PropertyClassification/read_this.txt at master · Moshbbab/PropertyClassification · GitHub

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jupyter notebook --notebook-dir='C:\\Users\\newline\\Documents\\ImageClassification\\image_classification'

git fetch --all
git reset --hard origin/master
git pull origin master


If trying to install in a seperate VM.
1. Install SSL certificates
2. Install additional libraries. Geopandas, Shapely, Fiona, utm,
3. INstall Apache Airflow -- When using pipeline mode
4. Get API key for google maps.


2,3,6,8,9,11,12,13,15,16,17,18,20,21,22,23,26,27,28,29,32,33,34,35,36,37,38,39,40,41,43,44,45

[0,3,4,6,7,8,12,15,17,20,21,22,25,26,27,28,31,42,45,46,50,52,53,55]


FIRST TEST SET:
------------------------
Actually House:
array(['20-17-114-004-0000', '16-23-400-008-0000', '16-15-418-019-0000',
       '20-29-207-014-0000', '13-08-416-050-0000', '14-07-114-001-0000',
       '17-34-311-072-0000', '14-18-128-033-0000', '20-29-133-014-0000',
       '20-21-315-016-0000', '16-15-224-018-0000', '16-26-105-008-0000',
       '16-26-104-057-0000', '19-23-118-050-0000', '16-14-305-030-0000',
       '17-05-419-027-0000', '20-26-408-002-0000', '16-15-222-027-0000',
       '20-10-104-006-0000', '20-09-330-034-0000', '20-07-320-035-0000',
       '16-12-306-018-0000', '20-23-224-004-0000', '16-14-218-023-0000',
       '14-30-223-199-0000', '17-20-207-066-4000', '20-17-217-043-0000',
       '20-26-206-043-0000', '13-25-315-054-0000', '20-34-122-024-0000',
       '21-31-209-037-0000', '16-02-223-013-0000', '16-22-224-029-0000'], dtype=object)

Actually Land:
array(['20-16-201-029-0000', '17-32-221-021-0000', '20-23-424-046-0000',
       '13-14-402-045-0000', '20-07-315-036-0000', '16-15-412-031-0000',
       '20-35-112-041-0000', '20-19-114-003-0000', '20-35-302-085-0000',
       '20-15-404-009-0000', '20-36-420-022-0000', '20-28-100-015-0000',
       '21-31-200-010-0000', '20-07-413-017-0000', '20-29-105-001-0000',
       '16-11-115-010-0000', '20-08-204-025-0000', '20-29-127-020-0000',
       '20-29-314-026-0000', '17-04-109-048-1003', '19-12-217-025-0000',
       '20-10-305-057-0000', '19-25-211-040-0000', '20-07-411-005-0000'], dtype=object)


SECOND TEST SET:
------------------------
Cross validation :
Actually House:
[4,6,7,8,9,10,11,13, 17,23,25,32,38,39,41,42,43,57,58,59,60,61,63,64,66,69,71]
array(['16-09-228-038-0000', '14-29-313-041-0000', '17-04-219-092-0000',
       '19-30-115-025-0000', '20-30-209-032-0000', '20-14-412-038-0000',
       '14-32-407-081-0000', '21-31-330-009-0000', '14-17-106-047-0000',
       '19-14-307-037-0000', '17-34-121-124-0000', '16-14-401-050-0000',
       '13-17-303-008-0000', '13-13-401-017-0000', '16-22-220-013-0000',
       '14-28-104-029-0000', '19-30-115-026-0000', '17-09-119-034-0000',
       '16-09-109-047-0000', '13-35-231-025-0000', '20-03-407-038-0000',
       '16-09-222-040-0000', '14-33-302-168-0000', '20-27-411-017-0000',
       '20-30-112-024-0000', '16-12-415-018-0000', '16-23-111-022-0000'], dtype=object)

Actually Land:
[5,6,7,10,12,16,25,26,33,35,36,40,45]
array(['20-07-417-028-0000', '20-28-202-018-0000', '16-22-406-009-0000',
       '16-10-421-001-0000', '20-35-124-194-0000', '20-18-116-012-0000',
       '20-34-226-036-1005', '20-18-422-013-0000', '20-18-111-032-0000',
       '20-07-428-017-0000', '20-29-212-047-0000', '20-08-215-040-0000',
       '20-21-326-014-0000'], dtype=object)

Test Data:
Actually House:
[0,6,7,9,12,15,18,21,24,27,31,35,38,39,40,44,67,71]
array(['25-09-413-032-0000', '14-32-500-024-0000', '21-31-302-010-0000',
       '20-19-331-012-0000', '20-10-309-048-0000', '20-18-424-029-0000',
       '20-07-413-029-0000', '20-29-208-017-0000', '20-26-124-029-0000',
       '20-27-101-027-0000', '16-14-309-031-0000', '20-29-429-030-0000',
       '19-21-116-035-0000', '20-17-308-030-0000', '13-36-307-004-0000',
       '13-19-426-031-0000', '13-14-305-023-0000', '13-13-203-025-0000',
       '16-23-208-005-0000', '17-28-132-031-0000'], dtype=object)

Actually Land:
[3,5,8,12,16,21,22,24,25,26,27,29,31,32,33]
array(['20-18-425-021-0000', '20-18-111-015-0000', '20-08-219-023-0000',
       '21-32-206-010-0000', '17-22-302-107-1049', '20-29-203-047-0000',
       '13-18-409-074-1041', '16-08-207-031-0000', '16-26-212-037-0000',
       '20-11-106-016-1045', '21-30-330-021-0000', '16-11-126-028-1002',
       '16-09-315-090-1001', '16-10-327-013-0000', '20-20-312-034-0000'], dtype=object)