From 0a3b8b7afef2809246f15fa48e770948c53342c2 Mon Sep 17 00:00:00 2001
From: Cole Nelson <ctnelson1997@gmail.com>
Date: Thu, 30 Nov 2023 14:14:35 -0600
Subject: [PATCH] cole lec35

---
 .../Lec35_Plotting2_Solution_Nelson.ipynb     | 176 +++++++++++++-----
 .../Lec35_Plotting2_Template_Nelson.ipynb     |  27 ++-
 2 files changed, 158 insertions(+), 45 deletions(-)

diff --git a/f23/Cole_Lecture_Notes/35_Plotting2/Lec35_Plotting2_Solution_Nelson.ipynb b/f23/Cole_Lecture_Notes/35_Plotting2/Lec35_Plotting2_Solution_Nelson.ipynb
index 6c4e915..e6a6176 100644
--- a/f23/Cole_Lecture_Notes/35_Plotting2/Lec35_Plotting2_Solution_Nelson.ipynb
+++ b/f23/Cole_Lecture_Notes/35_Plotting2/Lec35_Plotting2_Solution_Nelson.ipynb
@@ -19,6 +19,18 @@
     "matplotlib.rcParams[\"font.size\"] = 12"
    ]
   },
+  {
+   "attachments": {
+    "image.png": {
+     "image/png": 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"
+    }
+   },
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "![image.png](attachment:image.png)"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -483,11 +495,87 @@
     "\"\"\", iris_conn)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>class</th>\n",
+       "      <th>AVG(\"pet-length\")</th>\n",
+       "      <th>AVG(\"pet-width\")</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Iris-setosa</td>\n",
+       "      <td>1.464</td>\n",
+       "      <td>0.244</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Iris-versicolor</td>\n",
+       "      <td>4.260</td>\n",
+       "      <td>1.326</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Iris-virginica</td>\n",
+       "      <td>5.552</td>\n",
+       "      <td>2.026</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "             class  AVG(\"pet-length\")  AVG(\"pet-width\")\n",
+       "0      Iris-setosa              1.464             0.244\n",
+       "1  Iris-versicolor              4.260             1.326\n",
+       "2   Iris-virginica              5.552             2.026"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Warmup 6: Using SQL, get the average petal length and width for each class of flower.\n",
+    "\n",
+    "pd.read_sql(\"\"\"\n",
+    "SELECT class, AVG(\"pet-length\"), AVG(\"pet-width\")\n",
+    "FROM iris\n",
+    "GROUP BY class\n",
+    "\"\"\", iris_conn)"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Lecture 36:  Scatter Plots\n",
+    "# Lecture 35:  Scatter Plots\n",
     "**Learning Objectives**\n",
     "- Set the marker, color, and size of scatter plot data\n",
     "- Calculate correlation between DataFrame columns\n",
@@ -506,7 +594,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -579,7 +667,7 @@
        "4    2     2.5       1.5"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -624,7 +712,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -633,7 +721,7 @@
        "<Axes: xlabel='age', ylabel='height'>"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -664,7 +752,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -673,7 +761,7 @@
        "<Axes: xlabel='age', ylabel='height'>"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -695,7 +783,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -704,7 +792,7 @@
        "Text(0.5, 1.0, 'Tree Age vs Height')"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 11,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -734,7 +822,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -793,7 +881,7 @@
        "diameter  0.854578  0.839345  1.000000"
       ]
      },
-     "execution_count": 11,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -806,7 +894,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -815,7 +903,7 @@
        "0.7974683544303798"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -834,7 +922,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -843,7 +931,7 @@
        "<Axes: xlabel='age', ylabel='height'>"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -865,7 +953,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -874,7 +962,7 @@
        "<Axes: xlabel='age', ylabel='height'>"
       ]
      },
-     "execution_count": 14,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -910,7 +998,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
@@ -1052,7 +1140,7 @@
        "[150 rows x 5 columns]"
       ]
      },
-     "execution_count": 15,
