Foundations of Modern Machine Learning – 2024

The course is designed exclusively for the benefit of second or third year undergraduate engineering students doing four year B Tech program in India.

Introduction

The utilization of machine learning has exceeded expectations, permeating diverse domains with notable success. In numerous instances, these applications have been instrumental in assisting professionals in making informed decisions. IIIT Hyderabad’s Technology Innovation Hub, iHub-Data, renowned for its robust research programs in machine learning, image processing, computer vision, robotics, natural language processing, pattern recognition, and speech processing, is excited to unveil a 50-week foundational program in machine learning. This program is specifically tailored for undergraduate engineering students, either in the second or third year of study, across India.

Who can participate?

Students enrolled in a 4-year undergraduate program in engineering/technology.
Students must be in either their second or third year of the undergraduate engineering program.
Students should be studying in an AICTE recognised institution or a technical institution of repute in India.
Students should be willing to spare at least three hours every week for learning the course.

What makes this program unique?

50-week certificate program in Foundations of Modern Machine Learning
Live online lectures and hands-on sessions with personalised learning experience
Includes over 40 independent projects, quizzes and assignments.
Equal focus on foundation and practices
Discussions with eminent professionals

What is the qualifying criteria?

Enthusiasm for grasping the fundamentals of Machine Learning and Deep Learning.
Eagerness for programming in Python within the Colab environment.
Desire to explore the applications of Linear Algebra, Probability, and Statistics.

Frequently Asked Questions (FAQs)

How is this course different from other courses?
This program uniquely combines the benefits of an in-class program with the flexibility of online learning. Live interactions with the faculty and mentors help them to clarify their doubts and queries.

Will I receive a certificate at the end of the course?
Yes, a certificate of competency with grades would be awarded upon successful completion of the course.

How will my doubts/queries be resolved in the online class?
Live sessions with the IIIT-H faculty would enable the participants to clear their doubts. Additionally, mentors would be available to clear doubts during the one to one mentoring sessions. Mentors and Project Associates would be available to help the participant with better solutions and workarounds.

Who will be teaching the course?
Live and interactive sessions would be provided by the IIIT-H faculty in conjunction with mentors with considerable AI/ML expertise. Industry experts will also contribute to the learning outcomes through occasional sessions.

What is the expected weekly time commitment?
Participants are expected to commit at least two hours a week to fully benefit from the program. This will include the online sessions and time devoted for learning and assignments as well.

How will I be evaluated during the course?
A holistic approach would be followed where participants would be evaluated continuously. Quizzes, assignments, discussions and attendance would be used for evaluation of performance.

How will I get access to online labs?
All participants would get access to the online labs right from the start of the program.

Does the course have a deferral policy?
No

When will the live classes be conducted?
The live interactive sessions would usually be conducted on weekends and interactive tutorials would be extended in Sundays and outside working hours of day.

What are the system/internet requirements needed to attend the course?
A laptop/desktop and a stable internet connection is essential to attend the course.

Does IIIT Hyderabad offer a course on Modern Machine Language on-campus ?
No, there is no equivalent on-campus program. IIIT Hyderabad has curated this course, exclusively as an online program.

What is the language of instruction for these courses? Are they available in other regional languages?
All our program courses are taught in English. Hence, a minimum proficiency in English language is expected to participate in the program.

What should be done if there is an error with registration?
Please send us your registered email-id, application number and a screenshot of the error/issue with relevant description to fmml.coordinator@ihub-data.iiit.ac.in

Is there an attendance policy for this program?
Yes. Participants are expected to have minimum 75% attendance.

Can we have any hands-on training part (practical lab sessions) ?
All laboratory sessions would be on cloud-based platforms, which would be carried out in sunday and week days at a convenient time of participants.

Who will be issuing the certificate ?
IIIT Hyderabad will be issuing the certificate of competency after completion of the course.

I am a working-professional. Can I join this course ?
This course is exclusively meant for undergraduate engineering students. For working professionals, the appropriate course is https://iiit-h.talentsprint.com/aiml/index.html

I am a teacher in a technical institute. Can I join this course ?
This course is exclusively meant for undergraduate engineering students. For members of faculty, the appropriate course is https://csedu.iiitd.ac.in/program.html There could also be similarly named courses at Coursera or SWAYAM/NPTEL offered in fully online mode.

I have done an NPTEL course on Foundations on Machine Learning. Is this course the same ?
No. This program cannot be compared to any MOOC course. However, SWAYAM/NPTEL course on Introduction to Machine Learning is a good per-requisite for this program.

What is the general opinion about this Course ?
A few UG students who completed the course were contacted for their opinions about the course. Please hear them speaking their mind out.

