Wiki - Факультет компьютерных наук - Вклад [ru]

Python for Data Science DSBA 2025/2026

2026-06-20T00:14:47Z

SapunovArtemiy: /* Workshops */

In case you find any inconsistencies on this page, please, contact [https://t.me/StefanieTheSentinels @StefanieTheSentinels].

== Teachers and assistants ==
{| class="wikitable" style="text-align:center"
|-
! Group !! 251 !! 252 !! 253 !! 254 !! 255 !! 256 !! 257
|-
|| Lecturer
| colspan="8" | [https://www.hse.ru/en/staff/voznesenskaya Voznesenskaya T.V.]
[mailto:tvoznesenskaya@hse.ru tvoznesenskaya@hse.ru], tg: [https://tlgg.ru/tvozn @tvozn]
|-
|| Workshop Instructor
|| [https://www.hse.ru/org/persons/65846258 Rudakov K.A.] tg: [https://t.me/ArcticBEARD @ArcticBEARD]
|| [https://www.hse.ru/org/persons/863761973 Kopylov I.S.] tg: [https://t.me/DanielWalker @DanielWalker]
|| 253-1: [https://www.hse.ru/org/persons/863761973 Kopylov I.S.] tg: [https://t.me/DanielWalker @DanielWalker] 253-2: [https://www.hse.ru/org/persons/65846258 Rudakov K.A.] tg: [https://t.me/ArcticBEARD @ArcticBEARD]
|| 254-1: Dovgopolyi I.A. tg: [https://t.me/TriariiMisha @TriariiMisha] 254-2: Yartsev M.S. tg: [https://t.me/Mischay @Mischay]
| colspan="2" | [https://www.hse.ru/staff/aspronina/ Pronina A.S.] tg: [https://t.me/l_AnnaPronina_l @l_AnnaPronina_l]
|| 257-1: Yartsev M.S. tg: [https://t.me/Mischay @Mischay] 257-2: Pavleeva M.V. tg: [https://t.me/mariapavleeva @mariapavleeva]
|-
|| Teaching Assistant
|| Argirov George tg: [https://t.me/gotchaya @gotchaya]
|| Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV]
|| 253-1: Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV] 253-2: Argirov George tg: [https://t.me/gotchaya @gotchaya]
|| 254-1: Argirov George tg: [https://t.me/gotchaya @gotchaya] 254-2: Alexia Foks tg: [https://t.me/xsAlexFoxx @xsAlexFoxx]
| colspan="2" | Khudyakov Nikita tg: [https://t.me/jiko_keno @jiko_keno]
|| 257-1: Alexia Foks tg: [https://t.me/xsAlexFoxx @xsAlexFoxx] 257-2: Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV]
|-
|| Lecturer's Assistant
| colspan="8" | Artemiy Sapunov tg: [https://t.me/StefanieTheSentinels @StefanieTheSentinels]
|}

== Grading system ==

<pre>
Final Grade = round( 0.1 × HW(Contests) + 0.1 × Seminar attendance + 0.15 × Activity + 0.25 × Midterm + 0.4 × Exam(Project defence) )
</pre>

== Contests ==
<code>
{| class="wikitable" style="text-align:center"
|-
! Contest !! Deadline !! Topic
|-
|| [https://official.contest.yandex.ru/contest/92835/enter/ Contest 1] || 15 Apr 23:59:59 || Introduction
|-
|| [https://official.contest.yandex.ru/contest/93028/enter/ Contest 2] || 22 Apr 23:59:59 || List, set, dictionary
|-
|| [https://official.contest.yandex.ru/contest/93400/enter/ Contest 3] || 29 Apr 23:59:59 || Functions, recursion, tuple
|-
|| [https://official.contest.yandex.ru/contest/93828/enter Contest 4] || 17 May 23:59:59 || Numpy & Pandas
|-
|| [https://official.contest.yandex.ru/contest/93859/enter/ Contest 5] || 31 May 23:59:59 || Functional programming
|-
|| Contest 6 || TBD || TBD
|-
|| Contest 7 || TBD || TBD
|-
|| Contest 8 || TBD || TBD
|-
|| Contest 9 || TBD || TBD
|-
|| Contest 10 || TBD || TBD
|}
</code>

== Grades ==

The results table with all your grades can be found by [https://docs.google.com/spreadsheets/d/1tC906mHKTvFQUz4ffGRC6NvfYLRXCigr8QFkvcDfYds/edit?gid=306873861#gid=306873861 this link].

== Lecture notes and Workshop materials ==

=== Lectures ===
<code>
{| class="wikitable" style="text-align:center"
|-
! Date !! Lecture !! Topic
|-
| 02.04 || [https://drive.google.com/file/d/1wqP3Qnn4iINk4N2qARDFbjNml3YmEpwb/view?usp=share_link Lecture 1] || Introduction, string, list
|-
| 09.04 || [https://drive.google.com/file/d/1p8oBUoc2nvqgxYcgnjQ1LkNxKnFCYKV8/view?usp=sharing Lecture 2] || Set, tuple, dictionary
|-
| 16.04 || [https://drive.google.com/file/d/1fFowIrjvBNqcqdYum0j_oVCmudHYAu1o/view?usp=sharing Lecture 3] || Functions, recursion, OOP
|-
| 23.04 || [https://drive.google.com/file/d/1-kAHVvSQ2P1_OhA-tp0vQ9ocOqtNzrRr/view?usp=sharing Lecture 4] || NumPy
|-
| 30.04 || [https://drive.google.com/drive/folders/1M2a2sHw2_APJ1CeiNpfjyDTjwu-7Eut7?usp=sharing Lecture 5] || Pandas, exploratory data analysis
|-
| 21.05 || [https://drive.google.com/drive/folders/15l-Fg22vdPWA88uRL7n0wvonPDce85jl?usp=sharing Lecture 6] || Data visualisation
|-
| 28.05 || [https://drive.google.com/drive/folders/1gnaDfhE6IGXJFbN7le7IBZt9Qa4mmevT?usp=sharing Lecture 7] || Introduction to statistical analysis
|-
| 04.06 || [https://drive.google.com/drive/folders/1JLgWer--j6ohv4ILVXmngiFau-fXjKej Lecture 8] || Databases, SQL
|-
| 11.06 || [https://drive.google.com/drive/folders/1R_tXxDT991ji2vbX1_rCFavCZ96lIaiY Lecture 9] || Data cleaning and regular expression
|}
</code>

=== Workshops ===


<code>
{| class="wikitable"
! Workshop !! Topic
|-
| [https://drive.google.com/drive/folders/1fotT3eTe5VZZzOdeWjDyZGyBOeWrKxvA?usp=sharing Workshop 1] || IDE, arithmetics, string, list
|-
| [https://drive.google.com/drive/folders/1VsDdWJ0GsALcmnWAZ62a1Cd7GhcVBCQA?usp=sharing Workshop 2 & 3] || Set, tuple, dictionary
|-
| [https://drive.google.com/drive/folders/1kFBYktpML2Qm-tI3RtwmodjK3pp1SN6W?usp=sharing Workshop 4] || Functions, Recursion & Functional Programming
|-
| [https://drive.google.com/drive/folders/1AW4QrDMPMdwCp5G0vZgViIAFRs5Xrcta?usp=sharing Workshop 5] || OOP
|-
| [https://drive.google.com/drive/folders/1uvBBGMPBKuM_n3PkEKdfL8p--gZxnMYX?usp=sharing Workshop 6] || NumPy
|-
| [https://drive.google.com/drive/folders/11es25rxFunvMmJfyP-a3OIAboYgPsm2j?usp=sharing Workshop 7] || Linear algebra with NumPy
|-
| [https://drive.google.com/drive/folders/1OZlWquqUVJgKXWhSh1OEvmymlHeAGX3g?usp=sharing Workshop 8 & 9] || Pandas, EDA
|-
| [https://drive.google.com/drive/folders/1aqUfmyHidv-VESbM09TqC6vG30VfUrBF?usp=sharing Workshop 10] || Data visualisation
|-
| [https://drive.google.com/drive/folders/1JYTvn0tcFHLUtWNwEUMzfwy34XMnakdg?usp=sharing Workshop 11] || SciPy
|-
| [https://drive.google.com/drive/folders/1fhPcxkbWAlTq7vgAAwTI8J2HFyuNvdI0?usp=sharing Workshop 12] || SQLite, SQLAlchemy
|}
</code>

==Midterm==

The midterm will be conducted on '''14 May 16:00 - 18:00''' in the '''offline''' format.

All the details you can find <big>'''[[Python Programming DSBA 2025/26 / Midterm|here]]'''</big>.

== Project / Exam ==

All the information regarding your course project can be found by accessing [[Python Programming DSBA 2025/26 / Project|this page]].

The project submission deadline is '''June 14th 23:59'''.

Your exam (project defence) will be conducted on '''June 25th and 27th''' in the '''offline''' format.

== Syllabus ==

[https://www.hse.ru/ba/data/courses/1071113650.html Syllabus]

Python for Data Science DSBA 2025/2026

2026-06-20T00:10:12Z

SapunovArtemiy: /* Lectures */

In case you find any inconsistencies on this page, please, contact [https://t.me/StefanieTheSentinels @StefanieTheSentinels].

== Teachers and assistants ==
{| class="wikitable" style="text-align:center"
|-
! Group !! 251 !! 252 !! 253 !! 254 !! 255 !! 256 !! 257
|-
|| Lecturer
| colspan="8" | [https://www.hse.ru/en/staff/voznesenskaya Voznesenskaya T.V.]
[mailto:tvoznesenskaya@hse.ru tvoznesenskaya@hse.ru], tg: [https://tlgg.ru/tvozn @tvozn]
|-
|| Workshop Instructor
|| [https://www.hse.ru/org/persons/65846258 Rudakov K.A.] tg: [https://t.me/ArcticBEARD @ArcticBEARD]
|| [https://www.hse.ru/org/persons/863761973 Kopylov I.S.] tg: [https://t.me/DanielWalker @DanielWalker]
|| 253-1: [https://www.hse.ru/org/persons/863761973 Kopylov I.S.] tg: [https://t.me/DanielWalker @DanielWalker] 253-2: [https://www.hse.ru/org/persons/65846258 Rudakov K.A.] tg: [https://t.me/ArcticBEARD @ArcticBEARD]
|| 254-1: Dovgopolyi I.A. tg: [https://t.me/TriariiMisha @TriariiMisha] 254-2: Yartsev M.S. tg: [https://t.me/Mischay @Mischay]
| colspan="2" | [https://www.hse.ru/staff/aspronina/ Pronina A.S.] tg: [https://t.me/l_AnnaPronina_l @l_AnnaPronina_l]
|| 257-1: Yartsev M.S. tg: [https://t.me/Mischay @Mischay] 257-2: Pavleeva M.V. tg: [https://t.me/mariapavleeva @mariapavleeva]
|-
|| Teaching Assistant
|| Argirov George tg: [https://t.me/gotchaya @gotchaya]
|| Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV]
|| 253-1: Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV] 253-2: Argirov George tg: [https://t.me/gotchaya @gotchaya]
|| 254-1: Argirov George tg: [https://t.me/gotchaya @gotchaya] 254-2: Alexia Foks tg: [https://t.me/xsAlexFoxx @xsAlexFoxx]
| colspan="2" | Khudyakov Nikita tg: [https://t.me/jiko_keno @jiko_keno]
|| 257-1: Alexia Foks tg: [https://t.me/xsAlexFoxx @xsAlexFoxx] 257-2: Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV]
|-
|| Lecturer's Assistant
| colspan="8" | Artemiy Sapunov tg: [https://t.me/StefanieTheSentinels @StefanieTheSentinels]
|}

== Grading system ==

<pre>
Final Grade = round( 0.1 × HW(Contests) + 0.1 × Seminar attendance + 0.15 × Activity + 0.25 × Midterm + 0.4 × Exam(Project defence) )
</pre>

== Contests ==
<code>
{| class="wikitable" style="text-align:center"
|-
! Contest !! Deadline !! Topic
|-
|| [https://official.contest.yandex.ru/contest/92835/enter/ Contest 1] || 15 Apr 23:59:59 || Introduction
|-
|| [https://official.contest.yandex.ru/contest/93028/enter/ Contest 2] || 22 Apr 23:59:59 || List, set, dictionary
|-
|| [https://official.contest.yandex.ru/contest/93400/enter/ Contest 3] || 29 Apr 23:59:59 || Functions, recursion, tuple
|-
|| [https://official.contest.yandex.ru/contest/93828/enter Contest 4] || 17 May 23:59:59 || Numpy & Pandas
|-
|| [https://official.contest.yandex.ru/contest/93859/enter/ Contest 5] || 31 May 23:59:59 || Functional programming
|-
|| Contest 6 || TBD || TBD
|-
|| Contest 7 || TBD || TBD
|-
|| Contest 8 || TBD || TBD
|-
|| Contest 9 || TBD || TBD
|-
|| Contest 10 || TBD || TBD
|}
</code>

== Grades ==

The results table with all your grades can be found by [https://docs.google.com/spreadsheets/d/1tC906mHKTvFQUz4ffGRC6NvfYLRXCigr8QFkvcDfYds/edit?gid=306873861#gid=306873861 this link].

== Lecture notes and Workshop materials ==

=== Lectures ===
<code>
{| class="wikitable" style="text-align:center"
|-
! Date !! Lecture !! Topic
|-
| 02.04 || [https://drive.google.com/file/d/1wqP3Qnn4iINk4N2qARDFbjNml3YmEpwb/view?usp=share_link Lecture 1] || Introduction, string, list
|-
| 09.04 || [https://drive.google.com/file/d/1p8oBUoc2nvqgxYcgnjQ1LkNxKnFCYKV8/view?usp=sharing Lecture 2] || Set, tuple, dictionary
|-
| 16.04 || [https://drive.google.com/file/d/1fFowIrjvBNqcqdYum0j_oVCmudHYAu1o/view?usp=sharing Lecture 3] || Functions, recursion, OOP
|-
| 23.04 || [https://drive.google.com/file/d/1-kAHVvSQ2P1_OhA-tp0vQ9ocOqtNzrRr/view?usp=sharing Lecture 4] || NumPy
|-
| 30.04 || [https://drive.google.com/drive/folders/1M2a2sHw2_APJ1CeiNpfjyDTjwu-7Eut7?usp=sharing Lecture 5] || Pandas, exploratory data analysis
|-
| 21.05 || [https://drive.google.com/drive/folders/15l-Fg22vdPWA88uRL7n0wvonPDce85jl?usp=sharing Lecture 6] || Data visualisation
|-
| 28.05 || [https://drive.google.com/drive/folders/1gnaDfhE6IGXJFbN7le7IBZt9Qa4mmevT?usp=sharing Lecture 7] || Introduction to statistical analysis
|-
| 04.06 || [https://drive.google.com/drive/folders/1JLgWer--j6ohv4ILVXmngiFau-fXjKej Lecture 8] || Databases, SQL
|-
| 11.06 || [https://drive.google.com/drive/folders/1R_tXxDT991ji2vbX1_rCFavCZ96lIaiY Lecture 9] || Data cleaning and regular expression
|}
</code>

=== Workshops ===


<code>
{| class="wikitable"
! Workshop !! Topic
|-
| [https://drive.google.com/drive/folders/1fotT3eTe5VZZzOdeWjDyZGyBOeWrKxvA?usp=sharing Workshop 1] || IDE, arithmetics, string, list
|-
| [https://drive.google.com/drive/folders/1VsDdWJ0GsALcmnWAZ62a1Cd7GhcVBCQA?usp=sharing Workshop 2 & 3] || Set, tuple, dictionary
|-
| [https://drive.google.com/drive/folders/1kFBYktpML2Qm-tI3RtwmodjK3pp1SN6W?usp=sharing Workshop 4] || Functions, Recursion & Functional Programming
|-
| [https://drive.google.com/drive/folders/1AW4QrDMPMdwCp5G0vZgViIAFRs5Xrcta?usp=sharing Workshop 5] || OOP
|-
| [https://drive.google.com/drive/folders/1uvBBGMPBKuM_n3PkEKdfL8p--gZxnMYX?usp=sharing Workshop 6] || NumPy
|-
| [https://drive.google.com/drive/folders/11es25rxFunvMmJfyP-a3OIAboYgPsm2j?usp=sharing Workshop 7] || Linear algebra with NumPy
|-
| [https://drive.google.com/drive/folders/1OZlWquqUVJgKXWhSh1OEvmymlHeAGX3g?usp=sharing Workshop 8 & 9] || Pandas, EDA
|-
| [https://drive.google.com/drive/folders/1aqUfmyHidv-VESbM09TqC6vG30VfUrBF?usp=sharing Workshop 10] || Data visualisation
|-
| [https://drive.google.com/drive/folders/1JYTvn0tcFHLUtWNwEUMzfwy34XMnakdg?usp=sharing Workshop 11] || SciPy
|}
</code>

==Midterm==

The midterm will be conducted on '''14 May 16:00 - 18:00''' in the '''offline''' format.

All the details you can find <big>'''[[Python Programming DSBA 2025/26 / Midterm|here]]'''</big>.

== Project / Exam ==

All the information regarding your course project can be found by accessing [[Python Programming DSBA 2025/26 / Project|this page]].

The project submission deadline is '''June 14th 23:59'''.

Your exam (project defence) will be conducted on '''June 25th and 27th''' in the '''offline''' format.

== Syllabus ==

[https://www.hse.ru/ba/data/courses/1071113650.html Syllabus]

Python for Data Science DSBA 2025/2026

2026-05-29T19:05:05Z

SapunovArtemiy:

In case you find any inconsistencies on this page, please, contact [https://t.me/StefanieTheSentinels @StefanieTheSentinels].

== Teachers and assistants ==
{| class="wikitable" style="text-align:center"
|-
! Group !! 251 !! 252 !! 253 !! 254 !! 255 !! 256 !! 257
|-
|| Lecturer
| colspan="8" | [https://www.hse.ru/en/staff/voznesenskaya Voznesenskaya T.V.]
[mailto:tvoznesenskaya@hse.ru tvoznesenskaya@hse.ru], tg: [https://tlgg.ru/tvozn @tvozn]
|-
|| Workshop Instructor
|| [https://www.hse.ru/org/persons/65846258 Rudakov K.A.] tg: [https://t.me/ArcticBEARD @ArcticBEARD]
|| [https://www.hse.ru/org/persons/863761973 Kopylov I.S.] tg: [https://t.me/DanielWalker @DanielWalker]
|| 253-1: [https://www.hse.ru/org/persons/863761973 Kopylov I.S.] tg: [https://t.me/DanielWalker @DanielWalker] 253-2: [https://www.hse.ru/org/persons/65846258 Rudakov K.A.] tg: [https://t.me/ArcticBEARD @ArcticBEARD]
|| 254-1: Dovgopolyi I.A. tg: [https://t.me/TriariiMisha @TriariiMisha] 254-2: Yartsev M.S. tg: [https://t.me/Mischay @Mischay]
| colspan="2" | [https://www.hse.ru/staff/aspronina/ Pronina A.S.] tg: [https://t.me/l_AnnaPronina_l @l_AnnaPronina_l]
|| 257-1: Yartsev M.S. tg: [https://t.me/Mischay @Mischay] 257-2: Pavleeva M.V. tg: [https://t.me/mariapavleeva @mariapavleeva]
|-
|| Teaching Assistant
|| Argirov George tg: [https://t.me/gotchaya @gotchaya]
|| Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV]
|| 253-1: Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV] 253-2: Argirov George tg: [https://t.me/gotchaya @gotchaya]
|| 254-1: Argirov George tg: [https://t.me/gotchaya @gotchaya] 254-2: Alexia Foks tg: [https://t.me/xsAlexFoxx @xsAlexFoxx]
| colspan="2" | Khudyakov Nikita tg: [https://t.me/jiko_keno @jiko_keno]
|| 257-1: Alexia Foks tg: [https://t.me/xsAlexFoxx @xsAlexFoxx] 257-2: Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV]
|-
|| Lecturer's Assistant
| colspan="8" | Artemiy Sapunov tg: [https://t.me/StefanieTheSentinels @StefanieTheSentinels]
|}

== Grading system ==

<pre>
Final Grade = round( 0.1 × HW(Contests) + 0.1 × Seminar attendance + 0.15 × Activity + 0.25 × Midterm + 0.4 × Exam(Project defence) )
</pre>

== Contests ==
<code>
{| class="wikitable" style="text-align:center"
|-
! Contest !! Deadline !! Topic
|-
|| [https://official.contest.yandex.ru/contest/92835/enter/ Contest 1] || 15 Apr 23:59:59 || Introduction
|-
|| [https://official.contest.yandex.ru/contest/93028/enter/ Contest 2] || 22 Apr 23:59:59 || List, set, dictionary
|-
|| [https://official.contest.yandex.ru/contest/93400/enter/ Contest 3] || 29 Apr 23:59:59 || Functions, recursion, tuple
|-
|| [https://official.contest.yandex.ru/contest/93828/enter Contest 4] || 17 May 23:59:59 || Numpy & Pandas
|-
|| [https://official.contest.yandex.ru/contest/93859/enter/ Contest 5] || 31 May 23:59:59 || Functional programming
|-
|| Contest 6 || TBD || TBD
|-
|| Contest 7 || TBD || TBD
|-
|| Contest 8 || TBD || TBD
|-
|| Contest 9 || TBD || TBD
|-
|| Contest 10 || TBD || TBD
|}
</code>

== Grades ==

The results table with all your grades can be found by [https://docs.google.com/spreadsheets/d/1tC906mHKTvFQUz4ffGRC6NvfYLRXCigr8QFkvcDfYds/edit?gid=306873861#gid=306873861 this link].

== Lecture notes and Workshop materials ==

=== Lectures ===
<code>
{| class="wikitable" style="text-align:center"
|-
! Date !! Lecture !! Topic
|-
| 02.04 || [https://drive.google.com/file/d/1wqP3Qnn4iINk4N2qARDFbjNml3YmEpwb/view?usp=share_link Lecture 1] || Introduction, string, list
|-
| 09.04 || [https://drive.google.com/file/d/1p8oBUoc2nvqgxYcgnjQ1LkNxKnFCYKV8/view?usp=sharing Lecture 2] || Set, tuple, dictionary
|-
| 16.04 || [https://drive.google.com/file/d/1fFowIrjvBNqcqdYum0j_oVCmudHYAu1o/view?usp=sharing Lecture 3] || Functions, recursion, OOP
|-
| 23.04 || [https://drive.google.com/file/d/1-kAHVvSQ2P1_OhA-tp0vQ9ocOqtNzrRr/view?usp=sharing Lecture 4] || NumPy
|-
| 30.04 || [https://drive.google.com/drive/folders/1M2a2sHw2_APJ1CeiNpfjyDTjwu-7Eut7?usp=sharing Lecture 5] || Pandas, exploratory data analysis
|-
| 21.06 || [https://drive.google.com/drive/folders/15l-Fg22vdPWA88uRL7n0wvonPDce85jl?usp=sharing Lecture 6] || Data visualisation
|-
| 28.06 || [https://drive.google.com/drive/folders/1gnaDfhE6IGXJFbN7le7IBZt9Qa4mmevT?usp=sharing Lecture 7] || Introduction to statistical analysis
|-
| || [link Lecture 8] ||
|-
| || [link Lecture 9] ||
|-
| || [link Lecture 10] ||
|}
</code>

=== Workshops ===


<code>
{| class="wikitable"
! Workshop !! Topic
|-
| [https://drive.google.com/drive/folders/1fotT3eTe5VZZzOdeWjDyZGyBOeWrKxvA?usp=sharing Workshop 1] || IDE, arithmetics, string, list
|-
| [https://drive.google.com/drive/folders/1VsDdWJ0GsALcmnWAZ62a1Cd7GhcVBCQA?usp=sharing Workshop 2 & 3] || Set, tuple, dictionary
|-
| [https://drive.google.com/drive/folders/1kFBYktpML2Qm-tI3RtwmodjK3pp1SN6W?usp=sharing Workshop 4] || Functions, Recursion & Functional Programming
|-
| [https://drive.google.com/drive/folders/1AW4QrDMPMdwCp5G0vZgViIAFRs5Xrcta?usp=sharing Workshop 5] || OOP
|-
| [https://drive.google.com/drive/folders/1uvBBGMPBKuM_n3PkEKdfL8p--gZxnMYX?usp=sharing Workshop 6] || NumPy
|-
| [https://drive.google.com/drive/folders/11es25rxFunvMmJfyP-a3OIAboYgPsm2j?usp=sharing Workshop 7] || Linear algebra with NumPy
|-
| [https://drive.google.com/drive/folders/1OZlWquqUVJgKXWhSh1OEvmymlHeAGX3g?usp=sharing Workshop 8 & 9] || Pandas, EDA
|-
| [https://drive.google.com/drive/folders/1aqUfmyHidv-VESbM09TqC6vG30VfUrBF?usp=sharing Workshop 10] || Data visualisation
|-
| [https://drive.google.com/drive/folders/1JYTvn0tcFHLUtWNwEUMzfwy34XMnakdg?usp=sharing Workshop 11] || SciPy
|}
</code>

==Midterm==

The midterm will be conducted on '''14 May 16:00 - 18:00''' in the '''offline''' format.

All the details you can find <big>'''[[Python Programming DSBA 2025/26 / Midterm|here]]'''</big>.

