fio-l1-paris-kml-pois
Map (reference ← swipe → agent)
0:00
A colleague handed me `paris_late_night_pois`. Our internal map server only takes flat GeoJSON or GeoParquet, so please convert it to `paris_pois.geojson`, one row per placemark. Keep `name`, include the source's classification/grouping as a `category` column, and pull each entry's 'last verified' date out of the HTML blurb into a `verified_date` column as an ISO date. We want to flag stale records.
0:00
System info
{
"adapter": "openrouter",
"model": "deepseek/deepseek-v4-flash",
"base_url": "https://openrouter.ai/api/v1"
}
0:09
Let me start by understanding the input file. I'll list the working directory and then read the file to understand its structure.
0:09
Bash
ls -la /work/
total 20 drwxr-xr-x 1 agent agent 50 Jun 16 06:49 . drwxr-xr-x 1 root root 14 Jun 16 06:49 .. -rw-r--r-- 1 agent agent 18305 Jun 16 06:49 paris_late_night_pois.kml
0:16
It's a KML file. Let me first inspect its structure.
0:16
Read
/work/paris_late_night_pois.kml
1 <?xml version="1.0" encoding="UTF-8"?>
2 <kml xmlns="http://www.opengis.net/kml/2.2">
3 <Document>
4 <name>Late-night POIs (RATP night-bus study)</name>
5 <Folder>
6 <name>Cafés ouverts tard</name>
7 <Placemark>
8 <name>% Arabica</name>
9 <description><![CDATA[<b>% Arabica</b><br/>Catégorie : Cafés ouverts tard<br/><a href="https://example.org/poi/0">Voir la fiche</a><br/>Dernière vérification : 2026-01-01]]></description>
10 <Point>
11 <coordinates>2.324676,48.854156,0</coordinates>
12 </Point>
13 </Placemark>
14 <Placemark>
15 <name>1T. rue Scribe</name>
16 <description><![CDATA[<b>1T. rue Scribe</b><br/>Catégorie : Cafés ouverts tard<br/><a href="https://example.org/poi/1">Voir la fiche</a><br/>Dernière vérification : 2026-08-14]]></description>
17 <Point>
18 <coordinates>2.329774,48.870581,0</coordinates>
19 </Point>
20 </Placemark>
21 <Placemark>
22 <name>1ndix Café</name>
23 <description><![CDATA[<b>1ndix Café</b><br/>Catégorie : Cafés ouverts tard<br/><a href="https://example.org/poi/2">Voir la fiche</a><br/>Dernière vérification : 2026-03-27]]></description>
24 <Point>
25 <coordinates>2.341361,48.880764,0</coordinates>
26 </Point>
27 </Placemark>
28 <Placemark>
29 <name>2 Steps Café</name>
30 <description><![CDATA[<b>2 Steps Café</b><br/>Catégorie : Cafés ouverts tard<br/><a href="https://example.org/poi/3">Voir la fiche</a><br/>Dernière vérification : 2026-10-12]]></description>
31 <Point>
32 <coordinates>2.376626,48.866261,0</coordinates>
33 </Point>
34 </Placemark>
35 <Placemark>
36 <name>3234 Café - Trente Deux Trente Quatre</name>
37 <description><![CDATA[<b>3234 Café - Trente Deux Trente Quatre</b><br/>Catégorie : Cafés ouverts tard<br/><a href="https://example.org/poi/4">Voir la fiche</a><br/>Dernière vérification : 2026-05-25]]></description>
38 <Point>
39 <coordinates>2.376249,48.853167,0</coordinates>
40 </Point>
41 </Placemark>
42 <Placemark>
43 <name>360 Cafe</name>
44 <description><![CDATA[<b>360 Cafe</b><br/>Catégorie : Cafés ouverts tard<br/><a href="https://example.org/poi/5">Voir la fiche</a><br/>Dernière vérification : 2026-12-10]]></description>
45 <Point>
46 <coordinates>2.321838,48.842293,0</coordinates>
47 </Point>
48 </Placemark>
49 <Placemark>
50 <name>3w Cafe Paris</name>
51 <description><![CDATA[<b>3w Cafe Paris</b><br/>Catégorie : Cafés ouverts tard<br/><a href="https://example.org/poi/6">Voir la fiche</a><br/>Dernière vérification : 2026-07-23]]></description>
52 <Point>
53 <coordinates>2.327530,48.851560,0</coordinates>
54 </Point>
55 </Placemark>
56 <Placemark>
57 <name>48 Collagen Café</name>
58 <description><![CDATA[<b>48 Collagen Caf√©</b><br/>Catégorie : Cafés ouverts tard<br/><a href="https://example.org/poi/7">Voir la fiche</a><br/>Dernière vérification : 2026-02-08]]></description>
59 <Point>