Curriculum

Introduction to ML
Machine Learning Components: Data, Model, Evaluation
Revisiting Nearest Neighbor Classification
Retrieval, Performance Evaluation and Metrics
Decision Trees
Linear Classifier
SVM
Representing Textual Data, Aadhar: Sequences matching
Perceptrons and gradient descent
Loss functions and gradient descent
Regression
Clustering
Feature selection and PCA
Multi Layer Perceptron
Probabilistic ML models
Deep Learning Architectures

Grading Policy

25% weightage for assignments (github)
75% weightage for examinations (online)
——————————————————
Grades
Less than 40% – No certificate
40 – 59% – Completion Certificate
60 – 74% – B Grade
75 – 89% – A Grade
90% above – Outstanding

Examination Dates:

Module Number	Examination Date	Time
PREPARATORY	08.10.2024	8.00 to 9.00 pm
MODULE 1	13.09.2024	8.00 to 9.00 pm
MODULE 2	11.10.2024	8.00 to 9.00 pm
MODULE 3	08.11.2024	8.00 to 9.00 pm
MODULE 4	06.12.2024	8.00 to 9.00 pm
MODULE 5	03.01.2025	8.00 to 9.00 pm
MODULE 6	24.01.2025	8.00 to 9.00 pm
MODULE 7	21.02.2025	8.00 to 9.00 pm
MODULE 8	21.03.2025	8.00 to 9.00 pm
MODULE 9	18.04.2025	8.00 to 9.00 pm

Admissions for the 2024 batch are now closed.

For inquiries, please contact the program coordinator, Ms. Midhuna Chandran

Email: midhuna.chandran@ihub-data.iiit.ac.in

Ph: +91 40 6653 1787 (Mon-Fri 0930h to 1730h)

