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
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 9	Module 8	Module 7	Module 6	Module 5	Module 4	Module 3	Module 2	Module 1	PREPARATORY
HUB20240101	48	49	48	39	44	45	48	46	42	48
HUB20240102	48	48	47	41	46	47	43	46	38	46
HUB20240103	48	46	A	37	43	40	45	A	40	42
HUB20240104	A	A	A	44	45	A	A	46	40	41
HUB20240105	48	48	47	39	44	45	46	45	42	48
HUB20240106	A	A	A	A	A	A	A	A	35	48
HUB20240107	48	45	46	37	41	44	47	43	45	44
HUB20240108	A	47	48	39	44	43	48	47	41	47
HUB20240109	45	46	45	37	43	44	46	44	41	46
HUB20240110	46	46	43	39	41	41	40	42	37	47
HUB20240111	48	48	47	A	42	42	46	45	45	45
HUB20240112	A	48	48	34	44	44	A	A	39	A
HUB20240113	A	A	A	A	A	43	A	39	41	42
HUB20240114	A	48	46	38	44	44	46	41	33	45
HUB20240115	46	A	47	40	A	44	42	45	42	47
HUB20240116	48	47	47	37	42	42	42	45	44	44
HUB20240117	47	48	45	A	44	A	A	42	A	32
HUB20240118	47	45	47	36	43	48	43	44	41	45
HUB20240119	48	48	48	42	46	46	A	45	42	49
HUB20240120	48	49	48	40	41	43	47	45	41	47
HUB20240121	44	48	48	38	43	A	A	45	37	41
HUB20240122	47	47	47	40	41	44	46	48	40	46
HUB20240123	38	49	44	37	46	42	45	46	42	46
HUB20240124	48	48	48	39	43	45	46	45	40	46
HUB20240125	47	49	A	40	43	45	47	46	42	46
HUB20240126	45	46	47	37	A	A	39	44	39	46
HUB20240127	48	48	13	A	A	A	29	A	A	A
HUB20240128	A	49	45	40	A	45	46	45	44	44
HUB20240129	A	A	A	A	A	A	A	A	A	A
HUB20240130	45	46	43	A	45	41	43	45	39	43
HUB20240131	A	40	A	29	39	A	A	43	38	42
HUB20240132	A	46	A	32	42	A	17	42	39	44
HUB20240133	48	48	48	39	43	43	47	45	39	43
HUB20240134	45	43	40	A	44	43	46	41	40	41
HUB20240135	A	A	A	A	A	A	A	A	A	A
HUB20240136	48	A	45	39	A	39	45	45	42	A
HUB20240137	47	48	40	A	44	A	46	46	40	42
HUB20240138	47	49	48	37	45	46	38	44	41	36
HUB20240139	48	48	48	37	43	45	47	45	41	48
HUB20240140	46	45	A	41	41	31	A	32	39	38
HUB20240141	A	A	A	41	46	A	A	37	28	33
HUB20240142	48	49	47	44	43	44	46	42	42	42
HUB20240143	A	A	A	39	45	44	46	45	43	40
HUB20240170	48	47	44	42	45	46	45	46	38	45
HUB20240171	45	47	A	37	44	44	44	44	43	46
HUB20240176	48	47	48	39	44	45	48	46	41	A
HUB20240177	48	48	44	40	A	A	43	47	41	A
HUB20240178	A	A	A	A	A	A	A	A	A	A
HUB20240179	42	42	38	A	A	A	A	A	A	A
HUB20240200	49	48	45	40	44	44	44	47	33	A
HUB20240201	48	49	46	39	46	45	44	46	42	A
HUB20240203	A	48	44	38	45	43	A	43	40	A
HUB20240205	48	47	46	40	45	44	44	44	A	45
HUB20240206	49	A	45	38	44	42	49	44	40	21