== Project / Exam ==

All the information regarding your course project can be found by accessing [[Python Programming DSBA 2025/26 / Project|this page]].

The project submission deadline is '''June 14th 23:59'''.

Your exam (project defence) will be conducted on '''June 25th and 27th''' in the '''offline''' format.

== Syllabus ==

[https://www.hse.ru/ba/data/courses/1071113650.html Syllabus]

Python for Data Science DSBA 2025/2026

2026-05-29T19:00:36Z

SapunovArtemiy:

In case you find any inconsistencies on this page, please, contact [https://t.me/StefanieTheSentinels @StefanieTheSentinels].

== Teachers and assistants ==
{| class="wikitable" style="text-align:center"
|-
! Group !! 251 !! 252 !! 253 !! 254 !! 255 !! 256 !! 257
|-
|| Lecturer
| colspan="8" | [https://www.hse.ru/en/staff/voznesenskaya Voznesenskaya T.V.]
[mailto:tvoznesenskaya@hse.ru tvoznesenskaya@hse.ru], tg: [https://tlgg.ru/tvozn @tvozn]
|-
|| Workshop Instructor
|| [https://www.hse.ru/org/persons/65846258 Rudakov K.A.] tg: [https://t.me/ArcticBEARD @ArcticBEARD]
|| [https://www.hse.ru/org/persons/863761973 Kopylov I.S.] tg: [https://t.me/DanielWalker @DanielWalker]
|| 253-1: [https://www.hse.ru/org/persons/863761973 Kopylov I.S.] tg: [https://t.me/DanielWalker @DanielWalker] 253-2: [https://www.hse.ru/org/persons/65846258 Rudakov K.A.] tg: [https://t.me/ArcticBEARD @ArcticBEARD]
|| 254-1: Dovgopolyi I.A. tg: [https://t.me/TriariiMisha @TriariiMisha] 254-2: Yartsev M.S. tg: [https://t.me/Mischay @Mischay]
| colspan="2" | [https://www.hse.ru/staff/aspronina/ Pronina A.S.] tg: [https://t.me/l_AnnaPronina_l @l_AnnaPronina_l]
|| 257-1: Yartsev M.S. tg: [https://t.me/Mischay @Mischay] 257-2: Pavleeva M.V. tg: [https://t.me/mariapavleeva @mariapavleeva]
|-
|| Teaching Assistant
|| Argirov George tg: [https://t.me/gotchaya @gotchaya]
|| Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV]
|| 253-1: Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV] 253-2: Argirov George tg: [https://t.me/gotchaya @gotchaya]
|| 254-1: Argirov George tg: [https://t.me/gotchaya @gotchaya] 254-2: Alexia Foks tg: [https://t.me/xsAlexFoxx @xsAlexFoxx]
| colspan="2" | Khudyakov Nikita tg: [https://t.me/jiko_keno @jiko_keno]
|| 257-1: Alexia Foks tg: [https://t.me/xsAlexFoxx @xsAlexFoxx] 257-2: Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV]
|-
|| Lecturer's Assistant
| colspan="8" | Artemiy Sapunov tg: [https://t.me/StefanieTheSentinels @StefanieTheSentinels]
|}

== Grading system ==

<pre>
Final Grade = round( 0.1 × HW(Contests) + 0.1 × Seminar attendance + 0.15 × Activity + 0.25 × Midterm + 0.4 × Exam(Project defence) )
</pre>

== Contests ==
<code>
{| class="wikitable" style="text-align:center"
|-
! Contest !! Deadline !! Topic
|-
|| [https://official.contest.yandex.ru/contest/92835/enter/ Contest 1] || 15 Apr 23:59:59 || Introduction
|-
|| [https://official.contest.yandex.ru/contest/93028/enter/ Contest 2] || 22 Apr 23:59:59 || List, set, dictionary
|-
|| [https://official.contest.yandex.ru/contest/93400/enter/ Contest 3] || 29 Apr 23:59:59 || Functions, recursion, tuple
|-
|| [https://official.contest.yandex.ru/contest/93828/enter Contest 4] || 17 May 23:59:59 || Numpy & Pandas
|-
|| [https://official.contest.yandex.ru/contest/93859/enter/ Contest 5] || 31 May 23:59:59 || Functional programming
|-
|| Contest 6 || TBD || TBD
|-
|| Contest 7 || TBD || TBD
|-
|| Contest 8 || TBD || TBD
|-
|| Contest 9 || TBD || TBD
|-
|| Contest 10 || TBD || TBD
|}
</code>

== Grades ==

The results table with all your grades can be found by [https://docs.google.com/spreadsheets/d/1tC906mHKTvFQUz4ffGRC6NvfYLRXCigr8QFkvcDfYds/edit?gid=306873861#gid=306873861 this link].

== Lecture notes and Workshop materials ==

=== Lectures ===
<code>
{| class="wikitable" style="text-align:center"
|-
! Date !! Lecture !! Topic
|-
| 02.04 || [https://drive.google.com/file/d/1wqP3Qnn4iINk4N2qARDFbjNml3YmEpwb/view?usp=share_link Lecture 1] || Introduction, string, list
|-
| 09.04 || [https://drive.google.com/file/d/1p8oBUoc2nvqgxYcgnjQ1LkNxKnFCYKV8/view?usp=sharing Lecture 2] || Set, tuple, dictionary
|-
| 16.04 || [https://drive.google.com/file/d/1fFowIrjvBNqcqdYum0j_oVCmudHYAu1o/view?usp=sharing Lecture 3] || Functions, recursion, OOP
|-
| 23.04 || [https://drive.google.com/file/d/1-kAHVvSQ2P1_OhA-tp0vQ9ocOqtNzrRr/view?usp=sharing Lecture 4] || NumPy
|-
| 30.04 || [https://drive.google.com/drive/folders/1M2a2sHw2_APJ1CeiNpfjyDTjwu-7Eut7?usp=sharing Lecture 5] || Pandas, exploratory data analysis
|-
| || [link Lecture 6] ||
|-
| || [link Lecture 7] ||
|-
| || [link Lecture 8] ||
|-
| || [link Lecture 9] ||
|-
| || [link Lecture 10] ||
|}
</code>

=== Workshops ===


<code>
{| class="wikitable"
! Workshop !! Topic
|-
| [https://drive.google.com/drive/folders/1fotT3eTe5VZZzOdeWjDyZGyBOeWrKxvA?usp=sharing Workshop 1] || IDE, arithmetics, string, list
|-
| [https://drive.google.com/drive/folders/1VsDdWJ0GsALcmnWAZ62a1Cd7GhcVBCQA?usp=sharing Workshop 2 & 3] || Set, tuple, dictionary
|-
| [https://drive.google.com/drive/folders/1kFBYktpML2Qm-tI3RtwmodjK3pp1SN6W?usp=sharing Workshop 4] || Functions, Recursion & Functional Programming
|-
| [https://drive.google.com/drive/folders/1AW4QrDMPMdwCp5G0vZgViIAFRs5Xrcta?usp=sharing Workshop 5] || OOP
|-
| [https://drive.google.com/drive/folders/1uvBBGMPBKuM_n3PkEKdfL8p--gZxnMYX?usp=sharing Workshop 6] || NumPy
|-
| [https://drive.google.com/drive/folders/11es25rxFunvMmJfyP-a3OIAboYgPsm2j?usp=sharing Workshop 7] || Linear algebra with NumPy
|-
| [https://drive.google.com/drive/folders/1OZlWquqUVJgKXWhSh1OEvmymlHeAGX3g?usp=sharing Workshop 8 & 9] || Pandas, EDA
|-
| [https://drive.google.com/drive/folders/1aqUfmyHidv-VESbM09TqC6vG30VfUrBF?usp=sharing Workshop 10] || Data visualisation
|-
| [https://drive.google.com/drive/folders/1JYTvn0tcFHLUtWNwEUMzfwy34XMnakdg?usp=sharing Workshop 11] || SciPy
|}
</code>

==Midterm==

The midterm will be conducted on '''14 May 16:00 - 18:00''' in the '''offline''' format.

All the details you can find <big>'''[[Python Programming DSBA 2025/26 / Midterm|here]]'''</big>.

== Project / Exam ==

All the information regarding your course project can be found by accessing [[Python Programming DSBA 2025/26 / Project|this page]].

The project submission deadline is '''June 14th 23:59'''.

Your exam (project defence) will be conducted on '''June 25th and 27th''' in the '''offline''' format.

== Syllabus ==

[https://www.hse.ru/ba/data/courses/1071113650.html Syllabus]

Python Programming DSBA 2025/26 / Midterm

2026-05-13T19:57:37Z

SapunovArtemiy:

Your midterm will be conducted on '''May 14, 16:00 - 18:00''' in the '''offline''' format.

There will be several rooms: '''R204''' and '''R301''' for the majority of you and '''R610''' with campus computers and sockets for those, who do not have personal laptops or whose laptops consume too much energy to manage OBS + contest + IDE without recharging. If you understand that you are facing one of these problems, please write directly to [https://t.me/StefanieTheSentinels assistant Artemiy in Telegram] in order to be allocated in а computer class.

{| class="wikitable" style="text-align:left;"
|-
! Параметр
! R204
! R301
! R610
! R608
! R613
|-
| Количество студентов
| 73
| 90
| 22
| 0
| 0
|-
| Студенты
| Акопян Артём 
Алексеенко Таисья 
Алякринская Ольга 
Арутюнян Айк 
Афонин Егор 
Белоусов Захар 
Варгин Севастьян 
Вовк Савва 
Волкова Елизавета 
Градинович Сергей 
Гуторов Филипп 
Дашдамиров Хыдыр 
Доронин Михаил 
Дубик-Энман Александра 
Елкина Екатерина 
Енина Кира 
Жидкова Марина 
Жужома Арина 
Завгородний Владислав 
Зубов Константин 
Зяблюк Сергей 
Иванова Анастасия 
Изотова Майя 
Кадурина Елизавета 
Казыкина Софья 
Карицкий Глеб 
Карпухин Симеон 
Карягин Александр 
Качкаев Платон 
Кейл Дэниел Майкл 
Кнорр Леон 
Коваленко Никита 
Кондрашова Мария 
Костричко Артём 
Лисицын Илья 
Ляхов Дмитрий 
Маризин Семён 
Маркина София 
Маскина Алиса 
Мельничук Мирослава 
Нарожная Алиса 
Павлов Александр 
Пискунов Глеб 
Потапова Елена 
Раевский Никита 
Розовел Тимур 
Рыжиков Марк 
Рядинский Константин 
Саввин Дмитрий 
Савицкий Никита 
Саенко Роман 
Симоненко Федор 
Слиозберг Давид 
Собко Анна 
Спирин Артём 
Стрельцов Егор 
Стрельченко Александр 
Стригунков Илья 
Тутынин Алексей 
Тягунова Дарья 
Федоренко Лука 
Федосеев Владимир 
Хромотов Антон 
Цыпченко Михаил 
Чекуева Алима 
Чирихин Артём 
Шакиров Чингиз 
Шумило Андрей 
Шустов Егор 
Югай Грета 
Юнин Даниил 
Яковлева Яна 
Яшин Роман
| Абрамов Максим 
Айрапетян Марк 
Алексеенко Андрей 
Андреев Артём 
Андреева Полина 
Андреевский Артём 
Афонина Варвара 
Бальцер Злата 
Белявский Денис 
Бобрышев Александр 
Богини Владислав 
Богини Максим 
Бузуев Лев 
Васильев Демьян 
Вебер Матвей 
Верещагин Ян 
Воробьев Леонид 
Воробьёва Виолетта 
Гамала Станислав 
Гареев Амирхан 
Головин Андрей 
Голубев Никита 
Грановский Михаил 
Давыдов Денис 
Даунов Илья 
Депершмидт Кристина 
Дубских Николай 
Думалкин Егор 
Елкин Святослав 
Есенский Иван 
Жукунова Полина 
Журихо Иван 
Зайцев Георгий 
Зубкова Ангелина 
Иванова Анна 
Израилев Никита 
Ищенко Ярослав 
Каныгин Илья 
Карпов Алексей 
Ким Андрей 
Климашин Илья 
Клушин Алексей 
Коковин Алексей 
Кондратьев Гордей 
Крылов Глеб 
Куковякин Артём 
Лазуренкова Милана 
Лебедев Денис 
Леонова Анастасия 
Леонтьева Кристина 
Макаров Павел 
Малюгин Матвей 
Марков Лев 
Мартынов Максим 
Мартынова Элина 
Медведев Максим 
Мехович Федор 
Минич Марк 
Митричева Анна 
Мороз Александр 
Нефёдова Екатерина 
Николаев Никита 
Олещук Валерия 
Остапенко Виктор 
Острейкова Софья 
Петров Максим 
Поттер Анна 
Радаева Ангелина 
Романовская Ева 
Садыхова Елизавета 
Саломадина Полина 
Сергиенко Герман 
Сланевская Анастасия 
Смирнов Егор 
Тарханов Дмитрий 
Терских Николай 
Тиньгаев Аркадий 
Тиняков Родион 
Товмасян Анна 
Туманян Сюзи 
Тумасова Мария 
Тунчбилек Денис 
Турецкий Марк 
Тутисани Гиоргий 
Тутукин Олег 
Учунжян Максим 
Хайдукова Александра 
Ханова Софья 
Шилов Владимир 
Яковлев Максим
| Андреева Надежда 
Гайнуллина Амина 
Громова Дарья 
Жбанов Иван 
Истомина Любовь 
Кузнецов Георгий 
Козлова Елизавета 
Кузнецова Александра 
Макаров Данила 
Петрова Софья 
Пивоваров Михаил 
Птицын Андрей 
Ройфман Марк 
Серветник София 
Стоян Ульяна 
Тренев Петр 
Фарахов Никита 
Филипповский Денис 
Фомичев Михаил 
Ширяев Иван 
Шокман Максим 
Якимушкин Александр
| —
| —
|}

If you asked for a socket, but did not find yourself in the list above in R 601, do not worry. We will provide you with one in R204/R301. Please, take first 2 rows.

'''Important note:''' follow [https://obsproject.com/ru/download this link] to install OBS. If something goes wrong, do not hesitate to ask your assistants for help.

You will have to solve 5 problems in '''70 minutes'''.

=== '''Rules:''' ===
# Please do not forget to bring your '''ID''' (students' ID certificates, HSE campus pass-cards or passports will be accepted)
# During the test you are allowed to use only the materials found by the links available at our course wiki page, installed (not online) IDE and documentation at https://www.python.org/ , https://numpy.org/doc/ and https://docs.python.org/3/. '''If we notice you opening any external windows, your work will get a 0 mark automatically.'''
# Pay attention that you are '''not allowed''' to use:
## Translators
## Online interpreters
## '''stackoverflow, math.stackexchange, quorа, geeksforgeeks''' and similar resources
## Artificial intelligence
## Headphones (sorry, but we are non-music zone)
# Be prepared that you will '''not be able to leave the room''' until the end of the work.
#You will have to record your screen using the OBS system:
## You are supposed to record your '''screen''' and '''microphone'''. Web-camera recording is not obligatory.
## Start the recording '''5 minutes before''' the beginning of the contest.
## Right after starting the recording, you record all your running processes at the start of the video (open task manager and scroll through it).
## At the end of the contest, '''within 30 minutes''', you must place the recordings on Yandex/Google disk, dropbox or YouTube, and '''<big>fill the [https://forms.gle/oy7RfSP9Y7qMshpd6 form]</big>''', indicating the link to the recording file (just a file, not a folder) in it. In case of technical problems with video uploading or with meeting the uploading deadline (30 minutes), write to [https://t.me/StefanieTheSentinels assistant Artemiy in Telegram].
## Please, '''do not delete the video until a member of the teaching team checks the recording''' (you will get notification about it). Please, note that '''this checking will be applied to every student without exceptions'''.
# '''Communication in any form is strictly prohibited''' including:
## Verbal communication
## Messengers
## Code collaboration tools (e.g. Collab, GitHub)

'''<big>link template: https://official.contest.yandex.ru/contest/someNumber</big>'''

We wish you the best of luck with your assignment!

Python for Data Science DSBA 2025/2026

2026-05-13T18:39:23Z

SapunovArtemiy:

In case you find any inconsistencies on this page, please, contact [https://t.me/StefanieTheSentinels @StefanieTheSentinels].

== Teachers and assistants ==
{| class="wikitable" style="text-align:center"
|-
! Group !! 251 !! 252 !! 253 !! 254 !! 255 !! 256 !! 257
|-
|| Lecturer
| colspan="8" | [https://www.hse.ru/en/staff/voznesenskaya Voznesenskaya T.V.]
[mailto:tvoznesenskaya@hse.ru tvoznesenskaya@hse.ru], tg: [https://tlgg.ru/tvozn @tvozn]
|-
|| Workshop Instructor
|| [https://www.hse.ru/org/persons/65846258 Rudakov K.A.] tg: [https://t.me/ArcticBEARD @ArcticBEARD]
|| [https://www.hse.ru/org/persons/863761973 Kopylov I.S.] tg: [https://t.me/DanielWalker @DanielWalker]
|| 253-1: [https://www.hse.ru/org/persons/863761973 Kopylov I.S.] tg: [https://t.me/DanielWalker @DanielWalker] 253-2: [https://www.hse.ru/org/persons/65846258 Rudakov K.A.] tg: [https://t.me/ArcticBEARD @ArcticBEARD]
|| 254-1: Dovgopolyi I.A. tg: [https://t.me/TriariiMisha @TriariiMisha] 254-2: Yartsev M.S. tg: [https://t.me/Mischay @Mischay]
| colspan="2" | [https://www.hse.ru/staff/aspronina/ Pronina A.S.] tg: [https://t.me/l_AnnaPronina_l @l_AnnaPronina_l]
|| 257-1: Yartsev M.S. tg: [https://t.me/Mischay @Mischay] 257-2: Pavleeva M.V. tg: [https://t.me/mariapavleeva @mariapavleeva]
|-
|| Teaching Assistant
|| Argirov George tg: [https://t.me/gotchaya @gotchaya]
|| Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV]
|| 253-1: Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV] 253-2: Argirov George tg: [https://t.me/gotchaya @gotchaya]
|| 254-1: Argirov George tg: [https://t.me/gotchaya @gotchaya] 254-2: Alexia Foks tg: [https://t.me/xsAlexFoxx @xsAlexFoxx]
| colspan="2" | Khudyakov Nikita tg: [https://t.me/jiko_keno @jiko_keno]
|| 257-1: Alexia Foks tg: [https://t.me/xsAlexFoxx @xsAlexFoxx] 257-2: Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV]
|-
|| Lecturer's Assistant
| colspan="8" | Artemiy Sapunov tg: [https://t.me/StefanieTheSentinels @StefanieTheSentinels]
|}

== Grading system ==

<pre>
Final Grade = round( 0.1 × HW(Contests) + 0.1 × Seminar attendance + 0.15 × Activity + 0.25 × Midterm + 0.4 × Exam(Project defence) )
</pre>

== Contests ==
<code>
{| class="wikitable" style="text-align:center"
|-
! Contest !! Deadline !! Topic
|-
|| [https://official.contest.yandex.ru/contest/92835/enter/ Contest 1] || 15 Apr 23:59:59 || Introduction
|-
|| [https://official.contest.yandex.ru/contest/93028/enter/ Contest 2] || 22 Apr 23:59:59 || List, set, dictionary
|-
|| [https://official.contest.yandex.ru/contest/93400/enter/ Contest 3] || 29 Apr 23:59:59 || Functions, recursion, tuple
|-
|| [https://official.contest.yandex.ru/contest/93828/enter Contest 4] || 17 May 23:59:59 || TBD
|-
|| [https://official.contest.yandex.ru/contest/93859/enter/ Contest 5] || 20 May 23:59:59 || TBD
|-
|| Contest 6 || TBD || TBD
|-
|| Contest 7 || TBD || TBD
|-
|| Contest 8 || TBD || TBD
|-
|| Contest 9 || TBD || TBD
|-
|| Contest 10 || TBD || TBD
|}
</code>

== Grades ==

The results table with all your grades can be found by [https://docs.google.com/spreadsheets/d/1tC906mHKTvFQUz4ffGRC6NvfYLRXCigr8QFkvcDfYds/edit?gid=306873861#gid=306873861 this link].

== Lecture notes and Workshop materials ==

=== Lectures ===
<code>
{| class="wikitable" style="text-align:center"
|-
! Date !! Lecture !! Topic
|-
| 02.04 || [https://drive.google.com/file/d/1wqP3Qnn4iINk4N2qARDFbjNml3YmEpwb/view?usp=share_link Lecture 1] || Introduction, string, list
|-
| 09.04 || [https://drive.google.com/file/d/1p8oBUoc2nvqgxYcgnjQ1LkNxKnFCYKV8/view?usp=sharing Lecture 2] || Set, tuple, dictionary
|-
| 16.04 || [https://drive.google.com/file/d/1fFowIrjvBNqcqdYum0j_oVCmudHYAu1o/view?usp=sharing Lecture 3] || Functions, recursion, OOP
|-
| 23.04 || [https://drive.google.com/file/d/1-kAHVvSQ2P1_OhA-tp0vQ9ocOqtNzrRr/view?usp=sharing Lecture 4] || NumPy
|-
| 30.04 || [https://drive.google.com/drive/folders/1M2a2sHw2_APJ1CeiNpfjyDTjwu-7Eut7?usp=sharing Lecture 5] || Pandas, exploratory data analysis
|-
| || [link Lecture 6] ||
|-
| || [link Lecture 7] ||
|-
| || [link Lecture 8] ||
|-
| || [link Lecture 9] ||
|-
| || [link Lecture 10] ||
|}
</code>

=== Workshops ===
[https://drive.google.com/drive/folders/16YGPmog5GCV0xFQOrSLnX6BdlihHLNRf?usp=sharing 1-7 workshops in pdf file extension]


==Midterm==

The midterm will be conducted on '''14 May 16:00 - 18:00''' in the '''offline''' format.

All the details you can find <big>'''[[Python Programming DSBA 2025/26 / Midterm|here]]'''</big>.

== Project / Exam ==

All the information regarding your course project can be found by accessing [[Python Programming DSBA 2025/26 / Project|this page]].

Your exam (project defence) will be conducted on '''June 14th''' in the '''offline''' format.

== Syllabus ==

[https://www.hse.ru/ba/data/courses/1071113650.html Syllabus]

Python Programming DSBA 2025/26 / Midterm

2026-05-13T18:38:03Z

SapunovArtemiy:

Your midterm will be conducted on '''May 14, 16:00 - 18:00''' in the '''offline''' format.

There will be several rooms: '''R204''' and '''R301''' for the majority of you and '''R610''' with campus computers and sockets for those, who do not have personal laptops or whose laptops consume too much energy to manage OBS + contest + IDE without recharging. If you understand that you are facing one of these problems, please write directly to [https://t.me/StefanieTheSentinels assistant Artemiy in Telegram] in order to be allocated in а computer class.

{| class="wikitable" style="text-align:left;"
|-
! Параметр
! R204
! R301
! R610
! R608
! R613
|-
| Количество студентов
| 73
| 90
| 22
| 0
| 0
|-
| Студенты
| Акопян Артём 
Алексеенко Таисья 
Алякринская Ольга 
Арутюнян Айк 
Афонин Егор 
Белоусов Захар 
Варгин Севастьян 
Вовк Савва 
Волкова Елизавета 
Градинович Сергей 
Гуторов Филипп 
Дашдамиров Хыдыр 
Доронин Михаил 
Дубик-Энман Александра 
Елкина Екатерина 
Енина Кира 
Жидкова Марина 
Жужома Арина 
Завгородний Владислав 
Зубов Константин 
Зяблюк Сергей 
Иванова Анастасия 
Изотова Майя 
Кадурина Елизавета 
Казыкина Софья 
Карицкий Глеб 
Карпухин Симеон 
Карягин Александр 
Кейл Дэниел Майкл 
Кнорр Леон 
Коваленко Никита 
Кондрашова Мария 
Костричко Артём 
Кузнецов Георгий 
Лисицын Илья 
Ляхов Дмитрий 
Маризин Семён 
Маркина София 
Маскина Алиса 
Мельничук Мирослава 
Нарожная Алиса 
Павлов Александр 
Пискунов Глеб 
Потапова Елена 
Раевский Никита 
Розовел Тимур 
Рыжиков Марк 
Рядинский Константин 
Саввин Дмитрий 
Савицкий Никита 
Саенко Роман 
Симоненко Федор 
Слиозберг Давид 
Собко Анна 
Спирин Артём 
Стрельцов Егор 
Стрельченко Александр 
Стригунков Илья 
Тутынин Алексей 
Тягунова Дарья 
Федоренко Лука 
Федосеев Владимир 
Хромотов Антон 
Цыпченко Михаил 
Чекуева Алима 
Чирихин Артём 
Шакиров Чингиз 
Шумило Андрей 
Шустов Егор 
Югай Грета 
Юнин Даниил 
Яковлева Яна 
Яшин Роман
| Абрамов Максим 
Айрапетян Марк 
Алексеенко Андрей 
Андреев Артём 
Андреева Полина 
Андреевский Артём 
Афонина Варвара 
Бальцер Злата 
Белявский Денис 
Бобрышев Александр 
Богини Владислав 
Богини Максим 
Бузуев Лев 
Васильев Демьян 
Вебер Матвей 
Верещагин Ян 
Воробьев Леонид 
Воробьёва Виолетта 
Гамала Станислав 
Гареев Амирхан 
Головин Андрей 
Голубев Никита 
Грановский Михаил 
Давыдов Денис 
Даунов Илья 
Депершмидт Кристина 
Дубских Николай 
Думалкин Егор 
Елкин Святослав 
Есенский Иван 
Жукунова Полина 
Журихо Иван 
Зайцев Георгий 
Зубкова Ангелина 
Иванова Анна 
Израилев Никита 
Ищенко Ярослав 
Каныгин Илья 
Карпов Алексей 
Ким Андрей 
Климашин Илья 
Клушин Алексей 
Коковин Алексей 
Кондратьев Гордей 
Крылов Глеб 
Куковякин Артём 
Лазуренкова Милана 
Лебедев Денис 
Леонова Анастасия 
Леонтьева Кристина 
Макаров Павел 
Малюгин Матвей 
Марков Лев 
Мартынов Максим 
Мартынова Элина 
Медведев Максим 
Мехович Федор 
Минич Марк 
Митричева Анна 
Мороз Александр 
Нефёдова Екатерина 
Николаев Никита 
Олещук Валерия 
Остапенко Виктор 
Острейкова Софья 
Петров Максим 
Поттер Анна 
Радаева Ангелина 
Романовская Ева 
Садыхова Елизавета 
Саломадина Полина 
Сергиенко Герман 
Сланевская Анастасия 
Смирнов Егор 
Тарханов Дмитрий 
Терских Николай 
Тиньгаев Аркадий 
Тиняков Родион 
Товмасян Анна 
Туманян Сюзи 
Тумасова Мария 
Тунчбилек Денис 
Турецкий Марк 
Тутисани Гиоргий 
Тутукин Олег 
Учунжян Максим 
Хайдукова Александра 
Ханова Софья 
Шилов Владимир 
Яковлев Максим
| Андреева Надежда 
Гайнуллина Амина 
Громова Дарья 
Жбанов Иван 
Истомина Любовь 
Качкаев Платон 
Козлова Елизавета 
Кузнецова Александра 
Макаров Данила 
Петрова Софья 
Пивоваров Михаил 
Птицын Андрей 
Ройфман Марк 
Серветник София 
Стоян Ульяна 
Тренев Петр 
Фарахов Никита 
Филипповский Денис 
Фомичев Михаил 
Ширяев Иван 
Шокман Максим 
Якимушкин Александр
| —
| —
|}

If you asked for a socket, but did not find yourself in the list above in R 601, do not worry. We will provide you with one in R204/R301. Please, take first 2 rows.