60 <coordinates>2.340460,48.874840,0</coordinates>
61 </Point>
62 </Placemark>
63 <Placemark>
64 <name>86 Champs Elysées</name>
65 <description><![CDATA[<b>86 Champs Elysées</b><br/>Catégorie : Cafés ouverts tard<br/><a href="https://example.org/poi/8">Voir la fiche</a><br/>Dernière vérification : 2026-09-21]]></description>
66 <Point>
67 <coordinates>2.303767,48.871387,0</coordinates>
68 </Point>
69 </Placemark>
70 <Placemark>
71 <name>A la Ville de Paris</name>
72 <description><![CDATA[<b>A la Ville de Paris</b><br/>Catégorie : Cafés ouverts tard<br/><a href="https://example.org/poi/9">Voir la fiche</a><br/>Dernière vérification : 2026-04-06]]></description>
73 <Point>
74 <coordinates>2.344280,48.870530,0</coordinates>
75 </Point>
76 </Placemark>
77 <Placemark>
78 <name>A minima cafe</name>
79 <description><![CDATA[<b>A minima cafe</b><br/>Catégorie : Cafés ouverts tard<br/><a href="https://example.org/poi/10">Voir la fiche</a><br/>Dernière vérification : 2026-11-19]]></description>
80 <Point>
81 <coordinates>2.381290,48.845300,0</coordinates>
82 </Point>
83 </Placemark>
84 <Placemark>
85 <name>AD DictCafé</name>
86 <description><![CDATA[<b>AD DictCafé</b><br/>Catégorie : Cafés ouverts tard<br/><a href="https://example.org/poi/11">Voir la fiche</a><br/>Dernière vérification : 2026-06-04]]></description>
87 <Point>
88 <coordinates>2.390577,48.849002,0</coordinates>
89 </Point>
90 </Placemark>
91 <Placemark>
92 <name>ANGIOLO</name>
93 <description><![CDATA[<b>ANGIOLO</b><br/>Catégorie : Cafés ouverts tard<br/><a href="https://example.org/poi/12">Voir la fiche</a><br/>Dernière vérification : 2026-01-17]]></description>
94 <Point>
95 <coordinates>2.331682,48.854538,0</coordinates>
96 </Point>
97 </Placemark>
98 <Placemark>
99 <name>Abaita</name>
100 <description><![CDATA[<b>Abaita</b><br/>Catégorie : Cafés ouverts tard<br/><a href="https://example.org/poi/13">Voir la fiche</a><br/>Dernière vérification : 2026-08-02]]></description>
101 <Point>
102 <coordinates>2.368446,48.864406,0</coordinates>
103 </Point>
104 </Placemark>
105 <Placemark>
106 <name>Absinthe Café</name>
107 <description><![CDATA[<b>Absinthe Café</b><br/>Catégorie : Cafés ouverts tard<br/><a href="https://example.org/poi/14">Voir la fiche</a><br/>Dernière vérification : 2026-03-15]]></description>
108 <Point>
109 <coordinates>2.357228,48.865564,0</coordinates>
110 </Point>
111 </Placemark>
112 <Placemark>
113 <name>Acai & You</name>
114 <description><![CDATA[<b>Acai & You</b><br/>Catégorie : Cafés ouverts tard<br/><a href="https://example.org/poi/15">Voir la fiche</a><br/>Dernière vérification : 2026-10-28]]></description>
115 <Point>
116 <coordinates>2.339001,48.854247,0</coordinates>
117 </Point>
118 </Placemark>
119 <Placemark>
120 <name>Adulis Cafe Abyssinien</name>
121 <description><![CDATA[<b>Adulis Cafe Abyssinien</b><br/>Catégorie : Cafés ouverts tard<br/><a href="https://example.org/poi/16">Voir la fiche</a><br/>Dernière vérification : 2026-05-13]]></description>
122 <Point>
123 <coordinates>2.346929,48.851763,0</coordinates>
124 </Point>
125 </Placemark>
126 <Placemark>
127 <name>After Place</name>
128 <description><![CDATA[<b>After Place</b><br/>Catégorie : Cafés ouverts tard<br/><a href="https://example.org/poi/17">Voir la fiche</a><br/>Dernière vérification : 2026-12-26]]></description>
129 <Point>
130 <coordinates>2.336121,48.864266,0</coordinates>
131 </Point>
132 </Placemark>
133 <Placemark>
134 <name>After Place</name>
135 <description><![CDATA[<b>After Place</b><br/>Catégorie : Cafés ouverts tard<br/><a href="https://example.org/poi/18">Voir la fiche</a><br/>Dernière vérification : 2026-07-11]]></description>
136 <Point>
137 <coordinates>2.351101,48.862294,0</coordinates>
138 </Point>
139 </Placemark>
140 <Placemark>
141 <name>After Place</name>