HUB20240207	14	16	46	39	13	44	48	8	35	18
HUB20240208	48	49	44	38	45	14	46	22	A	35
HUB20240209	46	47	45	35	44	43	43	46	40	40
HUB20240210	41	48	46	38	46	48	46	42	40	23
HUB20240213	47	48	47	38	45	45	44	43	39	42
HUB20240214	47	49	46	42	46	43	45	39	21	34
HUB20240215	47	47	44	39	45	46	47	46	41	35
HUB20240216	47	48	43	25	A	16	A	21	27	40
HUB20240217	14	A	9	28	A	11	48	47	A	A
HUB20240219	28	46	40	35	45	44	46	40	A	A
HUB20240220	19	22	22	25	A	A	A	40	13	17
HUB20240221	30	47	45	40	A	A	A	40	14	12
HUB20240222	46	A	43	40	A	43	43	A	A	A
HUB20240223	39	44	45	39	45	44	47	45	42	16
HUB20240227	43	46	43	41	40	42	45	44	42	16
HUB20240228	46	47	44	41	46	46	45	45	40	43
HUB20240231	45	45	45	38	42	44	40	45	43	A
HUB20240232	48	48	45	A	41	43	39	45	43	47
HUB20240234	44	29	46	A	46	46	47	45	37	A
HUB20240235	46	44	46	26	42	42	44	A	41	31
HUB20240236	41	47	36	A	42	42	47	40	35	35
HUB20240237	43	44	43	35	42	42	43	40	40	26
HUB20240238	47	48	45	41	45	46	41	46	41	24
HUB20240239	47	48	47	40	44	45	43	43	41	40
HUB20240240	42	48	34	A	A	18	23	A	19	22
HUB20240241	47	46	45	40	45	44	46	46	41	36
HUB20240242	4	16	35	A	22	28	25	37	40	26
HUB20240243	44	49	47	37	41	39	46	44	39	48
HUB20240244	46	29	46	39	45	42	40	41	33	25
HUB20240245	48	49	47	39	43	44	44	43	39	42
HUB20240246	38	49	44	37	42	42	47	45	38	24
HUB20240247	48	46	47	14	42	44	9	45	39	13
HUB20240248	49	44	45	39	42	43	43	44	16	43
HUB20240249	38	44	44	40	40	43	46	A	42	26
HUB20240250	48	47	46	A	41	41	49	A	35	41
HUB20240251	44	44	43	A	43	41	44	A	34	21
HUB20240252	48	46	45	36	45	44	46	45	43	A
HUB20240255	A	46	47	39	44	40	A	22	27	44
HUB20240256	47	46	43	39	44	46	43	46	39	27
HUB20240257	35	46	47	A	45	44	43	46	40	A
HUB20240258	43	43	46	39	45	46	47	44	37	46
HUB20240262	48	45	44	40	A	44	43	44	40	A
HUB20240263	46	42	42	37	44	40	45	45	40	45
HUB20240264	41	44	43	39	35	41	44	44	41	46
HUB20240266	47	38	41	A	41	44	39	A	40	34
HUB20240271	48	46	46	43	3	42	44	35	32	A
HUB20240274	48	47	47	A	43	43	42	44	42	27
HUB20240275	45	46	44	38	43	44	45	44	41	20
HUB20240277	46	46	43	37	22	44	46	49	43	36
HUB20240278	47	48	45	36	45	46	45	10	39	43
HUB20240279	49	48	47	36	41	42	46	37	40	33
HUB20240280	48	47	46	A	44	44	45	47	42	29
HUB20240282	47	49	46	38	45	45	47	42	42	28
HUB20240283	48	49	42	42	45	45	44	A	42	A
HUB20240285	47	47	42	39	42	46	46	44	43	46
HUB20240286	46	46	47	40	43	45	46	45	41	43
HUB20240287	47	49	48	A	44	44	43	44	35	24
