fio-l2-cairo-mixedgeom-split

Status: done
Score: 100
Duration: 1:02
Cost: 0.63¢
Model: deepseek/deepseek-v4-flash

Map (reference ← swipe → agent)

0:00
Heritage analyst here. I've put together `heritage_sites.geojson` from my own field work, and every site in it is several features sharing a `site_id`. I need to load the data into our desktop tool, which only ingests typed GPKG layers, no mixed-geometry files, and every feature has to be single-part. Can you give me back `heritage.gpkg` with three layers named `points`, `lines`, and `polygons`, keeping the `site_id` on every feature so I don't lose the cross-layer link? Use Egypt's national grid.
0:00
System info
{
  "adapter": "openrouter",
  "model": "deepseek/deepseek-v4-flash",
  "base_url": "https://openrouter.ai/api/v1"
}
0:02
Let me start by reading the GeoJSON file to understand its structure.
0:02
Read /work/heritage_sites.geojson
     1	{
     2	  "type": "FeatureCollection",
     3	  "name": "cairo_heritage_sites",
     4	  "crs": {
     5	    "type": "name",
     6	    "properties": {
     7	      "name": "urn:ogc:def:crs:OGC:1.3:CRS84"
     8	    }
     9	  },
    10	  "features": [
    11	    {
    12	      "type": "Feature",
    13	      "geometry": {
    14	        "type": "Polygon",
    15	        "coordinates": [
    16	          [
    17	            [
    18	              31.256,
    19	              30.0316
    20	            ],
    21	            [
    22	              31.2572,
    23	              30.0316
    24	            ],
    25	            [
    26	              31.2572,
    27	              30.0328
    28	            ],
    29	            [
    30	              31.256,
    31	              30.0328
    32	            ],
    33	            [
    34	              31.256,
    35	              30.0316
    36	            ]
    37	          ]
    38	        ]
    39	      },
    40	      "properties": {
    41	        "site_id": "EG-CAI-001",
    42	        "feature_kind": "enclosure",
    43	        "name_en": "Sultan Hassan Mosque-Madrasa",
    44	        "name_ar": "مسجد ومدرسة السلطان حسن"
    45	      }
    46	    },
    47	    {
    48	      "type": "Feature",
    49	      "geometry": {
    50	        "type": "LineString",
    51	        "coordinates": [
    52	          [
    53	            31.2556,
    54	            30.0321
    55	          ],
    56	          [
    57	            31.2566,
    58	            30.0322
    59	          ],
    60	          [
    61	            31.2576,
    62	            30.0323
    63	          ]
    64	        ]
    65	      },
    66	      "properties": {
    67	        "site_id": "EG-CAI-001",
    68	        "feature_kind": "axial_line_1",
    69	        "name_en": "Sultan Hassan Mosque-Madrasa",
    70	        "name_ar": "مسجد ومدرسة السلطان حسن"
    71	      }
    72	    },
    73	    {
    74	      "type": "Feature",
    75	      "geometry": {
    76	        "type": "LineString",
    77	        "coordinates": [
    78	          [
    79	            31.2567,
    80	            30.0312
    81	          ],
    82	          [
    83	            31.2566,
    84	            30.0322
    85	          ],
    86	          [
    87	            31.2565,
    88	            30.0332
    89	          ]
    90	        ]
    91	      },
    92	      "properties": {
    93	        "site_id": "EG-CAI-001",
    94	        "feature_kind": "axial_line_2",
    95	        "name_en": "Sultan Hassan Mosque-Madrasa",
    96	        "name_ar": "مسجد ومدرسة السلطان حسن"
    97	      }
    98	    },
    99	    {
   100	      "type": "Feature",
   101	      "geometry": {
   102	        "type": "Point",
   103	        "coordinates": [
   104	          31.2566,
   105	          30.0326
   106	        ]
   107	      },
   108	      "properties": {
   109	        "site_id": "EG-CAI-001",
   110	        "feature_kind": "marker_gateway",
   111	        "name_en": "Sultan Hassan Mosque-Madrasa",
   112	        "name_ar": "مسجد ومدرسة السلطان حسن"
   113	      }
   114	    },
   115	    {
   116	      "type": "Feature",
   117	      "geometry": {
   118	        "type": "Point",
   119	        "coordinates": [
   120	          31.257,
   121	          30.0322
   122	        ]
   123	      },
   124	      "properties": {
   125	        "site_id": "EG-CAI-001",
   126	        "feature_kind": "marker_mihrab",
   127	        "name_en": "Sultan Hassan Mosque-Madrasa",
   128	        "name_ar": "مسجد ومدرسة السلطان حسن"
   129	      }
   130	    },
   131	    {
   132	      "type": "Feature",
   133	      "geometry": {
   134	        "type": "Point",
   135	        "coordinates": [
   136	          31.2566,
   137	          30.0318
   138	        ]
   139	      },
   140	      "properties": {
   141	        "site_id": "EG-CAI-001",
   142	        "feature_kind": "marker_minaret",
   143	        "name_en": "Sultan Hassan Mosque-Madrasa",
   144	        "name_ar": "مسجد ومدرسة السلطان حسن"
   145	      }
   146	    },
   147	    {
   148	      "type": "Feature",
   149	      "geometry": {
   150	        "type": "MultiPolygon",
   151	        "coordinates": [
   152	          [
   153	            [
   154	              [
   155	                31.257,
   156	                30.0324
   157	              ],
   158	              [
   159	                31.2582,
   160	                30.0324
   161	              ],
   162	              [
   163	                31.2582,
   164	                30.0336
   165	              ],
   166	              [
   167	                31.257,
   168	                30.0336
   169	              ],
   170	              [
   171	                31.257,
   172	                30.0324
   173	              ]
   174	            ]
   175	          ],
   176	          [
   177	            [
   178	              [
   179	                31.25865,
   180	                30.03349
   181	              ],
   182	              [
   183	                31.25935,
   184	                30.03349
   185	              ],
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   187	                31.25935,
   188	                30.03419
   189	              ],
   190	              [
   191	                31.25865,
   192	                30.03419
   193	              ],
   194	              [
   195	                31.25865,
   196	                30.03349
   197	              ]
   198	            ]
   199	          ]
   200	        ]
   201	      },
   202	      "properties": {
   203	        "site_id": "EG-CAI-002",
   204	        "feature_kind": "enclosure",
   205	        "name_en": "Al-Rifai Mosque",
   206	        "name_ar": "مسجد الرفاعي"
   207	      }
   208	    },
   209	    {
   210	      "type": "Feature",
   211	      "geometry": {
   212	        "type": "LineString",
   213	        "coordinates": [
   214	          [
   215	            31.2566,
   216	            30.0329
   217	          ],
   218	          [
   219	            31.2576,
   220	            30.033
   221	          ],
   222	          [
   223	            31.2586,
   224	            30.0331
   225	          ]
   226	        ]
   227	      },
   228	      "properties": {
   229	        "site_id": "EG-CAI-002",
   230	        "feature_kind": "axial_line_1",
   231	        "name_en": "Al-Rifai Mosque",
   232	        "name_ar": "مسجد الرفاعي"
   233	      }
   234	    },
   235	    {
   236	      "type": "Feature",
   237	      "geometry": {
   238	        "type": "Point",
   239	        "coordinates": [
   240	          31.2576,
   241	          30.0334
   242	        ]
   243	      },
   244	      "properties": {
   245	        "site_id": "EG-CAI-002",
   246	        "feature_kind": "marker_gateway",
   247	        "name_en": "Al-Rifai Mosque",
   248	        "name_ar": "مسجد الرفاعي"
   249	      }
   250	    },
   251	    {
   252	      "type": "Feature",
   253	      "geometry": {
   254	        "type": "Point",
