In [1]:
import pandas as pd, os
from synthicity.utils import misc
coeff_store_path = os.path.join(misc.data_dir(),'coeffs.h5')
coeff_store = pd.HDFStore(coeff_store_path)
In [2]:
coeff_store.coeffs
Out[2]:
<class 'pandas.core.frame.DataFrame'>
Int64Index: 23 entries, 0 to 22
Data columns (total 94 columns):
(hh_location_1, coeffs) 20 non-null values
(hh_location_1, fnames) 20 non-null values
(hh_location_2, coeffs) 21 non-null values
(hh_location_2, fnames) 21 non-null values
(hh_location_3, coeffs) 22 non-null values
(hh_location_3, fnames) 22 non-null values
(hh_location_4, coeffs) 18 non-null values
(hh_location_4, fnames) 18 non-null values
(hh_location_5, coeffs) 21 non-null values
(hh_location_5, fnames) 21 non-null values
(emp_location_11, coeffs) 23 non-null values
(emp_location_11, fnames) 23 non-null values
(emp_location_21, coeffs) 23 non-null values
(emp_location_21, fnames) 23 non-null values
(emp_location_22, coeffs) 23 non-null values
(emp_location_22, fnames) 23 non-null values
(emp_location_23, coeffs) 23 non-null values
(emp_location_23, fnames) 23 non-null values
(emp_location_31, coeffs) 23 non-null values
(emp_location_31, fnames) 23 non-null values
(emp_location_32, coeffs) 23 non-null values
(emp_location_32, fnames) 23 non-null values
(emp_location_33, coeffs) 23 non-null values
(emp_location_33, fnames) 23 non-null values
(emp_location_42, coeffs) 23 non-null values
(emp_location_42, fnames) 23 non-null values
(emp_location_44, coeffs) 23 non-null values
(emp_location_44, fnames) 23 non-null values
(emp_location_45, coeffs) 23 non-null values
(emp_location_45, fnames) 23 non-null values
(emp_location_48, coeffs) 23 non-null values
(emp_location_48, fnames) 23 non-null values
(emp_location_49, coeffs) 23 non-null values
(emp_location_49, fnames) 23 non-null values
(emp_location_51, coeffs) 23 non-null values
(emp_location_51, fnames) 23 non-null values
(emp_location_52, coeffs) 23 non-null values
(emp_location_52, fnames) 23 non-null values
(emp_location_53, coeffs) 23 non-null values
(emp_location_53, fnames) 23 non-null values
(emp_location_54, coeffs) 23 non-null values
(emp_location_54, fnames) 23 non-null values
(emp_location_55, coeffs) 23 non-null values
(emp_location_55, fnames) 23 non-null values
(emp_location_56, coeffs) 23 non-null values
(emp_location_56, fnames) 23 non-null values
(emp_location_61, coeffs) 23 non-null values
(emp_location_61, fnames) 23 non-null values
(emp_location_62, coeffs) 23 non-null values
(emp_location_62, fnames) 23 non-null values
(emp_location_71, coeffs) 23 non-null values
(emp_location_71, fnames) 23 non-null values
(emp_location_81, coeffs) 23 non-null values
(emp_location_81, fnames) 23 non-null values
(emp_location_92, coeffs) 23 non-null values
(emp_location_92, fnames) 23 non-null values
(emp_location_7211, coeffs) 23 non-null values
(emp_location_7211, fnames) 23 non-null values
(emp_location_7221, coeffs) 23 non-null values
(emp_location_7221, fnames) 23 non-null values
(emp_location_7222, coeffs) 23 non-null values
(emp_location_7222, fnames) 23 non-null values
(emp_location_7223, coeffs) 23 non-null values