'''Important note:''' follow [https://obsproject.com/ru/download this link] to install OBS. If something goes wrong, do not hesitate to ask your assistants for help.

You will have to solve 5 problems in '''70 minutes'''.

=== '''Rules:''' ===
# Please do not forget to bring your '''ID''' (students' ID certificates, HSE campus pass-cards or passports will be accepted)
# During the test you are allowed to use only the materials found by the links available at our course wiki page, installed (not online) IDE and documentation at https://www.python.org/ , https://numpy.org/doc/ and https://docs.python.org/3/. '''If we notice you opening any external windows, your work will get a 0 mark automatically.'''
# Pay attention that you are '''not allowed''' to use:
## Translators
## Online interpreters
## '''stackoverflow, math.stackexchange, quorа, geeksforgeeks''' and similar resources
## Artificial intelligence
## Headphones (sorry, but we are non-music zone)
# Be prepared that you will '''not be able to leave the room''' until the end of the work.
#You will have to record your screen using the OBS system:
## You are supposed to record your '''screen''' and '''microphone'''. Web-camera recording is not obligatory.
## Start the recording '''5 minutes before''' the beginning of the contest.
## Right after starting the recording, you record all your running processes at the start of the video (open task manager and scroll through it).
## At the end of the contest, '''within 30 minutes''', you must place the recordings on Yandex/Google disk, dropbox or YouTube, and '''<big>fill the [https://forms.gle/oy7RfSP9Y7qMshpd6 form]</big>''', indicating the link to the recording file (just a file, not a folder) in it. In case of technical problems with video uploading or with meeting the uploading deadline (30 minutes), write to [https://t.me/StefanieTheSentinels assistant Artemiy in Telegram].
## Please, '''do not delete the video until a member of the teaching team checks the recording''' (you will get notification about it). Please, note that '''this checking will be applied to every student without exceptions'''.
# '''Communication in any form is strictly prohibited''' including:
## Verbal communication
## Messengers
## Code collaboration tools (e.g. Collab, GitHub)

'''<big>link template: https://official.contest.yandex.ru/contest/someNumber</big>'''

We wish you the best of luck with your assignment!

Python for Data Science DSBA 2025/2026

2026-05-13T18:32:31Z

SapunovArtemiy:

In case you find any inconsistencies on this page, please, contact [https://t.me/StefanieTheSentinels @StefanieTheSentinels].

== Teachers and assistants ==
{| class="wikitable" style="text-align:center"
|-
! Group !! 251 !! 252 !! 253 !! 254 !! 255 !! 256 !! 257
|-
|| Lecturer
| colspan="8" | [https://www.hse.ru/en/staff/voznesenskaya Voznesenskaya T.V.]
[mailto:tvoznesenskaya@hse.ru tvoznesenskaya@hse.ru], tg: [https://tlgg.ru/tvozn @tvozn]
|-
|| Workshop Instructor
|| [https://www.hse.ru/org/persons/65846258 Rudakov K.A.] tg: [https://t.me/ArcticBEARD @ArcticBEARD]
|| [https://www.hse.ru/org/persons/863761973 Kopylov I.S.] tg: [https://t.me/DanielWalker @DanielWalker]
|| 253-1: [https://www.hse.ru/org/persons/863761973 Kopylov I.S.] tg: [https://t.me/DanielWalker @DanielWalker] 253-2: [https://www.hse.ru/org/persons/65846258 Rudakov K.A.] tg: [https://t.me/ArcticBEARD @ArcticBEARD]
|| 254-1: Dovgopolyi I.A. tg: [https://t.me/TriariiMisha @TriariiMisha] 254-2: Yartsev M.S. tg: [https://t.me/Mischay @Mischay]
| colspan="2" | [https://www.hse.ru/staff/aspronina/ Pronina A.S.] tg: [https://t.me/l_AnnaPronina_l @l_AnnaPronina_l]
|| 257-1: Yartsev M.S. tg: [https://t.me/Mischay @Mischay] 257-2: Pavleeva M.V. tg: [https://t.me/mariapavleeva @mariapavleeva]
|-
|| Teaching Assistant
|| Argirov George tg: [https://t.me/gotchaya @gotchaya]
|| Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV]
|| 253-1: Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV] 253-2: Argirov George tg: [https://t.me/gotchaya @gotchaya]
|| 254-1: Argirov George tg: [https://t.me/gotchaya @gotchaya] 254-2: Alexia Foks tg: [https://t.me/xsAlexFoxx @xsAlexFoxx]
| colspan="2" | Khudyakov Nikita tg: [https://t.me/jiko_keno @jiko_keno]
|| 257-1: Alexia Foks tg: [https://t.me/xsAlexFoxx @xsAlexFoxx] 257-2: Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV]
|-
|| Lecturer's Assistant
| colspan="8" | Artemiy Sapunov tg: [https://t.me/StefanieTheSentinels @StefanieTheSentinels]
|}

== Grading system ==

<pre>
Final Grade = round( 0.1 × HW(Contests) + 0.1 × Seminar attendance + 0.15 × Activity + 0.25 × Midterm + 0.4 × Exam(Project defence) )
</pre>

== Contests ==
<code>
{| class="wikitable" style="text-align:center"
|-
! Contest !! Deadline !! Topic
|-
|| [https://official.contest.yandex.ru/contest/92835/enter/ Contest 1] || 15 Apr 23:59:59 || Introduction
|-
|| [https://official.contest.yandex.ru/contest/93028/enter/ Contest 2] || 22 Apr 23:59:59 || List, set, dictionary
|-
|| [https://official.contest.yandex.ru/contest/93400/enter/ Contest 3] || 29 Apr 23:59:59 || Functions, recursion, tuple
|-
|| [https://official.contest.yandex.ru/contest/93828/enter Contest 4] || 17 May 23:59:59 || TBD
|-
|| [https://official.contest.yandex.ru/contest/93859/enter/ Contest 5] || 20 May 23:59:59 || TBD
|-
|| Contest 6 || TBD || TBD
|-
|| Contest 7 || TBD || TBD
|-
|| Contest 8 || TBD || TBD
|-
|| Contest 9 || TBD || TBD
|-
|| Contest 10 || TBD || TBD
|}
</code>

== Grades ==

The results table with all your grades can be found by [https://docs.google.com/spreadsheets/d/1tC906mHKTvFQUz4ffGRC6NvfYLRXCigr8QFkvcDfYds/edit?gid=306873861#gid=306873861 this link].

== Lecture notes and Workshop materials ==

=== Lectures ===
<code>
{| class="wikitable" style="text-align:center"
|-
! Date !! Lecture !! Topic
|-
| 02.04 || [https://drive.google.com/file/d/1wqP3Qnn4iINk4N2qARDFbjNml3YmEpwb/view?usp=share_link Lecture 1] || Introduction, string, list
|-
| 09.04 || [https://drive.google.com/file/d/1p8oBUoc2nvqgxYcgnjQ1LkNxKnFCYKV8/view?usp=sharing Lecture 2] || Set, tuple, dictionary
|-
| 16.04 || [https://drive.google.com/file/d/1fFowIrjvBNqcqdYum0j_oVCmudHYAu1o/view?usp=sharing Lecture 3] || Functions, recursion, OOP
|-
| 23.04 || [https://drive.google.com/file/d/1-kAHVvSQ2P1_OhA-tp0vQ9ocOqtNzrRr/view?usp=sharing Lecture 4] || NumPy
|-
| 30.04 || [https://drive.google.com/drive/folders/1M2a2sHw2_APJ1CeiNpfjyDTjwu-7Eut7?usp=sharing Lecture 5] || Pandas, exploratory data analysis
|-
| || [link Lecture 6] ||
|-
| || [link Lecture 7] ||
|-
| || [link Lecture 8] ||
|-
| || [link Lecture 9] ||
|-
| || [link Lecture 10] ||
|}
</code>

=== Workshops ===
closed till end of midterm


==Midterm==

The midterm will be conducted on '''14 May 16:00 - 18:00''' in the '''offline''' format.

All the details you can find <big>'''[[Python Programming DSBA 2025/26 / Midterm|here]]'''</big>.

== Project / Exam ==

All the information regarding your course project can be found by accessing [[Python Programming DSBA 2025/26 / Project|this page]].

Your exam (project defence) will be conducted on '''June 14th''' in the '''offline''' format.

== Syllabus ==

[https://www.hse.ru/ba/data/courses/1071113650.html Syllabus]

Python for Data Science DSBA 2025/2026

2026-05-13T18:28:25Z

SapunovArtemiy:

In case you find any inconsistencies on this page, please, contact [https://t.me/StefanieTheSentinels @StefanieTheSentinels].

== Teachers and assistants ==
{| class="wikitable" style="text-align:center"
|-
! Group !! 251 !! 252 !! 253 !! 254 !! 255 !! 256 !! 257
|-
|| Lecturer
| colspan="8" | [https://www.hse.ru/en/staff/voznesenskaya Voznesenskaya T.V.]
[mailto:tvoznesenskaya@hse.ru tvoznesenskaya@hse.ru], tg: [https://tlgg.ru/tvozn @tvozn]
|-
|| Workshop Instructor
|| [https://www.hse.ru/org/persons/65846258 Rudakov K.A.] tg: [https://t.me/ArcticBEARD @ArcticBEARD]
|| [https://www.hse.ru/org/persons/863761973 Kopylov I.S.] tg: [https://t.me/DanielWalker @DanielWalker]
|| 253-1: [https://www.hse.ru/org/persons/863761973 Kopylov I.S.] tg: [https://t.me/DanielWalker @DanielWalker] 253-2: [https://www.hse.ru/org/persons/65846258 Rudakov K.A.] tg: [https://t.me/ArcticBEARD @ArcticBEARD]
|| 254-1: Dovgopolyi I.A. tg: [https://t.me/TriariiMisha @TriariiMisha] 254-2: Yartsev M.S. tg: [https://t.me/Mischay @Mischay]
| colspan="2" | [https://www.hse.ru/staff/aspronina/ Pronina A.S.] tg: [https://t.me/l_AnnaPronina_l @l_AnnaPronina_l]
|| 257-1: Yartsev M.S. tg: [https://t.me/Mischay @Mischay] 257-2: Pavleeva M.V. tg: [https://t.me/mariapavleeva @mariapavleeva]
|-
|| Teaching Assistant
|| Argirov George tg: [https://t.me/gotchaya @gotchaya]
|| Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV]
|| 253-1: Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV] 253-2: Argirov George tg: [https://t.me/gotchaya @gotchaya]
|| 254-1: Argirov George tg: [https://t.me/gotchaya @gotchaya] 254-2: Alexia Foks tg: [https://t.me/xsAlexFoxx @xsAlexFoxx]
| colspan="2" | Khudyakov Nikita tg: [https://t.me/jiko_keno @jiko_keno]
|| 257-1: Alexia Foks tg: [https://t.me/xsAlexFoxx @xsAlexFoxx] 257-2: Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV]
|-
|| Lecturer's Assistant
| colspan="8" | Artemiy Sapunov tg: [https://t.me/StefanieTheSentinels @StefanieTheSentinels]
|}

== Grading system ==

<pre>
Final Grade = round( 0.1 × HW(Contests) + 0.1 × Seminar attendance + 0.15 × Activity + 0.25 × Midterm + 0.4 × Exam(Project defence) )
</pre>

== Contests ==
<code>
{| class="wikitable" style="text-align:center"
|-
! Contest !! Deadline !! Topic
|-
|| [https://official.contest.yandex.ru/contest/92835/enter/ Contest 1] || 15 Apr 23:59:59 || Introduction
|-
|| [https://official.contest.yandex.ru/contest/93028/enter/ Contest 2] || 22 Apr 23:59:59 || List, set, dictionary
|-
|| [https://official.contest.yandex.ru/contest/93400/enter/ Contest 3] || 29 Apr 23:59:59 || Functions, recursion, tuple
|-
|| [https://official.contest.yandex.ru/contest/93828/enter Contest 4] || 17 May 23:59:59 || TBD
|-
|| [https://official.contest.yandex.ru/contest/93859/enter/ Contest 5] || 20 May 23:59:59 || TBD
|-
|| Contest 6 || TBD || TBD
|-
|| Contest 7 || TBD || TBD
|-
|| Contest 8 || TBD || TBD
|-
|| Contest 9 || TBD || TBD
|-
|| Contest 10 || TBD || TBD
|}
</code>

== Grades ==

The results table with all your grades can be found by [https://docs.google.com/spreadsheets/d/1tC906mHKTvFQUz4ffGRC6NvfYLRXCigr8QFkvcDfYds/edit?gid=306873861#gid=306873861 this link].

== Lecture notes and Workshop materials ==

=== Lectures ===
<code>
{| class="wikitable" style="text-align:center"
|-
! Date !! Lecture !! Topic
|-
| 02.04 || [https://drive.google.com/file/d/1wqP3Qnn4iINk4N2qARDFbjNml3YmEpwb/view?usp=share_link Lecture 1] || Introduction, string, list
|-
| 09.04 || [https://drive.google.com/file/d/1p8oBUoc2nvqgxYcgnjQ1LkNxKnFCYKV8/view?usp=sharing Lecture 2] || Set, tuple, dictionary
|-
| 16.04 || [https://drive.google.com/file/d/1fFowIrjvBNqcqdYum0j_oVCmudHYAu1o/view?usp=sharing Lecture 3] || Functions, recursion, OOP
|-
| 23.04 || [https://drive.google.com/file/d/1-kAHVvSQ2P1_OhA-tp0vQ9ocOqtNzrRr/view?usp=sharing Lecture 4] || NumPy
|-
| 30.04 || [https://drive.google.com/drive/folders/1M2a2sHw2_APJ1CeiNpfjyDTjwu-7Eut7?usp=sharing Lecture 5] || Pandas, exploratory data analysis
|-
| || [link Lecture 6] ||
|-
| || [link Lecture 7] ||
|-
| || [link Lecture 8] ||
|-
| || [link Lecture 9] ||
|-
| || [link Lecture 10] ||
|}
</code>

=== Workshops ===
closed till end of midterm
<code>
{| class="wikitable"
! Workshop !! Topic
|-
| [https://drive.google.com/drive/folders/1fotT3eTe5VZZzOdeWjDyZGyBOeWrKxvA?usp=sharing Workshop 1] || IDE, arithmetics, string, list
|-
| [https://drive.google.com/drive/folders/1VsDdWJ0GsALcmnWAZ62a1Cd7GhcVBCQA?usp=sharing Workshop 2 & 3] || Set, tuple, dictionary
|-
| [https://drive.google.com/drive/folders/1kFBYktpML2Qm-tI3RtwmodjK3pp1SN6W?usp=sharing Workshop 4] || Functions, Recursion & Functional Programming
|-
| [https://drive.google.com/drive/folders/1AW4QrDMPMdwCp5G0vZgViIAFRs5Xrcta?usp=sharing Workshop 5] || OOP
|-
| [https://drive.google.com/drive/folders/1uvBBGMPBKuM_n3PkEKdfL8p--gZxnMYX?usp=sharing Workshop 6] || NumPy
|-
| [https://drive.google.com/drive/folders/11es25rxFunvMmJfyP-a3OIAboYgPsm2j?usp=sharing Workshop 7] || Linear algebra with NumPy
|-
| [link Workshop 8] ||
|-
| [link Workshop 9] ||
|-
| [link Workshop 10] ||
|}
</code>

==Midterm==

The midterm will be conducted on '''14 May 16:00 - 18:00''' in the '''offline''' format.

All the details you can find <big>'''[[Python Programming DSBA 2025/26 / Midterm|here]]'''</big>.

== Project / Exam ==

All the information regarding your course project can be found by accessing [[Python Programming DSBA 2025/26 / Project|this page]].

Your exam (project defence) will be conducted on '''June 14th''' in the '''offline''' format.

== Syllabus ==

[https://www.hse.ru/ba/data/courses/1071113650.html Syllabus]

Python Programming DSBA 2025/26 / Midterm

2026-05-13T18:21:54Z

SapunovArtemiy:

Your midterm will be conducted on '''May 14, 16:00 - 18:00''' in the '''offline''' format.

There will be several rooms: '''R204''' and '''R301''' for the majority of you and '''R610''' with campus computers and sockets for those, who do not have personal laptops or whose laptops consume too much energy to manage OBS + contest + IDE without recharging. If you understand that you are facing one of these problems, please write directly to [https://t.me/StefanieTheSentinels assistant Artemiy in Telegram] in order to be allocated in а computer class.

{| class="wikitable" style="text-align:left;"
|-
! Параметр
! R204
! R301
! R610
! R608
! R613
|-
| Количество студентов
| 73
| 90
| 22
| 0
| 0
|-
| Студенты
| Акопян Артём 
Алексеенко Таисья 
Алякринская Ольга 
Арутюнян Айк 
Афонин Егор 
Белоусов Захар 
Варгин Севастьян 
Вовк Савва 
Волкова Елизавета 
Градинович Сергей 
Гуторов Филипп 
Дашдамиров Хыдыр 
Доронин Михаил 
Дубик-Энман Александра 
Елкина Екатерина 
Енина Кира 
Жидкова Марина 
Жужома Арина 
Завгородний Владислав 
Зубов Константин 
Зяблюк Сергей 
Иванова Анастасия 
Изотова Майя 
Кадурина Елизавета 
Казыкина Софья 
Карицкий Глеб 
Карпухин Симеон 
Карягин Александр 
Кейл Дэниел Майкл 
Кнорр Леон 
Коваленко Никита 
Кондрашова Мария 
Костричко Артём 
Кузнецов Георгий 
Лисицын Илья 
Ляхов Дмитрий 
Маризин Семён 
Маркина София 
Маскина Алиса 
Мельничук Мирослава 
Нарожная Алиса 
Павлов Александр 
Пискунов Глеб 
Потапова Елена 
Раевский Никита 
Розовел Тимур 
Рыжиков Марк 
Рядинский Константин 
Саввин Дмитрий 
Савицкий Никита 
Саенко Роман 
Симоненко Федор 
Слиозберг Давид 
Собко Анна 
Спирин Артём 
Стрельцов Егор 
Стрельченко Александр 
Стригунков Илья 
Тутынин Алексей 
Тягунова Дарья 
Федоренко Лука 
Федосеев Владимир 
Хромотов Антон 
Цыпченко Михаил 
Чекуева Алима 
Чирихин Артём 
Шакиров Чингиз 
Шумило Андрей 
Шустов Егор 
Югай Грета 
Юнин Даниил 
Яковлева Яна 
Яшин Роман
| Абрамов Максим 
Айрапетян Марк 
Алексеенко Андрей 
Андреев Артём 
Андреева Полина 
Андреевский Артём 
Афонина Варвара 
Бальцер Злата 
Белявский Денис 
Бобрышев Александр 
Богини Владислав 
Богини Максим 
Бузуев Лев 
Васильев Демьян 
Вебер Матвей 
Верещагин Ян 
Воробьев Леонид 
Воробьёва Виолетта 
Гамала Станислав 
Гареев Амирхан 
Головин Андрей 
Голубев Никита 
Грановский Михаил 
Давыдов Денис 
Даунов Илья 
Депершмидт Кристина 
Дубских Николай 
Думалкин Егор 
Елкин Святослав 
Есенский Иван 
Жукунова Полина 
Журихо Иван 
Зайцев Георгий 
Зубкова Ангелина 
Иванова Анна 
Израилев Никита 
Ищенко Ярослав 
Каныгин Илья 
Карпов Алексей 
Ким Андрей 
Климашин Илья 
Клушин Алексей 
Коковин Алексей 
Кондратьев Гордей 
Крылов Глеб 
Куковякин Артём 
Лазуренкова Милана 
Лебедев Денис 
Леонова Анастасия 
Леонтьева Кристина 
Макаров Павел 
Малюгин Матвей 
Марков Лев 
Мартынов Максим 
Мартынова Элина 
Медведев Максим 
Мехович Федор 
Минич Марк 
Митричева Анна 
Мороз Александр 
Нефёдова Екатерина 
Николаев Никита 
Олещук Валерия 
Остапенко Виктор 
Острейкова Софья 
Петров Максим 
Поттер Анна 
Радаева Ангелина 
Романовская Ева 
Садыхова Елизавета 
Саломадина Полина 
Сергиенко Герман 
Сланевская Анастасия 
Смирнов Егор 
Тарханов Дмитрий 
Терских Николай 
Тиньгаев Аркадий 
Тиняков Родион 
Товмасян Анна 
Туманян Сюзи 
Тумасова Мария 
Тунчбилек Денис 
Турецкий Марк 
Тутисани Гиоргий 
Тутукин Олег 
Учунжян Максим 
Хайдукова Александра 
Ханова Софья 
Шилов Владимир 
Яковлев Максим
| Андреева Надежда 
Гайнуллина Амина 
Громова Дарья 
Жбанов Иван 
Истомина Любовь 
Качкаев Платон 
Козлова Елизавета 
Кузнецова Александра 
Макаров Данила 
Петрова Софья 
Пивоваров Михаил 
Птицын Андрей 
Ройфман Марк 
Серветник София 
Стоян Ульяна 
Тренев Петр 
Фарахов Никита 
Филипповский Денис 
Фомичев Михаил 
Ширяев Иван 
Шокман Максим 
Якимушкин Александр
| —
| —
|}

If you asked for a socket, but did not find yourself in the list above in R 601, do not worry. We will provide you with one in R204/R301. Please, take first 2 rows.

'''Important note:''' follow [https://obsproject.com/ru/download this link] to install OBS. If something goes wrong, do not hesitate to ask your assistants for help.

You will have to solve several problems in '''XX minutes'''.

=== '''Rules:''' ===
# Please do not forget to bring your '''ID''' (students' ID certificates, HSE campus pass-cards or passports will be accepted)
# During the test you are allowed to use only the materials found by the links available at our course wiki page, installed (not online) IDE and documentation at https://www.python.org/ , https://numpy.org/doc/ and https://docs.python.org/3/. '''If we notice you opening any external windows, your work will get a 0 mark automatically.'''
# Pay attention that you are '''not allowed''' to use:
## Translators
## Online interpreters
## '''stackoverflow, math.stackexchange, quorа, geeksforgeeks''' and similar resources
## Artificial intelligence
## Headphones (sorry, but we are non-music zone)
# Be prepared that you will '''not be able to leave the room''' until the end of the work.
#You will have to record your screen using the OBS system:
## You are supposed to record your '''screen''' and '''microphone'''. Web-camera recording is not obligatory.
## Start the recording '''5 minutes before''' the beginning of the contest.
## Right after starting the recording, you record all your running processes at the start of the video (open task manager and scroll through it).
## At the end of the contest, '''within 30 minutes''', you must place the recordings on Yandex/Google disk, dropbox or YouTube, and '''<big>fill the [https://forms.gle/oy7RfSP9Y7qMshpd6 form]</big>''', indicating the link to the recording file (just a file, not a folder) in it. In case of technical problems with video uploading or with meeting the uploading deadline (30 minutes), write to [https://t.me/StefanieTheSentinels assistant Artemiy in Telegram].
## Please, '''do not delete the video until a member of the teaching team checks the recording''' (you will get notification about it). Please, note that '''this checking will be applied to every student without exceptions'''.
# '''Communication in any form is strictly prohibited''' including:
## Verbal communication
## Messengers
## Code collaboration tools (e.g. Collab, GitHub)

'''<big>link template: https://official.contest.yandex.ru/contest/someNumber</big>'''

We wish you the best of luck with your assignment!