   255	        "coordinates": [
   256	          31.258,
   257	          30.033
   258	        ]
   259	      },
   260	      "properties": {
   261	        "site_id": "EG-CAI-002",
   262	        "feature_kind": "marker_mihrab",
   263	        "name_en": "Al-Rifai Mosque",
   264	        "name_ar": "مسجد الرفاعي"
   265	      }
   266	    },
   267	    {
   268	      "type": "Feature",
   269	      "geometry": {
   270	        "type": "MultiPolygon",
   271	        "coordinates": [
   272	          [
   273	            [
   274	              [
   275	                31.2491,
   276	                30.0281
   277	              ],
   278	              [
   279	                31.2503,
   280	                30.0281
   281	              ],
   282	              [
   283	                31.2503,
   284	                30.0293
   285	              ],
   286	              [
   287	                31.2491,
   288	                30.0293
   289	              ],
   290	              [
   291	                31.2491,
   292	                30.0281
   293	              ]
   294	            ]
   295	          ],
   296	          [
   297	            [
   298	              [
   299	                31.25075,
   300	                30.02919
   301	              ],
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   303	                31.25145,
   304	                30.02919
   305	              ],
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   308	                30.02989
   309	              ],
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   312	                30.02989
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   315	                31.25075,
   316	                30.02919
   317	              ]
   318	            ]
   319	          ]
   320	        ]
   321	      },
   322	      "properties": {
   323	        "site_id": "EG-CAI-003",
   324	        "feature_kind": "enclosure",
   325	        "name_en": "Ibn Tulun Mosque",
   326	        "name_ar": "مسجد ابن طولون"
   327	      }
   328	    },
   329	    {
   330	      "type": "Feature",
   331	      "geometry": {
   332	        "type": "LineString",
   333	        "coordinates": [
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   335	            31.2487,
   336	            30.0286
   337	          ],
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   339	            31.2497,
   340	            30.0287
   341	          ],
   342	          [
   343	            31.2507,
   344	            30.0288
   345	          ]
   346	        ]
   347	      },
   348	      "properties": {
   349	        "site_id": "EG-CAI-003",
   350	        "feature_kind": "axial_line_1",
   351	        "name_en": "Ibn Tulun Mosque",
   352	        "name_ar": "مسجد ابن طولون"
   353	      }
   354	    },
   355	    {
   356	      "type": "Feature",
   357	      "geometry": {
   358	        "type": "LineString",
   359	        "coordinates": [
   360	          [
   361	            31.2498,
   362	            30.0277
   363	          ],
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   366	            30.0287
   367	          ],
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   369	            31.2496,
   370	            30.0297
   371	          ]
   372	        ]
   373	      },
   374	      "properties": {
   375	        "site_id": "EG-CAI-003",
   376	        "feature_kind": "axial_line_2",
   377	        "name_en": "Ibn Tulun Mosque",
   378	        "name_ar": "مسجد ابن طولون"
   379	      }
   380	    },
   381	    {
   382	      "type": "Feature",
   383	      "geometry": {
   384	        "type": "Point",
   385	        "coordinates": [
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   387	          30.0291
   388	        ]
   389	      },
   390	      "properties": {
   391	        "site_id": "EG-CAI-003",
   392	        "feature_kind": "marker_gateway",
   393	        "name_en": "Ibn Tulun Mosque",
   394	        "name_ar": "مسجد ابن طولون"
   395	      }
   396	    },
   397	    {
   398	      "type": "Feature",
   399	      "geometry": {
   400	        "type": "Point",
   401	        "coordinates": [
   402	          31.2501,
   403	          30.0287
   404	        ]
   405	      },
   406	      "properties": {
   407	        "site_id": "EG-CAI-003",
   408	        "feature_kind": "marker_mihrab",
   409	        "name_en": "Ibn Tulun Mosque",
   410	        "name_ar": "مسجد ابن طولون"
   411	      }
   412	    },
   413	    {
   414	      "type": "Feature",
   415	      "geometry": {
   416	        "type": "Point",
   417	        "coordinates": [
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   419	          30.0283
   420	        ]
   421	      },
   422	      "properties": {
   423	        "site_id": "EG-CAI-003",
   424	        "feature_kind": "marker_minaret",
   425	        "name_en": "Ibn Tulun Mosque",
   426	        "name_ar": "مسجد ابن طولون"
   427	      }
   428	    },
   429	    {
   430	      "type": "Feature",
   431	      "geometry": {
   432	        "type": "Polygon",
   433	        "coordinates": [
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   441	              30.0453
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   455	          ]
   456	        ]
   457	      },
   458	      "properties": {
   459	        "site_id": "EG-CAI-004",
   460	        "feature_kind": "enclosure",
   461	        "name_en": "Al-Azhar Mosque",
   462	        "name_ar": "الجامع الأزهر"
   463	      }
   464	    },
   465	    {
   466	      "type": "Feature",
   467	      "geometry": {
   468	        "type": "LineString",
   469	        "coordinates": [
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   477	          ],
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   480	            30.046
   481	          ]
   482	        ]
   483	      },
   484	      "properties": {
   485	        "site_id": "EG-CAI-004",
   486	        "feature_kind": "axial_line_1",
   487	        "name_en": "Al-Azhar Mosque",
   488	        "name_ar": "الجامع الأزهر"
   489	      }
   490	    },
   491	    {
   492	      "type": "Feature",
   493	      "geometry": {
   494	        "type": "LineString",
   495	        "coordinates": [
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   498	            30.0449
   499	          ],
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   502	            30.0459
   503	          ],
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   506	            30.0469
   507	          ]
   508	        ]
   509	      },
   510	      "properties": {
   511	        "site_id": "EG-CAI-004",
   512	        "feature_kind": "axial_line_2",
   513	        "name_en": "Al-Azhar Mosque",
   514	        "name_ar": "الجامع الأزهر"
   515	      }
   516	    },
   517	    {
   518	      "type": "Feature",
   519	      "geometry": {
   520	        "type": "Point",
   521	        "coordinates": [
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   523	          30.0463
   524	        ]
   525	      },
   526	      "properties": {
   527	        "site_id": "EG-CAI-004",
   528	        "feature_kind": "marker_gateway",
   529	        "name_en": "Al-Azhar Mosque",
   530	        "name_ar": "الجامع الأزهر"
   531	      }
   532	    },
   533	    {
   534	      "type": "Feature",
   535	      "geometry": {
   536	        "type": "Point",
   537	        "coordinates": [
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   539	          30.0459
   540	        ]
   541	      },
   542	      "properties": {
   543	        "site_id": "EG-CAI-004",
   544	        "feature_kind": "marker_mihrab",
   545	        "name_en": "Al-Azhar Mosque",
   546	        "name_ar": "الجامع الأزهر"
   547	      }
   548	    },
   549	    {
   550	      "type": "Feature",
   551	      "geometry": {
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   556	        ]
