Evaluation

This page has not been translated because it only concerns students taking the course in its French version.

If you are interested in the validation guidelines for this course, you can consult the French version of this page.

Informations additionnelles

NotePython environment

This site was built automatically through a Github action using the Quarto reproducible publishing software (version 1.8.24).

The environment used to obtain the results is reproducible via uv. The pyproject.toml file used to build this environment is available on the linogaliana/python-datascientist repository

pyproject.toml

[project]
name = "python-datascientist"
version = "0.1.0"
description = "Source code for Lino Galiana's Python for data science course"
readme = "README.md"
requires-python = ">=3.12,<3.13"
dependencies = [
    "altair==5.4.1",
    "black==24.8.0",
    "cartiflette",
    "contextily==1.6.2",
    "duckdb>=0.10.1",
    "folium>=0.19.6",
    "geoplot==0.5.1",
    "graphviz==0.20.3",
    "great-tables==0.12.0",
    "ipykernel>=6.29.5",
    "jupyter>=1.1.1",
    "jupyter-cache==1.0.0",
    "kaleido==0.2.1",
    "langchain-community==0.3.9",
    "loguru==0.7.3",
    "markdown>=3.8",
    "nbclient==0.10.0",
    "nbformat==5.10.4",
    "nltk>=3.9.1",
    "pip>=25.1.1",
    "plotly>=6.1.2",
    "plotnine>=0.15",
    "polars==1.8.2",
    "pyarrow==17.0.0",
    "pynsee==0.1.8",
    "python-dotenv==1.0.1",
    "pywaffle==1.1.1",
    "requests>=2.32.3",
    "scikit-image==0.24.0",
    "scipy==1.13.0",
    "spacy==3.8.4",
    "webdriver-manager==4.0.2",
    "wordcloud==1.9.3",
    "xlrd==2.0.1",
    "yellowbrick==1.5",
]

[tool.uv.sources]
cartiflette = { git = "https://github.com/inseefrlab/cartiflette" }

[dependency-groups]
dev = [
    "nb-clean>=4.0.1",
]

To use exactly the same environment (version of Python and packages), please refer to the documentation for uv.

NoteFile history

md`This file has been modified __${table_commit.length}__ times since its creation on ${creation_string} (last modified on ${last_modification_string})`

html`<div>${git_history_table}</div>`

html`<div>${git_history_plot}</div>`

SHA	Date	Author	Description
b3a43b8b	2025-08-25 14:45:28	lgaliana	retire instuctions .md
3d593afb	2025-08-25 15:38:21	Lino Galiana	Politique autour de la genAI (#648)
edf92f1b	2025-08-20 12:41:26	Lino Galiana	Improve notebook construction pipeline & landing page (#637)
99ab48b0	2025-07-25 18:50:15	Lino Galiana	Utilisation des callout classiques pour les box notes and co (#629)
ab0eb6e9	2024-12-27 17:29:43	lgaliana	relative path image
88890345	2024-12-27 14:38:09	lgaliana	Sur la récupération de données
618c24a7	2024-12-26 15:46:05	lgaliana	Plus de projets d’alumni
c1853b92	2024-11-20 15:09:19	Lino Galiana	Reprise eval + reprise S3 (#576)
4ddbdc80	2024-10-30 10:31:07	lbaudin	Update evaluation.qmd (#572)
e0fa908a	2024-10-12 13:50:16	lgaliana	Mise en forme exogit
c326488c	2024-10-10 14:31:57	Romain Avouac	Various fixes (#565)
d02515b4	2024-04-27 21:32:25	Lino Galiana	Eléments sur les applis & évaluation (#495)
005d89b8	2023-12-20 17:23:04	Lino Galiana	Finalise l’affichage des statistiques Git (#478)
1f23de28	2023-12-01 17:25:36	Lino Galiana	Stockage des images sur S3 (#466)
c8123220	2023-11-29 10:13:21	lbaudin	Dates d’évaluation (#462)
889a71ba	2023-11-10 11:40:51	Antoine Palazzolo	Modification TP 3 (#443)
3276558f	2023-10-17 11:09:45	Romain Avouac	more example projects (#436)
154f09e4	2023-09-26 14:59:11	Antoine Palazzolo	Des typos corrigées par Antoine (#411)
3bdf3b06	2023-08-25 11:23:02	Lino Galiana	Simplification de la structure 🤓 (#393)
30823c40	2023-08-24 14:30:55	Lino Galiana	Liens morts navbar (#392)
202e7dc0	2023-08-11 15:52:52	linogaliana	Order execution
5d4874a8	2023-08-11 15:09:33	Lino Galiana	Pimp les introductions des trois premières parties (#387)
25adfdce	2022-09-22 16:20:12	Lino Galiana	Slides version 2022 (#275)
b2d48237	2022-09-21 17:36:29	Lino Galiana	Relec KA 21/09 (#273)
2360ff7b	2022-08-02 16:29:57	Lino Galiana	Test wowchemy update (#247)
3e919f9f	2022-03-28 10:00:49	jblaval	Ajoute projet élève (#224)
dece5e48	2022-03-21 10:10:39	Mélissa Tamine	Ajoute projet élèves (#222)
06016669	2022-03-21 10:05:12	Idrissa KONKOBO	Ajoute projet élève (#221)
9c71d6e7	2022-03-08 10:34:26	Lino Galiana	Plus d’éléments sur S3 (#218)
6cc6d81f	2021-12-31 09:40:17	Lino Galiana	Lien pour avoir des notebooks propres
81ce124d	2021-09-20 15:36:05	Romain Avouac	Quelques éléments sur la reproductibilité (#148)
bf5ebc5f	2021-09-01 14:41:17	Lino Galiana	Fix problem import pynsee (#128)
4cdb759c	2021-05-12 10:37:23	Lino Galiana	:sparkles: :star2: Nouveau thème hugo :snake: :fire: (#105)
8781c833	2021-03-05 15:32:43	romanegajdos	Projet GPS vélo (#96)
acfb0100	2021-03-03 18:50:32	Lino Galiana	Intégration d’un endroit où lister les projets des élèves (#95)
72092d73	2020-11-10 17:43:52	Lino Galiana	Ajout dates rendu
b47e1ae4	2020-11-09 14:58:18	Lino Galiana	Section sur l’intégration continue (#77)
e644cc70	2020-10-21 15:48:12	Lino Galiana	Actualise la partie évaluation (#73)
4677769b	2020-09-15 18:19:24	Lino Galiana	Nettoyage des coquilles pour premiers TP (#37)
913047d3	2020-09-08 14:44:41	Lino Galiana	Harmonisation des niveaux de titre (#17)