(emp_location_7223, fnames) 23 non-null values
(emp_location_7224, coeffs) 23 non-null values
(emp_location_7224, fnames) 23 non-null values
(resprice_2, coeffs) 21 non-null values
(resprice_2, fnames) 21 non-null values
(resprice_3, coeffs) 21 non-null values
(resprice_3, fnames) 21 non-null values
(resprice_20, coeffs) 21 non-null values
(resprice_20, fnames) 21 non-null values
(resprice_24, coeffs) 21 non-null values
(resprice_24, fnames) 21 non-null values
(nrprice_5, coeffs) 20 non-null values
(nrprice_5, fnames) 20 non-null values
(nrprice_8, coeffs) 20 non-null values
(nrprice_8, fnames) 20 non-null values
(nrprice_9, coeffs) 20 non-null values
(nrprice_9, fnames) 20 non-null values
(nrprice_11, coeffs) 20 non-null values
(nrprice_11, fnames) 20 non-null values
(nrprice_16, coeffs) 20 non-null values
(nrprice_16, fnames) 20 non-null values
(nrprice_17, coeffs) 20 non-null values
(nrprice_17, fnames) 20 non-null values
(nrprice_18, coeffs) 20 non-null values
(nrprice_18, fnames) 20 non-null values
(nrprice_21, coeffs) 20 non-null values
(nrprice_21, fnames) 20 non-null values
(nrprice_22, coeffs) 20 non-null values
(nrprice_22, fnames) 20 non-null values
(nrprice_23, coeffs) 20 non-null values
(nrprice_23, fnames) 20 non-null values
dtypes: float64(47), object(47)
In [3]:
print coeff_store.coeffs[('hh_location_1', 'fnames')]
print coeff_store.coeffs[('hh_location_1', 'coeffs')]
0 ln_dist_rail
1 ln_avg_unit_price_zone
2 median_age_of_head
3 median_yearbuilt_post_1990
4 percent_hh_with_child_x_hh_with_child
5 percent_renter_hh_in_zone
6 townhome
7 multifamily
8 jobs_within_45min
9 county8001
10 county8005
11 county8013
12 county8014
13 county8019
14 county8031
15 county8035
16 county8039
17 county8047
18 county8059
19 county8123
20 NaN
21 NaN
22 NaN
Name: (hh_location_1, fnames), dtype: object
0 -0.118801
1 0.080263
2 0.002833
3 -0.179051
4 -0.000572
5 -0.002036
6 1.292723
7 2.141486
8 0.005013
9 0.000100
10 0.000100
11 0.000100
12 0.000100
13 0.000100
14 0.000100
15 0.000100
16 0.000100
17 0.000100
18 0.000100
19 0.000100
20 NaN
21 NaN
22 NaN
Name: (hh_location_1, coeffs), dtype: float64
In [4]:
print coeff_store.coeffs[('emp_location_11', 'fnames')]
print coeff_store.coeffs[('emp_location_11', 'coeffs')]
0 ln_jobs_within_30min
1 ln_avg_nonres_unit_price_zone
2 median_year_built
3 ln_residential_unit_density_zone
4 ln_pop_within_20min
5 nonres_far
6 office
7 retail_or_restaurant
8 industrial_building
9 employees_x_ln_non_residential_sqft_zone
10 ln_dist_rail
11 rail_within_mile
12 county8001
13 county8005
14 county8013
15 county8014
16 county8019
17 county8031
18 county8035
19 county8039
20 county8047
21 county8059
22 county8123
Name: (emp_location_11, fnames), dtype: object
0 0.037131
1 -0.058391
2 -0.000077
3 -1.155136
4 0.053440
5 0.009870
6 3.000000
7 2.836146
8 2.709390
9 0.001911
10 0.453700
11 0.910769
12 0.000100
13 0.000100
14 0.000100
15 0.000100
16 0.000100
17 0.000100
18 0.000100
19 0.000100
20 0.000100
21 0.000100
22 0.000100
Name: (emp_location_11, coeffs), dtype: float64
Content source: apdjustino/DRCOG_Urbansim
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