   557	      },
   558	      "properties": {
   559	        "site_id": "EG-CAI-004",
   560	        "feature_kind": "marker_minaret",
   561	        "name_en": "Al-Azhar Mosque",
   562	        "name_ar": "الجامع الأزهر"
   563	      }
   564	    },
   565	    {
   566	      "type": "Feature",
   567	      "geometry": {
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   591	          ]
   592	        ]
   593	      },
   594	      "properties": {
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   596	        "feature_kind": "enclosure",
   597	        "name_en": "Al-Hussein Mosque",
   598	        "name_ar": "مسجد الحسين"
   599	      }
   600	    },
   601	    {
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   620	      "properties": {
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   623	        "name_en": "Al-Hussein Mosque",
   624	        "name_ar": "مسجد الحسين"
   625	      }
   626	    },
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   635	      },
   636	      "properties": {
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   638	        "feature_kind": "marker_gateway",
   639	        "name_en": "Al-Hussein Mosque",
   640	        "name_ar": "مسجد الحسين"
   641	      }
   642	    },
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   652	      "properties": {
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   654	        "feature_kind": "marker_mihrab",
   655	        "name_en": "Al-Hussein Mosque",
   656	        "name_ar": "مسجد الحسين"
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   716	        "feature_kind": "enclosure",
   717	        "name_en": "Bayt Al-Suhaymi",
   718	        "name_ar": "بيت السحيمي"
   719	      }
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   740	      "properties": {
   741	        "site_id": "EG-CAI-006",
   742	        "feature_kind": "axial_line_1",
   743	        "name_en": "Bayt Al-Suhaymi",
   744	        "name_ar": "بيت السحيمي"
   745	      }
   746	    },
   747	    {
   748	      "type": "Feature",
   749	      "geometry": {
   750	        "type": "Point",
   751	        "coordinates": [
   752	          31.262,
   753	          30.0534
   754	        ]
   755	      },
   756	      "properties": {
   757	        "site_id": "EG-CAI-006",
   758	        "feature_kind": "marker_gateway",
   759	        "name_en": "Bayt Al-Suhaymi",
   760	        "name_ar": "بيت السحيمي"
   761	      }
   762	    },
   763	    {
   764	      "type": "Feature",
   765	      "geometry": {
   766	        "type": "Point",
   767	        "coordinates": [
   768	          31.2624,
   769	          30.053
   770	        ]
   771	      },
   772	      "properties": {
   773	        "site_id": "EG-CAI-006",
   774	        "feature_kind": "marker_mihrab",
   775	        "name_en": "Bayt Al-Suhaymi",
   776	        "name_ar": "بيت السحيمي"
   777	      }
   778	    },
   779	    {
   780	      "type": "Feature",
   781	      "geometry": {
   782	        "type": "Point",
   783	        "coordinates": [
   784	          31.262,
   785	          30.0526
   786	        ]
   787	      },
   788	      "properties": {
   789	        "site_id": "EG-CAI-006",
   790	        "feature_kind": "marker_minaret",
   791	        "name_en": "Bayt Al-Suhaymi",
   792	        "name_ar": "بيت السحيمي"
   793	      }
   794	    },
   795	    {
   796	      "type": "Feature",
   797	      "geometry": {
   798	        "type": "Polygon",
   799	        "coordinates": [
   800	          [
   801	            [
   802	              31.2574,
   803	              30.0426
   804	            ],
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   806	              31.2586,
   807	              30.0426
   808	            ],
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   812	            ],
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   820	            ]
   821	          ]
   822	        ]
   823	      },
   824	      "properties": {
   825	        "site_id": "EG-CAI-007",
   826	        "feature_kind": "enclosure",
   827	        "name_en": "Bab Zuwayla",
   828	        "name_ar": "باب زويلة"
   829	      }
   830	    },
   831	    {
   832	      "type": "Feature",
   833	      "geometry": {
   834	        "type": "LineString",
   835	        "coordinates": [
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   837	            31.257,
   838	            30.0431
   839	          ],
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   843	          ],
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   847	          ]
   848	        ]
   849	      },
   850	      "properties": {
   851	        "site_id": "EG-CAI-007",
   852	        "feature_kind": "axial_line_1",
   853	        "name_en": "Bab Zuwayla",
   854	        "name_ar": "باب زويلة"
   855	      }
   856	    },
   857	    {
   858	      "type": "Feature",
   859	      "geometry": {
   860	        "type": "LineString",
   861	        "coordinates": [
   862	          [
   863	            31.2581,
   864	            30.0422
   865	          ],
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   867	            31.258,
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   869	          ],
   870	          [
   871	            31.2579,
   872	            30.0442
   873	          ]
   874	        ]
   875	      },
   876	      "properties": {
   877	        "site_id": "EG-CAI-007",
   878	        "feature_kind": "axial_line_2",
   879	        "name_en": "Bab Zuwayla",
   880	        "name_ar": "باب زويلة"
   881	      }
   882	    },
   883	    {
   884	      "type": "Feature",
   885	      "geometry": {
   886	        "type": "Point",
   887	        "coordinates": [
   888	          31.258,
   889	          30.0436
   890	        ]
   891	      },
   892	      "properties": {
   893	        "site_id": "EG-CAI-007",
   894	        "feature_kind": "marker_gateway",
   895	        "name_en": "Bab Zuwayla",
   896	        "name_ar": "باب زويلة"
   897	      }
   898	    },
   899	    {
   900	      "type": "Feature",
   901	      "geometry": {
   902	        "type": "Point",
   903	        "coordinates": [
   904	          31.2584,
   905	          30.0432
   906	        ]
   907	      },
   908	      "properties": {
   909	        "site_id": "EG-CAI-007",
   910	        "feature_kind": "marker_mihrab",
   911	        "name_en": "Bab Zuwayla",
   912	        "name_ar": "باب زويلة"
   913	      }
   914	    },
   915	    {
   916	      "type": "Feature",
   917	      "geometry": {
   918	        "type": "MultiPolygon",
   919	        "coordinates": [
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   929	              ],
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   968	        ]
   969	      },
   970	      "properties": {
   971	        "site_id": "EG-CAI-008",
   972	        "feature_kind": "enclosure",
   973	        "name_en": "Khan el-Khalili",
   974	        "name_ar": "خان الخليلي"
   975	      }
   976	    },
   977	    {
   978	      "type": "Feature",
   979	      "geometry": {
   980	        "type": "LineString",
   981	        "coordinates": [
   982	          [
   983	            31.2605,
   984	            30.0472
   985	          ],
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   987	            31.2615,
   988	            30.0473
   989	          ],
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   991	            31.2625,
   992	            30.0474
   993	          ]
   994	        ]
   995	      },
   996	      "properties": {
   997	        "site_id": "EG-CAI-008",
   998	        "feature_kind": "axial_line_1",
   999	        "name_en": "Khan el-Khalili",
  1000	        "name_ar": "خان الخليلي"
  1001	      }
  1002	    },
  1003	    {
  1004	      "type": "Feature",
  1005	      "geometry": {
  1006	        "type": "LineString",
  1007	        "coordinates": [
  1008	          [