Registered Students

Tatineni Mayank	Baru Nagalakshmi
K B V S Saivishal	Gandepalli Phani Sri
Manikonda Vishnu Vardhan Reddy	Yarra Pravalika
Maitri Ashvin Rumalwala	Bethu Vyshnavi Prasanna Sri
Tummala Naveen	Parvada Yoshitha
Kunal Kishore	Regula Bala Nikitha
G Srinivas Koushik	sappa nikhitha prasanna durga
Peela Chetan Krishna	Kaarri Keerthi
Stuti Garg	Tattukolla Lakshmi
Akshata Anupkumar Miramir	Ponugoti Pujitha
Sreeja Pottabathula	Mylapalli Madhuri
T Pardhu Chowdary	Doni Leela Bhargavi
Bacharaju Koushik	Esamsetti Rajeaswari
Tejasri Pendota	Gundala Hemantha Lakshmi
Masoom Alam	Muripindi Parimala
Md Sameer Pasha	Garikapati Baby Dhanusha
Manikireddy Sruthi	Kolamuri Bhavya Sri
Abhinav Bhagwat	Meesala Meena
Pedapudi Lakshmi Pranitha	Addagarla Kusuma Sri Vaishnavi
Radhika Raina	Pilla Sudarshini
Syed Khaja Fareeduddin	Masa Keerthi
Arsh Abel Kumar	Perala Vasudha Kranthi
Arjun Deshmukh	Burle Monika
Nissi Veronika Y	Kommireddi Veera Naga Satya Sree
Syed Aquib Ateeq	Kandula Asritha
Monish Koushal Busani	Chintha Devi Priya
Anubhav Singh	Tatikonda Priyanka
Jai Kumar Prajapati	Mulukuri Sandhya
Gouravajjula Sai Yashwanth	Rapa Asha Vennela
Parvathaneni Srihitha	Vadavalli Manasa
Damaraju Venkata Srikaran Jyothiradithya	Pilli Tanuja
N K Lakshmi Narasimha Murthy	Nalla Sailaja
B S L Sruti Annapurna	Narukula Devi
Arnav Arora	Mutyala Eswari
Farhan Khan Nimmanapalle	kunkatla Sai Sri Naga Deepika
Arushi Mathur	Anusha Vempala
Bellamkonda Govardhan Siva Sai	Tammana Sri Lakshmi Vasanthi
Priyal Manish Nagda	Yandapalli Sai Varshitha
Pallerla Jayadir	Pasam Siva Bhavani
Akshat Rajiv Chandawar	Unnagiri Jagadish
Chandra Sekhar Bandaluppi	Naidu Hari Sri Ram Arjun
Pavuluri Eswarnath	Katta V S S L Ganapathi Kumar
CHENNA PRANATHI	Mancheela Venkata Sai Raghava Nithin Kumar
CHINTA SATYA SIDDHARTHA	Kankipati Valli Harshith
Srivathsan V	Valavala Hemanth Kumar
Susanth Kandregula	Kamireddy Venkata Sai Likhith
Vempati Vaidehi Pravallika	Meesala Lakshmi Venkat
Aditya Rajkumar Joshi	K Prem Kumar
I Veeralakshmi	K Sri Rama Raju
Sk Karimunnisa	S Krishna Vivek
K Rani	Medisetti Sanjay
B Sri Lasya Devi	D B V V Bhavani Shankar
N Hyma Sri	S Giridhar Shyam
D Sravanthi	K Durga Veera Badrinath
P Bhanu Priya	Nandikolla Satya
B S S Jyothika	Yeluri Usha Amrutha
Y Jayasree	Gadam Sai Krupa Sanjeetha
G Janaki	Nittala Satya Praharini
D V S Shanmukha	Penta Naga Venkata Suresh
K Mahalakshmi	Kukkala Hemanth
C H Harsha Vardhini	Kalepu Mohan Veera Manikanta
Y Jayasree Sai Surya	Narla Kasi Chakradhar
Ch Sathwika	Mohammed Afrid Basha
J Ramya	Pampana Bala Siva Rama Chandh
J Sowmya	Geesala Veera Venkata Ganapathi
S Prasanna	Yedala Veerendra
V Satya Sai Sudha	Karri Veerababu
M N L K Manasa	Marni Suraj Chowdary
R Harika	Jogi China Satya Venkata Ganesh
P Vyshnavi	Barla Siva Prakash
U Vishnu Sowmya	Gajula Charan Sai
S K Maimuna	Tarra Chitti Babu
N Kavyanjali	Katteboina Raviteja
L Naga Varshini	Rongali Chaitanya
V Urmila	DURGAPRASAD GANDI
A Lohitha	Nunna Karthik Teja
D Deepthi	Geddam Jayasai
M Thanmai	Kovvuri Datta Rama Brahma Reddy
K Rohini Sindhi Niharika	Bobbili Lokesh
C H Sri Lakshmi	Patnala Ajay
K Aparna	Maradana siva shankar
C H Roja Sai Sandhya	Pilla Saikumar
J Pavani Satya Bhavani	Makkena Gowri Shankar
G Naga Lakshmi	Bantu Pavan Kumar
V Jyostna	Pilla Sree Bala Veera Venkata Satyanarayana
K Neha Reddy	Garaga Siva Durga
C H Geethika Bhavani	G Naga Sri Devi
M Akshitha	K Satya Priyanka
P B L Sravani	P Pavan Sai Kumar
V Kavya	Lithika Sraya C
N Bramhini	J Bharath
R Supriya Devi	Yanamadala Lehar Dhana Sai Kumar
G Santhoshi	Rajulapati Vivek
Hymavathi N	Kola Veera Venkata Satish
Rajeswari K	Molleti Satyanarayana
K Ajitha Reddy	Kovvuri Venkata Navaneeth Reddy
G Geshma Sri	Nokki Priyadarshini
K Navya Sri Sai	Gudimetla Ganesh Babu
T Sai Ramya Sri	Bejawada Manoj
K Keerthi Neelima	Agapati Akshay