creation = d3.min(
  table_commit.map(d => new Date(d.Date))
)

last_modification = d3.max(
  table_commit.map(d => new Date(d.Date))
)

creation_string = creation.toLocaleString("fr", {
  "day": "numeric",
  "month": "long",
  "year": "numeric"
})

last_modification_string = last_modification.toLocaleString("fr", {
  "day": "numeric",
  "month": "long",
  "year": "numeric"
})

git_history_table = Inputs.table(
  table_commit,
  {
    format: {
      SHA: x => md`[${x}](${github_repo}/commit/${x})`,
      Description: x => md`${replacePullRequestPattern(x, github_repo)}`,
      /*Date: x => x.toLocaleString("fr", {
        "month": "numeric",
        "day": "numeric",
        "year": "numeric"
        })
      */
    }
  }
)

git_history_plot = Plot.plot({
  marks: [
    Plot.ruleY([0], {stroke: "royalblue"}),
    Plot.dot(
          table_commit,
          Plot.pointerX({x: (d) => new Date(d.date), y: 0, stroke: "red"})),
    Plot.dot(table_commit, {x: (d) => new Date(d.Date), y: 0, fill: "royalblue"})
  ]
})

function replacePullRequestPattern(inputString, githubRepo) {
    // Use a regular expression to match the pattern #digit
    var pattern = /#(\d+)/g;

    // Replace the pattern with ${github_repo}/pull/#digit
    var replacedString = inputString.replace(pattern, '[#$1](' + githubRepo + '/pull/$1)');

    return replacedString;
}

github_repo = "https://github.com/linogaliana/python-datascientist"

table_commit = {

// Get the HTML table by its class name
var table = document.querySelector('.commit-table');

// Check if the table exists
if (table) {
    // Initialize an array to store the table data
    var dataArray = [];

    // Extract headers from the first row
    var headers = [];
    for (var i = 0; i < table.rows[0].cells.length; i++) {
        headers.push(table.rows[0].cells[i].textContent.trim());
    }

    // Iterate through the rows, starting from the second row
    for (var i = 1; i < table.rows.length; i++) {
        var row = table.rows[i];
        var rowData = {};

        // Iterate through the cells in the row
        for (var j = 0; j < row.cells.length; j++) {
            // Use headers as keys and cell content as values
            rowData[headers[j]] = row.cells[j].textContent.trim();
        }

        // Push the rowData object to the dataArray
        dataArray.push(rowData);
    }
  }

  return dataArray

}

// Get the element with class 'git-details'
{
  var gitDetails = document.querySelector('.commit-table');

  // Check if the element exists
  if (gitDetails) {
      // Hide the element
      gitDetails.style.display = 'none';
  }
}

Plot = require('@observablehq/plot@0.6.12/dist/plot.umd.min.js')