  1009	            31.2616,
  1010	            30.0463
  1011	          ],
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  1013	            31.2615,
  1014	            30.0473
  1015	          ],
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  1017	            31.2614,
  1018	            30.0483
  1019	          ]
  1020	        ]
  1021	      },
  1022	      "properties": {
  1023	        "site_id": "EG-CAI-008",
  1024	        "feature_kind": "axial_line_2",
  1025	        "name_en": "Khan el-Khalili",
  1026	        "name_ar": "خان الخليلي"
  1027	      }
  1028	    },
  1029	    {
  1030	      "type": "Feature",
  1031	      "geometry": {
  1032	        "type": "Point",
  1033	        "coordinates": [
  1034	          31.2615,
  1035	          30.0477
  1036	        ]
  1037	      },
  1038	      "properties": {
  1039	        "site_id": "EG-CAI-008",
  1040	        "feature_kind": "marker_gateway",
  1041	        "name_en": "Khan el-Khalili",
  1042	        "name_ar": "خان الخليلي"
  1043	      }
  1044	    },
  1045	    {
  1046	      "type": "Feature",
  1047	      "geometry": {
  1048	        "type": "Point",
  1049	        "coordinates": [
  1050	          31.2619,
  1051	          30.0473
  1052	        ]
  1053	      },
  1054	      "properties": {
  1055	        "site_id": "EG-CAI-008",
  1056	        "feature_kind": "marker_mihrab",
  1057	        "name_en": "Khan el-Khalili",
  1058	        "name_ar": "خان الخليلي"
  1059	      }
  1060	    },
  1061	    {
  1062	      "type": "Feature",
  1063	      "geometry": {
  1064	        "type": "Point",
  1065	        "coordinates": [
  1066	          31.2615,
  1067	          30.0469
  1068	        ]
  1069	      },
  1070	      "properties": {
  1071	        "site_id": "EG-CAI-008",
  1072	        "feature_kind": "marker_minaret",
  1073	        "name_en": "Khan el-Khalili",
  1074	        "name_ar": "خان الخليلي"
  1075	      }
  1076	    },
  1077	    {
  1078	      "type": "Feature",
  1079	      "geometry": {
  1080	        "type": "Polygon",
  1081	        "coordinates": [
  1082	          [
  1083	            [
  1084	              31.2599,
  1085	              30.0504
  1086	            ],
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  1088	              31.2611,
  1089	              30.0504
  1090	            ],
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  1092	              31.2611,
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  1094	            ],
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  1096	              31.2599,
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  1098	            ],
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  1100	              31.2599,
  1101	              30.0504
  1102	            ]
  1103	          ]
  1104	        ]
  1105	      },
  1106	      "properties": {
  1107	        "site_id": "EG-CAI-009",
  1108	        "feature_kind": "enclosure",
  1109	        "name_en": "Sabil-Kuttab of Katkhuda",
  1110	        "name_ar": "سبيل وكتاب عبد الرحمن كتخدا"
  1111	      }
  1112	    },
  1113	    {
  1114	      "type": "Feature",
  1115	      "geometry": {
  1116	        "type": "LineString",
  1117	        "coordinates": [
  1118	          [
  1119	            31.2595,
  1120	            30.0509
  1121	          ],
  1122	          [
  1123	            31.2605,
  1124	            30.051
  1125	          ],
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  1127	            31.2615,
  1128	            30.0511
  1129	          ]
  1130	        ]
  1131	      },
  1132	      "properties": {
  1133	        "site_id": "EG-CAI-009",
  1134	        "feature_kind": "axial_line_1",
  1135	        "name_en": "Sabil-Kuttab of Katkhuda",
  1136	        "name_ar": "سبيل وكتاب عبد الرحمن كتخدا"
  1137	      }
  1138	    },
  1139	    {
  1140	      "type": "Feature",
  1141	      "geometry": {
  1142	        "type": "Point",
  1143	        "coordinates": [
  1144	          31.2605,
  1145	          30.0514
  1146	        ]
  1147	      },
  1148	      "properties": {
  1149	        "site_id": "EG-CAI-009",
  1150	        "feature_kind": "marker_gateway",
  1151	        "name_en": "Sabil-Kuttab of Katkhuda",
  1152	        "name_ar": "سبيل وكتاب عبد الرحمن كتخدا"
  1153	      }
  1154	    },
  1155	    {
  1156	      "type": "Feature",
  1157	      "geometry": {
  1158	        "type": "Point",
  1159	        "coordinates": [
  1160	          31.2609,
  1161	          30.051
  1162	        ]
  1163	      },
  1164	      "properties": {
  1165	        "site_id": "EG-CAI-009",
  1166	        "feature_kind": "marker_mihrab",
  1167	        "name_en": "Sabil-Kuttab of Katkhuda",
  1168	        "name_ar": "سبيل وكتاب عبد الرحمن كتخدا"
  1169	      }
  1170	    },
  1171	    {
  1172	      "type": "Feature",
  1173	      "geometry": {
  1174	        "type": "MultiPolygon",
  1175	        "coordinates": [
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  1179	                31.2624,
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  1185	              ],
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  1198	            ]
  1199	          ],
  1200	          [
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  1203	                31.26405,
  1204	                30.05599
  1205	              ],
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  1207	                31.26475,
  1208	                30.05599
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  1211	                31.26475,
  1212	                30.05669
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  1215	                31.26405,
  1216	                30.05669
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  1219	                31.26405,
  1220	                30.05599
  1221	              ]
  1222	            ]
  1223	          ]
  1224	        ]
  1225	      },
  1226	      "properties": {
  1227	        "site_id": "EG-CAI-010",
  1228	        "feature_kind": "enclosure",
  1229	        "name_en": "Mosque of Al-Hakim",
  1230	        "name_ar": "مسجد الحاكم بأمر الله"
  1231	      }
  1232	    },
  1233	    {
  1234	      "type": "Feature",
  1235	      "geometry": {
  1236	        "type": "LineString",
  1237	        "coordinates": [
  1238	          [
  1239	            31.262,
  1240	            30.0554
  1241	          ],
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  1243	            31.263,
  1244	            30.0555
  1245	          ],
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  1247	            31.264,
  1248	            30.0556
  1249	          ]
  1250	        ]
  1251	      },
  1252	      "properties": {
  1253	        "site_id": "EG-CAI-010",
  1254	        "feature_kind": "axial_line_1",
  1255	        "name_en": "Mosque of Al-Hakim",
  1256	        "name_ar": "مسجد الحاكم بأمر الله"
  1257	      }
  1258	    },
  1259	    {
  1260	      "type": "Feature",
  1261	      "geometry": {
  1262	        "type": "Point",
  1263	        "coordinates": [
  1264	          31.263,
  1265	          30.0559
  1266	        ]
  1267	      },
  1268	      "properties": {
  1269	        "site_id": "EG-CAI-010",
  1270	        "feature_kind": "marker_gateway",
  1271	        "name_en": "Mosque of Al-Hakim",
  1272	        "name_ar": "مسجد الحاكم بأمر الله"
  1273	      }
  1274	    },
  1275	    {
  1276	      "type": "Feature",
  1277	      "geometry": {
  1278	        "type": "Point",
  1279	        "coordinates": [
  1280	          31.2634,
  1281	          30.0555
  1282	        ]
  1283	      },
  1284	      "properties": {
  1285	        "site_id": "EG-CAI-010",
  1286	        "feature_kind": "marker_mihrab",
  1287	        "name_en": "Mosque of Al-Hakim",
  1288	        "name_ar": "مسجد الحاكم بأمر الله"
  1289	      }
  1290	    }
  1291	  ]
  1292	}
0:18
Let me understand the task:

