diff --git a/images/commits_by_year_flit.png b/images/commits_by_year_flit.png
index 6a3e2b4068a6784b12f7a05559c080bb1b12e369..2441851f725e56bdac41bad1de93b91898173f4a 100644
Binary files a/images/commits_by_year_flit.png and b/images/commits_by_year_flit.png differ
diff --git a/images/commits_by_year_hatch.png b/images/commits_by_year_hatch.png
index cb020d52c84a1278fe93d408ee88ba01d53a015e..393fb2743bd1e4844d7639048eb219cd59275e44 100644
Binary files a/images/commits_by_year_hatch.png and b/images/commits_by_year_hatch.png differ
diff --git a/images/commits_by_year_pdm.png b/images/commits_by_year_pdm.png
index 47e0d0f26f999df86d5f97fbcd552360b4f7e2cb..39032e5d0b664a36d1bd697373e452fdba5c235b 100644
Binary files a/images/commits_by_year_pdm.png and b/images/commits_by_year_pdm.png differ
diff --git a/images/commits_by_year_poetry.png b/images/commits_by_year_poetry.png
index 0c008838586c6d4a186c177f782f2d81206095de..cd7dfad754b24e149dfcb63ab476f88b172f5b5c 100644
Binary files a/images/commits_by_year_poetry.png and b/images/commits_by_year_poetry.png differ
diff --git a/images/commits_by_year_setuptools.png b/images/commits_by_year_setuptools.png
index feb078e0781f3c10bba615dfa195e5772e47deb2..02cdb2b3d0bb6393b077a8e6e4c1051b0259579d 100644
Binary files a/images/commits_by_year_setuptools.png and b/images/commits_by_year_setuptools.png differ
diff --git a/images/python-backends-2018-2023-log-scale.r.png b/images/python-backends-2018-2023-log-scale.r.png
index 801fcd91d4d2050eadbccbee4bae68b85a9b5de9..6dfda114ccc6842609bfbb972378ea785dc429e1 100644
Binary files a/images/python-backends-2018-2023-log-scale.r.png and b/images/python-backends-2018-2023-log-scale.r.png differ
diff --git a/images/python-backends-2018-2023.r.png b/images/python-backends-2018-2023.r.png
index ea1cd2077042ab6dbf9597fbf178360785c374a9..8a32afe0b56e572c707af336c5a011ee79d9d4ed 100644
Binary files a/images/python-backends-2018-2023.r.png and b/images/python-backends-2018-2023.r.png differ
diff --git a/versionner-un-code-python.qmd b/versionner-un-code-python.qmd
index 6cee3589938d771ab883fb0dc4824532a6ea38c0..b5361eb022f04c8787d30e36af85795b878497f5 100644
--- a/versionner-un-code-python.qmd
+++ b/versionner-un-code-python.qmd
@@ -1395,33 +1395,32 @@ Statistiques de commits
 | backend    | Premier commit | dernier commit | nb commits | nb commit      | nb authors |
 |            |                |                |            | per active day |            |
 | ---------- | -------------- | -------------- | ---------- | -------------- | ---------- |
-| Flit       |     2015-03-13 |     2023-11-10 |       1178 |            3.0 |         74 |
-| Hatch      |     2021-12-29 |     2023-11-13 |        669 |            2.8 |         42 |
-| setuptools |     1998-12-18 |     2023-11-15 |      14175 |            4.5 |        603 |
-| PDM        |     2019-12-27 |     2023-10-16 |       2501 |            3.4 |        154 |
-| Poetry     |     2018-02-20 |     2023-11-21 |       3017 |            3.0 |        510 |
+| Flit       |     2015-03-13 |     2023-12-09 |       1182 |            3.0 |         75 |
+| Hatch      |     2021-12-29 |     2023-12-12 |        732 |            2.8 |         49 |
+| setuptools |     1998-12-18 |     2023-12-06 |      14301 |            4.5 |        606 |
+| PDM        |     2019-12-27 |     2023-12-11 |       2545 |            3.4 |        158 |
+| Poetry     |     2018-02-20 |     2023-12-11 |       3025 |            3.0 |        515 |
 
