r"])(\d+(?:\.\d+)?)((?: hundred| thousand| (?:[bm]|tr|quadr)illion|k|m|b|t)*)\b",
+    re.IGNORECASE,
+)
+
+NUMBER_PATTERN = re.compile(
+    r"(-?)(\d+(?:\.\d+)?)((?: hundred| thousand| (?:[bm]|tr|quadr)illion|k|m|b)*)\b",
+    re.IGNORECASE,
 )
 
 INFLECT_ENGINE = inflect.engine()
 
 
-def split_num(num: re.Match[str]) -> str:
-    """Handle number splitting for various formats"""
-    num = num.group()
-    if "." in num:
-        return num
-    elif ":" in num:
-        h, m = [int(n) for n in num.split(":")]
-        if m == 0:
-            return f"{h} o'clock"
-        elif m < 10:
-            return f"{h} oh {m}"
-        return f"{h} {m}"
-    year = int(num[:4])
-    if year < 1100 or year % 1000 < 10:
-        return num
-    left, right = num[:2], int(num[2:4])
-    s = "s" if num.endswith("s") else ""
-    if 100 <= year % 1000 <= 999:
-        if right == 0:
-            return f"{left} hundred{s}"
-        elif right < 10:
-            return f"{left} oh {right}{s}"
-    return f"{left} {right}{s}"
-
-
 def handle_units(u: re.Match[str]) -> str:
     """Converts units to their full form"""
     unit_string = u.group(6).strip()
@@ -208,14 +198,61 @@ def conditional_int(number: float, threshold: float = 0.00001):
     return number
 
 
+def translate_multiplier(multiplier: str) -> str:
+    """Translate multiplier abrevations to words"""
+
+    multiplier_translation = {
+        "k": "thousand",
+        "m": "million",
+        "b": "billion",
+        "t": "trillion",
+    }
+    if multiplier.lower() in multiplier_translation:
+        return multiplier_translation[multiplier.lower()]
+    return multiplier.strip()
+
+
+def split_four_digit(number: float):
+    part1 = str(conditional_int(number))[:2]
+    part2 = str(conditional_int(number))[2:]
+    return f"{INFLECT_ENGINE.number_to_words(part1)} {INFLECT_ENGINE.number_to_words(part2)}"
+
+
+def handle_numbers(n: re.Match[str]) -> str:
+    number = n.group(2)
+
+    try:
+        number = float(number)
+    except:
+        return n.group()
+
+    if n.group(1) == "-":
+        number *= -1
+
+    multiplier = translate_multiplier(n.group(3))
+
+    number = conditional_int(number)
+    if multiplier != "":
+        multiplier = f" {multiplier}"
+    else:
+        if (
+            number % 1 == 0
+            and len(str(number)) == 4
+            and number > 1500
+            and number % 1000 > 9
+        ):
+            return split_four_digit(number)
+
+    return f"{INFLECT_ENGINE.number_to_words(number)}{multiplier}"
+
+
 def handle_money(m: re.Match[str]) -> str:
     """Convert money expressions to spoken form"""
 
-    bill = "dollar" if m.group(2) == "$" else "pound"
-    coin = "cent" if m.group(2) == "$" else "pence"
+    bill, coin = MONEY_UNITS[m.group(2)]
+
     number = m.group(3)
 
-    multiplier = m.group(4)
     try:
         number = float(number)
     except:
@@ -224,12 +261,17 @@ def handle_money(m: re.Match[str]) -> str:
     if m.group(1) == "-":
         number *= -1
 
+    multiplier = translate_multiplier(m.group(4))
+
+    if multiplier != "":
+        multiplier = f" {multiplier}"
+
     if number % 1 == 0 or multiplier != "":
         text_number = f"{INFLECT_ENGINE.number_to_words(conditional_int(number))}{multiplier} {INFLECT_ENGINE.plural(bill, count=number)}"
     else:
         sub_number = int(str(number).split(".")[-1].ljust(2, "0"))
 
-        text_number = f"{INFLECT_ENGINE.number_to_words(int(round(number)))} {INFLECT_ENGINE.plural(bill, count=number)} and {INFLECT_ENGINE.number_to_words(sub_number)} {INFLECT_ENGINE.plural(coin, count=sub_number)}"
+        text_number = f"{INFLECT_ENGINE.number_to_words(int(math.floor(number)))} {INFLECT_ENGINE.plural(bill, count=number)} and {INFLECT_ENGINE.number_to_words(sub_number)} {INFLECT_ENGINE.plural(coin, count=sub_number)}"
 
     return text_number
 
@@ -320,15 +362,31 @@ def handle_phone_number(p: re.Match[str]) -> str:
 def handle_time(t: re.Match[str]) -> str:
     t = t.groups()
 