1. Read `heritage_sites.geojson` - a GeoJSON with mixed geometry types (Point, LineString, Polygon, MultiPolygon)
2. Create `heritage.gpkg` with three layers: `points`, `lines`, `polygons`
3. Every feature needs to be single-part (no Multi geometries)
4. Keep `site_id` on every feature
5. Use Egypt's national grid (Egypt Red Belt / UTM zone 36N - EPSG:22992? Actually let me check: Egypt's national grid is "Egypt National Grid" - EPSG:7275? Or more commonly, Egypt uses EPSG:22992 (Egypt Red Belt) or EPSG:22993 (Egypt Purple Belt). Actually, "Egypt's national grid" most commonly refers to the "Egypt National Grid" which is EPSG:22992 (Old Egyptian) or EPSG:7275 (newer). Let me think...

Actually, looking at this more carefully:
- EPSG:22992 = Egypt Red Belt (used for areas 30-33°N) - this is commonly called "Egypt's national grid"
- But there's also EPSG:7275 (Egypt National Grid) which is based on ITRF2000

The most common "Egypt's national grid" used in GIS is typically the Egypt Red Belt (EPSG:22992) which is based on Helmert 1906 datum and uses the Modified Mercator projection with a latitude of reference of 30°N.

Actually, let me just look up what's commonly known as "Egypt's national grid". It's often EPSG:22992 - "Egypt Red Belt" or EPSG:22993 - "Egypt Purple Belt". But some sources refer to the official one as EPSG:22992.

Let me use EPSG:22992 (Egypt Red Belt) as it's the most commonly understood "Egypt national grid". Actually, I think the best approach is to use EPSG:7275 (Egypt National Grid - 2000) which is the newer official grid. Or EPSG:22992 which is older but widely known.

Let me just go with EPSG:22992 (Egypt Red Belt) which uses the Modified Mercator projection and is commonly referred to as Egypt's national grid in GIS contexts.

Actually, let me reconsider. The most well-known "Egypt national grid" in GIS is:
- EPSG:22992 - Egypt Red Belt / Modified Mercator / Helmet 1906
- Covering zone 30-33N

But let me just use a commonly accepted one. I'll use EPSG:22992.

Wait - actually, it could also be EPSG:7275 (Egypt National Grid - GD / GD Survey of Egypt). Let me just go with the simplest - Egypt Red Belt, EPSG:22992.

Now for the script:

1. Read GeoJSON with geopandas
2. Separate into points, lines, polygons
3. Handle Multi-geometries by exploding to single-part
4. Set CRS to EPSG:22992 (or appropriate Egypt national grid)
5. Write each to separate layers in a GPKG

Let me write the script.

Actually wait - the GeoJSON has CRS84 (WGS84 lat/lon). I need to reproject to Egypt's national grid. Let me use EPSG:22992 (Egypt Red Belt).

Let me write the Python script.
0:18
0:18
Write /work/solve.py
content · 133 lines · py
#!/usr/bin/env python3
"""
Convert heritage_sites.geojson (mixed geometry) into heritage.gpkg
with three single-layer-typed layers: points, lines, polygons.
Reproject from WGS84 (EPSG:4326) to Egypt National Grid (EPSG:22992).
Ensure all geometries are single-part (explode Multi*).
Keep the site_id attribute on every feature.
"""

import geopandas as gpd
from shapely.geometry import (
    Point, LineString, Polygon,
    MultiPoint, MultiLineString, MultiPolygon
)
import numpy as np
import os

SRC_CRS = "EPSG:4326"
TGT_CRS = "EPSG:22992"   # Egypt Red Belt (Egypt's national grid)
SRC_FILE = "/work/heritage_sites.geojson"
OUT_FILE = "/work/heritage.gpkg"

# ---------------------------------------------------------------------------
# 1. Read the GeoJSON
# ---------------------------------------------------------------------------
gdf = gpd.read_file(SRC_FILE)
print(f"Read {len(gdf)} features from GeoJSON.")
print(f"Original CRS: {gdf.crs}")

# Ensure it's in WGS84
if gdf.crs is None:
    gdf.set_crs(SRC_CRS, inplace=True)
elif gdf.crs.to_string() != SRC_CRS:
    gdf = gdf.to_crs(SRC_CRS)

# ---------------------------------------------------------------------------
# 2. Helper: explode multi-part geometries to single-part
#    Keep all properties (including site_id) on each exploded part.
# ---------------------------------------------------------------------------
def explode_to_single(gdf):
    """Explode any Multi* geometries into individual single-part features."""
    rows = []
    for idx, row in gdf.iterrows():
        geom = row.geometry
        props = row.drop("geometry").to_dict()

        if geom.geom_type.startswith("Multi"):
            # Iterate over each component
            for part in geom.geoms:
                new_row = props.copy()
                new_row["geometry"] = part
                rows.append(new_row)
        else:
            # Already single-part
            rows.append(props)

    result = gpd.GeoDataFrame(rows, crs=gdf.crs, geometry="geometry")
    return result

gdf = explode_to_single(gdf)
print(f"After explode: {len(gdf)} features.")

# ---------------------------------------------------------------------------
# 3. Separate by geometry type
# ---------------------------------------------------------------------------
# We only want Point, LineString, Polygon (single-part types)
point_mask = gdf.geometry.type == "Point"
line_mask  = gdf.geometry.type == "LineString"
poly_mask  = gdf.geometry.type == "Polygon"

gdf_points   = gdf[point_mask].copy()
gdf_lines    = gdf[line_mask].copy()
gdf_polygons = gdf[poly_mask].copy()

print(f"Points:   {len(gdf_points)}")
print(f"Lines:    {len(gdf_lines)}")
print(f"Polygons: {len(gdf_polygons)}")

# Warn about any unexpected geometry types
other_mask = ~(point_mask | line_mask | poly_mask)
if other_mask.any():
    other_types = gdf[other_mask].geometry.type.unique()
    print(f"WARNING: Skipping {other_mask.sum()} features with geometry types: {other_types}")
    gdf_other = gdf[other_mask]
    for _, row in gdf_other.iterrows():
        print(f"  Skipped: site_id={row.get('site_id','?')}, geom_type={row.geometry.type}")

# ---------------------------------------------------------------------------
# 4. Reproject to Egypt National Grid
# ---------------------------------------------------------------------------
gdf_points   = gdf_points.to_crs(TGT_CRS)
gdf_lines    = gdf_lines.to_crs(TGT_CRS)
gdf_polygons = gdf_polygons.to_crs(TGT_CRS)

print(f"Reprojected to {TGT_CRS}.")

# ---------------------------------------------------------------------------
# 5. Write to GPKG – three layers
# ---------------------------------------------------------------------------
if os.path.exists(OUT_FILE):
    os.remove(OUT_FILE)

# Write points layer
gdf_points.to_file(OUT_FILE, layer="points", driver="GPKG")
print(f"Wrote {len(gdf_points)} points to layer 'points'.")

# Write lines layer
gdf_lines.to_file(OUT_FILE, layer="lines", driver="GPKG")
print(f"Wrote {len(gdf_lines)} lines to layer 'lines'.")

# Write polygons layer
gdf_polygons.to_file(OUT_FILE, layer="polygons", driver="GPKG")
print(f"Wrote {len(gdf_polygons)} polygons to layer 'polygons'.")

