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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>AI Assignment - Akshat Singh Kushwaha</title>
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<div style="text-align:center; margin-top: 120px; font-family: Arial, sans-serif;">
<div style="font-size:28pt; font-weight:700; letter-spacing:1px;">ARTIFICIAL INTELLIGENCE PROJECT</div>
<br><br>
<div style="font-size:16pt;">Name: <code>akshat singh kushwaha</code></div>
<div style="font-size:16pt;">Class & Section: <code>12th A</code></div>
<div style="font-size:16pt;">Roll Number: <code>2</code></div>
<div style="font-size:16pt;">Admission Number: <code>115046</code></div>
</div>
<div style="page-break-after: always;"></div></div>
<div class="cell code-cell">
<div class="code-input"><pre><code>import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import seaborn as sns
import random
sns.set()
plt.rcParams['figure.figsize'] = (8.5, 3.8)
plt.rcParams['figure.autolayout'] = False
plt.rcParams['savefig.bbox'] = 'tight'
plt.rcParams['savefig.pad_inches'] = 0.02
plt.rcParams['axes.titlepad'] = 6
plt.rcParams['axes.labelpad'] = 4
plt.rcParams['xtick.major.pad'] = 2
plt.rcParams['ytick.major.pad'] = 2
random.seed(42)
np.random.seed(42)</code></pre></div>
</div>
<div class="cell markdown-cell">1. Write a Python program that slices a list of email addresses to extract `usernames` and `domains`. Then, analyze and visualize the frequency of email domains using the following plots with `matplotlib` and `seaborn`:<br>
a. **Bar Plot**<br>
X-axis: `Domain names` (e.g., gmail.com, yahoo.com)<br>
Y-axis: `Frequency` (number of times each domain appears)<br>
b. **Line Plot**<br>
X-axis: `Domain names`<br>
Y-axis: `Frequency`<br>
c. **Scatter Plot**<br>
X-axis: `Encoded domain index` (e.g., 0 for gmail.com, ...)<br>
Y-axis: `Frequency`<br>
d. **Pie Chart**<br>
Slices: `Domain names`<br>
Size of each slice: `Frequency`<br>
e. **Box Plot**<br>
X-axis: `Domain`<br>
Y-axis: `Frequency of emails`<br>
f. **Histogram**<br>
X-axis: `Frequency Values`<br>
Y-axis: `Number of domains with those frequencies`<br>
</div>
<div class="cell code-cell">
<div class="code-input"><pre><code>emails = [
"alice@gmail.com","bob@yahoo.com","carol@gmail.com","dave@outlook.com",
"erin@yahoo.com","frank@gmail.com","grace@proton.me","heidi@outlook.com",
"ivan@gmail.com","judy@yahoo.com","mallory@icloud.com","oscar@gmail.com",
"peggy@duck.com","trent@yahoo.com","victor@proton.me","walter@gmail.com"
]
usernames = [e.split('@')[0] for e in emails]
domains = [e.split('@')[1] for e in emails]
counts = pd.Series(domains).value_counts().sort_index()
idx = np.arange(len(counts))
fig, axes = plt.subplots(2, 3, figsize=(10.5, 6.5))
ax = axes[0,0]
sns.barplot(x=counts.index, y=counts.values, color='C0', ax=ax)
ax.set_xticks(np.arange(len(counts.index)))
ax.set_xticklabels(list(counts.index), rotation=45, ha='right')
ax.set_xlabel('Domain names'); ax.set_ylabel('Frequency'); ax.set_title('Bar Plot')
ax = axes[0,1]
ax.plot(idx, counts.values, marker='o')
ax.set_xticks(idx)
ax.set_xticklabels(list(counts.index), rotation=45, ha='right')
ax.set_xlabel('Domain names'); ax.set_ylabel('Frequency'); ax.set_title('Line Plot')
ax = axes[0,2]
ax.scatter(idx, counts.values)
ax.set_xlabel('Encoded domain index'); ax.set_ylabel('Frequency'); ax.set_title('Scatter Plot')
ax = axes[1,0]
ax.pie(counts.values, labels=counts.index, autopct='%1.0f%%')
ax.set_title('Pie Chart')
ax = axes[1,1]
sns.boxplot(x=counts.index, y=counts.values, ax=ax)
ax.set_xticks(np.arange(len(counts.index)))
ax.set_xticklabels(list(counts.index), rotation=45, ha='right')
ax.set_xlabel('Domain'); ax.set_ylabel('Frequency of emails'); ax.set_title('Box Plot')
ax = axes[1,2]
ax.hist(counts.values, bins=range(1, counts.max()+2))
ax.set_xlabel('Frequency Values'); ax.set_ylabel('Number of domains'); ax.set_title('Histogram')
plt.tight_layout(pad=0.6, w_pad=0.6, h_pad=0.8)</code></pre></div>
<div class="code-output image-output"><img src="data:image/png;base64,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" /></div>
</div>
<div class="cell markdown-cell">2. Write a Python program to print student database details based on Admission Number.<br>
Display the following fields:<br>
- `name`<br>
- `roll no`<br>
- `class`<br>
- `percentage`<br>
Input: `Admission Number`<br>
Output: Print the student's details if found, otherwise print "Not found".</div>
<div class="cell code-cell">
<div class="code-input"><pre><code>db = {
101: {"name":"Aarav","roll":1,"class":"XI-A","percentage":89.2},
102: {"name":"Isha","roll":2,"class":"XI-A","percentage":92.5},
103: {"name":"Kabir","roll":3,"class":"XI-B","percentage":76.8},
104: {"name":"Meera","roll":4,"class":"XI-B","percentage":84.1}