-    numbers = " ".join(
-        [INFLECT_ENGINE.number_to_words(X.strip()) for X in t[0].split(":")]
-    )
+    time_parts = t[0].split(":")
+
+    numbers = []
+    numbers.append(INFLECT_ENGINE.number_to_words(time_parts[0].strip()))
+
+    minute_number = INFLECT_ENGINE.number_to_words(time_parts[1].strip())
+    if int(time_parts[1]) < 10:
+        if int(time_parts[1]) != 0:
+            numbers.append(f"oh {minute_number}")
+    else:
+        numbers.append(minute_number)
 
     half = ""
-    if t[2] is not None:
-        half = t[2].strip()
+    if len(time_parts) > 2:
+        seconds_number = INFLECT_ENGINE.number_to_words(time_parts[2].strip())
+        second_word = INFLECT_ENGINE.plural("second", int(time_parts[2].strip()))
+        numbers.append(f"and {seconds_number} {second_word}")
+    else:
+        if t[2] is not None:
+            half = " " + t[2].strip()
+        else:
+            if int(time_parts[1]) == 0:
+                numbers.append("o'clock")
 
-    return numbers + half
+    return " ".join(numbers) + half
 
 
 def normalize_text(text: str, normalization_options: NormalizationOptions) -> str:
@@ -366,7 +424,7 @@ def normalize_text(text: str, normalization_options: NormalizationOptions) -> st
     for a, b in zip("、。！，：；？–", ",.!,:;?-"):
         text = text.replace(a, b + " ")
 
-    # Handle simple time in the format of HH:MM:SS
+    # Handle simple time in the format of HH:MM:SS (am/pm)
     text = TIME_PATTERN.sub(
         handle_time,
         text,
@@ -390,15 +448,12 @@ def normalize_text(text: str, normalization_options: NormalizationOptions) -> st
     # Handle numbers and money
     text = re.sub(r"(?<=\d),(?=\d)", "", text)
 
-    text = re.sub(
-        r"(?i)(-?)([$£])(\d+(?:\.\d+)?)((?: hundred| thousand| (?:[bm]|tr|quadr)illion)*)\b",
+    text = MONEY_PATTERN.sub(
         handle_money,
         text,
     )
 
-    text = re.sub(
-        r"\d*\.\d+|\b\d{4}s?\b|(?<!:)\b(?:[1-9]|1[0-2]):[0-5]\d\b(?!:)", split_num, text
-    )
+    text = NUMBER_PATTERN.sub(handle_numbers, text)
 
     text = re.sub(r"\d*\.\d+", handle_decimal, text)
 
diff --git a/api/tests/test_normalizer.py b/api/tests/test_normalizer.py
index 0b48e94..3db0801 100644
--- a/api/tests/test_normalizer.py
+++ b/api/tests/test_normalizer.py
@@ -57,19 +57,19 @@ def test_url_localhost():
         normalize_text(
             "Running on localhost:7860", normalization_options=NormalizationOptions()
         )
-        == "Running on localhost colon 78 60"
+        == "Running on localhost colon seventy-eight sixty"
     )
     assert (
         normalize_text(
             "Server at localhost:8080/api", normalization_options=NormalizationOptions()
         )
-        == "Server at localhost colon 80 80 slash api"
+        == "Server at localhost colon eighty eighty slash api"
     )
     assert (
         normalize_text(
             "Test localhost:3000/test?v=1", normalization_options=NormalizationOptions()
         )
-        == "Test localhost colon 3000 slash test question-mark v equals 1"
+        == "Test localhost colon three thousand slash test question-mark v equals one"
     )
 
 
@@ -79,17 +79,17 @@ def test_url_ip_addresses():
         normalize_text(
             "Access 0.0.0.0:9090/test", normalization_options=NormalizationOptions()
         )
-        == "Access 0 dot 0 dot 0 dot 0 colon 90 90 slash test"
+        == "Access zero dot zero dot zero dot zero colon ninety ninety slash test"
     )
     assert (
         normalize_text(
             "API at 192.168.1.1:8000", normalization_options=NormalizationOptions()
         )
-        == "API at 192 dot 168 dot 1 dot 1 colon 8000"
+        == "API at one hundred and ninety-two dot one hundred and sixty-eight dot one dot one colon eight thousand"
     )
     assert (
         normalize_text("Server 127.0.0.1", normalization_options=NormalizationOptions())
-        == "Server 127 dot 0 dot 0 dot 1"
+        == "Server one hundred and twenty-seven dot zero dot zero dot one"
     )
 
 
@@ -146,6 +146,15 @@ def test_money():
         )
         == "He lost five point three thousand dollars."
     )
+
+    assert (
+        normalize_text(
+            "He went gambling and lost about $25.05k.",
+            normalization_options=NormalizationOptions(),
+        )
+        == "He went gambling and lost about twenty-five point zero five thousand dollars."
+    )
+
     assert (
         normalize_text(
             "To put it weirdly -$6.9 million",
@@ -153,11 +162,140 @@ def test_money():
         )
         == "To put it weirdly minus six point nine million dollars"
     )
+
     assert (
         normalize_text("It costs $50.3.", normalization_options=NormalizationOptions())
         == "It costs fifty dollars and thirty cents."
     )
 
