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andrewljohnson/gist:05503a0aede4a511c7259e42392229dd

Created March 21, 2022 18:49
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root@8e3b54c9c353:/code# python manage.py shell < real_estate/scripts/generate_neural_net.py
fetching AnalysisRecords took 0.0015499591827392578
Fetched 15577 records for properties.
annotating years and months took 1.1473767757415771
making value map took 11.682528972625732
Using 15573 properties for analysis.
making model took 0.3301811218261719
Model: "model"
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
bedrooms (InputLayer) [(None, None)] 0 []
units (InputLayer) [(None, None)] 0 []
baths (InputLayer) [(None, None)] 0 []
fireplaces (InputLayer) [(None, None)] 0 []
nbhd (InputLayer) [(None, None)] 0 []
year_blt (InputLayer) [(None, None)] 0 []
water (InputLayer) [(None, None)] 0 []
sewer (InputLayer) [(None, None)] 0 []
prop_code (InputLayer) [(None, None)] 0 []
townhouse (InputLayer) [(None, None)] 0 []
sec_heat_type (InputLayer) [(None, None)] 0 []
agency (InputLayer) [(None, None)] 0 []
land_use (InputLayer) [(None, None)] 0 []
tax_dist (InputLayer) [(None, None)] 0 []
zip (InputLayer) [(None, None)] 0 []
zoning (InputLayer) [(None, None)] 0 []
qc (InputLayer) [(None, None)] 0 []
occupancy (InputLayer) [(None, None)] 0 []
stories (InputLayer) [(None, None)] 0 []
building_ty (InputLayer) [(None, None)] 0 []
heat_type (InputLayer) [(None, None)] 0 []
sale_year_1 (InputLayer) [(None, None)] 0 []
sale_year_2 (InputLayer) [(None, None)] 0 []
sale_year_3 (InputLayer) [(None, None)] 0 []
sale_year_4 (InputLayer) [(None, None)] 0 []
sale_year_5 (InputLayer) [(None, None)] 0 []
sale_month_1 (InputLayer) [(None, None)] 0 []
sale_month_2 (InputLayer) [(None, None)] 0 []
sale_month_3 (InputLayer) [(None, None)] 0 []
sale_month_4 (InputLayer) [(None, None)] 0 []
sale_month_5 (InputLayer) [(None, None)] 0 []
list_year_1 (InputLayer) [(None, None)] 0 []
list_year_2 (InputLayer) [(None, None)] 0 []
list_year_3 (InputLayer) [(None, None)] 0 []
list_year_4 (InputLayer) [(None, None)] 0 []
list_year_5 (InputLayer) [(None, None)] 0 []
list_month_1 (InputLayer) [(None, None)] 0 []
list_month_2 (InputLayer) [(None, None)] 0 []
list_month_3 (InputLayer) [(None, None)] 0 []
list_month_4 (InputLayer) [(None, None)] 0 []
list_month_5 (InputLayer) [(None, None)] 0 []
sq_feet (InputLayer) [(None, None, 1)] 0 []
acreage (InputLayer) [(None, None, 1)] 0 []
build_ass (InputLayer) [(None, None, 1)] 0 []
land_ass (InputLayer) [(None, None, 1)] 0 []
depreciation (InputLayer) [(None, None, 1)] 0 []
land_base (InputLayer) [(None, None, 1)] 0 []
sale_price_2 (InputLayer) [(None, None, 1)] 0 []
sale_price_3 (InputLayer) [(None, None, 1)] 0 []
sale_price_4 (InputLayer) [(None, None, 1)] 0 []
sale_price_5 (InputLayer) [(None, None, 1)] 0 []
list_price_1 (InputLayer) [(None, None, 1)] 0 []
list_price_2 (InputLayer) [(None, None, 1)] 0 []
list_price_3 (InputLayer) [(None, None, 1)] 0 []
list_price_4 (InputLayer) [(None, None, 1)] 0 []
list_price_5 (InputLayer) [(None, None, 1)] 0 []
embedding (Embedding) (None, None, 11) 121 ['bedrooms[0][0]']
embedding_1 (Embedding) (None, None, 11) 121 ['units[0][0]']
embedding_2 (Embedding) (None, None, 16) 256 ['baths[0][0]']
embedding_3 (Embedding) (None, None, 6) 36 ['fireplaces[0][0]']
embedding_4 (Embedding) (None, None, 580) 336400 ['nbhd[0][0]']
embedding_5 (Embedding) (None, None, 119) 14161 ['year_blt[0][0]']
embedding_6 (Embedding) (None, None, 5) 25 ['water[0][0]']
embedding_7 (Embedding) (None, None, 5) 25 ['sewer[0][0]']
embedding_8 (Embedding) (None, None, 11) 121 ['prop_code[0][0]']
embedding_9 (Embedding) (None, None, 4) 16 ['townhouse[0][0]']
embedding_10 (Embedding) (None, None, 16) 256 ['sec_heat_type[0][0]']
embedding_11 (Embedding) (None, None, 2) 4 ['agency[0][0]']
embedding_12 (Embedding) (None, None, 23) 529 ['land_use[0][0]']
embedding_13 (Embedding) (None, None, 18) 324 ['tax_dist[0][0]']
embedding_14 (Embedding) (None, None, 19) 361 ['zip[0][0]']
embedding_15 (Embedding) (None, None, 107) 11449 ['zoning[0][0]']