# ---------------------------------------------------------------------------
# 6. Quick verification
# ---------------------------------------------------------------------------
print("\n--- Verification ---")
for layer in ["points", "lines", "polygons"]:
    check = gpd.read_file(OUT_FILE, layer=layer)
    print(f"Layer '{layer}': {len(check)} features, CRS={check.crs}")
    if "site_id" in check.columns:
        print(f"  site_ids: {check['site_id'].unique()}")
    else:
        print(f"  Columns: {list(check.columns)}")
    # Confirm no multi-geometries
    multi_types = check.geometry.type[check.geometry.type.str.startswith("Multi")].unique()
    if len(multi_types) > 0:
        print(f"  WARNING: contains multi types: {multi_types}")
    else:
        print(f"  All geometries are single-part. ✓")

print("\nDone.")
Wrote /work/solve.py (5019 chars).
0:24
Now let me run the script.
0:24
Bash cd /work && python solve.py
Read 50 features from GeoJSON.
Original CRS: EPSG:4326
After explode: 55 features.
Points:   0
Lines:    0
Polygons: 10
WARNING: Skipping 45 features with geometry types: [None]
Traceback (most recent call last):
  File "/work/solve.py", line 86, in <module>
    print(f"  Skipped: site_id={row.get('site_id','?')}, geom_type={row.geometry.type}")
                                                                    ^^^^^^^^^^^^^^^^^
AttributeError: 'float' object has no attribute 'type'
0:33
The issue is that after the explode, some geometries became `None` (NaN). Let me look at why. The GeoJSON has MultiPolygon features. When I explode them, I need to handle the case where the geometry might be null or invalid. Let me debug by checking the geometry types after explode.

Wait - the issue is that after `explode_to_single`, the function returns a GeoDataFrame but not all rows might have valid geometry. Let me check more carefully.

Actually, the problem is that `gdf.geometry.type` returns NaN for None geometries. Let me check what's happening.

Actually looking at the loop more carefully - I'm iterating with `gdf.iterrows()` and accessing `row.geometry`. For MultiPolygon features, `row.geometry` is a MultiPolygon, so `row.geometry.geoms` should work. But for regular Polygon/Point/LineString, `row.geometry` is just the geometry itself.

Let me add some debugging and fix the logic. Also, when I create the new rows in `explode_to_single`, I'm not setting a proper geometry column. Let me fix this properly.

Actually, the `row.drop("geometry")` returns a Series without geometry. Then I add geometry back as a key in the dict. But when creating a GeoDataFrame, I need to specify the `geometry=` column name.

Let me rewrite the script more carefully.
0:33
Bash cd /work && python3 -c "
cd /work && python3 -c "
import geopandas as gpd
gdf = gpd.read_file('/work/heritage_sites.geojson')
print('Geometry types:')
print(gdf.geometry.type.value_counts())
print()
for idx, row in gdf.iterrows():
    print(f'{idx}: geom_type={row.geometry.geom_type}, props={dict(row.drop(\"geometry\"))}')
"
Geometry types:
Point           25
LineString      15
Polygon          5
MultiPolygon     5
Name: count, dtype: int64

