From f47542d7b0affb6b89a9f9d4e118091d41d11a0f Mon Sep 17 00:00:00 2001
From: Valentine Kweyu <vkweyu@gmail.com>
Date: Sun, 8 Jun 2025 21:30:13 +0300
Subject: [PATCH 1/3] import relevant libraries

---
 student.ipynb | 16 ++++++++++++++--
 1 file changed, 14 insertions(+), 2 deletions(-)

diff --git a/student.ipynb b/student.ipynb
index d3bb34af..848dcdb6 100644
--- a/student.ipynb
+++ b/student.ipynb
@@ -22,11 +22,23 @@
    "source": [
     "# Your code here - remember to use markdown cells for comments as well!"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Import Relevant libraries\n",
+    "import pandas as pd\n",
+    "import sqlite3\n",
+    "import gzip"
+   ]
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "learn-env",
    "language": "python",
    "name": "python3"
   },
@@ -40,7 +52,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.4"
+   "version": "3.8.5"
   }
  },
  "nbformat": 4,

From c7b6d1787733f095c8a14d228672b0ccecd28c4c Mon Sep 17 00:00:00 2001
From: Shem Nderitu <shemnderituh@gmail.com>
Date: Sun, 8 Jun 2025 21:53:49 +0300
Subject: [PATCH 2/3] Create a connection

---
 student.ipynb | 14 ++++++++++++--
 1 file changed, 12 insertions(+), 2 deletions(-)

diff --git a/student.ipynb b/student.ipynb
index 848dcdb6..34d22ecc 100644
--- a/student.ipynb
+++ b/student.ipynb
@@ -25,15 +25,25 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
     "# Import Relevant libraries\n",
     "import pandas as pd\n",
-    "import sqlite3\n",
     "import gzip"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Connect to the SQLite database\n",
+    "import sqlite3\n",
+    "import numpy as np\n"
+   ]
   }
  ],
  "metadata": {

From a009fe8718edb9ad4f22e2792cb1bb21d55a7274 Mon Sep 17 00:00:00 2001
From: Mercy Barminga <barmingamercy@gmail.com>
Date: Sun, 8 Jun 2025 22:10:30 +0300
Subject: [PATCH 3/3] modify data analysis heading

---
 student.ipynb | 13 ++++++++++---
 1 file changed, 10 insertions(+), 3 deletions(-)

diff --git a/student.ipynb b/student.ipynb
index 34d22ecc..d3e14335 100644
--- a/student.ipynb
+++ b/student.ipynb
@@ -16,7 +16,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -25,7 +25,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -36,7 +36,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -44,6 +44,13 @@
     "import sqlite3\n",
     "import numpy as np\n"
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Data Analysis"
+   ]
   }
  ],
  "metadata": {