M Kasturi	MANIKALA MAHESH
V Damayanthi	Madina Praneeth
G Haritha	Nalleboina Sandeep
R Shalini Siva Durga	Patnala Narendra Sai Prabhas
CHEEPURUPALLI JAHNAVI	Gutta Sai Satya Hemanth
Vasanasetti Neelima	Siribattina Ganesh
C H Vineela	Padamata Vamsi
G Poojitha	J Gandhi Veerababu
Garikina Greeshma	Janam Babi
J Hemanjali	Suragani Dundu Vankata Suresh Kumar
C H Sneha	Veeramallu Hema Devendra Kumar
Bathula Harshitha	Nalli Kiran Kumar
S Devi Sri Akshaya	Nadipilli Aditya
D D Alekya	Kalagarla Nanda Kishor
A Prashanthi	Pothana Raja
Egdpr Anjali	Velaga Sai Chandu
Gavarasani Ganga Bhavani	Dasari Chinni Siva Krishna
Y V Shivani	Dasari Ganesh
P Lavanya	Vallala Vijayendra
B Tanuja	K Y Kumar
A Ramya Sri Veni	K Varun Kumar
C H Mahalakshmi	G Philoman
K Pavani	R V Narendra Vignesh Sai
Gattem Aruna	K Yuvaraju
K Sindhu Sri	V Allabhi Reddy
K Geetha Sai	K Vyshnavi
C H Hema	N Venkatesh
T Manoghna	Ijjada Lokeswara rao
K Purna Chandrika	K Ramana Reddy
M Shahanthi Devi	M Prasad
V Satya Devi	N Karthik
N D S Prajna	T Jagan
G Veeradevi	V Akhil
B P S Sai Sindhu	K Avinash
C H Lavanya Sri	N Girish
P.RAJINI	G Venkata Satya Siva Sai
V Deepika	N Bala Manikanta
S Nehamrutha	R Pushpanjali
G Mounika	K Danush Kumar Swamy
B Jaya Madhuri	R S S V D S Prakash
P Prameela	B Lohith
Burada Sowmya	P Balaji
Golakoti Harsha Madhuri	YADAGINI MAHI VARDHAN
Jogada Surekha	CHATAKONDA NAGA V V GAYATRI JAYA SRUTHI
Sunkara Venkata Lakshmi	PITHANI HIMASRI
Pampana Yamini Surya Devi	Maharaja Mourya
Koppadi Chinnari	B. PUSHPA JYOTSNASRI
Achanta Satya Sri	NANGI LALITHA
Achanta Veerakumari	CHINTHALAPUDI VENKATA SATYA SAI ABHISHEK
Kurada Lalitha Surya Neha Durga	Koyya bhavya akshaya
Chiratla Lakshmi Prasanna	PATNALA V V L N PRAVEEN KUMAR REDDY
Ayinam Aishvarya Sai	CHALUVADI LIKHITHA VANDANA
Guttina Sri Satya Sravani	PEDAMALLU SANTOSHI
Kassay Harshitha Sai Phani Sri	GUBBALA RAMYA SRI LAKSHMI
Somisetti Sri Pravallika	KUCHARLAPATI HARI RAMMOHAN RAJU
Kondapalli Divya Swaroopa Rani	GUNDABATHULA NARASIMHANAIDU
Surisetti Manasa Visalakshi	S.RAMI NAIDU
Penumallu Asha	BOLISETTI POOJASRI
Unda Vijaya Indraja	Addagatla.Harshavardhini
Chikkala Jeevana Jyothi	PALIVELA LAKSHMI TARUN
Yarramneedi Nagasri	POLAVARAPU PAVANI
Vasa Lula Madhavi	Vanaparthi vimala
Kavala Geetha Krishna Tulasi	Kondreddy. Leela bhavani
Pabbineedi Usha Mahalakshmi	CHELLUMAHANTHI KARTHIK
Talabhaktula Surya Poojitha	Gubbala Kumar pavan manikanta
Pilli Swathi	M.Gunasatya Aadinarayana
Gandham Sri Lakshmi	S balanagendra
Bokka Ashwini Durga	PECHETTI SRIRAMA CHANDRA MURTHI
Donga Naga Sailaja	pechetti lakshman kumar
Gonimadatala Syamala	KOMMULA VENKATA SAI JAGADEESH
Jaldhani Vimala Sri	Ketha lokesh
Bonu Sai Durga Veera Deva Varshini	KUDIPUDI SANTOSH KUMAR
Sabbisetti Laxmi Visalya	V.vamsi Krishna
Gollapalli Vennelasri	K.Mahesh
Murukurthy Siva Parvathi	m.Ganesh Babu
Kadali Harini	chappa Divya Veera venkata Rama sivani
Bandaru Malliswari	G.Ramesh
Sigireddi Asha Priyanka	BOLISETTI JYOTHI SWARUPA
Ganja Swathi	KOTA RAKESH
Gopisetti Hemasaideepthi	Bolisetti Harshitha
Yalla Harshitha	Bathina Prasad
Mudragada Ratna Meenakshi	R.Surya
Malladi Navya Sahithi	A. Jyothsna
Dangeti Akhila	Rayudu Veera Venkata Swamy
Rekha Tanmayee Annabathuni	Kurapati Srinivasa bhaskar
Baipureddy Devi	Peddimsetti kalyani Sri satya
Allam Devikasree	M.Govind
Sanniboyina Mamatha Siri	PUSUNURI REVATH KUMAR
Talatam Ramya	YADLA BINDU
Talapanti Tejaswini	PERNEEDI BHUVANA
Yelisetti Venkata Sai	Dunaboina Sanjay Kumar
Kanakala Amrutha Mahalakshmi	K Alekhya
Talakonda Bindusri	S Karthik
Shaik Abdul Naziya	Moka Divya
Maddimsetty Kanchitha	VIJAYKUMAR GORLI
Kondapalli Raja Rajeswari Devi Deepa	Vinay guptha
Ramireddy Saitejasri	A Naga Avinash
Muvva Supriya	J Venkata Sri Sai
Poluboina Pujitha	Tripurari Saranya
Chitturi Mounika	Sirigineedi Divya Sri Sai
Kanithi Aruna	Addala satya Sriram