HUB20240288	42	43	14	A	13	18	35	45	A	A
HUB20240289	13	15	42	35	45	41	42	16	40	28
HUB20240290	42	45	39	A	42	45	26	A	42	26
HUB20240292	48	47	47	40	43	44	47	42	42	42
HUB20240295	49	42	16	40	40	20	25	22	31	27
HUB20240296	48	48	44	38	42	42	45	42	30	32
HUB20240297	48	47	45	40	45	39	45	43	18	26
HUB20240298	12	24	47	17	44	40	27	33	25	18
HUB20240299	46	47	41	25	A	42	47	46	12	10
HUB20240300	47	47	47	37	44	27	33	30	25	31
HUB20240301	48	47	A	37	44	A	A	A	A	25
HUB20240302	34	A	A	A	A	A	43	37	9	A
HUB20240303	44	46	37	31	43	28	16	A	22	34
HUB20240305	44	49	44	39	44	44	45	42	38	21
HUB20240306	43	47	43	36	44	44	46	38	26	26
HUB20240307	48	A	47	41	43	45	49	45	41	44
HUB20240308	12	47	45	38	42	42	45	10	15	16
HUB20240312	48	49	48	37	44	42	46	47	42	48
HUB20240313	48	47	47	39	43	45	42	18	18	40
HUB20240314	47	45	45	39	41	44	46	38	24	A
HUB20240315	48	46	46	40	46	46	47	47	17	13
HUB20240316	45	47	47	39	43	46	46	43	16	22
HUB20240317	A	A	44	29	A	29	A	A	42	38
HUB20240318	A	45	47	38	44	48	47	46	A	15
HUB20240319	47	48	A	40	45	44	49	45	41	46
HUB20240320	32	46	18	9	A	A	A	12	40	20
HUB20240321	A	A	39	37	A	A	A	45	41	38
HUB20240322	6	16	37	A	32	A	36	44	A	28
HUB20240323	22	40	34	6	12	24	23	27	A	39
HUB20240324	45	42	44	41	44	44	45	44	27	28
HUB20240325	A	A	32	17	12	16	12	21	15	31
HUB20240326	46	47	44	34	45	42	39	14	17	A
HUB20240327	11	14	6	15	16	45	18	13	17	A
HUB20240328	45	A	41	38	33	A	23	18	19	A
HUB20240329	44	A	45	35	30	45	16	A	9	A
HUB20240330	40	46	41	35	36	27	15	24	29	A
HUB20240332	13	44	41	35	30	28	22	12	21	32
HUB20240334	48	42	45	39	45	39	42	42	18	A
HUB20240335	43	48	A	22	A	44	40	40	A	A
HUB20240336	43	43	41	38	41	42	37	45	A	44
HUB20240337	A	A	A	11	A	12	18	15	19	28
HUB20240338	12	12	10	12	46	13	12	41	21	17
HUB20240339	44	A	45	37	42	A	29	46	A	A
HUB20240340	A	A	42	32	34	28	39	37	36	A
HUB20240341	A	47	41	33	A	31	18	32	15	26
HUB20240343	48	47	46	15	34	A	32	24	20	A
HUB20240344	A	15	8	13	10	A	19	A	18	A
HUB20240346	46	48	44	37	44	46	45	26	23	22
HUB20240348	38	A	40	31	31	A	15	26	A	A
HUB20240349	44	47	45	41	44	45	45	45	11	14
HUB20240350	44	46	42	38	21	31	26	18	20	31
HUB20240351	10	47	34	26	23	23	21	24	18	A
HUB20240352	48	47	45	40	A	33	23	25	A	A
HUB20240353	14	38	13	32	A	29	28	A	30	22
HUB20240354	43	44	33	35	35	16	14	16	13	A
HUB20240357	47	48	47	41	41	39	45	A	15	9
HUB20240358	40	48	47	42	43	47	47	A	19	34
HUB20240359	47	46	45	39	44	45	43	A	14	A