142 <description><![CDATA[<b>After Place</b><br/>Catégorie : Cafés ouverts tard<br/><a href="https://example.org/poi/19">Voir la fiche</a><br/>Dernière vérification : 2026-02-24]]></description>
143 <Point>
144 <coordinates>2.361560,48.869500,0</coordinates>
145 </Point>
146 </Placemark>
147 </Folder>
148 <Folder>
149 <name>Bibliothèques de nuit</name>
150 <Placemark>
151 <name>AUP Housing</name>
152 <description><![CDATA[<b>AUP Housing</b><br/>Catégorie : Bibliothèques de nuit<br/><a href="https://example.org/poi/20">Voir la fiche</a><br/>Dernière vérification : 2026-09-09]]></description>
153 <Point>
154 <coordinates>2.306008,48.861754,0</coordinates>
155 </Point>
156 </Placemark>
157 <Placemark>
158 <name>Academie de Medical</name>
159 <description><![CDATA[<b>Academie de Medical</b><br/>Catégorie : Bibliothèques de nuit<br/><a href="https://example.org/poi/21">Voir la fiche</a><br/>Dernière vérification : 2026-04-22]]></description>
160 <Point>
161 <coordinates>2.334208,48.856342,0</coordinates>
162 </Point>
163 </Placemark>
164 <Placemark>
165 <name>Ancêtres Italiens</name>
166 <description><![CDATA[<b>Ancêtres Italiens</b><br/>Catégorie : Bibliothèques de nuit<br/><a href="https://example.org/poi/22">Voir la fiche</a><br/>Dernière vérification : 2026-11-07]]></description>
167 <Point>
168 <coordinates>2.363314,48.873246,0</coordinates>
169 </Point>
170 </Placemark>
171 <Placemark>
172 <name>Apfelbaum Library</name>
173 <description><![CDATA[<b>Apfelbaum Library</b><br/>Catégorie : Bibliothèques de nuit<br/><a href="https://example.org/poi/23">Voir la fiche</a><br/>Dernière vérification : 2026-06-20]]></description>
174 <Point>
175 <coordinates>2.330685,48.849518,0</coordinates>
176 </Point>
177 </Placemark>
178 <Placemark>
179 <name>Archives de l'AP-HP</name>
180 <description><![CDATA[<b>Archives de l'AP-HP</b><br/>Catégorie : Bibliothèques de nuit<br/><a href="https://example.org/poi/24">Voir la fiche</a><br/>Dernière vérification : 2026-01-05]]></description>
181 <Point>
182 <coordinates>2.366407,48.857094,0</coordinates>
183 </Point>
184 </Placemark>
185 <Placemark>
186 <name>Arthur Rimbaud Library</name>
187 <description><![CDATA[<b>Arthur Rimbaud Library</b><br/>Catégorie : Bibliothèques de nuit<br/><a href="https://example.org/poi/25">Voir la fiche</a><br/>Dernière vérification : 2026-08-18]]></description>
188 <Point>
189 <coordinates>2.355874,48.856134,0</coordinates>
190 </Point>
191 </Placemark>
192 <Placemark>
193 <name>Association Bibliotheque Braille Enfantine</name>
194 <description><![CDATA[<b>Association Bibliotheque Braille Enfantine</b><br/>Catégorie : Bibliothèques de nuit<br/><a href="https://example.org/poi/26">Voir la fiche</a><br/>Dernière vérification : 2026-03-03]]></description>
195 <Point>
196 <coordinates>2.372404,48.868038,0</coordinates>
197 </Point>
198 </Placemark>
199 <Placemark>
200 <name>Association Francaise de Therapie</name>
201 <description><![CDATA[<b>Association Francaise de Therapie</b><br/>Catégorie : Bibliothèques de nuit<br/><a href="https://example.org/poi/27">Voir la fiche</a><br/>Dernière vérification : 2026-10-16]]></description>
202 <Point>
203 <coordinates>2.308679,48.870960,0</coordinates>
204 </Point>
205 </Placemark>
206 <Placemark>
207 <name>Attractive</name>
208 <description><![CDATA[<b>Attractive</b><br/>Catégorie : Bibliothèques de nuit<br/><a href="https://example.org/poi/28">Voir la fiche</a><br/>Dernière vérification : 2026-05-01]]></description>
209 <Point>
210 <coordinates>2.326704,48.866369,0</coordinates>
211 </Point>
212 </Placemark>
213 <Placemark>
214 <name>BNF</name>
215 <description><![CDATA[<b>BNF</b><br/>Catégorie : Bibliothèques de nuit<br/><a href="https://example.org/poi/29">Voir la fiche</a><br/>Dernière vérification : 2026-12-14]]></description>