Examination Score:

HUB ID	Module 5	Module 4	Module 3	Module 2	Module 1	PREPARATORY
HUB20240101	44	45	48	46	42	48
HUB20240102	46	47	43	46	38	46
HUB20240103	43	40	45	A	40	42
HUB20240104	45	A	A	46	40	41
HUB20240105	44	45	46	45	42	48
HUB20240106	A	A	A	A	35	48
HUB20240107	41	44	47	43	45	44
HUB20240108	44	43	48	47	41	47
HUB20240109	43	44	46	44	41	46
HUB20240110	41	41	40	42	37	47
HUB20240111	42	42	46	45	45	45
HUB20240112	44	44	A	A	39	A
HUB20240113	A	43	A	39	41	42
HUB20240114	44	44	46	41	33	45
HUB20240115	A	44	42	45	42	47
HUB20240116	42	42	42	45	44	44
HUB20240117	44	A	A	42	A	32
HUB20240118	43	48	43	44	41	45
HUB20240119	46	46	A	45	42	49
HUB20240120	41	43	47	45	41	47
HUB20240121	43	A	A	45	37	41
HUB20240122	41	44	46	48	40	46
HUB20240123	46	42	45	46	42	46
HUB20240124	43	45	46	45	40	46
HUB20240125	43	45	47	46	42	46
HUB20240126	A	A	39	44	39	46
HUB20240127	A	A	29	A	A	A
HUB20240128	A	45	46	45	44	44
HUB20240129	A	A	A	A	A	A
HUB20240130	45	41	43	45	39	43
HUB20240131	39	A	A	43	38	42
HUB20240132	42	A	17	42	39	44
HUB20240133	43	43	47	45	39	43
HUB20240134	44	43	46	41	40	41
HUB20240135	A	A	A	A	A	A
HUB20240136	A	39	45	45	42	A
HUB20240137	44	A	46	46	40	42
HUB20240138	45	46	38	44	41	36
HUB20240139	43	45	47	45	41	48
HUB20240140	41	31	A	32	39	38
HUB20240141	46	A	A	37	28	33
HUB20240142	43	44	46	42	42	42
HUB20240143	45	44	46	45	43	40
HUB20240170	45	46	45	46	38	45
HUB20240171	44	44	44	44	43	46
HUB20240176	44	45	48	46	41	A
HUB20240177	A	A	43	47	41	A
HUB20240178	A	A	A	A	A	A
HUB20240200	44	44	44	47	33	A
HUB20240201	46	45	44	46	42	A
HUB20240203	45	43	A	43	40	A
HUB20240205	45	44	44	44	A	45
HUB20240206	44	42	49	44	40	21
HUB20240207	13	44	48	8	35	18
HUB20240208	45	14	46	22	A	35
HUB20240209	44	43	43	46	40	40
HUB20240210	46	48	46	42	40	23
HUB20240213	45	45	44	43	39	42
HUB20240214	46	43	45	39	21	34
HUB20240215	45	46	47	46	41	35
HUB20240216	A	16	A	21	27	40
HUB20240217	A	11	48	47	A	A
HUB20240219	45	44	46	40	A	A
HUB20240220	A	A	A	40	13	17
HUB20240221	A	A	A	40	14	12
HUB20240222	A	43	43	A	A	A
HUB20240223	45	44	47	45	42	16
HUB20240227	40	42	45	44	42	16
HUB20240228	46	46	45	45	40	43
HUB20240231	42	44	40	45	43	A
HUB20240232	41	43	39	45	43	47
HUB20240234	46	46	47	45	37	A
HUB20240235	42	42	44	A	41	31
HUB20240236	42	42	47	40	35	35
HUB20240237	42	42	43	40	40	26
HUB20240238	45	46	41	46	41	24
HUB20240239	44	45	43	43	41	40
HUB20240240	A	18	23	A	19	22
HUB20240241	45	44	46	46	41	36
HUB20240242	22	28	25	37	40	26
HUB20240243	41	39	46	44	39	48
HUB20240244	45	42	40	41	33	25
HUB20240245	43	44	44	43	39	42
HUB20240246	42	42	47	45	38	24
HUB20240247	42	44	9	45	39	13
HUB20240248	42	43	43	44	16	43
HUB20240249	40	43	46	A	42	26
HUB20240250	41	41	49	A	35	41
HUB20240251	43	41	44	A	34	21
HUB20240252	45	44	46	45	43	A
HUB20240255	44	40	A	22	27	44
HUB20240256	44	46	43	46	39	27
HUB20240257	45	44	43	46	40	A
HUB20240258	45	46	47	44	37	46
HUB20240262	A	44	43	44	40	A
HUB20240263	44	40	45	45	40	45
HUB20240264	35	41	44	44	41	46
HUB20240266	41	44	39	A	40	34