embedding_16 (Embedding) (None, None, 29) 841 ['qc[0][0]']
embedding_17 (Embedding) (None, None, 23) 529 ['occupancy[0][0]']
embedding_18 (Embedding) (None, None, 33) 1089 ['stories[0][0]']
embedding_19 (Embedding) (None, None, 23) 529 ['building_ty[0][0]']
embedding_20 (Embedding) (None, None, 26) 676 ['heat_type[0][0]']
embedding_21 (Embedding) (None, None, 6) 36 ['sale_year_1[0][0]']
embedding_22 (Embedding) (None, None, 51) 2601 ['sale_year_2[0][0]']
embedding_23 (Embedding) (None, None, 51) 2601 ['sale_year_3[0][0]']
embedding_24 (Embedding) (None, None, 49) 2401 ['sale_year_4[0][0]']
embedding_25 (Embedding) (None, None, 47) 2209 ['sale_year_5[0][0]']
embedding_26 (Embedding) (None, None, 13) 169 ['sale_month_1[0][0]']
embedding_27 (Embedding) (None, None, 13) 169 ['sale_month_2[0][0]']
embedding_28 (Embedding) (None, None, 13) 169 ['sale_month_3[0][0]']
embedding_29 (Embedding) (None, None, 13) 169 ['sale_month_4[0][0]']
embedding_30 (Embedding) (None, None, 14) 196 ['sale_month_5[0][0]']
embedding_31 (Embedding) (None, None, 22) 484 ['list_year_1[0][0]']
embedding_32 (Embedding) (None, None, 29) 841 ['list_year_2[0][0]']
embedding_33 (Embedding) (None, None, 28) 784 ['list_year_3[0][0]']
embedding_34 (Embedding) (None, None, 23) 529 ['list_year_4[0][0]']
embedding_35 (Embedding) (None, None, 22) 484 ['list_year_5[0][0]']
embedding_36 (Embedding) (None, None, 13) 169 ['list_month_1[0][0]']
embedding_37 (Embedding) (None, None, 13) 169 ['list_month_2[0][0]']
embedding_38 (Embedding) (None, None, 13) 169 ['list_month_3[0][0]']
embedding_39 (Embedding) (None, None, 13) 169 ['list_month_4[0][0]']
embedding_40 (Embedding) (None, None, 14) 196 ['list_month_5[0][0]']
dense (Dense) (None, None, 1) 2 ['sq_feet[0][0]']
dense_1 (Dense) (None, None, 1) 2 ['acreage[0][0]']
dense_2 (Dense) (None, None, 1) 2 ['build_ass[0][0]']
dense_3 (Dense) (None, None, 1) 2 ['land_ass[0][0]']
dense_4 (Dense) (None, None, 1) 2 ['depreciation[0][0]']
dense_5 (Dense) (None, None, 1) 2 ['land_base[0][0]']
dense_6 (Dense) (None, None, 1) 2 ['sale_price_2[0][0]']
dense_7 (Dense) (None, None, 1) 2 ['sale_price_3[0][0]']
dense_8 (Dense) (None, None, 1) 2 ['sale_price_4[0][0]']
dense_9 (Dense) (None, None, 1) 2 ['sale_price_5[0][0]']
dense_10 (Dense) (None, None, 1) 2 ['list_price_1[0][0]']
dense_11 (Dense) (None, None, 1) 2 ['list_price_2[0][0]']
dense_12 (Dense) (None, None, 1) 2 ['list_price_3[0][0]']
dense_13 (Dense) (None, None, 1) 2 ['list_price_4[0][0]']
dense_14 (Dense) (None, None, 1) 2 ['list_price_5[0][0]']
concatenate (Concatenate) (None, None, 1562) 0 ['embedding[0][0]',
'embedding_1[0][0]',
'embedding_2[0][0]',
'embedding_3[0][0]',
'embedding_4[0][0]',
'embedding_5[0][0]',
'embedding_6[0][0]',
'embedding_7[0][0]',
'embedding_8[0][0]',
'embedding_9[0][0]',
'embedding_10[0][0]',
'embedding_11[0][0]',
'embedding_12[0][0]',
'embedding_13[0][0]',
'embedding_14[0][0]',
'embedding_15[0][0]',
'embedding_16[0][0]',
'embedding_17[0][0]',
'embedding_18[0][0]',
'embedding_19[0][0]',
'embedding_20[0][0]',
'embedding_21[0][0]',
'embedding_22[0][0]',
'embedding_23[0][0]',
'embedding_24[0][0]',
'embedding_25[0][0]',
'embedding_26[0][0]',
'embedding_27[0][0]',
'embedding_28[0][0]',
'embedding_29[0][0]',
'embedding_30[0][0]',
'embedding_31[0][0]',
'embedding_32[0][0]',
'embedding_33[0][0]',
'embedding_34[0][0]',
'embedding_35[0][0]',
'embedding_36[0][0]',
'embedding_37[0][0]',
'embedding_38[0][0]',
'embedding_39[0][0]',
'embedding_40[0][0]',
'dense[0][0]',
'dense_1[0][0]',
'dense_2[0][0]',
'dense_3[0][0]',
'dense_4[0][0]',
'dense_5[0][0]',
'dense_6[0][0]',
'dense_7[0][0]',
'dense_8[0][0]',
'dense_9[0][0]',
'dense_10[0][0]',
'dense_11[0][0]',
'dense_12[0][0]',
'dense_13[0][0]',
'dense_14[0][0]']
price (Dense) (None, None, 1) 1563 ['concatenate[0][0]']
==================================================================================================
Total params: 384,176
Trainable params: 384,176
Non-trainable params: 0
________________________________________
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