Python Programming DSBA 2025/26 / Midterm

2026-05-12T14:50:35Z

SapunovArtemiy:

Your midterm will be conducted on '''May 14, 16:00 - 18:00''' in the '''offline''' format.

There will be several rooms: '''R204''' and '''R301''' for the majority of you and '''R610''' and '''R613''' with campus computers and sockets for those, who do not have personal laptops or whose laptops consume too much energy to manage OBS + contest + IDE without recharging. If you understand that you are facing one of these problems, please write directly to [https://t.me/StefanieTheSentinels assistant Artemiy in Telegram] in order to be allocated in а computer class.

{| class="wikitable" style="text-align:left;"
|-
! Параметр
! R204
! R301
! R610
! R608
! R613
|-
| Количество студентов
| 73
| 90
| 22
| 0
| 0
|-
| Студенты
| Акопян Артём 
Алексеенко Таисья 
Алякринская Ольга 
Арутюнян Айк 
Афонин Егор 
Белоусов Захар 
Варгин Севастьян 
Вовк Савва 
Волкова Елизавета 
Градинович Сергей 
Гуторов Филипп 
Дашдамиров Хыдыр 
Доронин Михаил 
Дубик-Энман Александра 
Елкина Екатерина 
Енина Кира 
Жидкова Марина 
Жужома Арина 
Завгородний Владислав 
Зубов Константин 
Зяблюк Сергей 
Иванова Анастасия 
Изотова Майя 
Кадурина Елизавета 
Казыкина Софья 
Карицкий Глеб 
Карпухин Симеон 
Карягин Александр 
Кейл Дэниел Майкл 
Кнорр Леон 
Коваленко Никита 
Кондрашова Мария 
Костричко Артём 
Кузнецов Георгий 
Лисицын Илья 
Ляхов Дмитрий 
Маризин Семён 
Маркина София 
Маскина Алиса 
Мельничук Мирослава 
Нарожная Алиса 
Павлов Александр 
Пискунов Глеб 
Потапова Елена 
Раевский Никита 
Розовел Тимур 
Рыжиков Марк 
Рядинский Константин 
Саввин Дмитрий 
Савицкий Никита 
Саенко Роман 
Симоненко Федор 
Слиозберг Давид 
Собко Анна 
Спирин Артём 
Стрельцов Егор 
Стрельченко Александр 
Стригунков Илья 
Тутынин Алексей 
Тягунова Дарья 
Федоренко Лука 
Федосеев Владимир 
Хромотов Антон 
Цыпченко Михаил 
Чекуева Алима 
Чирихин Артём 
Шакиров Чингиз 
Шумило Андрей 
Шустов Егор 
Югай Грета 
Юнин Даниил 
Яковлева Яна 
Яшин Роман
| Абрамов Максим 
Айрапетян Марк 
Алексеенко Андрей 
Андреев Артём 
Андреева Полина 
Андреевский Артём 
Афонина Варвара 
Бальцер Злата 
Белявский Денис 
Бобрышев Александр 
Богини Владислав 
Богини Максим 
Бузуев Лев 
Васильев Демьян 
Вебер Матвей 
Верещагин Ян 
Воробьев Леонид 
Воробьёва Виолетта 
Гамала Станислав 
Гареев Амирхан 
Головин Андрей 
Голубев Никита 
Грановский Михаил 
Давыдов Денис 
Даунов Илья 
Депершмидт Кристина 
Дубских Николай 
Думалкин Егор 
Елкин Святослав 
Есенский Иван 
Жукунова Полина 
Журихо Иван 
Зайцев Георгий 
Зубкова Ангелина 
Иванова Анна 
Израилев Никита 
Ищенко Ярослав 
Каныгин Илья 
Карпов Алексей 
Ким Андрей 
Климашин Илья 
Клушин Алексей 
Коковин Алексей 
Кондратьев Гордей 
Крылов Глеб 
Куковякин Артём 
Лазуренкова Милана 
Лебедев Денис 
Леонова Анастасия 
Леонтьева Кристина 
Макаров Павел 
Малюгин Матвей 
Марков Лев 
Мартынов Максим 
Мартынова Элина 
Медведев Максим 
Мехович Федор 
Минич Марк 
Митричева Анна 
Мороз Александр 
Нефёдова Екатерина 
Николаев Никита 
Олещук Валерия 
Остапенко Виктор 
Острейкова Софья 
Петров Максим 
Поттер Анна 
Радаева Ангелина 
Романовская Ева 
Садыхова Елизавета 
Саломадина Полина 
Сергиенко Герман 
Сланевская Анастасия 
Смирнов Егор 
Тарханов Дмитрий 
Терских Николай 
Тиньгаев Аркадий 
Тиняков Родион 
Товмасян Анна 
Туманян Сюзи 
Тумасова Мария 
Тунчбилек Денис 
Турецкий Марк 
Тутисани Гиоргий 
Тутукин Олег 
Учунжян Максим 
Хайдукова Александра 
Ханова Софья 
Шилов Владимир 
Яковлев Максим
| Андреева Надежда 
Гайнуллина Амина 
Громова Дарья 
Жбанов Иван 
Истомина Любовь 
Качкаев Платон 
Козлова Елизавета 
Кузнецова Александра 
Макаров Данила 
Петрова Софья 
Пивоваров Михаил 
Птицын Андрей 
Ройфман Марк 
Серветник София 
Стоян Ульяна 
Тренев Петр 
Фарахов Никита 
Филипповский Денис 
Фомичев Михаил 
Ширяев Иван 
Шокман Максим 
Якимушкин Александр
| —
| —
|}

If you asked for a socket, but did not find yourself in the lists above, do not worry. We will provide you with one in R204/R301.

'''Important note:''' follow [https://obsproject.com/ru/download this link] to install OBS. If something goes wrong, do not hesitate to ask your assistants for help.

You will have to solve several problems in '''XX minutes'''.

=== '''Rules:''' ===
# Please do not forget to bring your '''ID''' (students' ID certificates, HSE campus pass-cards or passports will be accepted)
# During the test you are allowed to use only the materials found by the links available at our course wiki page, installed (not online) IDE and documentation at https://www.python.org/ and https://docs.python.org/3/. '''If we notice you opening any external windows, your work will get a 0 mark automatically.'''
# Pay attention that you are '''not allowed''' to use:
## Translators
## Online interpreters
## '''stackoverflow, math.stackexchange, quorа, geeksforgeeks''' and similar resources
## Artificial intelligence
## Headphones (sorry, but we are non-music zone)
# Be prepared that you will '''not be able to leave the room''' until the end of the work.
#You will have to record your screen using the OBS system:
## You are supposed to record your '''screen''' and '''microphone'''. Web-camera recording is not obligatory.
## Start the recording '''5 minutes before''' the beginning of the contest.
## Right after starting the recording, you record all your running processes at the start of the video (open task manager and scroll through it).
## At the end of the contest, '''within 30 minutes''', you must place the recordings on Yandex/Google disk, dropbox or YouTube, and '''<big>fill the [https://forms.gle/oy7RfSP9Y7qMshpd6 form]</big>''', indicating the link to the recording file (just a file, not a folder) in it. In case of technical problems with video uploading or with meeting the uploading deadline (30 minutes), write to [https://t.me/StefanieTheSentinels assistant Artemiy in Telegram].
## Please, '''do not delete the video until a member of the teaching team checks the recording''' (you will get notification about it). Please, note that '''this checking will be applied to every student without exceptions'''.
# '''Communication in any form is strictly prohibited''' including:
## Verbal communication
## Messengers
## Code collaboration tools (e.g. Collab, GitHub)

'''<big>link template: https://official.contest.yandex.ru/contest/someNumber</big>'''

We wish you the best of luck with your assignment!

Python Programming DSBA 2025/26 / Project

2026-05-02T18:00:49Z

SapunovArtemiy:

== Main information ==

'''Deadline:''' June 14th, 23:59 
 
'''Submission formats:''' 
Jupyter Notebook, submit a link to the notebook file, the dataset file and link to online page(for pilots only) via [https://forms.gle/tatHFWBGTELuxZQL8 the form]. 
 

'''Dataset selection:''' 
After you choose a dataset for the project, submit it to [https://forms.gle/5gk5tfkyRXRuUCr18 the form]. 
When selecting a dataset, check [https://docs.google.com/spreadsheets/d/1JKCArN3JMHyXE_dEpWI9V900E8h35BkUYmzohSj5puw/edit?usp=sharing the table] with the form responses to make sure nobody else has already picked it up. 

== Project structure ==

In the project you should get a dataset and perform some visualization and analysis on the data. It should be structured as a report, showing the steps you took and the information you got about the data.

Your project should contain the following chapters:

# '''Abstract / Annotation'''. No more than 2 paragraphs outlining the main purpose and idea of the work and the distribution of contribution of each member of the team. 
# '''Dataset description'''. What subject area is your data from? How many and what kind of fields are in the dataset? What can you say about the data quality: are there any missing values, inconsistent values, wrong data types, etc.? Choosing a composite dataset from several tables, and especially collecting data yourself, for example using parsing, will make your project more powerful. 
# '''Descriptive statistics''' for at least '''4''' numerical fields. These statistics should include at least mean, median and standard deviation of the fields. 
# '''Data cleanup'''. Remove rows with NaN, check that columns have the correct data type. Other steps might be needed depending on data. If your data is already clean, show that it’s clean. 
# '''Plots''' for at least '''4''' numerical fields. Simple line plots, scatter plots, histograms, and other plots should give an idea of what the data looks like. Choose three different types of plots. 
# At least '''4''' plots or outputs for a '''detailed overview'''. These should be presented in the form of comparisons: plotting several lines with different conditions on the same figure, printing statistics for subsets of data, plotting two graphs next to each other, etc. 
# '''Data transformation'''. Modify data from other columns to make new columns. If you haven't had to do data cleanup, add at least two new columns. Otherwise, you may add just one. 
# '''Hypothesis check'''. Come up with at least '''2''' hypotheses about your data, then plot the relevant figure and/or print the relevant statistics. Check whether your hypotheses were correct. The hypotheses should be more complex than comparing two subsets of data based on a single column. More details are provided below. 
# '''Discussion'''. During each step make a small write-up explaining what you do and why. You don’t need to include speculation on underlying causes of your results. 

All plots should be done with the aid of '''Matplotlib''' or '''Seaborn''' or '''Pandas''' or '''Plotly'''.

=== Pilots ===

Provide a web interface to your project. Ideally, you should make your project accessible over the Internet. The whole project, including plots, explanations and text results, should be available in the web interface.

== Details ==

=== Dataset ===

The easiest place to look for datasets is probably [https://www.kaggle.com kaggle.com]. Select a dataset with at least 3 numeric fields. Preferably, this should not include categorical fields, however this is not a strict requirement. For example, “month”, “degree of education”, “rank in top 100” can be represented as ordered numbers, but these are categorical fields. “Age”, “cost”, “total distance in km”, “number of orders” are numeric fields.

=== Data cleanup ===

Check some basic statistics of your data. It should tell you whether you need to do data cleanup. For example, if you have NaNs in a few rows, you should probably remove those rows. Sometimes data is given in an inconsistent way, like numbers written as “1M+”, “10k+”, “1k+”. Convert such cases to numbers you can work with: “1000000”, “10000”, “1000”.

If you end up doing data cleanup, you will have to do less data transformation.

=== Overview ===

Your notebook should follow a process of exploring the dataset. At first you should show some general ideas about what kind of data you’re dealing with. Outputting some statistics and making simple plots of all data are usually good ways of doing this.

=== More detailed overview ===

Then you should provide insights into potentially interesting relations in your data. For example, if a plot shows some data columns are correlated, you can compute the correlation. If you have categorical data, you can try looking at different categories separately. For example, “what is the median salary for workers with different levels of education”. If several columns seem related to each other, this is also where you can add a third level axis as color and try to show the relationship of three variables at once.

=== Hypothesis checking ===

At some points the insights you get become complicated. For example, “What is the correlation between salary and number of sales for employees of different education levels? Do people at all levels of education get fairly compensated for increasing the number of sales?” Make hypotheses in this format and test them by drawing figures and/or computing statistics.

If you get the result “there is a change, but it’s quite small, so it’s not clear if it’s significant or not”, it’s totally fine.

Another example: “Petrol cars with automatic transmission sold by a dealer have a higher price than the ones sold by individuals”. Here “petrol” and “automatic transmission” are conditions on top of “dealer/individual”. Then you can plot histograms of prices and print their mean and median to see if your hypothesis was correct.

=== Data transformation ===

Add two new columns to the data frame and fill them with modified data from other columns. Some examples:

* “Sales divided by salary” can be worker efficiency.
* If you have both money and years, you can make money inflation-adjusted.
* For data containing text data that can be ordered, you can convert it to numbers. For example, ratings in text form — “bad, average, good”, education level — “high school, bachelor’s degree, master’s degree, etc.” can become “1, 2, 3, 4...”.
* You may also convert between units: ounces to ml, kilometers to miles, Celsius to Fahrenheit, etc.

If you did something similar in data cleanup, add only one column here.

=== Discussion ===

Include notes about your hypotheses and the information you can see in your data. Explain in words what can be seen in the images and statistics. You don’t need to speculate on the causes of the results you get, just explain the results themselves.

For example: “Here is a scatter plot comparing car prices and the number of kilometers the cars have driven. There is a downward trend, meaning that as mileage increases, the price decreases.”

Your project page is a report. The final version should contain only the relevant calculations and present them, so that it’s clear what kind of data you’re working with, what insights you’re showing, what your hypotheses are and what results you got after testing them.

=== Web interface (Streamlit)* ===

Pilot students should set up a web interface to the project with the aid of Streamlit and using FastAPI as REST API. For non-pilot students REST API is optional for bonuses.

REST API should include at least 1 GET method with not less than 2 arguments for obtaining data from the dataset, for example pagination or filter, and at least 1 POST method for creating a new instance of your dataset.

Additionally, you can use Telegram bot as WebApp, form handler, notifier when a new instance is added, or any other convenient feature for working with your dataset.

The Streamlit project should be available through the web interface. A Streamlit page should be equivalent to the Jupyter Notebook. The web pages should contain all the information you would otherwise put into a notebook.

The Telegram bot should contain a menu with several pages where you’re able to get any part of the project.

Python for Data Science DSBA 2025/2026

2026-05-02T17:20:45Z

SapunovArtemiy:

In case you find any inconsistencies on this page, please, contact [https://t.me/StefanieTheSentinels @StefanieTheSentinels].

== Teachers and assistants ==
{| class="wikitable" style="text-align:center"
|-
! Group !! 251 !! 252 !! 253 !! 254 !! 255 !! 256 !! 257
|-
|| Lecturer
| colspan="8" | [https://www.hse.ru/en/staff/voznesenskaya Voznesenskaya T.V.]
[mailto:tvoznesenskaya@hse.ru tvoznesenskaya@hse.ru], tg: [https://tlgg.ru/tvozn @tvozn]
|-
|| Workshop Instructor
|| [https://www.hse.ru/org/persons/65846258 Rudakov K.A.] tg: [https://t.me/ArcticBEARD @ArcticBEARD]
|| [https://www.hse.ru/org/persons/863761973 Kopylov I.S.] tg: [https://t.me/DanielWalker @DanielWalker]
|| 253-1: [https://www.hse.ru/org/persons/863761973 Kopylov I.S.] tg: [https://t.me/DanielWalker @DanielWalker] 253-2: [https://www.hse.ru/org/persons/65846258 Rudakov K.A.] tg: [https://t.me/ArcticBEARD @ArcticBEARD]
|| 254-1: Dovgopolyi I.A. tg: [https://t.me/TriariiMisha @TriariiMisha] 254-2: Yartsev M.S. tg: [https://t.me/Mischay @Mischay]
| colspan="2" | [https://www.hse.ru/staff/aspronina/ Pronina A.S.] tg: [https://t.me/l_AnnaPronina_l @l_AnnaPronina_l]
|| 257-1: Yartsev M.S. tg: [https://t.me/Mischay @Mischay] 257-2: Pavleeva M.V. tg: [https://t.me/mariapavleeva @mariapavleeva]
|-
|| Teaching Assistant
|| Argirov George tg: [https://t.me/gotchaya @gotchaya]
|| Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV]
|| 253-1: Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV] 253-2: Argirov George tg: [https://t.me/gotchaya @gotchaya]
|| 254-1: Argirov George tg: [https://t.me/gotchaya @gotchaya] 254-2: Alexia Foks tg: [https://t.me/xsAlexFoxx @xsAlexFoxx]
| colspan="2" | Khudyakov Nikita tg: [https://t.me/jiko_keno @jiko_keno]
|| 257-1: Alexia Foks tg: [https://t.me/xsAlexFoxx @xsAlexFoxx] 257-2: Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV]
|-
|| Lecturer's Assistant
| colspan="8" | Artemiy Sapunov tg: [https://t.me/StefanieTheSentinels @StefanieTheSentinels]
|}

== Grading system ==

<pre>
Final Grade = round( 0.1 × HW(Contests) + 0.1 × Seminar attendance + 0.15 × Activity + 0.25 × Midterm + 0.4 × Exam(Project defence) )
</pre>

== Contests ==
<code>
{| class="wikitable" style="text-align:center"
|-
! Contest !! Deadline !! Topic
|-
|| [https://official.contest.yandex.ru/contest/92835/enter/ Contest 1] || 15 Apr 23:59:59 || Introduction
|-
|| [https://official.contest.yandex.ru/contest/93028/enter/ Contest 2] || 22 Apr 23:59:59 || List, set, dictionary
|-
|| [https://official.contest.yandex.ru/contest/93400/enter/ Contest 3] || 29 Apr 23:59:59 || Functions, recursion, tuple
|-
|| [https://official.contest.yandex.ru/contest/93828/enter Contest 4] || 13 May 23:59:59 || TBD
|-
|| [https://official.contest.yandex.ru/contest/93859/enter/ Contest 5] || 20 May 23:59:59 || TBD
|-
|| Contest 6 || TBD || TBD
|-
|| Contest 7 || TBD || TBD
|-
|| Contest 8 || TBD || TBD
|-
|| Contest 9 || TBD || TBD
|-
|| Contest 10 || TBD || TBD
|}
</code>

== Grades ==

The results table with all your grades can be found by [https://docs.google.com/spreadsheets/d/1tC906mHKTvFQUz4ffGRC6NvfYLRXCigr8QFkvcDfYds/edit?gid=306873861#gid=306873861 this link].

== Lecture notes and Workshop materials ==

=== Lectures ===
<code>
{| class="wikitable" style="text-align:center"
|-
! Date !! Lecture !! Topic
|-
| 02.04 || [https://drive.google.com/file/d/1wqP3Qnn4iINk4N2qARDFbjNml3YmEpwb/view?usp=share_link Lecture 1] || Introduction, string, list
|-
| 09.04 || [https://drive.google.com/file/d/1p8oBUoc2nvqgxYcgnjQ1LkNxKnFCYKV8/view?usp=sharing Lecture 2] || Set, tuple, dictionary
|-
| 16.04 || [https://drive.google.com/file/d/1fFowIrjvBNqcqdYum0j_oVCmudHYAu1o/view?usp=sharing Lecture 3] || Functions, recursion, OOP
|-
| 23.04 || [https://drive.google.com/file/d/1-kAHVvSQ2P1_OhA-tp0vQ9ocOqtNzrRr/view?usp=sharing Lecture 4] || NumPy
|-
| 30.04 || [https://drive.google.com/drive/folders/1M2a2sHw2_APJ1CeiNpfjyDTjwu-7Eut7?usp=sharing Lecture 5] || Pandas, exploratory data analysis
|-
| || [link Lecture 6] ||
|-
| || [link Lecture 7] ||
|-
| || [link Lecture 8] ||
|-
| || [link Lecture 9] ||
|-
| || [link Lecture 10] ||
|}
</code>

=== Workshops ===
<code>
{| class="wikitable"
! Workshop !! Topic
|-
| [https://drive.google.com/drive/folders/1fotT3eTe5VZZzOdeWjDyZGyBOeWrKxvA?usp=sharing Workshop 1] || IDE, arithmetics, string, list
|-
| [https://drive.google.com/drive/folders/1VsDdWJ0GsALcmnWAZ62a1Cd7GhcVBCQA?usp=sharing Workshop 2 & 3] || Set, tuple, dictionary
|-
| [https://drive.google.com/drive/folders/1kFBYktpML2Qm-tI3RtwmodjK3pp1SN6W?usp=sharing Workshop 4] || Functions, Recursion & Functional Programming
|-
| [https://drive.google.com/drive/folders/1AW4QrDMPMdwCp5G0vZgViIAFRs5Xrcta?usp=sharing Workshop 5] || OOP
|-
| [https://drive.google.com/drive/folders/1uvBBGMPBKuM_n3PkEKdfL8p--gZxnMYX?usp=sharing Workshop 6] || NumPy
|-
| [https://drive.google.com/drive/folders/11es25rxFunvMmJfyP-a3OIAboYgPsm2j?usp=sharing Workshop 7] || Linear algebra with NumPy
|-
| [link Workshop 8] ||
|-
| [link Workshop 9] ||
|-
| [link Workshop 10] ||
|}
</code>

==Midterm==

The midterm will be conducted on '''14 May 16:00 - 18:00''' in the '''offline''' format.

All the details you can find <big>'''[[Python Programming DSBA 2025/26 / Midterm|here]]'''</big>.

== Project / Exam ==

All the information regarding your course project can be found by accessing [[Python Programming DSBA 2025/26 / Project|this page]].

Your exam (project defence) will be conducted on '''June 14th''' in the '''offline''' format.

== Syllabus ==

[https://www.hse.ru/ba/data/courses/1071113650.html Syllabus]

Python for Data Science DSBA 2025/2026

2026-04-30T23:38:24Z

SapunovArtemiy: /* Workshops */

In case you find any inconsistencies on this page, please, contact [https://t.me/StefanieTheSentinels @StefanieTheSentinels].

== Teachers and assistants ==
{| class="wikitable" style="text-align:center"
|-
! Group !! 251 !! 252 !! 253 !! 254 !! 255 !! 256 !! 257
|-
|| Lecturer
| colspan="8" | [https://www.hse.ru/en/staff/voznesenskaya Voznesenskaya T.V.]
[mailto:tvoznesenskaya@hse.ru tvoznesenskaya@hse.ru], tg: [https://tlgg.ru/tvozn @tvozn]
|-
|| Workshop Instructor
|| [https://www.hse.ru/org/persons/65846258 Rudakov K.A.] tg: [https://t.me/ArcticBEARD @ArcticBEARD]
|| [https://www.hse.ru/org/persons/863761973 Kopylov I.S.] tg: [https://t.me/DanielWalker @DanielWalker]
|| 253-1: [https://www.hse.ru/org/persons/863761973 Kopylov I.S.] tg: [https://t.me/DanielWalker @DanielWalker] 253-2: [https://www.hse.ru/org/persons/65846258 Rudakov K.A.] tg: [https://t.me/ArcticBEARD @ArcticBEARD]
|| 254-1: Dovgopolyi I.A. tg: [https://t.me/TriariiMisha @TriariiMisha] 254-2: Yartsev M.S. tg: [https://t.me/Mischay @Mischay]
| colspan="2" | [https://www.hse.ru/staff/aspronina/ Pronina A.S.] tg: [https://t.me/l_AnnaPronina_l @l_AnnaPronina_l]
|| 257-1: Yartsev M.S. tg: [https://t.me/Mischay @Mischay] 257-2: Pavleeva M.V. tg: [https://t.me/mariapavleeva @mariapavleeva]
|-
|| Teaching Assistant
|| Argirov George tg: [https://t.me/gotchaya @gotchaya]
|| Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV]
|| 253-1: Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV] 253-2: Argirov George tg: [https://t.me/gotchaya @gotchaya]
|| 254-1: Argirov George tg: [https://t.me/gotchaya @gotchaya] 254-2: Alexia Foks tg: [https://t.me/xsAlexFoxx @xsAlexFoxx]
| colspan="2" | Khudyakov Nikita tg: [https://t.me/jiko_keno @jiko_keno]
|| 257-1: Alexia Foks tg: [https://t.me/xsAlexFoxx @xsAlexFoxx] 257-2: Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV]
|-
|| Lecturer's Assistant
| colspan="8" | Artemiy Sapunov tg: [https://t.me/StefanieTheSentinels @StefanieTheSentinels]
|}

== Grading system ==

<pre>
Final Grade = round( 0.1 × HW(Contests) + 0.1 × Seminar attendance + 0.15 × Activity + 0.25 × Midterm + 0.4 × Exam(Project defence) )
</pre>

== Contests ==
<code>
{| class="wikitable" style="text-align:center"
|-
! Contest !! Deadline !! Topic
|-
|| [https://official.contest.yandex.ru/contest/92835/enter/ Contest 1] || 15 Apr 23:59:59 || Introduction
|-
|| [https://official.contest.yandex.ru/contest/93028/enter/ Contest 2] || 22 Apr 23:59:59 || List, set, dictionary
|-
|| [https://official.contest.yandex.ru/contest/93400/enter/ Contest 3] || 29 Apr 23:59:59 || Functions, recursion, tuple
|-
|| [https://official.contest.yandex.ru/contest/93828/enter Contest 4] || 13 May 23:59:59 || TBD
|-
|| Contest 5 || TBD || TBD
|-
|| Contest 6 || TBD || TBD
|-
|| Contest 7 || TBD || TBD
|-
|| Contest 8 || TBD || TBD
|-
|| Contest 9 || TBD || TBD
|-
|| Contest 10 || TBD || TBD
|}
</code>

== Grades ==

The results table with all your grades can be found by [https://docs.google.com/spreadsheets/d/1tC906mHKTvFQUz4ffGRC6NvfYLRXCigr8QFkvcDfYds/edit?gid=306873861#gid=306873861 this link].