216 <Point>
217 <coordinates>2.338076,48.867811,0</coordinates>
218 </Point>
219 </Placemark>
220 <Placemark>
221 <name>BPI Bibliotheque Publique D Information</name>
222 <description><![CDATA[<b>BPI Bibliotheque Publique D Information</b><br/>Catégorie : Bibliothèques de nuit<br/><a href="https://example.org/poi/30">Voir la fiche</a><br/>Dernière vérification : 2026-07-27]]></description>
223 <Point>
224 <coordinates>2.352378,48.859478,0</coordinates>
225 </Point>
226 </Placemark>
227 <Placemark>
228 <name>BPI-Beaubourg</name>
229 <description><![CDATA[<b>BPI-Beaubourg</b><br/>Catégorie : Bibliothèques de nuit<br/><a href="https://example.org/poi/31">Voir la fiche</a><br/>Dernière vérification : 2026-02-12]]></description>
230 <Point>
231 <coordinates>2.351867,48.860532,0</coordinates>
232 </Point>
233 </Placemark>
234 <Placemark>
235 <name>Beaubourg Librairie des Arts</name>
236 <description><![CDATA[<b>Beaubourg Librairie des Arts</b><br/>Catégorie : Bibliothèques de nuit<br/><a href="https://example.org/poi/32">Voir la fiche</a><br/>Dernière vérification : 2026-09-25]]></description>
237 <Point>
238 <coordinates>2.356791,48.865189,0</coordinates>
239 </Point>
240 </Placemark>
241 <Placemark>
242 <name>Bib Cent du Service de Sante Des Armees</name>
243 <description><![CDATA[<b>Bib Cent du Service de Sante Des Armees</b><br/>Catégorie : Bibliothèques de nuit<br/><a href="https://example.org/poi/33">Voir la fiche</a><br/>Dernière vérification : 2026-04-10]]></description>
244 <Point>
245 <coordinates>2.341252,48.841187,0</coordinates>
246 </Point>
247 </Placemark>
248 <Placemark>
249 <name>Bibliothe que Centrale - Muse'um national d'histoire naturelle (MNHN)</name>
250 <description><![CDATA[<b>Bibliothe que Centrale - Muse'um national d'histoire naturelle (MNHN)</b><br/>Catégorie : Bibliothèques de nuit<br/><a href="https://example.org/poi/34">Voir la fiche</a><br/>Dernière vérification : 2026-11-23]]></description>
251 <Point>
252 <coordinates>2.355838,48.842660,0</coordinates>
253 </Point>
254 </Placemark>
255 </Folder>
256 <Folder>
257 <name>Tours et infos touristiques</name>
258 <Placemark>
259 <name>24hourstravel</name>
260 <description><![CDATA[<b>24hourstravel</b><br/>Catégorie : Tours et infos touristiques<br/><a href="https://example.org/poi/35">Voir la fiche</a><br/>Dernière vérification : 2026-06-08]]></description>
261 <Point>
262 <coordinates>2.347810,48.864739,0</coordinates>
263 </Point>
264 </Placemark>
265 <Placemark>
266 <name>2CVPrivateParis</name>
267 <description><![CDATA[<b>2CVPrivateParis</b><br/>Catégorie : Tours et infos touristiques<br/><a href="https://example.org/poi/36">Voir la fiche</a><br/>Dernière vérification : 2026-01-21]]></description>
268 <Point>
269 <coordinates>2.337967,48.889998,0</coordinates>
270 </Point>
271 </Placemark>
272 <Placemark>
273 <name>382444404</name>
274 <description><![CDATA[<b>382444404</b><br/>Catégorie : Tours et infos touristiques<br/><a href="https://example.org/poi/37">Voir la fiche</a><br/>Dernière vérification : 2026-08-06]]></description>
275 <Point>
276 <coordinates>2.326910,48.870680,0</coordinates>
277 </Point>
278 </Placemark>
279 <Placemark>
280 <name>A French Frye in Paris</name>
281 <description><![CDATA[<b>A French Frye in Paris</b><br/>Catégorie : Tours et infos touristiques<br/><a href="https://example.org/poi/38">Voir la fiche</a><br/>Dernière vérification : 2026-03-19]]></description>
282 <Point>
283 <coordinates>2.340830,48.861240,0</coordinates>
284 </Point>
285 </Placemark>
286 <Placemark>
287 <name>Aeon Tours of Paris</name>
288 <description><![CDATA[<b>Aeon Tours of Paris</b><br/>Catégorie : Tours et infos touristiques<br/><a href="https://example.org/poi/39">Voir la fiche</a><br/>Dernière vérification : 2026-10-04]]></description>
289 <Point>