+    assert (
+        normalize_text(
+            "The plant cost $200,000.8.", normalization_options=NormalizationOptions()
+        )
+        == "The plant cost two hundred thousand dollars and eighty cents."
+    )
+
+    assert (
+        normalize_text(
+            "€30.2 is in euros", normalization_options=NormalizationOptions()
+        )
+        == "thirty euros and twenty cents is in euros"
+    )
+
+
+def test_time():
+    """Test time normalization"""
+
+    assert (
+        normalize_text(
+            "Your flight leaves at 10:35 pm",
+            normalization_options=NormalizationOptions(),
+        )
+        == "Your flight leaves at ten thirty-five pm"
+    )
+
+    assert (
+        normalize_text(
+            "He departed for london around 5:03 am.",
+            normalization_options=NormalizationOptions(),
+        )
+        == "He departed for london around five oh three am."
+    )
+
+    assert (
+        normalize_text(
+            "Only the 13:42 and 15:12 slots are available.",
+            normalization_options=NormalizationOptions(),
+        )
+        == "Only the thirteen forty-two and fifteen twelve slots are available."
+    )
+
+    assert (
+        normalize_text(
+            "It is currently 1:00 pm", normalization_options=NormalizationOptions()
+        )
+        == "It is currently one pm"
+    )
+
+    assert (
+        normalize_text(
+            "It is currently 3:00", normalization_options=NormalizationOptions()
+        )
+        == "It is currently three o'clock"
+    )
+
+    assert (
+        normalize_text(
+            "12:00 am is midnight", normalization_options=NormalizationOptions()
+        )
+        == "twelve am is midnight"
+    )
+
+
+def test_number():
+    """Test number normalization"""
+
+    assert (
+        normalize_text(
+            "I bought 1035 cans of soda", normalization_options=NormalizationOptions()
+        )
+        == "I bought one thousand and thirty-five cans of soda"
+    )
+
+    assert (
+        normalize_text(
+            "The bus has a maximum capacity of 62 people",
+            normalization_options=NormalizationOptions(),
+        )
+        == "The bus has a maximum capacity of sixty-two people"
+    )
+
+    assert (
+        normalize_text(
+            "There are 1300 products left in stock",
+            normalization_options=NormalizationOptions(),
+        )
+        == "There are one thousand, three hundred products left in stock"
+    )
+
+    assert (
+        normalize_text(
+            "The population is 7,890,000 people.",
+            normalization_options=NormalizationOptions(),
+        )
+        == "The population is seven million, eight hundred and ninety thousand people."
+    )
+
+    assert (
+        normalize_text(
+            "He looked around but only found 1.6k of the 10k bricks",
+            normalization_options=NormalizationOptions(),
+        )
+        == "He looked around but only found one point six thousand of the ten thousand bricks"
+    )
+
+    assert (
+        normalize_text(
+            "The book has 342 pages.", normalization_options=NormalizationOptions()
+        )
+        == "The book has three hundred and forty-two pages."
+    )
+
+    assert (
+        normalize_text(
+            "He made -50 sales today.", normalization_options=NormalizationOptions()
+        )
+        == "He made minus fifty sales today."
+    )
+
+    assert (
+        normalize_text(
+            "56.789 to the power of 1.35 million",
+            normalization_options=NormalizationOptions(),
+        )
+        == "fifty-six point seven eight nine to the power of one point three five million"
+    )
+
 
 def test_non_url_text():
     """Test that non-URL text is unaffected"""
diff --git a/dev/Test copy 2.py b/dev/Test copy 2.py
new file mode 100644
index 0000000..52634ec
--- /dev/null
+++ b/dev/Test copy 2.py	
@@ -0,0 +1,38 @@
+import base64
+import json
+
+import pydub
+import requests
+
+text = """Running on localhost:7860"""
+
+
+Type = "wav"
+response = requests.post(
+    "http://localhost:8880/dev/captioned_speech",
+    json={
+        "model": "kokoro",
+        "input": text,
+        "voice": "af_heart+af_sky",
+        "speed": 1.0,
+        "response_format": Type,
+        "stream": True,
+    },
+    stream=True,
+)
+
+f = open(f"outputstream.{Type}", "wb")
+for chunk in response.iter_lines(decode_unicode=True):
+    if chunk:
+        temp_json = json.loads(chunk)
+        if temp_json["timestamps"] != []:
+            chunk_json = temp_json
+
+        # Decode base 64 stream to bytes
+        chunk_audio = base64.b64decode(temp_json["audio"].encode("utf-8"))
+
+        # Process streaming chunks
+        f.write(chunk_audio)
+
+        # Print word level timestamps
+        print(chunk_json["timestamps"])