HUB20240271	3	42	44	35	32	A
HUB20240274	43	43	42	44	42	27
HUB20240275	43	44	45	44	41	20
HUB20240277	22	44	46	49	43	36
HUB20240278	45	46	45	10	39	43
HUB20240279	41	42	46	37	40	33
HUB20240280	44	44	45	47	42	29
HUB20240282	45	45	47	42	42	28
HUB20240283	45	45	44	A	42	A
HUB20240285	42	46	46	44	43	46
HUB20240286	43	45	46	45	41	43
HUB20240287	44	44	43	44	35	24
HUB20240288	13	18	35	45	A	A
HUB20240289	45	41	42	16	40	28
HUB20240290	42	45	26	A	42	26
HUB20240292	43	44	47	42	42	42
HUB20240295	40	20	25	22	31	27
HUB20240296	42	42	45	42	30	32
HUB20240297	45	39	45	43	18	26
HUB20240298	44	40	27	33	25	18
HUB20240299	A	42	47	46	12	10
HUB20240300	44	27	33	30	25	31
HUB20240301	44	A	A	A	A	25
HUB20240302	A	A	43	37	9	A
HUB20240303	43	28	16	A	22	34
HUB20240305	44	44	45	42	38	21
HUB20240306	44	44	46	38	26	26
HUB20240307	43	45	49	45	41	44
HUB20240308	42	42	45	10	15	16
HUB20240312	44	42	46	47	42	48
HUB20240313	43	45	42	18	18	40
HUB20240314	41	44	46	38	24	A
HUB20240315	46	46	47	47	17	13
HUB20240316	43	46	46	43	16	22
HUB20240317	A	29	A	A	42	38
HUB20240318	44	48	47	46	A	15
HUB20240319	45	44	49	45	41	46
HUB20240320	A	A	A	12	40	20
HUB20240321	A	A	A	45	41	38
HUB20240322	32	A	36	44	A	28
HUB20240323	12	24	23	27	A	39
HUB20240324	44	44	45	44	27	28
HUB20240325	12	16	12	21	15	31
HUB20240326	45	42	39	14	17	A
HUB20240327	16	45	18	13	17	A
HUB20240328	33	A	23	18	19	A
HUB20240329	30	45	16	A	9	A
HUB20240330	36	27	15	24	29	A
HUB20240332	30	28	22	12	21	32
HUB20240334	45	39	42	42	18	A
HUB20240335	A	44	40	40	A	A
HUB20240336	41	42	37	45	A	44
HUB20240337	A	12	18	15	19	28
HUB20240338	46	13	12	41	21	17
HUB20240339	42	A	29	46	A	A
HUB20240340	34	28	39	37	36	A
HUB20240341	A	31	18	32	15	26
HUB20240343	34	A	32	24	20	A
HUB20240344	10	A	19	A	18	A
HUB20240346	44	46	45	26	23	22
HUB20240348	31	A	15	26	A	A
HUB20240349	44	45	45	45	11	14
HUB20240350	21	31	26	18	20	31
HUB20240351	23	23	21	24	18	A
HUB20240352	A	33	23	25	A	A
HUB20240353	A	29	28	A	30	22
HUB20240354	35	16	14	16	13	A
HUB20240357	41	39	45	A	15	9
HUB20240358	43	47	47	A	19	34
HUB20240359	44	45	43	A	14	A
HUB20240360	45	45	48	47	41	47
HUB20240361	11	44	A	44	16	A
HUB20240362	A	16	18	27	12	A
HUB20240364	40	43	48	45	43	A
HUB20240365	44	34	25	29	A	A
HUB20240369	46	44	46	42	42	A
HUB20240370	41	A	13	25	18	A
HUB20240371	44	43	A	20	11	33
HUB20240372	40	26	28	37	17	30
HUB20240373	20	16	17	21	A	A
HUB20240374	7	15	7	18	A	A
HUB20240375	41	43	30	A	33	A
HUB20240376	45	25	15	46	22	38
HUB20240377	43	40	41	43	38	A
HUB20240378	39	42	45	45	A	44
HUB20240379	44	44	35	16	A	40
HUB20240381	43	44	42	22	26	A
HUB20240382	43	A	44	45	19	37
HUB20240384	44	42	42	A	22	A
HUB20240385	44	44	44	46	41	A
HUB20240386	29	A	26	A	19	A
HUB20240388	14	38	43	25	22	36
HUB20240389	44	44	37	40	A	31
HUB20240390	42	43	47	42	13	A
HUB20240391	41	46	A	22	37	24
HUB20240392	45	45	44	42	41	45
HUB20240394	46	44	47	A	41	45
HUB20240395	A	44	44	31	37	27
HUB20240396	43	39	47	46	40	48
HUB20240397	42	37	43	A	44	44
HUB20240398	44	44	48	43	40	44
HUB20240399	43	45	39	45	42	46