== Lecture notes and Workshop materials ==

=== Lectures ===
<code>
{| class="wikitable" style="text-align:center"
|-
! Date !! Lecture !! Topic
|-
| 02.04 || [https://drive.google.com/file/d/1wqP3Qnn4iINk4N2qARDFbjNml3YmEpwb/view?usp=share_link Lecture 1] || Introduction, string, list
|-
| 09.04 || [https://drive.google.com/file/d/1p8oBUoc2nvqgxYcgnjQ1LkNxKnFCYKV8/view?usp=sharing Lecture 2] || Set, tuple, dictionary
|-
| 16.04 || [https://drive.google.com/file/d/1fFowIrjvBNqcqdYum0j_oVCmudHYAu1o/view?usp=sharing Lecture 3] || Functions, recursion, OOP
|-
| 23.04 || [https://drive.google.com/file/d/1-kAHVvSQ2P1_OhA-tp0vQ9ocOqtNzrRr/view?usp=sharing Lecture 4] || NumPy
|-
| 30.04 || [https://drive.google.com/drive/folders/1M2a2sHw2_APJ1CeiNpfjyDTjwu-7Eut7?usp=sharing Lecture 5] || Pandas, exploratory data analysis
|-
| || [link Lecture 6] ||
|-
| || [link Lecture 7] ||
|-
| || [link Lecture 8] ||
|-
| || [link Lecture 9] ||
|-
| || [link Lecture 10] ||
|}
</code>

=== Workshops ===
<code>
{| class="wikitable"
! Workshop !! Topic
|-
| [https://drive.google.com/drive/folders/1fotT3eTe5VZZzOdeWjDyZGyBOeWrKxvA?usp=sharing Workshop 1] || IDE, arithmetics, string, list
|-
| [https://drive.google.com/drive/folders/1VsDdWJ0GsALcmnWAZ62a1Cd7GhcVBCQA?usp=sharing Workshop 2 & 3] || Set, tuple, dictionary
|-
| [https://drive.google.com/drive/folders/1kFBYktpML2Qm-tI3RtwmodjK3pp1SN6W?usp=sharing Workshop 4] || Functions, Recursion & Functional Programming
|-
| [https://drive.google.com/drive/folders/1AW4QrDMPMdwCp5G0vZgViIAFRs5Xrcta?usp=sharing Workshop 5] || OOP
|-
| [https://drive.google.com/drive/folders/1uvBBGMPBKuM_n3PkEKdfL8p--gZxnMYX?usp=sharing Workshop 6] || NumPy
|-
| [https://drive.google.com/drive/folders/11es25rxFunvMmJfyP-a3OIAboYgPsm2j?usp=sharing Workshop 7] || Linear algebra with NumPy
|-
| [link Workshop 8] ||
|-
| [link Workshop 9] ||
|-
| [link Workshop 10] ||
|}
</code>

==Midterm==

The midterm will be conducted on '''14 May 16:00 - 18:00''' in the '''offline''' format.

All the details you can find <big>'''[[Python Programming DSBA 2025/26 / Midterm|here]]'''</big>.

== Project / Exam ==

All the information regarding your course project can be found by accessing [[Python Programming DSBA 2025/26 / Project|this page]].

Your exam (project defence) will be conducted on '''June 14th''' in the '''offline''' format.

== Syllabus ==

[https://www.hse.ru/ba/data/courses/1071113650.html Syllabus]

Python for Data Science DSBA 2025/2026

2026-04-30T23:34:15Z

SapunovArtemiy:

In case you find any inconsistencies on this page, please, contact [https://t.me/StefanieTheSentinels @StefanieTheSentinels].

== Teachers and assistants ==
{| class="wikitable" style="text-align:center"
|-
! Group !! 251 !! 252 !! 253 !! 254 !! 255 !! 256 !! 257
|-
|| Lecturer
| colspan="8" | [https://www.hse.ru/en/staff/voznesenskaya Voznesenskaya T.V.]
[mailto:tvoznesenskaya@hse.ru tvoznesenskaya@hse.ru], tg: [https://tlgg.ru/tvozn @tvozn]
|-
|| Workshop Instructor
|| [https://www.hse.ru/org/persons/65846258 Rudakov K.A.] tg: [https://t.me/ArcticBEARD @ArcticBEARD]
|| [https://www.hse.ru/org/persons/863761973 Kopylov I.S.] tg: [https://t.me/DanielWalker @DanielWalker]
|| 253-1: [https://www.hse.ru/org/persons/863761973 Kopylov I.S.] tg: [https://t.me/DanielWalker @DanielWalker] 253-2: [https://www.hse.ru/org/persons/65846258 Rudakov K.A.] tg: [https://t.me/ArcticBEARD @ArcticBEARD]
|| 254-1: Dovgopolyi I.A. tg: [https://t.me/TriariiMisha @TriariiMisha] 254-2: Yartsev M.S. tg: [https://t.me/Mischay @Mischay]
| colspan="2" | [https://www.hse.ru/staff/aspronina/ Pronina A.S.] tg: [https://t.me/l_AnnaPronina_l @l_AnnaPronina_l]
|| 257-1: Yartsev M.S. tg: [https://t.me/Mischay @Mischay] 257-2: Pavleeva M.V. tg: [https://t.me/mariapavleeva @mariapavleeva]
|-
|| Teaching Assistant
|| Argirov George tg: [https://t.me/gotchaya @gotchaya]
|| Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV]
|| 253-1: Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV] 253-2: Argirov George tg: [https://t.me/gotchaya @gotchaya]
|| 254-1: Argirov George tg: [https://t.me/gotchaya @gotchaya] 254-2: Alexia Foks tg: [https://t.me/xsAlexFoxx @xsAlexFoxx]
| colspan="2" | Khudyakov Nikita tg: [https://t.me/jiko_keno @jiko_keno]
|| 257-1: Alexia Foks tg: [https://t.me/xsAlexFoxx @xsAlexFoxx] 257-2: Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV]
|-
|| Lecturer's Assistant
| colspan="8" | Artemiy Sapunov tg: [https://t.me/StefanieTheSentinels @StefanieTheSentinels]
|}

== Grading system ==

<pre>
Final Grade = round( 0.1 × HW(Contests) + 0.1 × Seminar attendance + 0.15 × Activity + 0.25 × Midterm + 0.4 × Exam(Project defence) )
</pre>

== Contests ==
<code>
{| class="wikitable" style="text-align:center"
|-
! Contest !! Deadline !! Topic
|-
|| [https://official.contest.yandex.ru/contest/92835/enter/ Contest 1] || 15 Apr 23:59:59 || Introduction
|-
|| [https://official.contest.yandex.ru/contest/93028/enter/ Contest 2] || 22 Apr 23:59:59 || List, set, dictionary
|-
|| [https://official.contest.yandex.ru/contest/93400/enter/ Contest 3] || 29 Apr 23:59:59 || Functions, recursion, tuple
|-
|| [https://official.contest.yandex.ru/contest/93828/enter Contest 4] || 13 May 23:59:59 || TBD
|-
|| Contest 5 || TBD || TBD
|-
|| Contest 6 || TBD || TBD
|-
|| Contest 7 || TBD || TBD
|-
|| Contest 8 || TBD || TBD
|-
|| Contest 9 || TBD || TBD
|-
|| Contest 10 || TBD || TBD
|}
</code>

== Grades ==

The results table with all your grades can be found by [https://docs.google.com/spreadsheets/d/1tC906mHKTvFQUz4ffGRC6NvfYLRXCigr8QFkvcDfYds/edit?gid=306873861#gid=306873861 this link].

== Lecture notes and Workshop materials ==

=== Lectures ===
<code>
{| class="wikitable" style="text-align:center"
|-
! Date !! Lecture !! Topic
|-
| 02.04 || [https://drive.google.com/file/d/1wqP3Qnn4iINk4N2qARDFbjNml3YmEpwb/view?usp=share_link Lecture 1] || Introduction, string, list
|-
| 09.04 || [https://drive.google.com/file/d/1p8oBUoc2nvqgxYcgnjQ1LkNxKnFCYKV8/view?usp=sharing Lecture 2] || Set, tuple, dictionary
|-
| 16.04 || [https://drive.google.com/file/d/1fFowIrjvBNqcqdYum0j_oVCmudHYAu1o/view?usp=sharing Lecture 3] || Functions, recursion, OOP
|-
| 23.04 || [https://drive.google.com/file/d/1-kAHVvSQ2P1_OhA-tp0vQ9ocOqtNzrRr/view?usp=sharing Lecture 4] || NumPy
|-
| 30.04 || [https://drive.google.com/drive/folders/1M2a2sHw2_APJ1CeiNpfjyDTjwu-7Eut7?usp=sharing Lecture 5] || Pandas, exploratory data analysis
|-
| || [link Lecture 6] ||
|-
| || [link Lecture 7] ||
|-
| || [link Lecture 8] ||
|-
| || [link Lecture 9] ||
|-
| || [link Lecture 10] ||
|}
</code>

=== Workshops ===
<code>
{| class="wikitable"
! Workshop !! Topic
|-
| [https://drive.google.com/drive/folders/1fotT3eTe5VZZzOdeWjDyZGyBOeWrKxvA?usp=sharing Workshop 1] || IDE, arithmetics, string, list
|-
| [https://drive.google.com/drive/folders/1VsDdWJ0GsALcmnWAZ62a1Cd7GhcVBCQA?usp=sharing Workshop 2 & 3] || Set, tuple, dictionary
|-
| [https://drive.google.com/drive/folders/1kFBYktpML2Qm-tI3RtwmodjK3pp1SN6W?usp=sharing Workshop 4] || Functions, Recursion & Functional Programming
|-
| [https://drive.google.com/drive/folders/1AW4QrDMPMdwCp5G0vZgViIAFRs5Xrcta?usp=sharing Workshop 5] || OOP
|-
| [link Workshop 6] ||
|-
| [link Workshop 7] ||
|-
| [link Workshop 8] ||
|-
| [link Workshop 9] ||
|-
| [link Workshop 10] ||
|}
</code>

==Midterm==

The midterm will be conducted on '''14 May 16:00 - 18:00''' in the '''offline''' format.

All the details you can find <big>'''[[Python Programming DSBA 2025/26 / Midterm|here]]'''</big>.

== Project / Exam ==

All the information regarding your course project can be found by accessing [[Python Programming DSBA 2025/26 / Project|this page]].

Your exam (project defence) will be conducted on '''June 14th''' in the '''offline''' format.

== Syllabus ==

[https://www.hse.ru/ba/data/courses/1071113650.html Syllabus]

Python for Data Science DSBA 2025/2026

2026-04-30T23:01:07Z

SapunovArtemiy:

In case you find any inconsistencies on this page, please, contact [https://t.me/StefanieTheSentinels @StefanieTheSentinels].

== Teachers and assistants ==
{| class="wikitable" style="text-align:center"
|-
! Group !! 251 !! 252 !! 253 !! 254 !! 255 !! 256 !! 257
|-
|| Lecturer
| colspan="8" | [https://www.hse.ru/en/staff/voznesenskaya Voznesenskaya T.V.]
[mailto:tvoznesenskaya@hse.ru tvoznesenskaya@hse.ru], tg: [https://tlgg.ru/tvozn @tvozn]
|-
|| Workshop Instructor
|| [https://www.hse.ru/org/persons/65846258 Rudakov K.A.] tg: [https://t.me/ArcticBEARD @ArcticBEARD]
|| [https://www.hse.ru/org/persons/863761973 Kopylov I.S.] tg: [https://t.me/DanielWalker @DanielWalker]
|| 253-1: [https://www.hse.ru/org/persons/863761973 Kopylov I.S.] tg: [https://t.me/DanielWalker @DanielWalker] 253-2: [https://www.hse.ru/org/persons/65846258 Rudakov K.A.] tg: [https://t.me/ArcticBEARD @ArcticBEARD]
|| 254-1: Dovgopolyi I.A. tg: [https://t.me/TriariiMisha @TriariiMisha] 254-2: Yartsev M.S. tg: [https://t.me/Mischay @Mischay]
| colspan="2" | [https://www.hse.ru/staff/aspronina/ Pronina A.S.] tg: [https://t.me/l_AnnaPronina_l @l_AnnaPronina_l]
|| 257-1: Yartsev M.S. tg: [https://t.me/Mischay @Mischay] 257-2: Pavleeva M.V. tg: [https://t.me/mariapavleeva @mariapavleeva]
|-
|| Teaching Assistant
|| Argirov George tg: [https://t.me/gotchaya @gotchaya]
|| Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV]
|| 253-1: Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV] 253-2: Argirov George tg: [https://t.me/gotchaya @gotchaya]
|| 254-1: Argirov George tg: [https://t.me/gotchaya @gotchaya] 254-2: Alexia Foks tg: [https://t.me/xsAlexFoxx @xsAlexFoxx]
| colspan="2" | Khudyakov Nikita tg: [https://t.me/jiko_keno @jiko_keno]
|| 257-1: Alexia Foks tg: [https://t.me/xsAlexFoxx @xsAlexFoxx] 257-2: Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV]
|-
|| Lecturer's Assistant
| colspan="8" | Artemiy Sapunov tg: [https://t.me/StefanieTheSentinels @StefanieTheSentinels]
|}

== Grading system ==

<pre>
Final Grade = round( 0.1 × HW(Contests) + 0.1 × Seminar attendance + 0.15 × Activity + 0.25 × Midterm + 0.4 × Exam(Project defence) )
</pre>

== Contests ==
<code>
{| class="wikitable" style="text-align:center"
|-
! Contest !! Deadline !! Topic
|-
|| [https://official.contest.yandex.ru/contest/92835/enter/ Contest 1] || 15 Apr 23:59:59 || Introduction
|-
|| [https://official.contest.yandex.ru/contest/93028/enter/ Contest 2] || 22 Apr 23:59:59 || List, set, dictionary
|-
|| [https://official.contest.yandex.ru/contest/93400/enter/ Contest 3] || 29 Apr 23:59:59 || Functions, recursion, tuple
|-
|| [https://official.contest.yandex.ru/contest/93828/enter Contest 4] || 13 May 23:59:59 || TBD
|-
|| Contest 5 || TBD || TBD
|-
|| Contest 6 || TBD || TBD
|-
|| Contest 7 || TBD || TBD
|-
|| Contest 8 || TBD || TBD
|-
|| Contest 9 || TBD || TBD
|-
|| Contest 10 || TBD || TBD
|}
</code>

== Grades ==

The results table with all your grades can be found by [https://docs.google.com/spreadsheets/d/1tC906mHKTvFQUz4ffGRC6NvfYLRXCigr8QFkvcDfYds/edit?gid=306873861#gid=306873861 this link].

== Lecture notes and Workshop materials ==

=== Lectures ===
<code>
{| class="wikitable" style="text-align:center"
|-
! Date !! Lecture !! Topic
|-
| 02.04 || [https://drive.google.com/file/d/1wqP3Qnn4iINk4N2qARDFbjNml3YmEpwb/view?usp=share_link Lecture 1] || Introduction, string, list
|-
| 09.04 || [https://drive.google.com/file/d/1p8oBUoc2nvqgxYcgnjQ1LkNxKnFCYKV8/view?usp=sharing Lecture 2] || Set, tuple, dictionary
|-
| 16.04 || [https://drive.google.com/file/d/1fFowIrjvBNqcqdYum0j_oVCmudHYAu1o/view?usp=sharing Lecture 3] || Functions, recursion, OOP
|-
| 23.04 || [https://drive.google.com/file/d/1-kAHVvSQ2P1_OhA-tp0vQ9ocOqtNzrRr/view?usp=sharing Lecture 4] || NumPy
|-
| 30.04 || [https://drive.google.com/drive/folders/1M2a2sHw2_APJ1CeiNpfjyDTjwu-7Eut7?usp=sharing Lecture 5] || Pandas, exploratory data analysis
|-
| || [link Lecture 6] ||
|-
| || [link Lecture 7] ||
|-
| || [link Lecture 8] ||
|-
| || [link Lecture 9] ||
|-
| || [link Lecture 10] ||
|}
</code>

=== Workshops ===
<code>
{| class="wikitable"
! Workshop !! Topic
|-
| [https://drive.google.com/drive/folders/1fotT3eTe5VZZzOdeWjDyZGyBOeWrKxvA?usp=sharing Workshop 1] || IDE, arithmetics, string, list
|-
| [https://drive.google.com/drive/folders/1VsDdWJ0GsALcmnWAZ62a1Cd7GhcVBCQA?usp=sharing Workshop 2 & 3] || Set, tuple, dictionary
|-
| [https://drive.google.com/drive/folders/1kFBYktpML2Qm-tI3RtwmodjK3pp1SN6W?usp=sharing Workshop 4] || Functions, Recursion & Functional Programming
|-
| [link Workshop 5] ||
|-
| [link Workshop 6] ||
|-
| [link Workshop 7] ||
|-
| [link Workshop 8] ||
|-
| [link Workshop 9] ||
|-
| [link Workshop 10] ||
|}
</code>

==Midterm==

The midterm will be conducted on '''14 May 16:00 - 18:00''' in the '''offline''' format.

All the details you can find <big>'''[[Python Programming DSBA 2025/26 / Midterm|here]]'''</big>.

== Project / Exam ==

All the information regarding your course project can be found by accessing [[Python Programming DSBA 2025/26 / Project|this page]].

Your exam (project defence) will be conducted on '''June 14th''' in the '''offline''' format.

== Syllabus ==

[https://www.hse.ru/ba/data/courses/1071113650.html Syllabus]

Python for Data Science DSBA 2025/2026

2026-04-30T22:55:44Z

SapunovArtemiy:

In case you find any inconsistencies on this page, please, contact [https://t.me/StefanieTheSentinels @StefanieTheSentinels].

== Teachers and assistants ==
{| class="wikitable" style="text-align:center"
|-
! Group !! 251 !! 252 !! 253 !! 254 !! 255 !! 256 !! 257
|-
|| Lecturer
| colspan="8" | [https://www.hse.ru/en/staff/voznesenskaya Voznesenskaya T.V.]
[mailto:tvoznesenskaya@hse.ru tvoznesenskaya@hse.ru], tg: [https://tlgg.ru/tvozn @tvozn]
|-
|| Workshop Instructor
|| [https://www.hse.ru/org/persons/65846258 Rudakov K.A.] tg: [https://t.me/ArcticBEARD @ArcticBEARD]
|| [https://www.hse.ru/org/persons/863761973 Kopylov I.S.] tg: [https://t.me/DanielWalker @DanielWalker]
|| 253-1: [https://www.hse.ru/org/persons/863761973 Kopylov I.S.] tg: [https://t.me/DanielWalker @DanielWalker] 253-2: [https://www.hse.ru/org/persons/65846258 Rudakov K.A.] tg: [https://t.me/ArcticBEARD @ArcticBEARD]
|| 254-1: Dovgopolyi I.A. tg: [https://t.me/TriariiMisha @TriariiMisha] 254-2: Yartsev M.S. tg: [https://t.me/Mischay @Mischay]
| colspan="2" | [https://www.hse.ru/staff/aspronina/ Pronina A.S.] tg: [https://t.me/l_AnnaPronina_l @l_AnnaPronina_l]
|| 257-1: Yartsev M.S. tg: [https://t.me/Mischay @Mischay] 257-2: Pavleeva M.V. tg: [https://t.me/mariapavleeva @mariapavleeva]
|-
|| Teaching Assistant
|| Argirov George tg: [https://t.me/gotchaya @gotchaya]
|| Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV]
|| 253-1: Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV] 253-2: Argirov George tg: [https://t.me/gotchaya @gotchaya]
|| 254-1: Argirov George tg: [https://t.me/gotchaya @gotchaya] 254-2: Alexia Foks tg: [https://t.me/xsAlexFoxx @xsAlexFoxx]
| colspan="2" | Khudyakov Nikita tg: [https://t.me/jiko_keno @jiko_keno]
|| 257-1: Alexia Foks tg: [https://t.me/xsAlexFoxx @xsAlexFoxx] 257-2: Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV]
|-
|| Lecturer's Assistant
| colspan="8" | Artemiy Sapunov tg: [https://t.me/StefanieTheSentinels @StefanieTheSentinels]
|}

== Grading system ==

<pre>
Final Grade = round( 0.1 × HW(Contests) + 0.1 × Seminar attendance + 0.15 × Activity + 0.25 × Midterm + 0.4 × Exam(Project defence) )
</pre>

== Contests ==
<code>
{| class="wikitable" style="text-align:center"
|-
! Contest !! Deadline !! Topic
|-
|| [https://official.contest.yandex.ru/contest/92835/enter/ Contest 1] || 15 Apr 23:59:59 || Introduction
|-
|| [https://official.contest.yandex.ru/contest/93028/enter/ Contest 2] || 22 Apr 23:59:59 || List, set, dictionary
|-
|| [https://official.contest.yandex.ru/contest/93400/enter/ Contest 3] || 29 Apr 23:59:59 || Functions, recursion, tuple
|-
|| [https://official.contest.yandex.ru/contest/93828/enter Contest 4] || 13 May 23:59:59 || TBD
|-
|| Contest 5 || TBD || TBD
|-
|| Contest 6 || TBD || TBD
|-
|| Contest 7 || TBD || TBD
|-
|| Contest 8 || TBD || TBD
|-
|| Contest 9 || TBD || TBD
|-
|| Contest 10 || TBD || TBD
|}
</code>

== Grades ==

The results table with all your grades can be found by [https://docs.google.com/spreadsheets/d/1tC906mHKTvFQUz4ffGRC6NvfYLRXCigr8QFkvcDfYds/edit?gid=306873861#gid=306873861 this link].

== Lecture notes and Workshop materials ==

=== Lectures ===
<code>
{| class="wikitable" style="text-align:center"
|-
! Date !! Lecture !! Topic
|-
| 02.04 || [https://drive.google.com/file/d/1wqP3Qnn4iINk4N2qARDFbjNml3YmEpwb/view?usp=share_link Lecture 1] || Introduction, string, list
|-
| 09.04 || [https://drive.google.com/file/d/1p8oBUoc2nvqgxYcgnjQ1LkNxKnFCYKV8/view?usp=sharing Lecture 2] || Set, tuple, dictionary
|-
| 16.04 || [https://drive.google.com/file/d/1fFowIrjvBNqcqdYum0j_oVCmudHYAu1o/view?usp=sharing Lecture 3] || Functions, recursion, OOP
|-
| 23.04 || [https://drive.google.com/file/d/1-kAHVvSQ2P1_OhA-tp0vQ9ocOqtNzrRr/view?usp=sharing Lecture 4] || NumPy
|-
| || [link Lecture 5] ||
|-
| || [link Lecture 6] ||
|-
| || [link Lecture 7] ||
|-
| || [link Lecture 8] ||
|-
| || [link Lecture 9] ||
|-
| || [link Lecture 10] ||
|}
</code>

=== Workshops ===
<code>
{| class="wikitable"
! Workshop !! Topic
|-
| [https://drive.google.com/drive/folders/1fotT3eTe5VZZzOdeWjDyZGyBOeWrKxvA?usp=sharing Workshop 1] || IDE, arithmetics, string, list
|-
| [https://drive.google.com/drive/folders/1VsDdWJ0GsALcmnWAZ62a1Cd7GhcVBCQA?usp=sharing Workshop 2 & 3] || Set, tuple, dictionary
|-
| [https://drive.google.com/drive/folders/1kFBYktpML2Qm-tI3RtwmodjK3pp1SN6W?usp=sharing Workshop 4] || Functions, Recursion & Functional Programming
|-
| [link Workshop 5] ||
|-
| [link Workshop 6] ||
|-
| [link Workshop 7] ||
|-
| [link Workshop 8] ||
|-
| [link Workshop 9] ||
|-
| [link Workshop 10] ||
|}
</code>

==Midterm==

The midterm will be conducted on '''14 May 16:00 - 18:00''' in the '''offline''' format.

All the details you can find <big>'''[[Python Programming DSBA 2025/26 / Midterm|here]]'''</big>.

== Project / Exam ==

All the information regarding your course project can be found by accessing [[Python Programming DSBA 2025/26 / Project|this page]].

Your exam (project defence) will be conducted on '''June 14th''' in the '''offline''' format.

== Syllabus ==

[https://www.hse.ru/ba/data/courses/1071113650.html Syllabus]

Python for Data Science DSBA 2025/2026

2026-04-30T22:48:38Z

SapunovArtemiy: /* Project / Exam */

In case you find any inconsistencies on this page, please, contact [https://t.me/StefanieTheSentinels @StefanieTheSentinels].

