{
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"
    }
   },
   "cell_type": "markdown",
   "id": "1c7524e2-ddd2-4c44-aacb-c2a49ea0a385",
   "metadata": {},
   "source": [
    "# Load the dirty student and dirty books data\n",
    "![Screenshot 2024-10-30 at 1.39.37 AM.png](attachment:7f720156-61c1-4c1d-a29b-20d7b0b12c0d.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c65abbd8-8b92-4614-aceb-f5a3c2206c9d",
   "metadata": {},
   "source": [
    "## Student and book weights with missing values\n",
    "#### -1 is the placeholder for missing weights."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dd683001-bd68-4bf5-9df3-b4634d79bc43",
   "metadata": {},
   "outputs": [],
   "source": [
    "dirty_student = [48.50, 54.50, 61.25, 65.00, 69.00, 74.50, 85.00,    -1, 89.00, 99.00, 105.00, 112.00, 123.00, 134.00, 142.00]\n",
    "dirty_books   = [ 8.00,  9.44, 10.08,    -1, 11.81, 12.28, 13.61, 14.00, 15.13, 15.47,     -1, 17.36,  18.07,  20.29,  16.06 ]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aacbbf4c-dc66-4ff7-9272-7b6ab0ebf93e",
   "metadata": {},
   "source": [
    "## Load the `weights_dirty` table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b743560b-2f67-4256-ba14-157600664bee",
   "metadata": {},
   "outputs": [],
   "source": [
    "from data201 import db_connection, df_query\n",
    "\n",
    "conn = db_connection(config_file = 'MissingWeights.ini')\n",
    "cursor = conn.cursor()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c57cea5d-cfa2-4ce5-afcf-180b0d769f04",
   "metadata": {},
   "outputs": [],
   "source": [
    "cursor.execute('DROP TABLE IF EXISTS dirty_weights')\n",
    "\n",
    "sql = ( \"\"\"\n",
    "        CREATE TABLE dirty_weights\n",
    "        (\n",
    "            student DOUBLE NOT NULL,\n",
    "            books   DOUBLE NOT NULL,\n",
    "            PRIMARY KEY(student, books)\n",
    "        )\n",
    "        \"\"\"\n",
    "      )\n",
    "\n",
    "cursor.execute(sql)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a2b1c306-3ec5-4418-b4e4-93ae7c69a65b",
   "metadata": {},
   "outputs": [],
   "source": [
    "dirty = list(zip(dirty_student, dirty_books))\n",
    "dirty"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a981909a-545d-483c-ac3b-326b5ce9ddbb",
   "metadata": {},
   "outputs": [],
   "source": [
    "sql = ( \"\"\"\n",
    "        INSERT INTO dirty_weights\n",
    "        VALUES (%s, %s)\n",
    "        \"\"\"\n",
    "      )\n",
    "\n",
    "cursor.executemany(sql, dirty)\n",
    "conn.commit()\n",
    "\n",
    "df_query(conn,\n",
    "    \"\"\"\n",
    "    SELECT student AS student_weights,\n",
    "           books AS book_weights\n",
    "    FROM dirty_weights\n",
    "    \"\"\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e680f54f-1c2d-417c-8a6b-e2f0f04ad310",
   "metadata": {},
   "outputs": [],
   "source": [
    "cursor.close()\n",
    "conn.close()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