HUB20240400	42	44	43	45	37	42
HUB20240402	44	43	42	A	43	14
HUB20240403	42	45	46	A	41	45
HUB20240404	43	42	45	A	37	16
HUB20240405	44	42	45	A	36	A
HUB20240406	43	44	45	A	A	45
HUB20240407	39	42	41	37	23	11
HUB20240408	41	45	37	45	39	38
HUB20240409	45	47	46	22	39	43
HUB20240410	43	47	45	46	35	A
HUB20240411	44	42	43	36	40	48
HUB20240412	A	44	45	A	40	A
HUB20240414	45	46	47	41	34	27
HUB20240415	45	47	47	46	40	23
HUB20240416	43	44	47	21	40	33
HUB20240417	44	38	38	A	36	45
HUB20240420	44	44	39	45	36	31
HUB20240422	39	43	A	44	42	15
HUB20240423	45	43	41	44	30	18
HUB20240424	42	43	46	46	40	32
HUB20240426	45	43	45	44	36	A
HUB20240427	40	43	22	46	42	31
HUB20240428	39	44	42	A	37	29
HUB20240430	32	42	42	46	40	31
HUB20240432	45	45	43	A	35	A
HUB20240433	45	47	44	44	38	45
HUB20240435	46	44	45	A	A	17
HUB20240436	45	47	47	A	35	44
HUB20240445	41	45	43	A	35	38
HUB20240446	45	46	46	44	40	18
HUB20240450	43	44	46	46	40	30
HUB20240452	45	42	A	16	41	44
HUB20240458	43	44	39	A	42	17
HUB20240460	45	42	45	46	40	47
HUB20240466	44	44	44	48	40	34
HUB20240467	39	42	41	44	41	45
HUB20240468	43	45	47	44	40	46
HUB20240469	12	A	A	A	40	14
HUB20240473	45	A	32	A	31	A
HUB20240476	42	6	45	45	42	44
HUB20240477	45	45	45	47	A	23
HUB20240482	45	46	45	38	39	46
HUB20240483	44	24	20	16	18	23
HUB20240484	13	A	41	39	18	36
HUB20240485	45	44	44	44	A	15
HUB20240487	45	41	43	44	A	45
HUB20240489	45	46	45	46	39	47
HUB20240490	42	45	41	44	40	27
HUB20240497	12	39	31	20	27	20
HUB20240500	45	38	42	41	39	45
HUB20240514	A	42	21	43	A	A
HUB20240515	45	47	43	38	A	A
HUB20240526	45	45	44	39	27	A
HUB20240529	A	A	15	22	13	7
HUB20240530	42	38	22	24	13	30
HUB20240531	43	43	45	45	41	44
HUB20240532	45	40	48	38	A	39
HUB20240543	44	42	43	44	22	30
HUB20240555	44	46	44	16	17	A
HUB20240556	40	11	47	39	34	A
HUB20240557	A	A	21	17	A	A
HUB20240558	45	46	46	46	19	29
HUB20240559	42	43	45	47	23	15
HUB20240563	44	43	44	45	42	32
HUB20240565	32	37	41	32	A	11
HUB20240567	45	46	43	44	41	43
HUB20240569	43	40	32	45	20	A
HUB20240571	46	A	A	43	41	48
HUB20240572	45	46	45	46	39	46
HUB20240573	43	27	23	A	16	18
HUB20240576	46	44	41	44	38	44
HUB20240578	45	44	45	46	40	46
HUB20240579	40	42	45	28	39	29
HUB20240580	44	45	44	45	A	A
HUB20240581	A	A	19	A	22	A
HUB20240586	12	A	A	20	20	13
HUB20240595	42	45	44	46	37	36
HUB20240597	44	44	46	44	41	47
HUB20240600	42	46	48	27	18	28
HUB20240606	43	40	46	46	42	A
HUB20240611	A	A	A	13	A	A
HUB20240614	43	45	44	47	A	45
HUB20240623	12	10	20	34	37	28
HUB20240628	42	45	47	44	A	43
HUB20240629	44	42	19	45	37	46
HUB20240635	45	A	47	46	22	14
HUB20240639	45	43	45	46	42	46
HUB20240642	44	40	45	46	39	47
HUB20240644	43	44	37	15	15	27
HUB20240648	45	44	48	46	41	45
HUB20240657	44	46	47	43	38	46
HUB20240664	5	A	20	14	A	A
HUB20240665	31	38	31	37	12	27
HUB20240668	43	46	46	44	42	16
HUB20240670	15	13	10	19	16	10
HUB20240671	10	42	38	45	35	28
HUB20240673	A	A	A	A	A	A
HUB20240675	23	22	11	21	22	28
HUB20240683	41	45	44	14	36	32
HUB20240686	11	10	16	22	14	28