== Teachers and assistants ==
{| class="wikitable" style="text-align:center"
|-
! Group !! 251 !! 252 !! 253 !! 254 !! 255 !! 256 !! 257
|-
|| Lecturer
| colspan="8" | [https://www.hse.ru/en/staff/voznesenskaya Voznesenskaya T.V.]
[mailto:tvoznesenskaya@hse.ru tvoznesenskaya@hse.ru], tg: [https://tlgg.ru/tvozn @tvozn]
|-
|| Workshop Instructor
|| [https://www.hse.ru/org/persons/65846258 Rudakov K.A.] tg: [https://t.me/ArcticBEARD @ArcticBEARD]
|| [https://www.hse.ru/org/persons/863761973 Kopylov I.S.] tg: [https://t.me/DanielWalker @DanielWalker]
|| 253-1: [https://www.hse.ru/org/persons/863761973 Kopylov I.S.] tg: [https://t.me/DanielWalker @DanielWalker] 253-2: [https://www.hse.ru/org/persons/65846258 Rudakov K.A.] tg: [https://t.me/ArcticBEARD @ArcticBEARD]
|| 254-1: Dovgopolyi I.A. tg: [https://t.me/TriariiMisha @TriariiMisha] 254-2: Yartsev M.S. tg: [https://t.me/Mischay @Mischay]
| colspan="2" | [https://www.hse.ru/staff/aspronina/ Pronina A.S.] tg: [https://t.me/l_AnnaPronina_l @l_AnnaPronina_l]
|| 257-1: Yartsev M.S. tg: [https://t.me/Mischay @Mischay] 257-2: Pavleeva M.V. tg: [https://t.me/mariapavleeva @mariapavleeva]
|-
|| Teaching Assistant
|| Argirov George tg: [https://t.me/gotchaya @gotchaya]
|| Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV]
|| 253-1: Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV] 253-2: Argirov George tg: [https://t.me/gotchaya @gotchaya]
|| 254-1: Argirov George tg: [https://t.me/gotchaya @gotchaya] 254-2: Alexia Foks tg: [https://t.me/xsAlexFoxx @xsAlexFoxx]
| colspan="2" | Khudyakov Nikita tg: [https://t.me/jiko_keno @jiko_keno]
|| 257-1: Alexia Foks tg: [https://t.me/xsAlexFoxx @xsAlexFoxx] 257-2: Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV]
|-
|| Lecturer's Assistant
| colspan="8" | Artemiy Sapunov tg: [https://t.me/StefanieTheSentinels @StefanieTheSentinels]
|}

== Grading system ==

<pre>
Final Grade = round( 0.1 × HW(Contests) + 0.1 × Seminar attendance + 0.15 × Activity + 0.25 × Midterm + 0.4 × Exam(Project defence) )
</pre>

== Contests ==
<code>
{| class="wikitable" style="text-align:center"
|-
! Contest !! Deadline !! Topic
|-
|| [https://official.contest.yandex.ru/contest/92835/enter/ Contest 1] || 15 Apr 23:59:59 || Introduction
|-
|| [https://official.contest.yandex.ru/contest/93028/enter/ Contest 2] || 22 Apr 23:59:59 || List, set, dictionary
|-
|| [https://official.contest.yandex.ru/contest/93400/enter/ Contest 3] || 29 Apr 23:59:59 || Functions, recursion, tuple
|-
|| Contest 4 || TBD || TBD
|-
|| Contest 5 || TBD || TBD
|-
|| Contest 6 || TBD || TBD
|-
|| Contest 7 || TBD || TBD
|-
|| Contest 8 || TBD || TBD
|-
|| Contest 9 || TBD || TBD
|-
|| Contest 10 || TBD || TBD
|}
</code>

== Grades ==

The results table with all your grades can be found by [https://docs.google.com/spreadsheets/d/1tC906mHKTvFQUz4ffGRC6NvfYLRXCigr8QFkvcDfYds/edit?gid=306873861#gid=306873861 this link].

== Lecture notes and Workshop materials ==

=== Lectures ===
<code>
{| class="wikitable" style="text-align:center"
|-
! Date !! Lecture !! Topic
|-
| 02.04 || [https://drive.google.com/file/d/1wqP3Qnn4iINk4N2qARDFbjNml3YmEpwb/view?usp=share_link Lecture 1] || Introduction, string, list
|-
| 09.04 || [https://drive.google.com/file/d/1p8oBUoc2nvqgxYcgnjQ1LkNxKnFCYKV8/view?usp=sharing Lecture 2] || Set, tuple, dictionary
|-
| 16.04 || [https://drive.google.com/file/d/1fFowIrjvBNqcqdYum0j_oVCmudHYAu1o/view?usp=sharing Lecture 3] || Functions, recursion, OOP
|-
| 23.04 || [https://drive.google.com/file/d/1-kAHVvSQ2P1_OhA-tp0vQ9ocOqtNzrRr/view?usp=sharing Lecture 4] || NumPy
|-
| || [link Lecture 5] ||
|-
| || [link Lecture 6] ||
|-
| || [link Lecture 7] ||
|-
| || [link Lecture 8] ||
|-
| || [link Lecture 9] ||
|-
| || [link Lecture 10] ||
|}
</code>

=== Workshops ===
<code>
{| class="wikitable"
! Workshop !! Topic
|-
| [https://drive.google.com/drive/folders/1fotT3eTe5VZZzOdeWjDyZGyBOeWrKxvA?usp=sharing Workshop 1] || IDE, arithmetics, string, list
|-
| [https://drive.google.com/drive/folders/1VsDdWJ0GsALcmnWAZ62a1Cd7GhcVBCQA?usp=sharing Workshop 2 & 3] || Set, tuple, dictionary
|-
| [https://drive.google.com/drive/folders/1kFBYktpML2Qm-tI3RtwmodjK3pp1SN6W?usp=sharing Workshop 4] || Functions, Recursion & Functional Programming
|-
| [link Workshop 5] ||
|-
| [link Workshop 6] ||
|-
| [link Workshop 7] ||
|-
| [link Workshop 8] ||
|-
| [link Workshop 9] ||
|-
| [link Workshop 10] ||
|}
</code>

==Midterm==

The midterm will be conducted on '''14 May 16:00 - 18:00''' in the '''offline''' format.

All the details you can find <big>'''[[Python Programming DSBA 2025/26 / Midterm|here]]'''</big>.

== Project / Exam ==

All the information regarding your course project can be found by accessing [[Python Programming DSBA 2025/26 / Project|this page]].

Your exam (project defence) will be conducted on '''June 14th''' in the '''offline''' format.

== Syllabus ==

[https://www.hse.ru/ba/data/courses/1071113650.html Syllabus]

Python Programming DSBA 2025/26 / Project

2026-04-30T22:47:28Z

SapunovArtemiy: Новая страница: «== Main information == '''Deadline:''' June 14th, 23:59 '''Submission formats:''' Jupyter Notebook, submit a link to the notebook file and the data…»

== Main information ==

'''Deadline:''' June 14th, 23:59 
 
'''Submission formats:''' 
Jupyter Notebook, submit a link to the notebook file and the dataset file via [TBD]. 
Online page (details in the pilot section). Submit a link to your project via [TBD].
 

'''Dataset selection:''' 
After you choose a dataset for the project, submit it to [TBD]. 
When selecting a dataset, check [TBD] with the form responses to make sure nobody else has already picked it up. 

== Project structure ==

In the project you should get a dataset and perform some visualization and analysis on the data. It should be structured as a report, showing the steps you took and the information you got about the data.

Your project should contain the following chapters:

# '''Abstract / Annotation'''. No more than 2 paragraphs outlining the main purpose and idea of the work and the distribution of contribution of each member of the team. 
# '''Dataset description'''. What subject area is your data from? How many and what kind of fields are in the dataset? What can you say about the data quality: are there any missing values, inconsistent values, wrong data types, etc.? Choosing a composite dataset from several tables, and especially collecting data yourself, for example using parsing, will make your project more powerful. 
# '''Descriptive statistics''' for at least '''4''' numerical fields. These statistics should include at least mean, median and standard deviation of the fields. 
# '''Data cleanup'''. Remove rows with NaN, check that columns have the correct data type. Other steps might be needed depending on data. If your data is already clean, show that it’s clean. 
# '''Plots''' for at least '''4''' numerical fields. Simple line plots, scatter plots, histograms, and other plots should give an idea of what the data looks like. Choose three different types of plots. 
# At least '''4''' plots or outputs for a '''detailed overview'''. These should be presented in the form of comparisons: plotting several lines with different conditions on the same figure, printing statistics for subsets of data, plotting two graphs next to each other, etc. 
# '''Data transformation'''. Modify data from other columns to make new columns. If you haven't had to do data cleanup, add at least two new columns. Otherwise, you may add just one. 
# '''Hypothesis check'''. Come up with at least '''2''' hypotheses about your data, then plot the relevant figure and/or print the relevant statistics. Check whether your hypotheses were correct. The hypotheses should be more complex than comparing two subsets of data based on a single column. More details are provided below. 
# '''Discussion'''. During each step make a small write-up explaining what you do and why. You don’t need to include speculation on underlying causes of your results. 

All plots should be done with the aid of '''Matplotlib''' or '''Seaborn''' or '''Pandas''' or '''Plotly'''.

=== Pilots ===

Provide a web interface to your project. Ideally, you should make your project accessible over the Internet. The whole project, including plots, explanations and text results, should be available in the web interface.

== Details ==

=== Dataset ===

The easiest place to look for datasets is probably [https://www.kaggle.com kaggle.com]. Select a dataset with at least 3 numeric fields. Preferably, this should not include categorical fields, however this is not a strict requirement. For example, “month”, “degree of education”, “rank in top 100” can be represented as ordered numbers, but these are categorical fields. “Age”, “cost”, “total distance in km”, “number of orders” are numeric fields.

=== Data cleanup ===

Check some basic statistics of your data. It should tell you whether you need to do data cleanup. For example, if you have NaNs in a few rows, you should probably remove those rows. Sometimes data is given in an inconsistent way, like numbers written as “1M+”, “10k+”, “1k+”. Convert such cases to numbers you can work with: “1000000”, “10000”, “1000”.

If you end up doing data cleanup, you will have to do less data transformation.

=== Overview ===

Your notebook should follow a process of exploring the dataset. At first you should show some general ideas about what kind of data you’re dealing with. Outputting some statistics and making simple plots of all data are usually good ways of doing this.

=== More detailed overview ===

Then you should provide insights into potentially interesting relations in your data. For example, if a plot shows some data columns are correlated, you can compute the correlation. If you have categorical data, you can try looking at different categories separately. For example, “what is the median salary for workers with different levels of education”. If several columns seem related to each other, this is also where you can add a third level axis as color and try to show the relationship of three variables at once.

=== Hypothesis checking ===

At some points the insights you get become complicated. For example, “What is the correlation between salary and number of sales for employees of different education levels? Do people at all levels of education get fairly compensated for increasing the number of sales?” Make hypotheses in this format and test them by drawing figures and/or computing statistics.

If you get the result “there is a change, but it’s quite small, so it’s not clear if it’s significant or not”, it’s totally fine.

Another example: “Petrol cars with automatic transmission sold by a dealer have a higher price than the ones sold by individuals”. Here “petrol” and “automatic transmission” are conditions on top of “dealer/individual”. Then you can plot histograms of prices and print their mean and median to see if your hypothesis was correct.

=== Data transformation ===

Add two new columns to the data frame and fill them with modified data from other columns. Some examples:

* “Sales divided by salary” can be worker efficiency.
* If you have both money and years, you can make money inflation-adjusted.
* For data containing text data that can be ordered, you can convert it to numbers. For example, ratings in text form — “bad, average, good”, education level — “high school, bachelor’s degree, master’s degree, etc.” can become “1, 2, 3, 4...”.
* You may also convert between units: ounces to ml, kilometers to miles, Celsius to Fahrenheit, etc.

If you did something similar in data cleanup, add only one column here.

=== Discussion ===

Include notes about your hypotheses and the information you can see in your data. Explain in words what can be seen in the images and statistics. You don’t need to speculate on the causes of the results you get, just explain the results themselves.

For example: “Here is a scatter plot comparing car prices and the number of kilometers the cars have driven. There is a downward trend, meaning that as mileage increases, the price decreases.”

Your project page is a report. The final version should contain only the relevant calculations and present them, so that it’s clear what kind of data you’re working with, what insights you’re showing, what your hypotheses are and what results you got after testing them.

=== Web interface (Streamlit)* ===

Pilot students should set up a web interface to the project with the aid of Streamlit and using FastAPI as REST API. For non-pilot students REST API is optional for bonuses.

REST API should include at least 1 GET method with not less than 2 arguments for obtaining data from the dataset, for example pagination or filter, and at least 1 POST method for creating a new instance of your dataset.

Additionally, you can use Telegram bot as WebApp, form handler, notifier when a new instance is added, or any other convenient feature for working with your dataset.

The Streamlit project should be available through the web interface. A Streamlit page should be equivalent to the Jupyter Notebook. The web pages should contain all the information you would otherwise put into a notebook.

The Telegram bot should contain a menu with several pages where you’re able to get any part of the project.

Python Programming DSBA 2025/26 / Midterm

2026-04-29T15:18:02Z

SapunovArtemiy:

Python for Data Science DSBA 2025/2026

2026-04-28T21:30:11Z

SapunovArtemiy:

In case you find any inconsistencies on this page, please, contact [https://t.me/StefanieTheSentinels @StefanieTheSentinels].

== Teachers and assistants ==
{| class="wikitable" style="text-align:center"
|-
! Group !! 251 !! 252 !! 253 !! 254 !! 255 !! 256 !! 257
|-
|| Lecturer
| colspan="8" | [https://www.hse.ru/en/staff/voznesenskaya Voznesenskaya T.V.]
[mailto:tvoznesenskaya@hse.ru tvoznesenskaya@hse.ru], tg: [https://tlgg.ru/tvozn @tvozn]
|-
|| Workshop Instructor
|| [https://www.hse.ru/org/persons/65846258 Rudakov K.A.] tg: [https://t.me/ArcticBEARD @ArcticBEARD]
|| [https://www.hse.ru/org/persons/863761973 Kopylov I.S.] tg: [https://t.me/DanielWalker @DanielWalker]
|| 253-1: [https://www.hse.ru/org/persons/863761973 Kopylov I.S.] tg: [https://t.me/DanielWalker @DanielWalker] 253-2: [https://www.hse.ru/org/persons/65846258 Rudakov K.A.] tg: [https://t.me/ArcticBEARD @ArcticBEARD]
|| 254-1: Dovgopolyi I.A. tg: [https://t.me/TriariiMisha @TriariiMisha] 254-2: Yartsev M.S. tg: [https://t.me/Mischay @Mischay]
| colspan="2" | [https://www.hse.ru/staff/aspronina/ Pronina A.S.] tg: [https://t.me/l_AnnaPronina_l @l_AnnaPronina_l]
|| 257-1: Yartsev M.S. tg: [https://t.me/Mischay @Mischay] 257-2: Pavleeva M.V. tg: [https://t.me/mariapavleeva @mariapavleeva]
|-
|| Teaching Assistant
|| Argirov George tg: [https://t.me/gotchaya @gotchaya]
|| Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV]
|| 253-1: Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV] 253-2: Argirov George tg: [https://t.me/gotchaya @gotchaya]
|| 254-1: Argirov George tg: [https://t.me/gotchaya @gotchaya] 254-2: Alexia Foks tg: [https://t.me/xsAlexFoxx @xsAlexFoxx]
| colspan="2" | Khudyakov Nikita tg: [https://t.me/jiko_keno @jiko_keno]
|| 257-1: Alexia Foks tg: [https://t.me/xsAlexFoxx @xsAlexFoxx] 257-2: Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV]
|-
|| Lecturer's Assistant
| colspan="8" | Artemiy Sapunov tg: [https://t.me/StefanieTheSentinels @StefanieTheSentinels]
|}

== Grading system ==

<pre>
Final Grade = round( 0.1 × HW(Contests) + 0.1 × Seminar attendance + 0.15 × Activity + 0.25 × Midterm + 0.4 × Exam(Project defence) )
</pre>

== Contests ==
<code>
{| class="wikitable" style="text-align:center"
|-
! Contest !! Deadline !! Topic
|-
|| [https://official.contest.yandex.ru/contest/92835/enter/ Contest 1] || 15 Apr 23:59:59 || Introduction
|-
|| [https://official.contest.yandex.ru/contest/93028/enter/ Contest 2] || 22 Apr 23:59:59 || List, set, dictionary
|-
|| [https://official.contest.yandex.ru/contest/93400/enter/ Contest 3] || 29 Apr 23:59:59 || Functions, recursion, tuple
|-
|| Contest 4 || TBD || TBD
|-
|| Contest 5 || TBD || TBD
|-
|| Contest 6 || TBD || TBD
|-
|| Contest 7 || TBD || TBD
|-
|| Contest 8 || TBD || TBD
|-
|| Contest 9 || TBD || TBD
|-
|| Contest 10 || TBD || TBD
|}
</code>

== Grades ==

The results table with all your grades can be found by [https://docs.google.com/spreadsheets/d/1tC906mHKTvFQUz4ffGRC6NvfYLRXCigr8QFkvcDfYds/edit?gid=306873861#gid=306873861 this link].

== Lecture notes and Workshop materials ==

=== Lectures ===
<code>
{| class="wikitable" style="text-align:center"
|-
! Date !! Lecture !! Topic
|-
| 02.04 || [https://drive.google.com/file/d/1wqP3Qnn4iINk4N2qARDFbjNml3YmEpwb/view?usp=share_link Lecture 1] || Introduction, string, list
|-
| 09.04 || [https://drive.google.com/file/d/1p8oBUoc2nvqgxYcgnjQ1LkNxKnFCYKV8/view?usp=sharing Lecture 2] || Set, tuple, dictionary
|-
| 16.04 || [https://drive.google.com/file/d/1fFowIrjvBNqcqdYum0j_oVCmudHYAu1o/view?usp=sharing Lecture 3] || Functions, recursion, OOP
|-
| 23.04 || [https://drive.google.com/file/d/1-kAHVvSQ2P1_OhA-tp0vQ9ocOqtNzrRr/view?usp=sharing Lecture 4] || NumPy
|-
| || [link Lecture 5] ||
|-
| || [link Lecture 6] ||
|-
| || [link Lecture 7] ||
|-
| || [link Lecture 8] ||
|-
| || [link Lecture 9] ||
|-
| || [link Lecture 10] ||
|}
</code>

=== Workshops ===
<code>
{| class="wikitable"
! Workshop !! Topic
|-
| [https://drive.google.com/drive/folders/1fotT3eTe5VZZzOdeWjDyZGyBOeWrKxvA?usp=sharing Workshop 1] || IDE, arithmetics, string, list
|-
| [https://drive.google.com/drive/folders/1VsDdWJ0GsALcmnWAZ62a1Cd7GhcVBCQA?usp=sharing Workshop 2 & 3] || Set, tuple, dictionary
|-
| [https://drive.google.com/drive/folders/1kFBYktpML2Qm-tI3RtwmodjK3pp1SN6W?usp=sharing Workshop 4] || Functions, Recursion & Functional Programming
|-
| [link Workshop 5] ||
|-
| [link Workshop 6] ||
|-
| [link Workshop 7] ||
|-
| [link Workshop 8] ||
|-
| [link Workshop 9] ||
|-
| [link Workshop 10] ||
|}
</code>

==Midterm==

The midterm will be conducted on '''14 May 16:00 - 18:00''' in the '''offline''' format.

All the details you can find <big>'''[[Python Programming DSBA 2025/26 / Midterm|here]]'''</big>.

== Project / Exam ==

All the information regarding your course project can be found by accessing [[Python Programming DSBA 2025/26 / Project|this page]].

Your exam (project defence) will be conducted on '''XXX''' in the '''offline''' format.

== Syllabus ==

[https://www.hse.ru/ba/data/courses/1071113650.html Syllabus]

Python Programming DSBA 2025/26 / Midterm

2026-04-28T21:27:05Z

SapunovArtemiy:

Python for Data Science DSBA 2025/2026

2026-04-22T17:01:10Z

SapunovArtemiy:

In case you find any inconsistencies on this page, please, contact [https://t.me/StefanieTheSentinels @StefanieTheSentinels].

== Teachers and assistants ==
{| class="wikitable" style="text-align:center"
|-
! Group !! 251 !! 252 !! 253 !! 254 !! 255 !! 256 !! 257
|-
|| Lecturer
| colspan="8" | [https://www.hse.ru/en/staff/voznesenskaya Voznesenskaya T.V.]
[mailto:tvoznesenskaya@hse.ru tvoznesenskaya@hse.ru], tg: [https://tlgg.ru/tvozn @tvozn]
|-
|| Workshop Instructor
|| [https://www.hse.ru/org/persons/65846258 Rudakov K.A.] tg: [https://t.me/ArcticBEARD @ArcticBEARD]
|| [https://www.hse.ru/org/persons/863761973 Kopylov I.S.] tg: [https://t.me/DanielWalker @DanielWalker]
|| 253-1: [https://www.hse.ru/org/persons/863761973 Kopylov I.S.] tg: [https://t.me/DanielWalker @DanielWalker] 253-2: [https://www.hse.ru/org/persons/65846258 Rudakov K.A.] tg: [https://t.me/ArcticBEARD @ArcticBEARD]
|| 254-1: Dovgopolyi I.A. tg: [https://t.me/TriariiMisha @TriariiMisha] 254-2: Yartsev M.S. tg: [https://t.me/Mischay @Mischay]
| colspan="2" | [https://www.hse.ru/staff/aspronina/ Pronina A.S.] tg: [https://t.me/l_AnnaPronina_l @l_AnnaPronina_l]
|| 257-1: Yartsev M.S. tg: [https://t.me/Mischay @Mischay] 257-2: Pavleeva M.V. tg: [https://t.me/mariapavleeva @mariapavleeva]
|-
|| Teaching Assistant
|| Argirov George tg: [https://t.me/gotchaya @gotchaya]
|| Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV]
|| 253-1: Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV] 253-2: Argirov George tg: [https://t.me/gotchaya @gotchaya]
|| 254-1: Argirov George tg: [https://t.me/gotchaya @gotchaya] 254-2: Alexia Foks tg: [https://t.me/xsAlexFoxx @xsAlexFoxx]
| colspan="2" | Khudyakov Nikita tg: [https://t.me/jiko_keno @jiko_keno]
|| 257-1: Alexia Foks tg: [https://t.me/xsAlexFoxx @xsAlexFoxx] 257-2: Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV]
|-
|| Lecturer's Assistant
| colspan="8" | Artemiy Sapunov tg: [https://t.me/StefanieTheSentinels @StefanieTheSentinels]
|}

== Grading system ==

<pre>
Final Grade = round( 0.1 × HW(Contests) + 0.1 × Seminar attendance + 0.15 × Activity + 0.25 × Midterm + 0.4 × Exam(Project defence) )
</pre>

== Contests ==
<code>
{| class="wikitable" style="text-align:center"
|-
! Contest !! Deadline !! Topic
|-
|| [https://official.contest.yandex.ru/contest/92835/enter/ Contest 1] || 15 Apr 23:59:59 || Introduction
|-
|| [https://official.contest.yandex.ru/contest/93028/enter/ Contest 2] || 22 Apr 23:59:59 || List, set, dictionary
|-
|| [https://official.contest.yandex.ru/contest/93400/enter/ Contest 3] || 29 Apr 23:59:59 || Functions, recursion, tuple
|-
|| Contest 4 || TBD || TBD
|-
|| Contest 5 || TBD || TBD
|-
|| Contest 6 || TBD || TBD
|-
|| Contest 7 || TBD || TBD
|-
|| Contest 8 || TBD || TBD
|-
|| Contest 9 || TBD || TBD
|-
|| Contest 10 || TBD || TBD
|}
</code>

== Grades ==

The results table with all your grades can be found by [https://docs.google.com/spreadsheets/d/1tC906mHKTvFQUz4ffGRC6NvfYLRXCigr8QFkvcDfYds/edit?gid=306873861#gid=306873861 this link].

== Lecture notes and Workshop materials ==

=== Lectures ===
<code>
{| class="wikitable" style="text-align:center"
|-
! Date !! Lecture !! Topic
|-
| 02.04 || [https://drive.google.com/file/d/1wqP3Qnn4iINk4N2qARDFbjNml3YmEpwb/view?usp=share_link Lecture 1] || Introduction, string, list
|-
| 09.04 || [https://drive.google.com/file/d/1p8oBUoc2nvqgxYcgnjQ1LkNxKnFCYKV8/view?usp=sharing Lecture 2] || Set, tuple, dictionary
|-
| 16.04 || [https://drive.google.com/file/d/1fFowIrjvBNqcqdYum0j_oVCmudHYAu1o/view?usp=sharing Lecture 3] || Functions, recursion, OOP
|-
| 23.04 || [https://drive.google.com/file/d/1-kAHVvSQ2P1_OhA-tp0vQ9ocOqtNzrRr/view?usp=sharing Lecture 4] || NumPy
|-
| || [link Lecture 5] ||
|-
| || [link Lecture 6] ||
|-
| || [link Lecture 7] ||
|-
| || [link Lecture 8] ||
|-
| || [link Lecture 9] ||
|-
| || [link Lecture 10] ||
|}
</code>

=== Workshops ===
<code>
{| class="wikitable"
! Workshop !! Topic
|-
| [https://drive.google.com/drive/folders/1fotT3eTe5VZZzOdeWjDyZGyBOeWrKxvA?usp=sharing Workshop 1] || IDE, arithmetics, string, list
|-
| [https://drive.google.com/drive/folders/1VsDdWJ0GsALcmnWAZ62a1Cd7GhcVBCQA?usp=sharing Workshop 2 & 3] || Set, tuple, dictionary
|-
| [link Workshop 4] ||
|-
| [link Workshop 5] ||
|-
| [link Workshop 6] ||
|-
| [link Workshop 7] ||
|-
| [link Workshop 8] ||
|-
| [link Workshop 9] ||
|-
| [link Workshop 10] ||
|}
</code>

==Midterm==

The midterm will be conducted on '''14 May 16:00 - 18:00''' in the '''offline''' format.