0: geom_type=Polygon, props={'site_id': 'EG-CAI-001', 'feature_kind': 'enclosure', 'name_en': 'Sultan Hassan Mosque-Madrasa', 'name_ar': 'مسجد ومدرسة السلطان حسن'}
1: geom_type=LineString, props={'site_id': 'EG-CAI-001', 'feature_kind': 'axial_line_1', 'name_en': 'Sultan Hassan Mosque-Madrasa', 'name_ar': 'مسجد ومدرسة السلطان حسن'}
2: geom_type=LineString, props={'site_id': 'EG-CAI-001', 'feature_kind': 'axial_line_2', 'name_en': 'Sultan Hassan Mosque-Madrasa', 'name_ar': 'مسجد ومدرسة السلطان حسن'}
3: geom_type=Point, props={'site_id': 'EG-CAI-001', 'feature_kind': 'marker_gateway', 'name_en': 'Sultan Hassan Mosque-Madrasa', 'name_ar': 'مسجد ومدرسة السلطان حسن'}
4: geom_type=Point, props={'site_id': 'EG-CAI-001', 'feature_kind': 'marker_mihrab', 'name_en': 'Sultan Hassan Mosque-Madrasa', 'name_ar': 'مسجد ومدرسة السلطان حسن'}
5: geom_type=Point, props={'site_id': 'EG-CAI-001', 'feature_kind': 'marker_minaret', 'name_en': 'Sultan Hassan Mosque-Madrasa', 'name_ar': 'مسجد ومدرسة السلطان حسن'}
6: geom_type=MultiPolygon, props={'site_id': 'EG-CAI-002', 'feature_kind': 'enclosure', 'name_en': 'Al-Rifai Mosque', 'name_ar': 'مسجد الرفاعي'}
7: geom_type=LineString, props={'site_id': 'EG-CAI-002', 'feature_kind': 'axial_line_1', 'name_en': 'Al-Rifai Mosque', 'name_ar': 'مسجد الرفاعي'}
8: geom_type=Point, props={'site_id': 'EG-CAI-002', 'feature_kind': 'marker_gateway', 'name_en': 'Al-Rifai Mosque', 'name_ar': 'مسجد الرفاعي'}
9: geom_type=Point, props={'site_id': 'EG-CAI-002', 'feature_kind': 'marker_mihrab', 'name_en': 'Al-Rifai Mosque', 'name_ar': 'مسجد الرفاعي'}
10: geom_type=MultiPolygon, props={'site_id': 'EG-CAI-003', 'feature_kind': 'enclosure', 'name_en': 'Ibn Tulun Mosque', 'name_ar': 'مسجد ابن طولون'}
11: geom_type=LineString, props={'site_id': 'EG-CAI-003', 'feature_kind': 'axial_line_1', 'name_en': 'Ibn Tulun Mosque', 'name_ar': 'مسجد ابن طولون'}
12: geom_type=LineString, props={'site_id': 'EG-CAI-003', 'feature_kind': 'axial_line_2', 'name_en': 'Ibn Tulun Mosque', 'name_ar': 'مسجد ابن طولون'}
13: geom_type=Point, props={'site_id': 'EG-CAI-003', 'feature_kind': 'marker_gateway', 'name_en': 'Ibn Tulun Mosque', 'name_ar': 'مسجد ابن طولون'}
14: geom_type=Point, props={'site_id': 'EG-CAI-003', 'feature_kind': 'marker_mihrab', 'name_en': 'Ibn Tulun Mosque', 'name_ar': 'مسجد ابن طولون'}
15: geom_type=Point, props={'site_id': 'EG-CAI-003', 'feature_kind': 'marker_minaret', 'name_en': 'Ibn Tulun Mosque', 'name_ar': 'مسجد ابن طولون'}
16: geom_type=Polygon, props={'site_id': 'EG-CAI-004', 'feature_kind': 'enclosure', 'name_en': 'Al-Azhar Mosque', 'name_ar': 'الجامع الأزهر'}
17: geom_type=LineString, props={'site_id': 'EG-CAI-004', 'feature_kind': 'axial_line_1', 'name_en': 'Al-Azhar Mosque', 'name_ar': 'الجامع الأزهر'}
18: geom_type=LineString, props={'site_id': 'EG-CAI-004', 'feature_kind': 'axial_line_2', 'name_en': 'Al-Azhar Mosque', 'name_ar': 'الجامع الأزهر'}
19: geom_type=Point, props={'site_id': 'EG-CAI-004', 'feature_kind': 'marker_gateway', 'name_en': 'Al-Azhar Mosque', 'name_ar': 'الجامع الأزهر'}
20: geom_type=Point, props={'site_id': 'EG-CAI-004', 'feature_kind': 'marker_mihrab', 'name_en': 'Al-Azhar Mosque', 'name_ar': 'الجامع الأزهر'}
21: geom_type=Point, props={'site_id': 'EG-CAI-004', 'feature_kind': 'marker_minaret', 'name_en': 'Al-Azhar Mosque', 'name_ar': 'الجامع الأزهر'}
22: geom_type=Polygon, props={'site_id': 'EG-CAI-005', 'feature_kind': 'enclosure', 'name_en': 'Al-Hussein Mosque', 'name_ar': 'مسجد الحسين'}
23: geom_type=LineString, props={'site_id': 'EG-CAI-005', 'feature_kind': 'axial_line_1', 'name_en': 'Al-Hussein Mosque', 'name_ar': 'مسجد الحسين'}
24: geom_type=Point, props={'site_id': 'EG-CAI-005', 'feature_kind': 'marker_gateway', 'name_en': 'Al-Hussein Mosque', 'name_ar': 'مسجد الحسين'}
25: geom_type=Point, props={'site_id': 'EG-CAI-005', 'feature_kind': 'marker_mihrab', 'name_en': 'Al-Hussein Mosque', 'name_ar': 'مسجد الحسين'}
26: geom_type=MultiPolygon, props={'site_id': 'EG-CAI-006', 'feature_kind': 'enclosure', 'name_en': 'Bayt Al-Suhaymi', 'name_ar': 'بيت السحيمي'}
27: geom_type=LineString, props={'site_id': 'EG-CAI-006', 'feature_kind': 'axial_line_1', 'name_en': 'Bayt Al-Suhaymi', 'name_ar': 'بيت السحيمي'}
28: geom_type=Point, props={'site_id': 'EG-CAI-006', 'feature_kind': 'marker_gateway', 'name_en': 'Bayt Al-Suhaymi', 'name_ar': 'بيت السحيمي'}
29: geom_type=Point, props={'site_id': 'EG-CAI-006', 'feature_kind': 'marker_mihrab', 'name_en': 'Bayt Al-Suhaymi', 'name_ar': 'بيت السحيمي'}
30: geom_type=Point, props={'site_id': 'EG-CAI-006', 'feature_kind': 'marker_minaret', 'name_en': 'Bayt Al-Suhaymi', 'name_ar': 'بيت السحيمي'}
31: geom_type=Polygon, props={'site_id': 'EG-CAI-007', 'feature_kind': 'enclosure', 'name_en': 'Bab Zuwayla', 'name_ar': 'باب زويلة'}
32: geom_type=LineString, props={'site_id': 'EG-CAI-007', 'feature_kind': 'axial_line_1', 'name_en': 'Bab Zuwayla', 'name_ar': 'باب زويلة'}
33: geom_type=LineString, props={'site_id': 'EG-CAI-007', 'feature_kind': 'axial_line_2', 'name_en': 'Bab Zuwayla', 'name_ar': 'باب زويلة'}
34: geom_type=Point, props={'site_id': 'EG-CAI-007', 'feature_kind': 'marker_gateway', 'name_en': 'Bab Zuwayla', 'name_ar': 'باب زويلة'}
35: geom_type=Point, props={'site_id': 'EG-CAI-007', 'feature_kind': 'marker_mihrab', 'name_en': 'Bab Zuwayla', 'name_ar': 'باب زويلة'}
36: geom_type=MultiPolygon, props={'site_id': 'EG-CAI-008', 'feature_kind': 'enclosure', 'name_en': 'Khan el-Khalili', 'name_ar': 'خان الخليلي'}
37: geom_type=LineString, props={'site_id': 'EG-CAI-008', 'feature_kind': 'axial_line_1', 'name_en': 'Khan el-Khalili', 'name_ar': 'خان الخليلي'}
38: geom_type=LineString, props={'site_id': 'EG-CAI-008', 'feature_kind': 'axial_line_2', 'name_en': 'Khan el-Khalili', 'name_ar': 'خان الخليلي'}
39: geom_type=Point, props={'site_id': 'EG-CAI-008', 'feature_kind': 'marker_gateway', 'name_en': 'Khan el-Khalili', 'name_ar': 'خان الخليلي'}
40: geom_type=Point, props={'site_id': 'EG-CAI-008', 'feature_kind': 'marker_mihrab', 'name_en': 'Khan el-Khalili', 'name_ar': 'خان الخليلي'}
41: geom_type=Point, props={'site_id': 'EG-CAI-008', 'feature_kind': 'marker_minaret', 'name_en': 'Khan el-Khalili', 'name_ar': 'خان الخليلي'}
42: geom_type=Polygon, props={'site_id': 'EG-CAI-009', 'feature_kind': 'enclosure', 'name_en': 'Sabil-Kuttab of Katkhuda', 'name_ar': 'سبيل وكتاب عبد الرحمن كتخدا'}
43: geom_type=LineString, props={'site_id': 'EG-CAI-009', 'feature_kind': 'axial_line_1', 'name_en': 'Sabil-Kuttab of Katkhuda', 'name_ar': 'سبيل وكتاب عبد الرحمن كتخدا'}
44: geom_type=Point, props={'site_id': 'EG-CAI-009', 'feature_kind': 'marker_gateway', 'name_en': 'Sabil-Kuttab of Katkhuda', 'name_ar': 'سبيل وكتاب عبد الرحمن كتخدا'}
45: geom_type=Point, props={'site_id': 'EG-CAI-009', 'feature_kind': 'marker_mihrab', 'name_en': 'Sabil-Kuttab of Katkhuda', 'name_ar': 'سبيل وكتاب عبد الرحمن كتخدا'}
46: geom_type=MultiPolygon, props={'site_id': 'EG-CAI-010', 'feature_kind': 'enclosure', 'name_en': 'Mosque of Al-Hakim', 'name_ar': 'مسجد الحاكم بأمر الله'}
47: geom_type=LineString, props={'site_id': 'EG-CAI-010', 'feature_kind': 'axial_line_1', 'name_en': 'Mosque of Al-Hakim', 'name_ar': 'مسجد الحاكم بأمر الله'}
48: geom_type=Point, props={'site_id': 'EG-CAI-010', 'feature_kind': 'marker_gateway', 'name_en': 'Mosque of Al-Hakim', 'name_ar': 'مسجد الحاكم بأمر الله'}
49: geom_type=Point, props={'site_id': 'EG-CAI-010', 'feature_kind': 'marker_mihrab', 'name_en': 'Mosque of Al-Hakim', 'name_ar': 'مسجد الحاكم بأمر الله'}
0:49
The issue was that after the explode function, the geometry type comparison was wrong. The `geometry.type` was returning float because the explode function wasn't properly preserving geometry. Let me look at the issue more carefully.

The problem is in my `explode_to_single` function. When I iterate and do `row.drop("geometry")`, the geometry column may not be handled correctly. Let me rewrite the script properly.

Actually, the real issue is simpler - the `geometry.type` attribute on a GeoDataFrame returns the type of the geometry column as a string for simple geometries, but after the explode function something went wrong. Let me rewrite more carefully using `geom.geom_type` instead of `geometry.type`.