+     "execution_count": 16,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1071,16 +1159,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "['Iris-versicolor', 'Iris-setosa', 'Iris-virginica']"
+       "['Iris-virginica', 'Iris-setosa', 'Iris-versicolor']"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1093,7 +1181,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
@@ -1102,7 +1190,7 @@
        "['Iris-setosa', 'Iris-versicolor', 'Iris-virginica']"
       ]
      },
-     "execution_count": 17,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1125,7 +1213,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1135,7 +1223,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
@@ -1144,7 +1232,7 @@
        "<Axes: xlabel='pet-width', ylabel='pet-length'>"
       ]
      },
-     "execution_count": 19,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -1166,7 +1254,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [
     {
@@ -1216,7 +1304,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [
     {
@@ -1265,7 +1353,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [
     {
@@ -1315,7 +1403,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1324,7 +1412,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
     {
@@ -1377,7 +1465,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1387,7 +1475,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1406,7 +1494,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [
     {
@@ -1446,7 +1534,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
@@ -1522,7 +1610,7 @@
        "3     Seth    BC  2.5           6      72"
       ]
      },
-     "execution_count": 28,
+     "execution_count": 29,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1565,7 +1653,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [
     {
@@ -1578,7 +1666,7 @@
        "Name: height, dtype: string"
       ]
      },
-     "execution_count": 29,
+     "execution_count": 30,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1603,7 +1691,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [
     {
@@ -1612,7 +1700,7 @@
        "<Axes: xlabel='attendance', ylabel='gpa'>"
       ]
      },
-     "execution_count": 30,
+     "execution_count": 31,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -1633,14 +1721,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "C:\\Users\\ctnelson1997\\AppData\\Local\\Temp\\ipykernel_12312\\882796491.py:1: FutureWarning: The default value of numeric_only in DataFrame.corr is deprecated. In a future version, it will default to False. Select only valid columns or specify the value of numeric_only to silence this warning.\n",
+      "C:\\Users\\ctnelson1997\\AppData\\Local\\Temp\\ipykernel_20336\\882796491.py:1: FutureWarning: The default value of numeric_only in DataFrame.corr is deprecated. In a future version, it will default to False. Select only valid columns or specify the value of numeric_only to silence this warning.\n",
       "  students.corr()\n"
      ]
     },
@@ -1700,7 +1788,7 @@
        "height     -0.464758   -0.635586  1.000000"
       ]
      },
-     "execution_count": 31,
+     "execution_count": 32,
      "metadata": {},
      "output_type": "execute_result"
     }
diff --git a/f23/Cole_Lecture_Notes/35_Plotting2/Lec35_Plotting2_Template_Nelson.ipynb b/f23/Cole_Lecture_Notes/35_Plotting2/Lec35_Plotting2_Template_Nelson.ipynb
index 42bf971..39200c3 100644
--- a/f23/Cole_Lecture_Notes/35_Plotting2/Lec35_Plotting2_Template_Nelson.ipynb
+++ b/f23/Cole_Lecture_Notes/35_Plotting2/Lec35_Plotting2_Template_Nelson.ipynb
@@ -19,6 +19,18 @@
     "matplotlib.rcParams[\"font.size\"] = 12"
    ]
   },
+  {
+   "attachments": {
+    "image.png": {
+     "image/png": 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"
+    }
+   },
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "![image.png](attachment:image.png)"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -109,11 +121,24 @@
     "\"\"\", iris_conn)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Warmup 6: Using SQL, get the average petal length and width for each class of flower.\n",
+    "\n",
+    "pd.read_sql(\"\"\"\n",
+    "\n",
+    "\"\"\", iris_conn)"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Lecture 36:  Scatter Plots\n",
+    "# Lecture 35:  Scatter Plots\n",
     "**Learning Objectives**\n",
     "- Set the marker, color, and size of scatter plot data\n",
     "- Calculate correlation between DataFrame columns\n",
-- 
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