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diff --git a/__pycache__/queries.cpython-314.pyc b/__pycache__/queries.cpython-314.pyc
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diff --git a/queries.py b/queries.py
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+def get_rentals_month_query():
+    query = """
+            SELECT * \
+            FROM rental
+            WHERE MONTH(rental_date) = %s
+              AND YEAR(rental_date) = %s; \
+            """
+    return query
\ No newline at end of file
diff --git a/sample.ipynb b/sample.ipynb
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+{
+ "cells": [
+  {
+   "metadata": {},
+   "cell_type": "code",
+   "source": [
+    "from sqlalchemy import create_engine\n",
+    "import pandas as pd\n",
+    "from queries import get_rentals_month_query"
+   ],
+   "id": "fbc121e30a2defb3",
+   "outputs": [],
+   "execution_count": null
+  },
+  {
+   "metadata": {},
+   "cell_type": "code",
+   "source": [
+    "def rentals_month(connection ,month, year):\n",
+    "    query = get_rentals_month_query()\n",
+    "    df = pd.read_sql(query, connection, params=(month, year))\n",
+    "    return df"
+   ],
+   "id": "2724bcdfc25a56fb",
+   "outputs": [],
+   "execution_count": null
+  },
+  {
+   "metadata": {},
+   "cell_type": "code",
+   "source": [
+    "def rental_count_month(df,month,year):\n",
+    "    col_name = f\"rentals_{month:02d}_{year}\"\n",
+    "    rental_counts = df.groupby('customer_id')['rental_id'].count().reset_index()\n",
+    "    rental_counts.columns = ['customer_id', col_name]\n",
+    "    return rental_counts"
+   ],
+   "id": "d6e3619a969c3fe9",
+   "outputs": [],
+   "execution_count": null
+  },
+  {
+   "metadata": {},
+   "cell_type": "code",
+   "source": [
+    "def compare_rentals(df1,df2):\n",
+    "    merged_df = pd.merge(df1, df2, on='customer_id', how='outer')\n",
+    "    count_columns = [col for col in merged_df.columns if col != 'customer_id']\n",
+    "    if len(count_columns) == 2:\n",
+    "        col_m1, col_m2 = count_columns\n",
+    "        merged_df['difference'] = merged_df[col_m2] - merged_df[col_m1]\n",
+    "    return merged_df"
+   ],
+   "id": "6c26b62da3c02da3",
+   "outputs": [],
+   "execution_count": null
+  },
+  {
+   "metadata": {},
+   "cell_type": "code",
+   "source": [
+    "if __name__ == \"__main__\":\n",
+    "    try:\n",
+    "        USER = 'root'\n",
+    "        PASSWORD = '35459583'\n",
+    "        HOST = 'localhost'\n",
+    "        PORT = '3306'\n",
+    "        DATABASE = 'sakila'\n",
+    "        sql_string = f\"mysql+pymysql://{USER}:{PASSWORD}@{HOST}:{PORT}/{DATABASE}\"\n",
+    "        connection = create_engine(sql_string)\n",
+    "        df_rentals_Aug = rentals_month(connection, 8, 2005)\n",
+    "        df_rentals_Jul = rentals_month(connection, 6, 2005)\n",
+    "        if df_rentals_Jul is not None and df_rentals_Aug is not None:\n",
+    "            customer_rental_count_Aug = rental_count_month(df_rentals_Aug,8,2005)\n",
+    "            customer_rental_count_Jul = rental_count_month(df_rentals_Jul,6,2005)\n",
+    "            merged_df= compare_rentals(customer_rental_count_Jul,customer_rental_count_Aug)\n",
+    "            display(merged_df)\n",
+    "        else:\n",
+    "            print(\"No data found\")\n",
+    "    except Exception as e:\n",
+    "        print(e)\n"
+   ],
+   "id": "1c32ed2ef6bbb843",
+   "outputs": [],
+   "execution_count": null
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 2
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython2",
+   "version": "2.7.6"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}