HUB20240360	48	26	48	37	45	45	48	47	41	47
HUB20240361	A	10	16	A	11	44	A	44	16	A
HUB20240362	44	A	A	12	A	16	18	27	12	A
HUB20240364	46	19	48	37	40	43	48	45	43	A
HUB20240365	48	47	44	38	44	34	25	29	A	A
HUB20240369	46	48	48	35	46	44	46	42	42	A
HUB20240370	19	18	20	37	41	A	13	25	18	A
HUB20240371	47	47	48	39	44	43	A	20	11	33
HUB20240372	46	38	38	31	40	26	28	37	17	30
HUB20240373	28	A	22	18	20	16	17	21	A	A
HUB20240374	A	A	A	12	7	15	7	18	A	A
HUB20240375	37	48	44	A	41	43	30	A	33	A
HUB20240376	14	48	15	37	45	25	15	46	22	38
HUB20240377	A	48	45	42	43	40	41	43	38	A
HUB20240378	45	45	42	40	39	42	45	45	A	44
HUB20240379	A	44	48	40	44	44	35	16	A	40
HUB20240381	45	46	41	38	43	44	42	22	26	A
HUB20240382	47	45	40	A	43	A	44	45	19	37
HUB20240384	43	47	42	37	44	42	42	A	22	A
HUB20240385	47	48	47	39	44	44	44	46	41	A
HUB20240386	42	46	41	29	29	A	26	A	19	A
HUB20240388	A	45	42	25	14	38	43	25	22	36
HUB20240389	A	48	44	37	44	44	37	40	A	31
HUB20240390	49	46	46	39	42	43	47	42	13	A
HUB20240391	44	46	45	38	41	46	A	22	37	24
HUB20240392	45	44	45	37	45	45	44	42	41	45
HUB20240394	45	42	A	35	46	44	47	A	41	45
HUB20240395	47	44	46	35	A	44	44	31	37	27
HUB20240396	42	44	44	35	43	39	47	46	40	48
HUB20240397	19	17	43	33	42	37	43	A	44	44
HUB20240398	47	46	47	38	44	44	48	43	40	44
HUB20240399	44	47	41	29	43	45	39	45	42	46
HUB20240400	47	43	44	37	42	44	43	45	37	42
HUB20240402	44	47	44	33	44	43	42	A	43	14
HUB20240403	47	48	45	39	42	45	46	A	41	45
HUB20240404	A	39	38	34	43	42	45	A	37	16
HUB20240405	46	45	45	40	44	42	45	A	36	A
HUB20240406	48	47	47	39	43	44	45	A	A	45
HUB20240407	40	43	37	35	39	42	41	37	23	11
HUB20240408	A	35	46	40	41	45	37	45	39	38
HUB20240409	48	48	47	41	45	47	46	22	39	43
HUB20240410	25	43	43	37	43	47	45	46	35	A
HUB20240411	49	47	48	34	44	42	43	36	40	48
HUB20240412	47	46	45	A	A	44	45	A	40	A
HUB20240414	44	44	38	A	45	46	47	41	34	27
HUB20240415	48	48	44	43	45	47	47	46	40	23
HUB20240416	43	45	41	38	43	44	47	21	40	33
HUB20240417	49	46	44	38	44	38	38	A	36	45
HUB20240420	35	44	42	A	44	44	39	45	36	31
HUB20240422	47	46	45	22	39	43	A	44	42	15
HUB20240423	45	46	47	40	45	43	41	44	30	18
HUB20240424	19	45	42	37	42	43	46	46	40	32
HUB20240426	48	49	44	39	45	43	45	44	36	A
HUB20240427	47	46	46	36	40	43	22	46	42	31
HUB20240428	48	47	40	A	39	44	42	A	37	29
HUB20240430	44	46	44	37	32	42	42	46	40	31
HUB20240432	33	48	46	38	45	45	43	A	35	A
HUB20240433	46	47	40	38	45	47	44	44	38	45
