From ddaa2a380ae58c574415dd7d862d95e151c8f730 Mon Sep 17 00:00:00 2001
From: Imtiaz Faruk <imtiazfaruk10@gmail.com>
Date: Tue, 14 Jan 2025 12:51:22 +0100
Subject: [PATCH] Lab Submitted

---
 your-code/main.ipynb | 61 ++++++++++++++++++++++++++++++++++++--------
 1 file changed, 50 insertions(+), 11 deletions(-)

diff --git a/your-code/main.ipynb b/your-code/main.ipynb
index cdc1acb..1cfc3a2 100644
--- a/your-code/main.ipynb
+++ b/your-code/main.ipynb
@@ -18,7 +18,9 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# import numpy and pandas\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "from scipy.stats import ttest_ind, ttest_rel, ttest_1samp, chi2_contingency\n",
     "\n"
    ]
   },
@@ -39,9 +41,9 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Run this code:\n",
     "\n",
-    "pokemon = pd.read_csv('../pokemon.csv')"
+    "# Load the dataset\n",
+    "pokemon = pd.read_csv('pokemon.csv')"
    ]
   },
   {
@@ -57,7 +59,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Your code here:\n",
+    "pokemon.head(6)\n",
     "\n"
    ]
   },
@@ -74,7 +76,9 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Your code here:\n",
+    "# Count of Legendary vs Non-Legendary Pokémon\n",
+    "legendary_count = pokemon['Legendary'].value_counts()\n",
+    "print(\"Legendary vs Non-Legendary Count:\\n\", legendary_count)\n",
     "\n"
    ]
   },
@@ -91,7 +95,10 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Your code here:\n",
+    "# Mean and Standard Deviation of Total points for Legendary and Non-Legendary Pokémon\n",
+    "legendary_stats = pokemon.groupby('Legendary')['Total'].agg(['mean', 'std'])\n",
+    "print(\"Mean and Std of Total points:\\n\", legendary_stats)\n",
+    "\n",
     "\n"
    ]
   },
@@ -110,7 +117,11 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Your code here:\n",
+    "# Independent T-Test (unequal variance) between Legendary and Non-Legendary Pokémon\n",
+    "test_legendary = ttest_ind(pokemon[pokemon['Legendary'] == True]['Total'],\n",
+    "                           pokemon[pokemon['Legendary'] == False]['Total'],\n",
+    "                           equal_var=False)\n",
+    "print(\"T-Test Result (Legendary vs Non-Legendary):\", test_legendary)\n",
     "\n"
    ]
   },
@@ -127,7 +138,8 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Your conclusions here:\n",
+    "\n",
+    "\n",
     "\n"
    ]
   },
@@ -144,7 +156,10 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Your code here:\n",
+    "# Pokémon Type counts\n",
+    "type_counts = pokemon['Type 1'].value_counts()\n",
+    "print(\"Pokémon Type Counts:\\n\", type_counts)\n",
+    "\n",
     "\n"
    ]
   },
@@ -161,7 +176,14 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Your code here:\n",
+    "# Mean and Standard Deviation of Water Pokémon vs. Others\n",
+    "water_pokemon = pokemon[pokemon['Type 1'] == 'Water']\n",
+    "non_water_pokemon = pokemon[pokemon['Type 1'] != 'Water']\n",
+    "\n",
+    "water_stats = water_pokemon['Total'].agg(['mean', 'std'])\n",
+    "non_water_stats = non_water_pokemon['Total'].agg(['mean', 'std'])\n",
+    "print(\"Water Pokémon Stats:\\n\", water_stats)\n",
+    "print(\"Non-Water Pokémon Stats:\\n\", non_water_stats)\n",
     "\n"
    ]
   },
@@ -178,7 +200,24 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Your code here:\n",
+    "# Independent T-Test (equal variance) between Water and Non-Water Pokémon\n",
+    "test_water = ttest_ind(water_pokemon['Total'], non_water_pokemon['Total'], equal_var=True)\n",
+    "print(\"T-Test Result (Water vs Non-Water):\", test_water)\n",
+    "\n",
+    "# Matched Pairs T-Test: Defense vs Attack\n",
+    "defense_attack_test = ttest_rel(pokemon['Defense'], pokemon['Attack'])\n",
+    "print(\"Matched Pairs T-Test (Defense vs Attack):\", defense_attack_test)\n",
+    "\n",
+    "# Matched Pairs T-Test: Special Defense vs Special Attack\n",
+    "sp_def_sp_atk_test = ttest_rel(pokemon['Sp. Def'], pokemon['Sp. Atk'])\n",
+    "print(\"Matched Pairs T-Test (Special Defense vs Special Attack):\", sp_def_sp_atk_test)\n",
+    "\n",
+    "# One-Sample T-Test for the difference between Defense and Attack\n",
+    "diff_def_attack = pokemon['Defense'] - pokemon['Attack']\n",
+    "one_sample_test = ttest_1samp(diff_def_attack, 0)\n",
+    "print(\"One-Sample T-Test (Defense - Attack):\", one_sample_test)\n",
+    "\n",
+    "\n",
     "\n"
    ]
   },