Wait, actually looking at the error more carefully - the issue is in the `explode_to_single` function. When I do:
```python
for part in geom.geoms:
```
`geom` is a MultiPolygon, and `geom.geoms` returns the individual Polygon parts. But `geom.geom_type` starts with "Multi" so we enter that branch. However, the result rows are dictionaries with "geometry" key... Hmm.

Actually, I think the issue is subtler. Let me rewrite the whole thing more carefully.
0:49
0:49
Write /work/solve.py
content · 119 lines · py
#!/usr/bin/env python3
"""
Convert heritage_sites.geojson (mixed geometry) into heritage.gpkg
with three single-layer-typed layers: points, lines, polygons.
Reproject from WGS84 (EPSG:4326) to Egypt National Grid (EPSG:22992).
Ensure all geometries are single-part (explode Multi* geometries).
Keep the site_id attribute on every feature (plus all other attributes).
"""

import geopandas as gpd
from shapely.geometry import (
    Point, LineString, Polygon,
    MultiPoint, MultiLineString, MultiPolygon
)
import os

SRC_CRS = "EPSG:4326"
TGT_CRS = "EPSG:22992"   # Egypt Red Belt (Egypt's national grid)
SRC_FILE = "/work/heritage_sites.geojson"
OUT_FILE = "/work/heritage.gpkg"

# ---------------------------------------------------------------------------
# 1. Read
# ---------------------------------------------------------------------------
gdf = gpd.read_file(SRC_FILE)
print(f"Read {len(gdf)} features, CRS={gdf.crs}")

# Ensure CRS set
if gdf.crs is None:
    gdf.set_crs(SRC_CRS, inplace=True)

# ---------------------------------------------------------------------------
# 2. Explode multi-part geometries to single-part
# ---------------------------------------------------------------------------
rows = []
for _, feat in gdf.iterrows():
    geom = feat.geometry
    props = feat.drop("geometry").to_dict()

    if geom.geom_type in ("MultiPoint", "MultiLineString", "MultiPolygon"):
        for part in geom.geoms:
            r = props.copy()
            r["geometry"] = part
            rows.append(r)
    else:
        r = props.copy()
        r["geometry"] = geom
        rows.append(r)

gdf = gpd.GeoDataFrame(rows, crs=gdf.crs)
print(f"After explode: {len(gdf)} features")

# ---------------------------------------------------------------------------
# 3. Split by geometry type
# ---------------------------------------------------------------------------
geom_types = gdf.geometry.apply(lambda g: g.geom_type)

gdf_points   = gdf[geom_types == "Point"].copy()
gdf_lines    = gdf[geom_types == "LineString"].copy()
gdf_polygons = gdf[geom_types == "Polygon"].copy()

print(f"Points:   {len(gdf_points)}")
print(f"Lines:    {len(gdf_lines)}")
print(f"Polygons: {len(gdf_polygons)}")

# Check for any other types
for gt in geom_types.unique():
    if gt not in ("Point", "LineString", "Polygon"):
        count = (geom_types == gt).sum()
        print(f"WARNING: {count} features with type '{gt}' will be skipped")

# ---------------------------------------------------------------------------
# 4. Reproject to Egypt National Grid
# ---------------------------------------------------------------------------
gdf_points   = gdf_points.to_crs(TGT_CRS)
gdf_lines    = gdf_lines.to_crs(TGT_CRS)
gdf_polygons = gdf_polygons.to_crs(TGT_CRS)
print(f"Reprojected to {TGT_CRS}.")

# ---------------------------------------------------------------------------
# 5. Write to GPKG — three layers
# ---------------------------------------------------------------------------
if os.path.exists(OUT_FILE):
    os.remove(OUT_FILE)

gdf_points.to_file(OUT_FILE, layer="points", driver="GPKG")
print(f"Wrote layer 'points' with {len(gdf_points)} features.")

gdf_lines.to_file(OUT_FILE, layer="lines", driver="GPKG")
print(f"Wrote layer 'lines' with {len(gdf_lines)} features.")

gdf_polygons.to_file(OUT_FILE, layer="polygons", driver="GPKG")
print(f"Wrote layer 'polygons' with {len(gdf_polygons)} features.")

# ---------------------------------------------------------------------------
# 6. Verification
# ---------------------------------------------------------------------------
print("\n--- Verification ---")
for layer in ["points", "lines", "polygons"]:
    check = gpd.read_file(OUT_FILE, layer=layer)
    print(f"\nLayer '{layer}':")
    print(f"  Features: {len(check)}")
    print(f"  CRS: {check.crs}")
    if "site_id" in check.columns:
        print(f"  site_id values: {list(check['site_id'].unique())}")
    else:
        print(f"  Columns: {list(check.columns)}")
    # Verify all single-part
    multi_mask = check.geometry.apply(lambda g: g.geom_type.startswith("Multi"))
    n_multi = multi_mask.sum()
    if n_multi > 0:
        print(f"  WARNING: {n_multi} multi-part geometries remain!")
    else:
        print(f"  All geometries are single-part. ✓")
    # Show a sample
    if len(check) > 0:
        print(f"  Sample site_id: {check.iloc[0]['site_id']}")

print("\nDone.")
Wrote /work/solve.py (4408 chars).
0:54
Let me check if EPSG:22992 is available. That's Egypt Red Belt. Let me verify and run.
0:54
Bash cd /work && python solve.py
Read 50 features, CRS=EPSG:4326
After explode: 55 features
Points:   25
Lines:    15
Polygons: 15
Reprojected to EPSG:22992.
Wrote layer 'points' with 25 features.
Wrote layer 'lines' with 15 features.
Wrote layer 'polygons' with 15 features.

--- Verification ---

Layer 'points':
  Features: 25
  CRS: EPSG:22992
  site_id values: ['EG-CAI-001', 'EG-CAI-002', 'EG-CAI-003', 'EG-CAI-004', 'EG-CAI-005', 'EG-CAI-006', 'EG-CAI-007', 'EG-CAI-008', 'EG-CAI-009', 'EG-CAI-010']
  All geometries are single-part. ✓
  Sample site_id: EG-CAI-001

Layer 'lines':
  Features: 15
  CRS: EPSG:22992
  site_id values: ['EG-CAI-001', 'EG-CAI-002', 'EG-CAI-003', 'EG-CAI-004', 'EG-CAI-005', 'EG-CAI-006', 'EG-CAI-007', 'EG-CAI-008', 'EG-CAI-009', 'EG-CAI-010']
  All geometries are single-part. ✓
  Sample site_id: EG-CAI-001

Layer 'polygons':
  Features: 15
  CRS: EPSG:22992
  site_id values: ['EG-CAI-001', 'EG-CAI-002', 'EG-CAI-003', 'EG-CAI-004', 'EG-CAI-005', 'EG-CAI-006', 'EG-CAI-007', 'EG-CAI-008', 'EG-CAI-009', 'EG-CAI-010']
  All geometries are single-part. ✓
  Sample site_id: EG-CAI-001

Done.
1:01
The output looks correct. Let me verify the file exists and summarize for the user.

- 25 points (from the original 25 Point features)
- 15 lines (from the original 15 LineString features)
- 15 polygons (5 original Polygon + 5 MultiPolygon exploded into 10 parts = 15 total)

All have site_id, all are single-part, all reprojected to EPSG:22992 (Egypt Red Belt / Egypt's national grid).
1:01