All the details you can find <big>'''[[Python Programming DSBA 2025/26 / Midterm|here]]'''</big>.

== Project / Exam ==

All the information regarding your course project can be found by accessing [[Python Programming DSBA 2025/26 / Project|this page]].

Your exam (project defence) will be conducted on '''XXX''' in the '''offline''' format.

== Syllabus ==

[https://www.hse.ru/ba/data/courses/1071113650.html Syllabus]

Python for Data Science DSBA 2025/2026

2026-04-16T21:31:42Z

SapunovArtemiy:

In case you find any inconsistencies on this page, please, contact [https://t.me/StefanieTheSentinels @StefanieTheSentinels].

== Teachers and assistants ==
{| class="wikitable" style="text-align:center"
|-
! Group !! 251 !! 252 !! 253 !! 254 !! 255 !! 256 !! 257
|-
|| Lecturer
| colspan="8" | [https://www.hse.ru/en/staff/voznesenskaya Voznesenskaya T.V.]
[mailto:tvoznesenskaya@hse.ru tvoznesenskaya@hse.ru], tg: [https://tlgg.ru/tvozn @tvozn]
|-
|| Workshop Instructor
|| [https://www.hse.ru/org/persons/65846258 Rudakov K.A.] tg: [https://t.me/ArcticBEARD @ArcticBEARD]
|| [https://www.hse.ru/org/persons/863761973 Kopylov I.S.] tg: [https://t.me/DanielWalker @DanielWalker]
|| 253-1: [https://www.hse.ru/org/persons/863761973 Kopylov I.S.] tg: [https://t.me/DanielWalker @DanielWalker] 253-2: [https://www.hse.ru/org/persons/65846258 Rudakov K.A.] tg: [https://t.me/ArcticBEARD @ArcticBEARD]
|| 254-1: Dovgopolyi I.A. tg: [https://t.me/TriariiMisha @TriariiMisha] 254-2: Yartsev M.S. tg: [https://t.me/Mischay @Mischay]
| colspan="2" | [https://www.hse.ru/staff/aspronina/ Pronina A.S.] tg: [https://t.me/l_AnnaPronina_l @l_AnnaPronina_l]
|| 257-1: Yartsev M.S. tg: [https://t.me/Mischay @Mischay] 257-2: Pavleeva M.V. tg: [https://t.me/mariapavleeva @mariapavleeva]
|-
|| Teaching Assistant
|| Argirov George tg: [https://t.me/gotchaya @gotchaya]
|| Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV]
|| 253-1: Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV] 253-2: Argirov George tg: [https://t.me/gotchaya @gotchaya]
|| 254-1: Argirov George tg: [https://t.me/gotchaya @gotchaya] 254-2: Alexia Foks tg: [https://t.me/xsAlexFoxx @xsAlexFoxx]
| colspan="2" | Khudyakov Nikita tg: [https://t.me/jiko_keno @jiko_keno]
|| 257-1: Alexia Foks tg: [https://t.me/xsAlexFoxx @xsAlexFoxx] 257-2: Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV]
|-
|| Lecturer's Assistant
| colspan="8" | Artemiy Sapunov tg: [https://t.me/StefanieTheSentinels @StefanieTheSentinels]
|}

== Grading system ==

<pre>
Final Grade = round( 0.1 × HW(Contests) + 0.1 × Seminar attendance + 0.15 × Activity + 0.25 × Midterm + 0.4 × Exam(Project defence) )
</pre>

== Contests ==
<code>
{| class="wikitable" style="text-align:center"
|-
! Contest !! Deadline !! Topic
|-
|| [https://official.contest.yandex.ru/contest/92835/enter/ Contest 1] || 15 Apr 23:59:59 || Introduction
|-
|| [https://official.contest.yandex.ru/contest/93028/enter/ Contest 2] || 22 Apr 23:59:59 || List, set, dictionary
|-
|| [https://official.contest.yandex.ru/contest/93400/enter/ Contest 3] || 29 Apr 23:59:59 || Functions, recursion, tuple
|-
|| Contest 4 || TBD || TBD
|-
|| Contest 5 || TBD || TBD
|-
|| Contest 6 || TBD || TBD
|-
|| Contest 7 || TBD || TBD
|-
|| Contest 8 || TBD || TBD
|-
|| Contest 9 || TBD || TBD
|-
|| Contest 10 || TBD || TBD
|}
</code>

== Grades ==

The results table with all your grades can be found by [https://docs.google.com/spreadsheets/d/1tC906mHKTvFQUz4ffGRC6NvfYLRXCigr8QFkvcDfYds/edit?gid=306873861#gid=306873861 this link].

== Lecture notes and Workshop materials ==

=== Lectures ===
<code>
{| class="wikitable" style="text-align:center"
|-
! Date !! Lecture !! Topic
|-
| 02.04 || [https://drive.google.com/file/d/1wqP3Qnn4iINk4N2qARDFbjNml3YmEpwb/view?usp=share_link Lecture 1] || Introduction, string, list
|-
| 09.04 || [https://drive.google.com/file/d/1p8oBUoc2nvqgxYcgnjQ1LkNxKnFCYKV8/view?usp=sharing Lecture 2] || Set, tuple, dictionary
|-
| 16.04 || [https://drive.google.com/file/d/1fFowIrjvBNqcqdYum0j_oVCmudHYAu1o/view?usp=sharing Lecture 3] || Functions, recursion, OOP
|-
| || [link Lecture 4] ||
|-
| || [link Lecture 5] ||
|-
| || [link Lecture 6] ||
|-
| || [link Lecture 7] ||
|-
| || [link Lecture 8] ||
|-
| || [link Lecture 9] ||
|-
| || [link Lecture 10] ||
|}
</code>

=== Workshops ===
<code>
{| class="wikitable"
! Workshop !! Topic
|-
| [https://drive.google.com/drive/folders/1fotT3eTe5VZZzOdeWjDyZGyBOeWrKxvA?usp=sharing Workshop 1] || IDE, arithmetics, string, list
|-
| [https://drive.google.com/drive/folders/1VsDdWJ0GsALcmnWAZ62a1Cd7GhcVBCQA?usp=sharing Workshop 2 & 3] || Set, tuple, dictionary
|-
| [link Workshop 4] ||
|-
| [link Workshop 5] ||
|-
| [link Workshop 6] ||
|-
| [link Workshop 7] ||
|-
| [link Workshop 8] ||
|-
| [link Workshop 9] ||
|-
| [link Workshop 10] ||
|}
</code>

==Midterm==

The midterm will be conducted on '''14 May 16:00 - 18:00''' in the '''offline''' format.

All the details you can find <big>'''[[Python Programming DSBA 2025/26 / Midterm|here]]'''</big>.

== Project / Exam ==

All the information regarding your course project can be found by accessing [[Python Programming DSBA 2025/26 / Project|this page]].

Your exam (project defence) will be conducted on '''XXX''' in the '''offline''' format.

== Syllabus ==

[https://www.hse.ru/ba/data/courses/1071113650.html Syllabus]

Python for Data Science DSBA 2025/2026

2026-04-16T21:31:16Z

SapunovArtemiy:

In case you find any inconsistencies on this page, please, contact [https://t.me/StefanieTheSentinels @StefanieTheSentinels].

== Teachers and assistants ==
{| class="wikitable" style="text-align:center"
|-
! Group !! 251 !! 252 !! 253 !! 254 !! 255 !! 256 !! 257
|-
|| Lecturer
| colspan="8" | [https://www.hse.ru/en/staff/voznesenskaya Voznesenskaya T.V.]
[mailto:tvoznesenskaya@hse.ru tvoznesenskaya@hse.ru], tg: [https://tlgg.ru/tvozn @tvozn]
|-
|| Workshop Instructor
|| [https://www.hse.ru/org/persons/65846258 Rudakov K.A.] tg: [https://t.me/ArcticBEARD @ArcticBEARD]
|| [https://www.hse.ru/org/persons/863761973 Kopylov I.S.] tg: [https://t.me/DanielWalker @DanielWalker]
|| 253-1: [https://www.hse.ru/org/persons/863761973 Kopylov I.S.] tg: [https://t.me/DanielWalker @DanielWalker] 253-2: [https://www.hse.ru/org/persons/65846258 Rudakov K.A.] tg: [https://t.me/ArcticBEARD @ArcticBEARD]
|| 254-1: Dovgopolyi I.A. tg: [https://t.me/TriariiMisha @TriariiMisha] 254-2: Yartsev M.S. tg: [https://t.me/Mischay @Mischay]
| colspan="2" | [https://www.hse.ru/staff/aspronina/ Pronina A.S.] tg: [https://t.me/l_AnnaPronina_l @l_AnnaPronina_l]
|| 257-1: Yartsev M.S. tg: [https://t.me/Mischay @Mischay] 257-2: Pavleeva M.V. tg: [https://t.me/mariapavleeva @mariapavleeva]
|-
|| Teaching Assistant
|| Argirov George tg: [https://t.me/gotchaya @gotchaya]
|| Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV]
|| 253-1: Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV] 253-2: Argirov George tg: [https://t.me/gotchaya @gotchaya]
|| 254-1: Argirov George tg: [https://t.me/gotchaya @gotchaya] 254-2: Alexia Foks tg: [https://t.me/xsAlexFoxx @xsAlexFoxx]
| colspan="2" | Khudyakov Nikita tg: [https://t.me/jiko_keno @jiko_keno]
|| 257-1: Alexia Foks tg: [https://t.me/xsAlexFoxx @xsAlexFoxx] 257-2: Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV]
|-
|| Lecturer's Assistant
| colspan="8" | Artemiy Sapunov tg: [https://t.me/StefanieTheSentinels @StefanieTheSentinels]
|}

== Grading system ==

<pre>
Final Grade = round( 0.1 × HW(Contests) + 0.1 × Seminar attendance + 0.15 × Activity + 0.25 × Midterm + 0.4 × Exam(Project defence) )
</pre>

== Contests ==
<code>
{| class="wikitable" style="text-align:center"
|-
! Contest !! Deadline !! Topic
|-
|| [https://official.contest.yandex.ru/contest/92835/enter/ Contest 1] || 15 Apr 23:59:59 || Introduction
|-
|| [https://official.contest.yandex.ru/contest/93028/enter/ Contest 2] || 22 Apr 23:59:59 || List, set, dictionary
|-
|| [https://official.contest.yandex.ru/contest/93400/enter/ Contest 3] || 29 Apr 23:59:59 || Functions, recursion, tuple
|-
|| Contest 4 || TBD || TBD
|-
|| Contest 5 || TBD || TBD
|-
|| Contest 6 || TBD || TBD
|-
|| Contest 7 || TBD || TBD
|-
|| Contest 8 || TBD || TBD
|-
|| Contest 9 || TBD || TBD
|-
|| Contest 10 || TBD || TBD
|}
</code>

== Grades ==

The results table with all your grades can be found by [https://docs.google.com/spreadsheets/d/1tC906mHKTvFQUz4ffGRC6NvfYLRXCigr8QFkvcDfYds/edit?gid=306873861#gid=306873861 this link].

== Lecture notes and Workshop materials ==

=== Lectures ===
<code>
{| class="wikitable" style="text-align:center"
|-
! Date !! Lecture !! Topic
|-
| 02.04 || [https://drive.google.com/file/d/1wqP3Qnn4iINk4N2qARDFbjNml3YmEpwb/view?usp=share_link Lecture 1] || Introduction, string, list
|-
| 09.04 || [https://drive.google.com/file/d/1p8oBUoc2nvqgxYcgnjQ1LkNxKnFCYKV8/view?usp=sharing Lecture 2] || Set, tuple, dictionary
|-
| 16.04 || [https://drive.google.com/file/d/1fFowIrjvBNqcqdYum0j_oVCmudHYAu1o/view?usp=sharing Lecture 3] || Functions, recursion, OOP
|-
| || [link Lecture 4] ||
|-
| || [link Lecture 5] ||
|-
| || [link Lecture 6] ||
|-
| || [link Lecture 7] ||
|-
| || [link Lecture 8] ||
|-
| || [link Lecture 9] ||
|-
| || [link Lecture 10] ||
|}
</code>

=== Workshops ===
<code>
{| class="wikitable"
! Workshop !! Topic
|-
| [https://drive.google.com/drive/folders/1fotT3eTe5VZZzOdeWjDyZGyBOeWrKxvA?usp=sharing Workshop 1] || IDE, arithmetics, string, list
|-
| [https://drive.google.com/drive/folders/1VsDdWJ0GsALcmnWAZ62a1Cd7GhcVBCQA?usp=sharing Workshop 2 & 3] || Set, tuple, dictionary
|-
| [link Workshop 4] ||
|-
| [link Workshop 5] ||
|-
| [link Workshop 6] ||
|-
| [link Workshop 7] ||
|-
| [link Workshop 8] ||
|-
| [link Workshop 9] ||
|-
| [link Workshop 10] ||
|}
</code>

==Midterm==

The midterm will be conducted on '''14 May 16:00 - 18:00''' in the '''offline''' format.

All the details you can find <big>'''[[Python Programming DSBA 2025/26 / Midterm|here]]'''<big>.

== Project / Exam ==

All the information regarding your course project can be found by accessing [[Python Programming DSBA 2025/26 / Project|this page]].

Your exam (project defence) will be conducted on '''XXX''' in the '''offline''' format.

== Syllabus ==

[https://www.hse.ru/ba/data/courses/1071113650.html Syllabus]

Python for Data Science DSBA 2025/2026

2026-04-16T21:30:19Z

SapunovArtemiy:

In case you find any inconsistencies on this page, please, contact [https://t.me/StefanieTheSentinels @StefanieTheSentinels].

== Teachers and assistants ==
{| class="wikitable" style="text-align:center"
|-
! Group !! 251 !! 252 !! 253 !! 254 !! 255 !! 256 !! 257
|-
|| Lecturer
| colspan="8" | [https://www.hse.ru/en/staff/voznesenskaya Voznesenskaya T.V.]
[mailto:tvoznesenskaya@hse.ru tvoznesenskaya@hse.ru], tg: [https://tlgg.ru/tvozn @tvozn]
|-
|| Workshop Instructor
|| [https://www.hse.ru/org/persons/65846258 Rudakov K.A.] tg: [https://t.me/ArcticBEARD @ArcticBEARD]
|| [https://www.hse.ru/org/persons/863761973 Kopylov I.S.] tg: [https://t.me/DanielWalker @DanielWalker]
|| 253-1: [https://www.hse.ru/org/persons/863761973 Kopylov I.S.] tg: [https://t.me/DanielWalker @DanielWalker] 253-2: [https://www.hse.ru/org/persons/65846258 Rudakov K.A.] tg: [https://t.me/ArcticBEARD @ArcticBEARD]
|| 254-1: Dovgopolyi I.A. tg: [https://t.me/TriariiMisha @TriariiMisha] 254-2: Yartsev M.S. tg: [https://t.me/Mischay @Mischay]
| colspan="2" | [https://www.hse.ru/staff/aspronina/ Pronina A.S.] tg: [https://t.me/l_AnnaPronina_l @l_AnnaPronina_l]
|| 257-1: Yartsev M.S. tg: [https://t.me/Mischay @Mischay] 257-2: Pavleeva M.V. tg: [https://t.me/mariapavleeva @mariapavleeva]
|-
|| Teaching Assistant
|| Argirov George tg: [https://t.me/gotchaya @gotchaya]
|| Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV]
|| 253-1: Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV] 253-2: Argirov George tg: [https://t.me/gotchaya @gotchaya]
|| 254-1: Argirov George tg: [https://t.me/gotchaya @gotchaya] 254-2: Alexia Foks tg: [https://t.me/xsAlexFoxx @xsAlexFoxx]
| colspan="2" | Khudyakov Nikita tg: [https://t.me/jiko_keno @jiko_keno]
|| 257-1: Alexia Foks tg: [https://t.me/xsAlexFoxx @xsAlexFoxx] 257-2: Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV]
|-
|| Lecturer's Assistant
| colspan="8" | Artemiy Sapunov tg: [https://t.me/StefanieTheSentinels @StefanieTheSentinels]
|}

== Grading system ==

<pre>
Final Grade = round( 0.1 × HW(Contests) + 0.1 × Seminar attendance + 0.15 × Activity + 0.25 × Midterm + 0.4 × Exam(Project defence) )
</pre>

== Contests ==
<code>
{| class="wikitable" style="text-align:center"
|-
! Contest !! Deadline !! Topic
|-
|| [https://official.contest.yandex.ru/contest/92835/enter/ Contest 1] || 15 Apr 23:59:59 || Introduction
|-
|| [https://official.contest.yandex.ru/contest/93028/enter/ Contest 2] || 22 Apr 23:59:59 || List, set, dictionary
|-
|| [https://official.contest.yandex.ru/contest/93400/enter/ Contest 3] || 29 Apr 23:59:59 || Functions, recursion, tuple
|-
|| Contest 4 || TBD || TBD
|-
|| Contest 5 || TBD || TBD
|-
|| Contest 6 || TBD || TBD
|-
|| Contest 7 || TBD || TBD
|-
|| Contest 8 || TBD || TBD
|-
|| Contest 9 || TBD || TBD
|-
|| Contest 10 || TBD || TBD
|}
</code>

== Grades ==

The results table with all your grades can be found by [https://docs.google.com/spreadsheets/d/1tC906mHKTvFQUz4ffGRC6NvfYLRXCigr8QFkvcDfYds/edit?gid=306873861#gid=306873861 this link].

== Lecture notes and Workshop materials ==

=== Lectures ===
<code>
{| class="wikitable" style="text-align:center"
|-
! Date !! Lecture !! Topic
|-
| 02.04 || [https://drive.google.com/file/d/1wqP3Qnn4iINk4N2qARDFbjNml3YmEpwb/view?usp=share_link Lecture 1] || Introduction, string, list
|-
| 09.04 || [https://drive.google.com/file/d/1p8oBUoc2nvqgxYcgnjQ1LkNxKnFCYKV8/view?usp=sharing Lecture 2] || Set, tuple, dictionary
|-
| 16.04 || [https://drive.google.com/file/d/1fFowIrjvBNqcqdYum0j_oVCmudHYAu1o/view?usp=sharing Lecture 3] || Functions, recursion, OOP
|-
| || [link Lecture 4] ||
|-
| || [link Lecture 5] ||
|-
| || [link Lecture 6] ||
|-
| || [link Lecture 7] ||
|-
| || [link Lecture 8] ||
|-
| || [link Lecture 9] ||
|-
| || [link Lecture 10] ||
|}
</code>

=== Workshops ===
<code>
{| class="wikitable"
! Workshop !! Topic
|-
| [https://drive.google.com/drive/folders/1fotT3eTe5VZZzOdeWjDyZGyBOeWrKxvA?usp=sharing Workshop 1] || IDE, arithmetics, string, list
|-
| [https://drive.google.com/drive/folders/1VsDdWJ0GsALcmnWAZ62a1Cd7GhcVBCQA?usp=sharing Workshop 2 & 3] || Set, tuple, dictionary
|-
| [link Workshop 4] ||
|-
| [link Workshop 5] ||
|-
| [link Workshop 6] ||
|-
| [link Workshop 7] ||
|-
| [link Workshop 8] ||
|-
| [link Workshop 9] ||
|-
| [link Workshop 10] ||
|}
</code>

==Midterm==

The midterm will be conducted on '''14 May 16:00 - 18:00''' in the '''offline''' format.

All the details you can find [[Python Programming DSBA 2025/26 / Midterm|here]].

== Project / Exam ==

All the information regarding your course project can be found by accessing [[Python Programming DSBA 2025/26 / Project|this page]].

Your exam (project defence) will be conducted on '''XXX''' in the '''offline''' format.

== Syllabus ==

[https://www.hse.ru/ba/data/courses/1071113650.html Syllabus]

Python for Data Science DSBA 2025/2026

2026-04-16T21:29:34Z

SapunovArtemiy:

In case you find any inconsistencies on this page, please, contact [https://t.me/StefanieTheSentinels @StefanieTheSentinels].

== Teachers and assistants ==
{| class="wikitable" style="text-align:center"
|-
! Group !! 251 !! 252 !! 253 !! 254 !! 255 !! 256 !! 257
|-
|| Lecturer
| colspan="8" | [https://www.hse.ru/en/staff/voznesenskaya Voznesenskaya T.V.]
[mailto:tvoznesenskaya@hse.ru tvoznesenskaya@hse.ru], tg: [https://tlgg.ru/tvozn @tvozn]
|-
|| Workshop Instructor
|| [https://www.hse.ru/org/persons/65846258 Rudakov K.A.] tg: [https://t.me/ArcticBEARD @ArcticBEARD]
|| [https://www.hse.ru/org/persons/863761973 Kopylov I.S.] tg: [https://t.me/DanielWalker @DanielWalker]
|| 253-1: [https://www.hse.ru/org/persons/863761973 Kopylov I.S.] tg: [https://t.me/DanielWalker @DanielWalker] 253-2: [https://www.hse.ru/org/persons/65846258 Rudakov K.A.] tg: [https://t.me/ArcticBEARD @ArcticBEARD]
|| 254-1: Dovgopolyi I.A. tg: [https://t.me/TriariiMisha @TriariiMisha] 254-2: Yartsev M.S. tg: [https://t.me/Mischay @Mischay]
| colspan="2" | [https://www.hse.ru/staff/aspronina/ Pronina A.S.] tg: [https://t.me/l_AnnaPronina_l @l_AnnaPronina_l]
|| 257-1: Yartsev M.S. tg: [https://t.me/Mischay @Mischay] 257-2: Pavleeva M.V. tg: [https://t.me/mariapavleeva @mariapavleeva]
|-
|| Teaching Assistant
|| Argirov George tg: [https://t.me/gotchaya @gotchaya]
|| Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV]
|| 253-1: Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV] 253-2: Argirov George tg: [https://t.me/gotchaya @gotchaya]
|| 254-1: Argirov George tg: [https://t.me/gotchaya @gotchaya] 254-2: Alexia Foks tg: [https://t.me/xsAlexFoxx @xsAlexFoxx]
| colspan="2" | Khudyakov Nikita tg: [https://t.me/jiko_keno @jiko_keno]
|| 257-1: Alexia Foks tg: [https://t.me/xsAlexFoxx @xsAlexFoxx] 257-2: Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV]
|-
|| Lecturer's Assistant
| colspan="8" | Artemiy Sapunov tg: [https://t.me/StefanieTheSentinels @StefanieTheSentinels]
|}

== Grading system ==

<pre>
Final Grade = round( 0.1 × HW(Contests) + 0.1 × Seminar attendance + 0.15 × Activity + 0.25 × Midterm + 0.4 × Exam(Project defence) )
</pre>

== Contests ==
<code>
{| class="wikitable" style="text-align:center"
|-
! Contest !! Deadline !! Topic
|-
|| [https://official.contest.yandex.ru/contest/92835/enter/ Contest 1] || 15 Apr 23:59:59 || Introduction
|-
|| [https://official.contest.yandex.ru/contest/93028/enter/ Contest 2] || 22 Apr 23:59:59 || List, set, dictionary
|-
|| [https://official.contest.yandex.ru/contest/93400/enter/ Contest 3] || 29 Apr 23:59:59 || Functions, recursion, tuple
|-
|| Contest 4 || TBD || TBD
|-
|| Contest 5 || TBD || TBD
|-
|| Contest 6 || TBD || TBD
|-
|| Contest 7 || TBD || TBD
|-
|| Contest 8 || TBD || TBD
|-
|| Contest 9 || TBD || TBD
|-
|| Contest 10 || TBD || TBD
|}
</code>

== Grades ==

The results table with all your grades can be found by [https://docs.google.com/spreadsheets/d/1tC906mHKTvFQUz4ffGRC6NvfYLRXCigr8QFkvcDfYds/edit?gid=306873861#gid=306873861 this link].