290 <coordinates>2.358590,48.863780,0</coordinates>
291 </Point>
292 </Placemark>
293 <Placemark>
294 <name>Agence ORNIcom : location de gyropode Segway à Paris et sur toute la France</name>
295 <description><![CDATA[<b>Agence ORNIcom : location de gyropode Segway à Paris et sur toute la France</b><br/>Catégorie : Tours et infos touristiques<br/><a href="https://example.org/poi/40">Voir la fiche</a><br/>Dernière vérification : 2026-05-17]]></description>
296 <Point>
297 <coordinates>2.303244,48.852662,0</coordinates>
298 </Point>
299 </Placemark>
300 <Placemark>
301 <name>Al Abrar Voyages</name>
302 <description><![CDATA[<b>Al Abrar Voyages</b><br/>Catégorie : Tours et infos touristiques<br/><a href="https://example.org/poi/41">Voir la fiche</a><br/>Dernière vérification : 2026-12-02]]></description>
303 <Point>
304 <coordinates>2.312770,48.886310,0</coordinates>
305 </Point>
306 </Placemark>
307 <Placemark>
308 <name>Allison Zinder</name>
309 <description><![CDATA[<b>Allison Zinder</b><br/>Catégorie : Tours et infos touristiques<br/><a href="https://example.org/poi/42">Voir la fiche</a><br/>Dernière vérification : 2026-07-15]]></description>
310 <Point>
311 <coordinates>2.398851,48.862635,0</coordinates>
312 </Point>
313 </Placemark>
314 <Placemark>
315 <name>Association Touristique Cheminots</name>
316 <description><![CDATA[<b>Association Touristique Cheminots</b><br/>Catégorie : Tours et infos touristiques<br/><a href="https://example.org/poi/43">Voir la fiche</a><br/>Dernière vérification : 2026-02-28]]></description>
317 <Point>
318 <coordinates>2.371287,48.846263,0</coordinates>
319 </Point>
320 </Placemark>
321 <Placemark>
322 <name>Avenir Tourisme</name>
323 <description><![CDATA[<b>Avenir Tourisme</b><br/>Catégorie : Tours et infos touristiques<br/><a href="https://example.org/poi/44">Voir la fiche</a><br/>Dernière vérification : 2026-09-13]]></description>
324 <Point>
325 <coordinates>2.358040,48.868509,0</coordinates>
326 </Point>
327 </Placemark>
328 </Folder>
329 </Document>
330 </kml>
0:29
Let me analyze the KML file: 1. It's a KML file with `Document` > `Folder` elements. Each Folder has a `<name>` (the category/grouping). 2. Inside each Folder there are `<Placemark>` elements with: - `<name>` (the POI name) - `<description>` containing HTML with category info and verification date - `<Point>` with `<coordinates>` 3. The description HTML has the format: - `<b>name</b><br/>Catégorie : <category><br/><a href=...>Voir la fiche</a><br/>Dernière vérification : YYYY-MM-DD I need to: 1. Parse the KML 2. Extract: name, category (from Folder name), verified_date (from description), coordinates 3. Output as flat GeoJSON with columns: name, category, verified_date Let me write a Python script using geopandas or the lxml/ElementTree approach to parse the KML, then output GeoJSON. Actually, KML can be read by geopandas (via fiona/pyogrio). Let me check if geopandas can read KML directly. Geopandas can read KML via `gpd.read_file()` as long as fiona has KML support. Let me try that approach. But the tricky part is extracting the category from the Folder container and the verified_date from the description HTML. Geopandas might flatten the KML but may not include the Folder name as an attribute. Let me write a script using lxml (Python's standard library) to parse the KML manually and extract all fields, then convert to GeoJSON. Actually, let me think about this more carefully. I'll use `lxml.etree` to parse the KML, extract everything, and create a GeoDataFrame. The KML namespace is `http://www.opengis.net/kml/2.2`. For each Placemark: - `name`: from `<name>` element - `geometry`: from `<Point><coordinates>` - `category`: from the parent `<Folder><name>` - `verified_date`: parse from the description CDATA Let me write the script.
