diff --git a/lab-python-lambda-map-reduce-filter.ipynb b/lab-python-lambda-map-reduce-filter.ipynb
index 96c9781..e92e142 100644
--- a/lab-python-lambda-map-reduce-filter.ipynb
+++ b/lab-python-lambda-map-reduce-filter.ipynb
@@ -66,7 +66,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
    "id": "08463071-9351-4d49-8d29-4fcb817fb177",
    "metadata": {},
    "outputs": [],
@@ -94,12 +94,35 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "id": "0781335d-39cf-403d-b86a-ca908a09fe55",
    "metadata": {},
    "outputs": [],
    "source": [
-    "# your code goes here"
+    "# your code goes here\n",
+    "\n",
+    "debits = filter(lambda x: x[1] == 'debit', transactions)\n",
+    "credits = filter(lambda x: x[1] == 'credit', transactions)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "0c7936a6",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[(-1200, 'debit'), (-100, 'debit'), (-250, 'debit'), (-300, 'debit'), (-850, 'debit')]\n",
+      "[(2500, 'credit'), (850, 'credit'), (1500, 'credit'), (5000, 'credit'), (1000, 'credit')]\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(debits)\n",
+    "print(credits)"
    ]
   },
   {
@@ -124,12 +147,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 11,
    "id": "25073469-7258-4fc6-b0a0-ef8ea57688fe",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[(-100, 'debit'), (-250, 'debit'), (-300, 'debit'), (-850, 'debit'), (-1200, 'debit')]\n"
+     ]
+    }
+   ],
    "source": [
-    "# your code goes here"
+    "# your code goes here\n",
+    "\n",
+    "debits = filter(lambda x: x[1] == 'debit', transactions)\n",
+    "sort_descending = lambda x: x[0]\n",
+    "\n",
+    "sorted_debits = sorted(debits, key=sort_descending, reverse=True)\n",
+    "\n",
+    "print(sorted_debits)"
    ]
   },
   {
@@ -158,7 +196,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 13,
    "id": "e1de9d03-f029-4e2e-9733-ae92e3de7527",
    "metadata": {},
    "outputs": [],
@@ -169,12 +207,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 20,
    "id": "2f253b7e-5300-4819-b38f-9fc090554f51",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[105.0, 52.5, -25, 1050.0, -10]\n"
+     ]
+    }
+   ],
    "source": [
-    "# your code goes here"
+    "# your code goes here\n",
+    "interest_rate = 0.05\n",
+    "\n",
+    "apply_interest = lambda balance: balance + (balance * interest_rate) if balance > 0 else balance\n",
+    "new_balances = list(map(apply_interest, balances))\n",
+    "\n",
+    "print(new_balances)\n",
+    "\n"
    ]
   },
   {
@@ -195,7 +248,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 24,
    "id": "69e24c3b-385e-44d6-a8ed-705a3f58e696",
    "metadata": {},
    "outputs": [],
@@ -204,17 +257,34 @@
     "    {'balance': 1000, 'interest_rate': 0.02},\n",
     "    {'balance': 2000, 'interest_rate': 0.01},\n",
     "    {'balance': 500, 'interest_rate': 0.03},\n",
-    "]"
+    "]\n",
+    "\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 25,
    "id": "0906a9b0-d567-4786-96f2-5755611b885e",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[{'balance': 1020.0, 'interest_rate': 0.02}, {'balance': 2020.0, 'interest_rate': 0.01}, {'balance': 515.0, 'interest_rate': 0.03}]\n"
+     ]
+    }
+   ],
    "source": [
-    "# your code goes here\n"
+    "# your code goes here\n",
+    "apply_interest = lambda account: {\n",
+    "    'balance': round(account['balance'] * (1 + account['interest_rate']), 2),\n",
+    "    'interest_rate': account['interest_rate']\n",
+    "}\n",
+    "\n",
+    "updated_accounts = list(map(apply_interest, accounts))\n",
+    "\n",
+    "print(updated_accounts)"
    ]
   },
   {
@@ -243,14 +313,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 26,
    "id": "6284dbd3-e117-411e-8087-352be6deaed4",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-35\n"
+     ]
+    }
+   ],
    "source": [
     "from functools import reduce\n",
     "\n",
-    "# your code goes here"
+    "# your code goes here\n",
+    "\n",
+    "negative_balances = filter(lambda x: x < 0 , new_balances)\n",
+    "total_amount = reduce(lambda x, y: x + y, negative_balances, 0)\n",
+    "\n",
+    "print(total_amount)"
    ]
   },
   {
@@ -273,10 +356,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 28,
    "id": "da2264b5-298e-4b45-99df-852b94e90d15",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[650, 1600, 275]\n"
+     ]
+    }
+   ],
    "source": [
     "accounts = [\n",
     "    {'balance': 1000, 'withdrawals': [100, 50, 200]},\n",
@@ -284,13 +375,19 @@
     "    {'balance': 500, 'withdrawals': [50, 100, 75]},\n",
     "]\n",
     "\n",
-    "# your code goes here\n"
+    "# your code goes here\n",
+    "def calculate_balance(account: dict) -> float:\n",
+    "    remaining_balance = account['balance'] - reduce(lambda x, y: x + y, account['withdrawals'], 0)\n",
+    "    return remaining_balance \n",
+    "\n",
+    "remaining_balances = list(map(calculate_balance, accounts))\n",
+    "print(remaining_balances)\n"
    ]
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "Python 3",
    "language": "python",
    "name": "python3"
   },
@@ -304,7 +401,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.13"
+   "version": "3.13.2"
   }
  },
  "nbformat": 4,