HUB20240691	44	47	20	45	11	17
HUB20240693	11	10	45	44	16	19
HUB20240695	47	46	45	46	A	A
HUB20240701	A	A	21	44	42	A
HUB20240704	42	46	42	42	40	45
HUB20240705	45	46	43	45	39	46
HUB20240707	44	47	42	40	26	A
HUB20240712	A	40	30	48	29	16
HUB20240713	44	44	40	35	30	16
HUB20240714	44	43	19	18	A	34
HUB20240715	40	43	46	38	A	27
HUB20240717	21	15	16	A	30	A
HUB20240718	42	41	46	44	20	24
HUB20240719	43	44	44	43	41	23
HUB20240720	45	42	45	43	39	44
HUB20240721	41	44	A	8	A	9
HUB20240722	44	44	43	45	38	46
HUB20240723	46	44	47	45	39	49
HUB20240726	41	44	45	45	39	45
HUB20240727	45	44	44	46	43	47
HUB20240730	42	43	45	A	36	A
HUB20240734	15	A	44	18	39	24
HUB20240736	43	44	45	45	40	A
HUB20240737	45	40	46	40	32	A
HUB20240744	17	12	20	7	19	A
HUB20240749	43	45	30	A	42	19
HUB20240751	42	A	43	43	A	A
HUB20240752	35	A	42	19	24	26
HUB20240756	43	38	35	38	30	26
HUB20240757	45	45	46	45	41	46
HUB20240763	11	10	13	23	A	A
HUB20240774	45	43	47	40	41	35
HUB20240785	45	41	44	45	41	A
HUB20240787	42	41	45	45	36	A
HUB20240811	A	43	46	46	41	A
HUB20240812	44	33	43	45	32	17
HUB20240828	44	43	46	45	41	13
HUB20240830	47	39	44	46	35	43
HUB20240831	43	44	46	45	41	45
HUB20240834	46	45	48	45	40	A
HUB20240839	45	46	45	44	39	44
HUB20240840	44	44	46	48	14	44
HUB20240842	43	44	44	46	39	46
HUB20240848	45	41	47	45	A	42
HUB20240853	44	46	43	46	39	45
HUB20240879	41	43	45	44	42	A
HUB20240882	40	16	45	46	41	44
HUB20240883	45	46	45	45	40	49
HUB20240886	45	47	44	12	39	44
HUB20240887	44	18	42	43	A	45
HUB20240893	42	A	47	A	35	36
HUB20240918	45	43	48	42	41	31
HUB20240919	45	25	16	A	A	22
HUB20240921	43	44	44	46	40	45
HUB20240923	45	A	43	47	41	47
HUB20240924	46	44	43	45	40	35
HUB20240926	40	43	44	45	41	23
HUB20240927	38	A	28	39	41	40
HUB20240928	A	31	27	16	A	A
HUB20240929	44	45	45	45	15	A
HUB20240930	45	47	45	43	43	29
HUB20240931	27	44	13	35	31	30
HUB20240932	45	46	41	41	34	38
HUB20240933	40	38	44	42	42	43
HUB20240934	43	40	37	38	39	A
HUB20240935	43	47	46	46	38	40
HUB20240936	44	A	45	44	42	40
HUB20240937	39	A	46	A	30	28
HUB20240938	45	26	47	44	42	40
HUB20240939	42	41	42	44	42	39
HUB20240940	45	45	45	45	25	23
HUB20240941	44	44	48	46	35	41
HUB20240942	A	47	46	46	40	46
HUB20240943	45	46	45	39	24	A
HUB20240945	41	44	46	40	A	18
HUB20240946	14	19	17	12	26	16
HUB20240947	31	42	31	A	A	A
HUB20240948	28	A	A	22	24	15
HUB20240949	12	14	20	A	21	A
HUB20240950	A	41	44	43	11	A
HUB20240951	12	11	15	A	A	A
HUB20240953	42	41	44	41	37	43
HUB20240956	44	45	45	46	39	44
HUB20240959	45	45	46	41	A	17
HUB20240960	42	31	18	A	15	14
HUB20240967	11	42	9	43	35	A
HUB20240968	40	14	15	13	15	16
HUB20240969	44	A	44	45	42	A
HUB20240973	15	A	14	A	21	14
HUB20240974	44	45	43	41	41	A
HUB20240978	44	A	48	44	40	A
HUB20240980	A	A	14	13	A	A
HUB20240985	43	45	44	37	38	A
HUB20240986	43	41	41	46	18	A
HUB20240990	A	A	45	43	44	A
HUB20240994	A	23	48	39	A	A
HUB20241006	15	A	15	17	17	A
HUB20241010	A	45	46	44	A	A
HUB20241027	A	17	A	A	18	A
HUB20241036	27	12	38	17	A	A
HUB20241075	45	A	47	44	A	A
HUB20241083	A	A	A	A	A	A