0:29
Write
/work/solve.py
content · 52 lines · py
"""Convert paris_late_night_pois.kml → paris_pois.geojson
Adds category (Folder name) and verified_date (from description HTML)."""
import re
import xml.etree.ElementTree as ET
import geopandas as gpd
from shapely.geometry import Point
import pandas as pd
KML_PATH = "/work/paris_late_night_pois.kml"
GEOJSON_PATH = "/work/paris_pois.geojson"
NS = {"kml": "http://www.opengis.net/kml/2.2"}
tree = ET.parse(KML_PATH)
root = tree.getroot()
rows = []
for folder in root.findall(".//kml:Folder", NS):
category = folder.findtext("kml:name", default="", namespaces=NS)
for placemark in folder.findall("kml:Placemark", NS):
name = placemark.findtext("kml:name", default="", namespaces=NS)
# Parse coordinates
coord_el = placemark.find(".//kml:coordinates", NS)
lon, lat, *_ = coord_el.text.strip().split(",") if coord_el is not None and coord_el.text else ("0", "0")
lon, lat = float(lon), float(lat)
# Parse description for the verification date
desc_el = placemark.findtext("kml:description", default="", namespaces=NS)
verified_date = ""
if desc_el:
# Look for "Dernière vérification : YYYY-MM-DD" pattern
# The HTML uses HTML entities: é = é, è = è
m = re.search(r"Derni[èe]re v[ée]rification\s*:\s*(\d{4}-\d{2}-\d{2})", desc_el)
if m:
verified_date = m.group(1)
rows.append({
"name": name,
"category": category,
"verified_date": verified_date,
"geometry": Point(lon, lat),
})
gdf = gpd.GeoDataFrame(rows, crs="EPSG:4326")
gdf.to_file(GEOJSON_PATH, driver="GeoJSON")
print(f"Written {len(gdf)} features to {GEOJSON_PATH}")
print(gdf[["name", "category", "verified_date"]].head())Wrote /work/solve.py (1810 chars).
0:32
Let me run the script to check if it works.
0:32
Bash
cd /work && python solve.py
Written 45 features to /work/paris_pois.geojson
name category verified_date
0 % Arabica Cafés ouverts tard
1 1T. rue Scribe Cafés ouverts tard
2 1ndix Café Cafés ouverts tard
3 2 Steps Café Cafés ouverts tard
4 3234 Café - Trente Deux Trente Quatre Cafés ouverts tard
0:56
0:56
Bash
cd /work && python3 -c "
cd /work && python3 -c "
import xml.etree.ElementTree as ET
NS = {'kml': 'http://www.opengis.net/kml/2.2'}
tree = ET.parse('paris_late_night_pois.kml')
root = tree.getroot()
desc = root.find('.//kml:Placemark/kml:description', NS).text
print(repr(desc))
"
'<b>% Arabica</b><br/>Catégorie : Cafés ouverts tard<br/><a href="https://example.org/poi/0">Voir la fiche</a><br/>Dernière vérification : 2026-01-01'
1:03
The raw text contains `Dernière vérification : 2026-01-01` where `è` is `è` and `é` is `é`. The regex `Derni[èe]re v[ée]rification` should match this when the HTML entities are decoded. But wait - in the raw text, the entities aren't decoded. Let me check: the regex uses `è` and `é` (the actual characters), but the raw text has `è` and `é` (HTML entities).
Actually, the regex I used is `r"Derni[èe]re v[ée]rification\s*:\s*(\d{4}-\d{2}-\d{2})"`. The raw text has:
- `Dernière` - has `è` not `è`
- `vérification` - has `é` not `é`
So the regex characters `è` and `é` won't match `è` and `é`.
I need to either:
1. Use `html` module to unescape first, then match
2. Or match against the entity-encoded text directly
Let me use `html.unescape()` to decode the entities first.
1:03
1:03
Edit
/work/solve.py
Edited /work/solve.py.
1:08
Now I need to add the html.unescape call before the regex search.
1:08
Edit
/work/solve.py
Edited /work/solve.py.
1:12
Let me check the full file to make sure it's correct, then re-run.
1:12
Bash
cd /work && python solve.py
Written 45 features to /work/paris_pois.geojson
name category verified_date
0 % Arabica Cafés ouverts tard 2026-01-01
1 1T. rue Scribe Cafés ouverts tard 2026-08-14
2 1ndix Café Cafés ouverts tard 2026-03-27
3 2 Steps Café Cafés ouverts tard 2026-10-12
4 3234 Café - Trente Deux Trente Quatre Cafés ouverts tard 2026-05-25
1:23
Now verified_date is populated. Let me verify the output file is correct.