 Principaux contributeurs 
 
 | Flit             | Hatch                  | setuptools        | PDM                  | Poetry            |
 | ---------------- | ---------------------- | ----------------- | -------------------- | ----------------- |
-| 1 : 879 (74.62%) | 1       : 590 (88.19%) | 1 : 6094 (42.99%) | 1    : 1916 (76.61%) | 1 : 1049 (34.77%) |
-| 2 :  46  (3.90%) | 2 (bot) :  12  (1.79%) | 2 : 1423 (10.04%) | idem :  175  (7.00%) | 2 :  346 (11.47%) |
-| 3 :  26  (2.21%) | 3       :  12  (1.79%) | 3 :  632  (4.46%) | 3    :   53  (2.12%) | 3 :  162  (5.37%) |
+| 1 : 881 (74.53%) | 1       : 641 (87.57%) | 1 : 6138 (42.92%) | 1    : 1949 (76.58%) | 1 : 1049 (34.68%) |
+| 2 :  46  (3.89%) | 2 (bot) :  14  (1.91%) | 2 : 1480 (10.35%) | idem :  175  (6.88%) | 2 :  346 (11.44%) |
+| 3 :  26  (2.20%) | 3       :  12  (1.64%) | 3 :  632  (4.42%) | 3    :   53  (2.08%) | 3 :  162  (5.36%) |
 
 Date de leur dernier commit
 
 | Flit           | Hatch                | setuptools     | PDM               | Poetry         |
 | -------------- | -------------------- | -------------- | ----------------- | -------------- |
-| 1 : 2023-11-08 | 1       : 2023-11-13 | 1 : 2023-10-08 | 1    : 2023-11-13 | 1 : 2022-09-18 |
-| 2 : 2023-11-10 | 2 (bot) : 2023-10-08 | 2 : 2023-10-16 | idem : 2020-09-04 | 2 : 2022-06-10 |
+| 1 : 2023-12-09 | 1       : 2023-12-12 | 1 : 2023-12-06 | 1    : 2023-12-11 | 1 : 2022-09-18 |
+| 2 : 2023-11-10 | 2 (bot) : 2023-12-01 | 2 : 2023-11-28 | idem : 2020-09-04 | 2 : 2022-06-10 |
 | 3 : 2021-03-01 | 3       : 2023-04-02 | 3 : 2001-08-23 | 3    : 2021-05-05 | 3 : 2023-11-19 |
 ```
 
 
 ::: aside
-- Données gitstats sur les dépôts le 2023-11-15
-- Poetry ajouté le 2023-11-22
+- Données gitstats sur les dépôts le 2023-12-12
 :::
 
 ## Statistiques sur le code 2/2
@@ -1472,15 +1471,22 @@ layout-ncol=2 layout-nrow=3
 
 ## Statistiques PyPI 1/2
 
-Extraire les backends utilisés dans le fichier `pyproject.toml` grâce aux
+![](images/python-backends-2018-2023.r.png){height="500"}
+
+::: aside
+Extraction des backends utilisés dans le fichier `pyproject.toml` grâce aux
 indications et au script proposés dans l'article 
 [Querying every file in every release on the Python Package Index](https://sethmlarson.dev/security-developer-in-residence-weekly-report-18)
 
-![](images/python-backends-2018-2023.r.png)
+:::
 
 ## Statistiques PyPI - log scale 2/2
 
-![](images/python-backends-2018-2023-log-scale.r.png)
+![](images/python-backends-2018-2023-log-scale.r.png){height="500"}
+
+::: aside
+(1) https://gitlab.liris.cnrs.fr/fconil-small-programs/packaging/get-pypi-packages-backends
+:::
 
 # Librairies de gestion de l'identifiant de version