HUB20240435	48	32	47	42	46	44	45	A	A	17
HUB20240436	A	48	46	A	45	47	47	A	35	44
HUB20240445	A	47	A	A	41	45	43	A	35	38
HUB20240446	47	48	47	40	45	46	46	44	40	18
HUB20240450	45	46	48	A	43	44	46	46	40	30
HUB20240452	A	46	46	28	45	42	A	16	41	44
HUB20240458	44	46	43	39	43	44	39	A	42	17
HUB20240460	47	45	45	41	45	42	45	46	40	47
HUB20240466	46	48	47	39	44	44	44	48	40	34
HUB20240467	48	48	46	40	39	42	41	44	41	45
HUB20240468	48	47	46	38	43	45	47	44	40	46
HUB20240469	A	A	47	A	12	A	A	A	40	14
HUB20240473	A	48	48	37	45	A	32	A	31	A
HUB20240476	A	44	A	40	42	6	45	45	42	44
HUB20240477	48	48	46	42	45	45	45	47	A	23
HUB20240482	48	48	44	40	45	46	45	38	39	46
HUB20240483	42	16	43	36	44	24	20	16	18	23
HUB20240484	A	A	A	23	13	A	41	39	18	36
HUB20240485	A	38	48	39	45	44	44	44	A	15
HUB20240487	48	42	43	A	45	41	43	44	A	45
HUB20240489	47	46	47	39	45	46	45	46	39	47
HUB20240490	49	49	48	A	42	45	41	44	40	27
HUB20240497	A	A	18	A	12	39	31	20	27	20
HUB20240500	44	43	37	41	45	38	42	41	39	45
HUB20240514	A	15	16	A	A	42	21	43	A	A
HUB20240515	A	9	13	12	45	47	43	38	A	A
HUB20240526	44	47	44	40	45	45	44	39	27	A
HUB20240529	A	45	17	A	A	A	15	22	13	7
HUB20240530	48	48	45	37	42	38	22	24	13	30
HUB20240531	A	48	47	A	43	43	45	45	41	44
HUB20240532	46	A	45	38	45	40	48	38	A	39
HUB20240543	A	46	44	35	44	42	43	44	22	30
HUB20240555	46	46	45	41	44	46	44	16	17	A
HUB20240556	A	A	13	A	40	11	47	39	34	A
HUB20240557	A	29	17	14	A	A	21	17	A	A
HUB20240558	44	46	43	39	45	46	46	46	19	29
HUB20240559	45	48	46	38	42	43	45	47	23	15
HUB20240563	47	47	47	A	44	43	44	45	42	32
HUB20240565	21	11	13	17	32	37	41	32	A	11
HUB20240567	A	46	45	A	45	46	43	44	41	43
HUB20240569	44	47	13	29	43	40	32	45	20	A
HUB20240571	A	46	A	38	46	A	A	43	41	48
HUB20240572	47	16	48	40	45	46	45	46	39	46
HUB20240573	39	A	16	A	43	27	23	A	16	18
HUB20240576	49	47	A	37	46	44	41	44	38	44
HUB20240578	46	48	46	40	45	44	45	46	40	46
HUB20240579	13	15	24	17	40	42	45	28	39	29
HUB20240580	48	47	42	38	44	45	44	45	A	A
HUB20240581	8	19	17	A	A	A	19	A	22	A
HUB20240586	A	A	15	15	12	A	A	20	20	13
HUB20240595	44	43	42	38	42	45	44	46	37	36
HUB20240597	46	48	47	41	44	44	46	44	41	47
HUB20240600	A	47	44	A	42	46	48	27	18	28
HUB20240606	47	46	37	40	43	40	46	46	42	A
HUB20240611	A	A	A	28	A	A	A	13	A	A
HUB20240614	45	46	47	40	43	45	44	47	A	45
HUB20240623	10	16	A	21	12	10	20	34	37	28
HUB20240628	45	46	47	38	42	45	47	44	A	43