}
adm = 102
rec = db.get(adm)
if rec:
print("Admission Number:", adm)
print("name:", rec["name"])
print("roll no:", rec["roll"])
print("class:", rec["class"])
print("percentage:", rec["percentage"])
else:
print("Not found")</code></pre></div>
<div class="code-output stream-output"><pre>Admission Number: 102
name: Isha
roll no: 2
class: XI-A
percentage: 92.5
</pre></div>
</div>
<div class="cell markdown-cell">3. Write a Python program to analyze climate using `matplotlib` and `seaborn`.<br>
a. **Line Plot**<br>
Plot the temperature trend over months.<br>
b. **Bar Plot**<br>
Visualize rainfall for each month.<br>
c. **Combined Chart**<br>
Display both temperature and rainfall together for comparison.<br></div>
<div class="cell code-cell">
<div class="code-input"><pre><code>months = ["Jan","Feb","Mar","Apr","May","Jun","Jul","Aug","Sep","Oct","Nov","Dec"]
temp = [14,16,20,25,29,31,30,29,27,22,18,15]
rain = [20,25,15,10,30,80,150,140,90,40,25,20]
fig = plt.subplots(figsize=(10.5, 6.2))[0]
ax1 = plt.subplot(2,1,1)
ax1.plot(months, temp, marker='o')
ax1.set_xlabel('Month'); ax1.set_ylabel('Temperature (°C)'); ax1.set_title('Temperature Trend')
ax2 = plt.subplot(2,1,2)
sns.barplot(x=months, y=rain, color='C1', ax=ax2)
ax2.set_xlabel('Month'); ax2.set_ylabel('Rainfall (mm)'); ax2.set_title('Rainfall')
plt.tight_layout(pad=0.6, h_pad=0.8)</code></pre></div>
<div class="code-output image-output"><img src="data:image/png;base64,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" /></div>
</div>
<div class="cell markdown-cell">4. Write a Python program to create a **Rock, Paper, Scissor** game and visualize the results using `matplotlib`.<br>
Requirements:<br>
- Simulate multiple rounds of the game between a user and computer.<br>
- For each round, randomly select moves for both user and computer from `['Rock', 'Paper', 'Scissor']`.<br>
- Determine the winner for each round.<br>
- Count the number of wins for `User`, `Computer`, and `Draw`.<br>
- Visualize the results using a **bar plot** with `matplotlib` and `seaborn`.<br></div>
<div class="cell code-cell">
<div class="code-input"><pre><code>choices = ['Rock','Paper','Scissor']
rounds = 20
user_moves = [random.choice(choices) for _ in range(rounds)]
comp_moves = [random.choice(choices) for _ in range(rounds)]
res = []
for u,c in zip(user_moves, comp_moves):
if u == c:
res.append('Draw')
elif (u=='Rock' and c=='Scissor') or (u=='Paper' and c=='Rock') or (u=='Scissor' and c=='Paper'):
res.append('User')
else:
res.append('Computer')
summary = pd.Series(res).value_counts().reindex(['User','Computer','Draw']).fillna(0)
plt.figure(); sns.barplot(x=summary.index, y=summary.values, color='C0'); plt.xlabel('Result'); plt.ylabel('Count'); plt.title('Rock Paper Scissor Results'); plt.tight_layout()</code></pre></div>
<div class="code-output image-output"><img src="data:image/png;base64,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" /></div>
</div>
<div class="cell markdown-cell">5. Write a Python program to analyze and visualize daily screen time usage using `Seaborn` and `Matplotlib`.<br>
The program should display:<br>
a. **Line Plot**<br>
Show the number of hours spent on screens each day over a week.<br>
b. **Bar Plot**<br>
Compare screen time across different days.<br>
c. **Histogram**<br>
Show the frequency distribution of screen time.<br>
d. **Box Plot**<br>
Observe screen time variations and detect outliers.<br>
e. **Pie Chart** (using `Matplotlib`)<br>
Show the proportion of total weekly screen time spent on each day.<br>
Label the X-axis as `Day of the Week` and the Y-axis as `Hours Spent`.<br>
Ensure your graphs are clearly titled and easy to interpret.
</div>
<div class="cell code-cell">
<div class="code-input"><pre><code>days = ['Mon','Tue','Wed','Thu','Fri','Sat','Sun']
hours = [3.5, 4, 2.5, 3, 4.5, 5, 4]
fig, axes = plt.subplots(2, 3, figsize=(10.5, 6.5))
ax = axes[0,0]; ax.plot(days, hours, marker='o'); ax.set_xlabel('Day of the Week'); ax.set_ylabel('Hours Spent'); ax.set_title('Line')
ax = axes[0,1]; sns.barplot(x=days, y=hours, color='C2', ax=ax); ax.set_xlabel('Day of the Week'); ax.set_ylabel('Hours Spent'); ax.set_title('Bar')
ax = axes[0,2]; ax.hist(hours, bins=5); ax.set_xlabel('Hours Spent'); ax.set_ylabel('Count'); ax.set_title('Histogram')
ax = axes[1,0]; sns.boxplot(y=hours, ax=ax); ax.set_ylabel('Hours Spent'); ax.set_title('Box')
ax = axes[1,1]; ax.pie(hours, labels=days, autopct='%1.0f%%'); ax.set_title('Pie')
axes[1,2].axis('off')
plt.tight_layout(pad=0.6, w_pad=0.6, h_pad=0.8)</code></pre></div>
<div class="code-output image-output"><img src="data:image/png;base64,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" 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