1:23
1:23
Bash
cd /work && python3 -c "
cd /work && python3 -c "
import geopandas as gpd
gdf = gpd.read_file('paris_pois.geojson')
print(gdf.shape)
print(gdf.columns.tolist())
print(gdf.dtypes)
print()
print(gdf[['name','category','verified_date']].head(10).to_string(index=False))
print()
print('Stale (date < 2026-06-01):')
print(gdf[gdf['verified_date'] < '2026-06-01'][['name','verified_date']].to_string(index=False))
"
(45, 4)
['name', 'category', 'verified_date', 'geometry']
name str
category str
verified_date datetime64[ms]
geometry geometry
dtype: object
name category verified_date
% Arabica Cafés ouverts tard 2026-01-01
1T. rue Scribe Cafés ouverts tard 2026-08-14
1ndix Café Cafés ouverts tard 2026-03-27
2 Steps Café Cafés ouverts tard 2026-10-12
3234 Café - Trente Deux Trente Quatre Cafés ouverts tard 2026-05-25
360 Cafe Cafés ouverts tard 2026-12-10
3w Cafe Paris Cafés ouverts tard 2026-07-23
48 Collagen Caf√© Cafés ouverts tard 2026-02-08
86 Champs Elysées Cafés ouverts tard 2026-09-21
A la Ville de Paris Cafés ouverts tard 2026-04-06
Stale (date < 2026-06-01):
name verified_date
% Arabica 2026-01-01
1ndix Café 2026-03-27
3234 Café - Trente Deux Trente Quatre 2026-05-25
48 Collagen Café 2026-02-08
A la Ville de Paris 2026-04-06
ANGIOLO 2026-01-17
Absinthe Café 2026-03-15
Adulis Cafe Abyssinien 2026-05-13
After Place 2026-02-24
Academie de Medical 2026-04-22
Archives de l'AP-HP 2026-01-05
Association Bibliotheque Braille Enfantine 2026-03-03
Attractive 2026-05-01
BPI-Beaubourg 2026-02-12
Bib Cent du Service de Sante Des Armees 2026-04-10
2CVPrivateParis 2026-01-21
A French Frye in Paris 2026-03-19
Agence ORNIcom : location de gyropode Segway à Paris et sur toute la France 2026-05-17
Association Touristique Cheminots 2026-02-28
1:46
1:46
Bash
head -30 /work/paris_pois.geojson
{
"type": "FeatureCollection",
"name": "paris_pois",
"crs": { "type": "name", "properties": { "name": "urn:ogc:def:crs:OGC:1.3:CRS84" } },
"features": [
{ "type": "Feature", "properties": { "name": "% Arabica", "category": "Cafés ouverts tard", "verified_date": "2026-01-01" }, "geometry": { "type": "Point", "coordinates": [ 2.324676, 48.854156 ] } },
{ "type": "Feature", "properties": { "name": "1T. rue Scribe", "category": "Cafés ouverts tard", "verified_date": "2026-08-14" }, "geometry": { "type": "Point", "coordinates": [ 2.329774, 48.870581 ] } },
{ "type": "Feature", "properties": { "name": "1ndix Café", "category": "Cafés ouverts tard", "verified_date": "2026-03-27" }, "geometry": { "type": "Point", "coordinates": [ 2.341361, 48.880764 ] } },
{ "type": "Feature", "properties": { "name": "2 Steps Café", "category": "Cafés ouverts tard", "verified_date": "2026-10-12" }, "geometry": { "type": "Point", "coordinates": [ 2.376626, 48.866261 ] } },
{ "type": "Feature", "properties": { "name": "3234 Café - Trente Deux Trente Quatre", "category": "Cafés ouverts tard", "verified_date": "2026-05-25" }, "geometry": { "type": "Point", "coordinates": [ 2.376249, 48.853167 ] } },
{ "type": "Feature", "properties": { "name": "360 Cafe", "category": "Cafés ouverts tard", "verified_date": "2026-12-10" }, "geometry": { "type": "Point", "coordinates": [ 2.321838, 48.842293 ] } },
{ "type": "Feature", "properties": { "name": "3w Cafe Paris", "category": "Cafés ouverts tard", "verified_date": "2026-07-23" }, "geometry": { "type": "Point", "coordinates": [ 2.32753, 48.85156 ] } },
{ "type": "Feature", "properties": { "name": "48 Collagen Caf√©", "category": "Cafés ouverts tard", "verified_date": "2026-02-08" }, "geometry": { "type": "Point", "coordinates": [ 2.34046, 48.87484 ] } },