HUB20240629	47	47	46	35	44	42	19	45	37	46
HUB20240639	48	47	45	39	45	43	45	46	42	46
HUB20240642	42	44	40	38	44	40	45	46	39	47
HUB20240644	8	43	40	40	43	44	37	15	15	27
HUB20240648	A	A	45	41	45	44	48	46	41	45
HUB20240657	40	A	47	42	44	46	47	43	38	46
HUB20240664	A	A	A	A	5	A	20	14	A	A
HUB20240665	A	43	35	34	31	38	31	37	12	27
HUB20240668	45	49	47	40	43	46	46	44	42	16
HUB20240670	A	14	A	A	15	13	10	19	16	10
HUB20240671	8	16	47	A	10	42	38	45	35	28
HUB20240673	A	A	A	A	A	A	A	A	A	A
HUB20240675	A	5	A	A	23	22	11	21	22	28
HUB20240683	A	A	46	30	41	45	44	14	36	32
HUB20240686	A	30	A	15	11	10	16	22	14	28
HUB20240691	A	46	47	41	44	47	20	45	11	17
HUB20240693	48	47	34	A	11	10	45	44	16	19
HUB20240695	45	47	47	38	47	46	45	46	A	A
HUB20240701	A	44	A	A	A	A	21	44	42	A
HUB20240704	48	48	47	39	42	46	42	42	40	45
HUB20240705	48	48	44	37	45	46	43	45	39	46
HUB20240707	A	43	39	A	44	47	42	40	26	A
HUB20240712	44	47	44	42	A	40	30	48	29	16
HUB20240713	45	45	42	A	44	44	40	35	30	16
HUB20240714	48	47	44	39	44	43	19	18	A	34
HUB20240715	46	48	46	40	40	43	46	38	A	27
HUB20240717	A	A	47	16	21	15	16	A	30	A
HUB20240718	A	43	44	39	42	41	46	44	20	24
HUB20240719	47	46	44	35	43	44	44	43	41	23
HUB20240720	48	48	46	35	45	42	45	43	39	44
HUB20240721	6	12	A	34	41	44	A	8	A	9
HUB20240722	46	47	47	38	44	44	43	45	38	46
HUB20240723	46	48	46	35	46	44	47	45	39	49
HUB20240726	46	49	44	39	41	44	45	45	39	45
HUB20240727	47	47	44	40	45	44	44	46	43	47
HUB20240730	A	A	A	36	42	43	45	A	36	A
HUB20240734	43	A	15	A	15	A	44	18	39	24
HUB20240736	44	26	A	38	43	44	45	45	40	A
HUB20240737	45	A	37	20	45	40	46	40	32	A
HUB20240744	A	A	A	13	17	12	20	7	19	A
HUB20240749	10	17	46	12	43	45	30	A	42	19
HUB20240751	45	47	47	36	42	A	43	43	A	A
HUB20240752	44	46	42	37	35	A	42	19	24	26
HUB20240756	42	40	47	38	43	38	35	38	30	26
HUB20240757	46	48	44	37	45	45	46	45	41	46
HUB20240763	A	45	A	A	11	10	13	23	A	A
HUB20240774	46	47	47	34	45	43	47	40	41	35
HUB20240785	47	45	43	39	45	41	44	45	41	A
HUB20240787	44	A	46	35	42	41	45	45	36	A
HUB20240811	A	46	45	37	A	43	46	46	41	A
HUB20240812	14	11	30	11	44	33	43	45	32	17
HUB20240828	47	47	47	A	44	43	46	45	41	13
HUB20240830	40	47	45	37	47	39	44	46	35	43
HUB20240831	15	16	43	35	43	44	46	45	41	45
HUB20240834	A	44	44	13	46	45	48	45	40	A
HUB20240839	A	47	43	43	45	46	45	44	39	44
HUB20240840	46	47	47	39	44	44	46	48	14	44
HUB20240842	45	A	18	35	43	44	44	46	39	46
HUB20240848	46	48	43	38	45	41	47	45	A	42