== Lecture notes and Workshop materials ==

=== Lectures ===
<code>
{| class="wikitable" style="text-align:center"
|-
! Date !! Lecture !! Topic
|-
| 02.04 || [https://drive.google.com/file/d/1wqP3Qnn4iINk4N2qARDFbjNml3YmEpwb/view?usp=share_link Lecture 1] || Introduction, string, list
|-
| 09.04 || [https://drive.google.com/file/d/1p8oBUoc2nvqgxYcgnjQ1LkNxKnFCYKV8/view?usp=sharing Lecture 2] || Set, tuple, dictionary
|-
| 16.04 || [https://drive.google.com/file/d/1fFowIrjvBNqcqdYum0j_oVCmudHYAu1o/view?usp=sharing Lecture 3] || Functions, recursion, OOP
|-
| || [link Lecture 4] ||
|-
| || [link Lecture 5] ||
|-
| || [link Lecture 6] ||
|-
| || [link Lecture 7] ||
|-
| || [link Lecture 8] ||
|-
| || [link Lecture 9] ||
|-
| || [link Lecture 10] ||
|}
</code>

=== Workshops ===
<code>
{| class="wikitable"
! Workshop !! Topic
|-
| [https://drive.google.com/drive/folders/1fotT3eTe5VZZzOdeWjDyZGyBOeWrKxvA?usp=sharing Workshop 1] || IDE, arithmetics, string, list
|-
| [https://drive.google.com/drive/folders/1VsDdWJ0GsALcmnWAZ62a1Cd7GhcVBCQA?usp=sharing Workshop 2 & 3] || Set, tuple, dictionary
|-
| [link Workshop 3] ||
|-
| [link Workshop 4] ||
|-
| [link Workshop 5] ||
|-
| [link Workshop 6] ||
|-
| [link Workshop 7] ||
|-
| [link Workshop 8] ||
|-
| [link Workshop 9] ||
|-
| [link Workshop 10] ||
|}
</code>

==Midterm==

The midterm will be conducted on '''14 May 16:00 - 18:00''' in the '''offline''' format.

All the details you can find [[Python Programming DSBA 2025/26 / Midterm|here]].

== Project / Exam ==

All the information regarding your course project can be found by accessing [[Python Programming DSBA 2025/26 / Project|this page]].

Your exam (project defence) will be conducted on '''XXX''' in the '''offline''' format.

== Syllabus ==

[https://www.hse.ru/ba/data/courses/1071113650.html Syllabus]

Python Programming DSBA 2025/26 / Midterm

2026-04-16T21:28:49Z

SapunovArtemiy:

Python Programming DSBA 2025/26 / Midterm

2026-04-16T21:26:17Z

SapunovArtemiy: Новая страница: «Your midterm will be conducted on '''Monday, October 14, at 9:30''' in the '''offline''' format. There will be several rooms: '''R204''' and '''R301''' for the…»

Your midterm will be conducted on '''Monday, October 14, at 9:30''' in the '''offline''' format.

There will be several rooms: '''R204''' and '''R301''' for the majority of you and '''R610''' and '''R613''' with campus computers and sockets for those, who do not have personal laptops or whose laptops consume too much energy to manage OBS + contest + IDE without recharging. If you understand that you are facing one of these problems, please write directly to [https://t.me/l_AnnaPronina_l assistant Anna in Telegram] in order to be allocated in а computer class.

{| class="wikitable"
|-
! R204 !! R301 !! R610 !! R613
|-
|
SOON
||
SOON
||
SOON
||
SOON
|}

If you asked for a socket, but did not find yourself in the lists above, do not worry. We will provide you with one in R204/R301.

'''Important note:''' follow [https://obsproject.com/ru/download this link] to install OBS. If something goes wrong, do not hesitate to ask your assistants for help.

You will have to solve several problems in '''60 minutes'''. The points earned on the test are part of Ongoing Assessment.

=== '''Rules:''' ===
# Please do not forget to bring your '''ID''' (students' ID certificates, HSE campus pass-cards or passports will be accepted)
# During the test you are allowed to use only the materials found by the links available at our course wiki page, installed (not online) IDE and documentation at https://www.python.org/ and https://docs.python.org/3/. '''If we notice you opening any external windows, your work will get a 0 mark automatically.'''
# Pay attention that you are '''not allowed''' to use:
## Translators
## Online interpreters
## '''stackoverflow, math.stackexchange, quorа, geeksforgeeks''' and similar resources
## Artificial intelligence
## Headphones (sorry, but we are non-music zone)
# Be prepared that you will '''not be able to leave the room''' until the end of the work.
#You will have to record your screen using the OBS system:
## You are supposed to record your '''screen''' and '''microphone'''. Web-camera recording is not obligatory.
## Start the recording '''5 minutes before''' the beginning of the contest.
## Right after starting the recording, you record all your running processes at the start of the video (open task manager and scroll through it).
## At the end of the contest, '''within 30 minutes''', you must place the recordings on Yandex/Google disk, dropbox or YouTube, and '''<big>fill the [https://forms.gle/R3URL5cUHxy5VzqD6 form]</big>''', indicating the link to the recording file (just a file, not a folder) in it. In case of technical problems with video uploading or with meeting the uploading deadline (30 minutes), write to [https://t.me/l_AnnaPronina_l assistant Anna in Telegram].
## Please, '''do not delete the video until a member of the teaching team checks the recording''' (you will get notification about it). Please, note that '''this checking will be applied to every student without exceptions'''.
# '''Communication in any form is strictly prohibited''' including:
## Verbal communication
## Messengers
## Code collaboration tools (e.g. Collab, GitHub)

'''<big>link template: https://official.contest.yandex.ru/contest/someNumber</big>'''

We wish you the best of luck with your assignment!

Python for Data Science DSBA 2025/2026

2026-04-16T21:19:04Z

SapunovArtemiy:

In case you find any inconsistencies on this page, please, contact [https://t.me/StefanieTheSentinels @StefanieTheSentinels].

== Teachers and assistants ==
{| class="wikitable" style="text-align:center"
|-
! Group !! 251 !! 252 !! 253 !! 254 !! 255 !! 256 !! 257
|-
|| Lecturer
| colspan="8" | [https://www.hse.ru/en/staff/voznesenskaya Voznesenskaya T.V.]
[mailto:tvoznesenskaya@hse.ru tvoznesenskaya@hse.ru], tg: [https://tlgg.ru/tvozn @tvozn]
|-
|| Workshop Instructor
|| [https://www.hse.ru/org/persons/65846258 Rudakov K.A.] tg: [https://t.me/ArcticBEARD @ArcticBEARD]
|| [https://www.hse.ru/org/persons/863761973 Kopylov I.S.] tg: [https://t.me/DanielWalker @DanielWalker]
|| 253-1: [https://www.hse.ru/org/persons/863761973 Kopylov I.S.] tg: [https://t.me/DanielWalker @DanielWalker] 253-2: [https://www.hse.ru/org/persons/65846258 Rudakov K.A.] tg: [https://t.me/ArcticBEARD @ArcticBEARD]
|| 254-1: Dovgopolyi I.A. tg: [https://t.me/TriariiMisha @TriariiMisha] 254-2: Yartsev M.S. tg: [https://t.me/Mischay @Mischay]
| colspan="2" | [https://www.hse.ru/staff/aspronina/ Pronina A.S.] tg: [https://t.me/l_AnnaPronina_l @l_AnnaPronina_l]
|| 257-1: Yartsev M.S. tg: [https://t.me/Mischay @Mischay] 257-2: Pavleeva M.V. tg: [https://t.me/mariapavleeva @mariapavleeva]
|-
|| Teaching Assistant
|| Argirov George tg: [https://t.me/gotchaya @gotchaya]
|| Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV]
|| 253-1: Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV] 253-2: Argirov George tg: [https://t.me/gotchaya @gotchaya]
|| 254-1: Argirov George tg: [https://t.me/gotchaya @gotchaya] 254-2: Alexia Foks tg: [https://t.me/xsAlexFoxx @xsAlexFoxx]
| colspan="2" | Khudyakov Nikita tg: [https://t.me/jiko_keno @jiko_keno]
|| 257-1: Alexia Foks tg: [https://t.me/xsAlexFoxx @xsAlexFoxx] 257-2: Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV]
|-
|| Lecturer's Assistant
| colspan="8" | Artemiy Sapunov tg: [https://t.me/StefanieTheSentinels @StefanieTheSentinels]
|}

== Grading system ==

<pre>
Final Grade = round( 0.1 × HW(Contests) + 0.1 × Seminar attendance + 0.15 × Activity + 0.25 × Midterm + 0.4 × Exam(Project defence) )
</pre>

== Contests ==
<code>
{| class="wikitable" style="text-align:center"
|-
! Contest !! Deadline !! Topic
|-
|| [https://official.contest.yandex.ru/contest/92835/enter/ Contest 1] || 15 Apr 23:59:59 || Introduction
|-
|| [https://official.contest.yandex.ru/contest/93028/enter/ Contest 2] || 22 Apr 23:59:59 || List, set, dictionary
|-
|| [https://official.contest.yandex.ru/contest/93400/enter/ Contest 3] || 29 Apr 23:59:59 || Functions, recursion, tuple
|-
|| Contest 4 || TBD || TBD
|-
|| Contest 5 || TBD || TBD
|-
|| Contest 6 || TBD || TBD
|-
|| Contest 7 || TBD || TBD
|-
|| Contest 8 || TBD || TBD
|-
|| Contest 9 || TBD || TBD
|-
|| Contest 10 || TBD || TBD
|-
|| Contest 11 || TBD || TBD
|-
|| Contest 12 || TBD || TBD
|}
</code>

== Grades ==

The results table with all your grades can be found by [https://docs.google.com/spreadsheets/d/1tC906mHKTvFQUz4ffGRC6NvfYLRXCigr8QFkvcDfYds/edit?gid=306873861#gid=306873861 this link].

== Lecture notes and Workshop materials ==

=== Lectures ===
<code>
{| class="wikitable" style="text-align:center"
|-
! Date !! Lecture !! Topic
|-
| 02.04 || [https://drive.google.com/file/d/1wqP3Qnn4iINk4N2qARDFbjNml3YmEpwb/view?usp=share_link Lecture 1] || Introduction, string, list
|-
| 09.04 || [https://drive.google.com/file/d/1p8oBUoc2nvqgxYcgnjQ1LkNxKnFCYKV8/view?usp=sharing Lecture 2] || Set, tuple, dictionary
|-
| 16.04 || [https://drive.google.com/file/d/1fFowIrjvBNqcqdYum0j_oVCmudHYAu1o/view?usp=sharing Lecture 3] || Functions, recursion, OOP
|-
| || [link Lecture 4] ||
|-
| || [link Lecture 5] ||
|-
| || [link Lecture 6] ||
|-
| || [link Lecture 7] ||
|-
| || [link Lecture 8] ||
|-
| || [link Lecture 9] ||
|-
| || [link Lecture 10] ||
|}
</code>

=== Workshops ===
<code>
{| class="wikitable"
! Workshop !! Topic
|-
| [https://drive.google.com/drive/folders/1fotT3eTe5VZZzOdeWjDyZGyBOeWrKxvA?usp=sharing Workshop 1] || IDE, arithmetics, string, list
|-
| [https://drive.google.com/drive/folders/1VsDdWJ0GsALcmnWAZ62a1Cd7GhcVBCQA?usp=sharing Workshop 2 & 3] || Set, tuple, dictionary
|-
| [link Workshop 3] ||
|-
| [link Workshop 4] ||
|-
| [link Workshop 5] ||
|-
| [link Workshop 6] ||
|-
| [link Workshop 7] ||
|-
| [link Workshop 8] ||
|-
| [link Workshop 9] ||
|-
| [link Workshop 10] ||
|}
</code>

==Midterm==

The midterm will be conducted on '''14 May 16:00 - 18:00''' in the '''offline''' format.

All the details you can find [[Python Programming DSBA 2025/26 / Midterm|here]].

== Project / Exam ==

All the information regarding your course project can be found by accessing [[Python Programming DSBA 2025/26 / Project|this page]].

Your exam (project defence) will be conducted on '''XXX''' in the '''offline''' format.

== Syllabus ==

[https://www.hse.ru/ba/data/courses/1071113650.html Syllabus]

Python for Data Science DSBA 2025/2026

2026-04-16T21:12:57Z

SapunovArtemiy:

In case you find any inconsistencies on this page, please, contact [https://t.me/StefanieTheSentinels @StefanieTheSentinels].

== Teachers and assistants ==
{| class="wikitable" style="text-align:center"
|-
! Group !! 251 !! 252 !! 253 !! 254 !! 255 !! 256 !! 257
|-
|| Lecturer
| colspan="8" | [https://www.hse.ru/en/staff/voznesenskaya Voznesenskaya T.V.]
[mailto:tvoznesenskaya@hse.ru tvoznesenskaya@hse.ru], tg: [https://tlgg.ru/tvozn @tvozn]
|-
|| Workshop Instructor
|| [https://www.hse.ru/org/persons/65846258 Rudakov K.A.] tg: [https://t.me/ArcticBEARD @ArcticBEARD]
|| [https://www.hse.ru/org/persons/863761973 Kopylov I.S.] tg: [https://t.me/DanielWalker @DanielWalker]
|| 253-1: [https://www.hse.ru/org/persons/863761973 Kopylov I.S.] tg: [https://t.me/DanielWalker @DanielWalker] 253-2: [https://www.hse.ru/org/persons/65846258 Rudakov K.A.] tg: [https://t.me/ArcticBEARD @ArcticBEARD]
|| 254-1: Dovgopolyi I.A. tg: [https://t.me/TriariiMisha @TriariiMisha] 254-2: Yartsev M.S. tg: [https://t.me/Mischay @Mischay]
| colspan="2" | [https://www.hse.ru/staff/aspronina/ Pronina A.S.] tg: [https://t.me/l_AnnaPronina_l @l_AnnaPronina_l]
|| 257-1: Yartsev M.S. tg: [https://t.me/Mischay @Mischay] 257-2: Pavleeva M.V. tg: [https://t.me/mariapavleeva @mariapavleeva]
|-
|| Teaching Assistant
|| Argirov George tg: [https://t.me/gotchaya @gotchaya]
|| Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV]
|| 253-1: Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV] 253-2: Argirov George tg: [https://t.me/gotchaya @gotchaya]
|| 254-1: Argirov George tg: [https://t.me/gotchaya @gotchaya] 254-2: Alexia Foks tg: [https://t.me/xsAlexFoxx @xsAlexFoxx]
| colspan="2" | Khudyakov Nikita tg: [https://t.me/jiko_keno @jiko_keno]
|| 257-1: Alexia Foks tg: [https://t.me/xsAlexFoxx @xsAlexFoxx] 257-2: Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV]
|-
|| Lecturer's Assistant
| colspan="8" | Artemiy Sapunov tg: [https://t.me/StefanieTheSentinels @StefanieTheSentinels]
|}

== Grading system ==

<pre>
Final Grade = round( 0.1 × HW(Contests) + 0.1 × Seminar attendance + 0.15 × Activity + 0.25 × Midterm + 0.4 × Exam(Project defence) )
</pre>

== Contests ==
<code>
{| class="wikitable" style="text-align:center"
|-
! Contest !! Deadline !! Topic
|-
|| [https://official.contest.yandex.ru/contest/92835/enter/ Contest 1] || 15 Apr 23:59:59 || Introduction
|-
|| [https://official.contest.yandex.ru/contest/93028/enter/ Contest 2] || 22 Apr 23:59:59 || List, set, dictionary
|-
|| [https://official.contest.yandex.ru/contest/93400/enter/ Contest 3] || 29 Apr 23:59:59 || Functions, recursion, tuple
|-
|| Contest 4 || TBD || TBD
|-
|| Contest 5 || TBD || TBD
|-
|| Contest 6 || TBD || TBD
|-
|| Contest 7 || TBD || TBD
|-
|| Contest 8 || TBD || TBD
|-
|| Contest 9 || TBD || TBD
|-
|| Contest 10 || TBD || TBD
|-
|| Contest 11 || TBD || TBD
|-
|| Contest 12 || TBD || TBD
|}
</code>

== Grades ==

The results table with all your grades can be found by [https://docs.google.com/spreadsheets/d/1tC906mHKTvFQUz4ffGRC6NvfYLRXCigr8QFkvcDfYds/edit?gid=306873861#gid=306873861 this link].

== Lecture notes and Workshop materials ==

=== Lectures ===
<code>
{| class="wikitable" style="text-align:center"
|-
! Date !! Lecture !! Topic
|-
| 02.04 || [https://drive.google.com/file/d/1wqP3Qnn4iINk4N2qARDFbjNml3YmEpwb/view?usp=share_link Lecture 1] || Introduction, string, list
|-
| 09.04 || [https://drive.google.com/file/d/1p8oBUoc2nvqgxYcgnjQ1LkNxKnFCYKV8/view?usp=sharing Lecture 2] || Set, tuple, dictionary
|-
| 16.04 || [https://drive.google.com/file/d/1fFowIrjvBNqcqdYum0j_oVCmudHYAu1o/view?usp=sharing Lecture 3] || Functions, recursion, OOP
|-
| || [link Lecture 4] ||
|-
| || [link Lecture 5] ||
|-
| || [link Lecture 6] ||
|-
| || [link Lecture 7] ||
|-
| || [link Lecture 8] ||
|-
| || [link Lecture 9] ||
|-
| || [link Lecture 10] ||
|}
</code>

=== Workshops ===
<code>
{| class="wikitable"
! Workshop !! Topic
|-
| [https://drive.google.com/drive/folders/1fotT3eTe5VZZzOdeWjDyZGyBOeWrKxvA?usp=sharing Workshop 1] || IDE, arithmetics, string, list
|-
| [https://drive.google.com/drive/folders/1VsDdWJ0GsALcmnWAZ62a1Cd7GhcVBCQA?usp=sharing Workshop 2 & 3] || Set, tuple, dictionary
|-
| [link Workshop 3] ||
|-
| [link Workshop 4] ||
|-
| [link Workshop 5] ||
|-
| [link Workshop 6] ||
|-
| [link Workshop 7] ||
|-
| [link Workshop 8] ||
|-
| [link Workshop 9] ||
|-
| [link Workshop 10] ||
|}
</code>

==Midterm==

The midterm will be conducted on '''XXX''' in the '''offline''' format.

All the details you can find [[Python Programming DSBA 2025/26 / Midterm|here]].

== Project / Exam ==

All the information regarding your course project can be found by accessing [[Python Programming DSBA 2025/26 / Project|this page]].

Your exam (project defence) will be conducted on '''XXX''' in the '''offline''' format.

== Syllabus ==

[https://www.hse.ru/ba/data/courses/1071113650.html Syllabus]

Python for Data Science DSBA 2025/2026

2026-04-16T21:11:14Z

SapunovArtemiy:

In case you find any inconsistencies on this page, please, contact [https://t.me/StefanieTheSentinels @StefanieTheSentinels].

== Teachers and assistants ==
{| class="wikitable" style="text-align:center"
|-
! Group !! 251 !! 252 !! 253 !! 254 !! 255 !! 256 !! 257
|-
|| Lecturer
| colspan="8" | [https://www.hse.ru/en/staff/voznesenskaya Voznesenskaya T.V.]
[mailto:tvoznesenskaya@hse.ru tvoznesenskaya@hse.ru], tg: [https://tlgg.ru/tvozn @tvozn]
|-
|| Workshop Instructor
|| [https://www.hse.ru/org/persons/65846258 Rudakov K.A.] tg: [https://t.me/ArcticBEARD @ArcticBEARD]
|| [https://www.hse.ru/org/persons/863761973 Kopylov I.S.] tg: [https://t.me/DanielWalker @DanielWalker]
|| 253-1: [https://www.hse.ru/org/persons/863761973 Kopylov I.S.] tg: [https://t.me/DanielWalker @DanielWalker] 253-2: [https://www.hse.ru/org/persons/65846258 Rudakov K.A.] tg: [https://t.me/ArcticBEARD @ArcticBEARD]
|| 254-1: Dovgopolyi I.A. tg: [https://t.me/TriariiMisha @TriariiMisha] 254-2: Yartsev M.S. tg: [https://t.me/Mischay @Mischay]
| colspan="2" | [https://www.hse.ru/staff/aspronina/ Pronina A.S.] tg: [https://t.me/l_AnnaPronina_l @l_AnnaPronina_l]
|| 257-1: Yartsev M.S. tg: [https://t.me/Mischay @Mischay] 257-2: Pavleeva M.V. tg: [https://t.me/mariapavleeva @mariapavleeva]
|-
|| Teaching Assistant
|| Argirov George tg: [https://t.me/gotchaya @gotchaya]
|| Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV]
|| 253-1: Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV] 253-2: Argirov George tg: [https://t.me/gotchaya @gotchaya]
|| 254-1: Argirov George tg: [https://t.me/gotchaya @gotchaya] 254-2: Alexia Foks tg: [https://t.me/xsAlexFoxx @xsAlexFoxx]
| colspan="2" | Khudyakov Nikita tg: [https://t.me/jiko_keno @jiko_keno]
|| 257-1: Alexia Foks tg: [https://t.me/xsAlexFoxx @xsAlexFoxx] 257-2: Shakhmin Pavel tg: [https://t.me/rotanimoddFPV @rotanimoddFPV]
|-
|| Lecturer's Assistant
| colspan="8" | Artemiy Sapunov tg: [https://t.me/StefanieTheSentinels @StefanieTheSentinels]
|}

== Grading system ==

<pre>
Final Grade = round( 0.1 × HW(Contests) + 0.1 × Seminar attendance + 0.15 × Activity + 0.25 × Midterm + 0.4 × Exam(Project defence) )
</pre>

== Contests ==
<code>
{| class="wikitable" style="text-align:center"
|-
! Contest !! Deadline !! Topic
|-
|| [https://official.contest.yandex.ru/contest/92835/enter/ Contest 1] || 15 Apr 23:59:59 || Introduction
|-
|| [https://official.contest.yandex.ru/contest/93028/enter/ Contest 2] || 22 Apr 23:59:59 || List, set, dictionary
|-
|| [https://official.contest.yandex.ru/contest/93400/enter/ Contest 3] || 29 Apr 23:59:59 || Functions, recursion, tuple
|-
|| Contest 4 || 6 May 23:59:59 || TBD
|-
|| Contest 5 || 13 May 23:59:59 || TBD
|-
|| Contest 6 || 20 May 23:59:59 || TBD
|-
|| Contest 7 || 27 May 23:59:59 || TBD
|-
|| Contest 8 || 3 Jun 23:59:59 || TBD
|-
|| Contest 9 || 10 Jun 23:59:59 || TBD
|-
|| Contest 10 || 17 Jun 23:59:59 || TBD
|-
|| Contest 11 || 24 Jun 23:59:59 || Matrices
|-
|| Contest 12 || 1 Jul 23:59:59 || Basic algorithms
|}
</code>

== Grades ==

The results table with all your grades can be found by [https://docs.google.com/spreadsheets/d/1tC906mHKTvFQUz4ffGRC6NvfYLRXCigr8QFkvcDfYds/edit?gid=306873861#gid=306873861 this link].

== Lecture notes and Workshop materials ==

=== Lectures ===
<code>
{| class="wikitable" style="text-align:center"
|-
! Date !! Lecture !! Topic
|-
| 02.04 || [https://drive.google.com/file/d/1wqP3Qnn4iINk4N2qARDFbjNml3YmEpwb/view?usp=share_link Lecture 1] || Introduction, string, list
|-
| 09.04 || [https://drive.google.com/file/d/1p8oBUoc2nvqgxYcgnjQ1LkNxKnFCYKV8/view?usp=sharing Lecture 2] || Set, tuple, dictionary
|-
| 16.04 || [https://drive.google.com/file/d/1fFowIrjvBNqcqdYum0j_oVCmudHYAu1o/view?usp=sharing Lecture 3] || Functions, recursion, OOP
|-
| || [link Lecture 4] ||
|-
| || [link Lecture 5] ||
|-
| || [link Lecture 6] ||
|-
| || [link Lecture 7] ||
|-
| || [link Lecture 8] ||
|-
| || [link Lecture 9] ||
|-
| || [link Lecture 10] ||
|}
</code>

=== Workshops ===
<code>
{| class="wikitable"
! Workshop !! Topic
|-
| [https://drive.google.com/drive/folders/1fotT3eTe5VZZzOdeWjDyZGyBOeWrKxvA?usp=sharing Workshop 1] || IDE, arithmetics, string, list
|-
| [https://drive.google.com/drive/folders/1VsDdWJ0GsALcmnWAZ62a1Cd7GhcVBCQA?usp=sharing Workshop 2 & 3] || Set, tuple, dictionary
|-
| [link Workshop 3] ||
|-
| [link Workshop 4] ||
|-
| [link Workshop 5] ||
|-
| [link Workshop 6] ||
|-
| [link Workshop 7] ||
|-
| [link Workshop 8] ||
|-
| [link Workshop 9] ||
|-
| [link Workshop 10] ||
|}
</code>

==Midterm==

The midterm will be conducted on '''XXX''' in the '''offline''' format.

All the details you can find [[Python Programming DSBA 2025/26 / Midterm|here]].

== Project / Exam ==

All the information regarding your course project can be found by accessing [[Python Programming DSBA 2025/26 / Project|this page]].

Your exam (project defence) will be conducted on '''XXX''' in the '''offline''' format.

== Syllabus ==

[https://www.hse.ru/ba/data/courses/1071113650.html Syllabus]

Python for Data Science DSBA 2025/2026

2026-04-16T21:05:11Z

SapunovArtemiy:

Python for Data Science DSBA 2025/2026

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Python for Data Science DSBA 2025/2026

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Python for Data Science DSBA 2025/2026

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SapunovArtemiy: added 1st workshop

Python for Data Science DSBA 2025/2026

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Python for Data Science DSBA 2025/2026

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SapunovArtemiy: added 1st lecture

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SapunovArtemiy: добавлена ссылка на ведомость

Python for Data Science DSBA 2025/2026

2026-04-04T14:09:23Z

SapunovArtemiy: better styling, added rounding