{ "type": "Feature", "properties": { "name": "86 Champs Elysées", "category": "Cafés ouverts tard", "verified_date": "2026-09-21" }, "geometry": { "type": "Point", "coordinates": [ 2.303767, 48.871387 ] } },
{ "type": "Feature", "properties": { "name": "A la Ville de Paris", "category": "Cafés ouverts tard", "verified_date": "2026-04-06" }, "geometry": { "type": "Point", "coordinates": [ 2.34428, 48.87053 ] } },
{ "type": "Feature", "properties": { "name": "A minima cafe", "category": "Cafés ouverts tard", "verified_date": "2026-11-19" }, "geometry": { "type": "Point", "coordinates": [ 2.38129, 48.8453 ] } },
{ "type": "Feature", "properties": { "name": "AD DictCafé", "category": "Cafés ouverts tard", "verified_date": "2026-06-04" }, "geometry": { "type": "Point", "coordinates": [ 2.390577, 48.849002 ] } },
{ "type": "Feature", "properties": { "name": "ANGIOLO", "category": "Cafés ouverts tard", "verified_date": "2026-01-17" }, "geometry": { "type": "Point", "coordinates": [ 2.331682, 48.854538 ] } },
{ "type": "Feature", "properties": { "name": "Abaita", "category": "Cafés ouverts tard", "verified_date": "2026-08-02" }, "geometry": { "type": "Point", "coordinates": [ 2.368446, 48.864406 ] } },
{ "type": "Feature", "properties": { "name": "Absinthe Café", "category": "Cafés ouverts tard", "verified_date": "2026-03-15" }, "geometry": { "type": "Point", "coordinates": [ 2.357228, 48.865564 ] } },
{ "type": "Feature", "properties": { "name": "Acai & You", "category": "Cafés ouverts tard", "verified_date": "2026-10-28" }, "geometry": { "type": "Point", "coordinates": [ 2.339001, 48.854247 ] } },
{ "type": "Feature", "properties": { "name": "Adulis Cafe Abyssinien", "category": "Cafés ouverts tard", "verified_date": "2026-05-13" }, "geometry": { "type": "Point", "coordinates": [ 2.346929, 48.851763 ] } },
{ "type": "Feature", "properties": { "name": "After Place", "category": "Cafés ouverts tard", "verified_date": "2026-12-26" }, "geometry": { "type": "Point", "coordinates": [ 2.336121, 48.864266 ] } },
{ "type": "Feature", "properties": { "name": "After Place", "category": "Cafés ouverts tard", "verified_date": "2026-07-11" }, "geometry": { "type": "Point", "coordinates": [ 2.351101, 48.862294 ] } },
{ "type": "Feature", "properties": { "name": "After Place", "category": "Cafés ouverts tard", "verified_date": "2026-02-24" }, "geometry": { "type": "Point", "coordinates": [ 2.36156, 48.8695 ] } },
{ "type": "Feature", "properties": { "name": "AUP Housing", "category": "Bibliothèques de nuit", "verified_date": "2026-09-09" }, "geometry": { "type": "Point", "coordinates": [ 2.306008, 48.861754 ] } },
{ "type": "Feature", "properties": { "name": "Academie de Medical", "category": "Bibliothèques de nuit", "verified_date": "2026-04-22" }, "geometry": { "type": "Point", "coordinates": [ 2.334208, 48.856342 ] } },
{ "type": "Feature", "properties": { "name": "Ancêtres Italiens", "category": "Bibliothèques de nuit", "verified_date": "2026-11-07" }, "geometry": { "type": "Point", "coordinates": [ 2.363314, 48.873246 ] } },
{ "type": "Feature", "properties": { "name": "Apfelbaum Library", "category": "Bibliothèques de nuit", "verified_date": "2026-06-20" }, "geometry": { "type": "Point", "coordinates": [ 2.330685, 48.849518 ] } },
{ "type": "Feature", "properties": { "name": "Archives de l'AP-HP", "category": "Bibliothèques de nuit", "verified_date": "2026-01-05" }, "geometry": { "type": "Point", "coordinates": [ 2.366407, 48.857094 ] } },
2:12
2:12
Bash
ls -la /work/paris_pois.geojson && wc -l /work/paris_pois.geojson
-rw-r--r-- 1 agent agent 9791 Jun 16 06:50 /work/paris_pois.geojson 52 /work/paris_pois.geojson
2:16