HUB20240853	46	47	44	40	44	46	43	46	39	45
HUB20240879	48	47	48	38	41	43	45	44	42	A
HUB20240882	43	13	40	14	40	16	45	46	41	44
HUB20240883	47	47	44	41	45	46	45	45	40	49
HUB20240886	46	48	46	40	45	47	44	12	39	44
HUB20240887	48	46	44	38	44	18	42	43	A	45
HUB20240893	47	A	46	A	42	A	47	A	35	36
HUB20240918	43	44	46	37	45	43	48	42	41	31
HUB20240919	A	17	44	A	45	25	16	A	A	22
HUB20240921	47	49	20	39	43	44	44	46	40	45
HUB20240923	A	A	A	A	45	A	43	47	41	47
HUB20240924	47	48	46	40	46	44	43	45	40	35
HUB20240926	43	37	44	38	40	43	44	45	41	23
HUB20240927	43	44	A	39	38	A	28	39	41	40
HUB20240928	A	A	A	30	A	31	27	16	A	A
HUB20240929	48	47	46	37	44	45	45	45	15	A
HUB20240930	A	44	9	40	45	47	45	43	43	29
HUB20240931	43	46	45	19	27	44	13	35	31	30
HUB20240932	47	47	44	40	45	46	41	41	34	38
HUB20240933	A	47	45	32	40	38	44	42	42	43
HUB20240934	A	A	44	18	43	40	37	38	39	A
HUB20240935	47	46	46	39	43	47	46	46	38	40
HUB20240936	47	49	45	A	44	A	45	44	42	40
HUB20240937	48	48	47	40	39	A	46	A	30	28
HUB20240938	48	46	45	40	45	26	47	44	42	40
HUB20240939	38	43	44	36	42	41	42	44	42	39
HUB20240940	47	46	45	40	45	45	45	45	25	23
HUB20240941	11	45	47	38	44	44	48	46	35	41
HUB20240942	48	46	A	40	A	47	46	46	40	46
HUB20240943	47	48	A	37	45	46	45	39	24	A
HUB20240945	A	A	47	41	41	44	46	40	A	18
HUB20240946	37	40	36	19	14	19	17	12	26	16
HUB20240947	41	A	A	31	31	42	31	A	A	A
HUB20240948	47	46	39	40	28	A	A	22	24	15
HUB20240949	A	A	A	16	12	14	20	A	21	A
HUB20240950	47	A	A	A	A	41	44	43	11	A
HUB20240951	A	A	17	23	12	11	15	A	A	A
HUB20240953	A	A	18	A	42	41	44	41	37	43
HUB20240956	48	48	46	40	44	45	45	46	39	44
HUB20240959	44	A	44	40	45	45	46	41	A	17
HUB20240960	A	30	A	A	42	31	18	A	15	14
HUB20240967	42	46	41	38	11	42	9	43	35	A
HUB20240968	A	45	A	A	40	14	15	13	15	16
HUB20240969	48	46	42	38	44	A	44	45	42	A
HUB20240973	A	A	A	A	15	A	14	A	21	14
HUB20240974	49	46	46	39	44	45	43	41	41	A
HUB20240978	28	48	46	A	44	A	48	44	40	A
HUB20240980	A	20	A	A	A	A	14	13	A	A
HUB20240985	48	48	43	41	43	45	44	37	38	A
HUB20240986	48	49	41	32	43	41	41	46	18	A
HUB20240990	A	45	A	40	A	A	45	43	44	A
HUB20240994	A	16	A	19	A	23	48	39	A	A
HUB20241006	A	33	A	A	15	A	15	17	17	A
HUB20241010	47	44	A	35	A	45	46	44	A	A
HUB20241027	13	A	A	A	A	17	A	A	18	A
HUB20241036	45	46	41	34	27	12	38	17	A	A
HUB20241075	45	A	45	38	45	A	47	44	A	A
HUB20241071	41	44	37	A	A	A	A	A	A	A
HUB20241083	A	A	A	A	A	A	A	A	A	A