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ACS PUMS economics from DCP population #252

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merged 16 commits into from
Mar 29, 2022

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SashaWeinstein
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Economic indicators for 2008-2012 and 2015-2019

Data comes from DCP population in spreadsheets formatted in similar way to their data for demographics. We have a pretty well-established process for transforming this type of data.

My code to rename cols is slightly different than what's in the demographics code. I wrote a convert_col_label script that gets called for each column label. I also wrote new mappers as the existing ones either include underscores or are specific to certain years. I prefer to add underscores via the logic in the function rather than get them from a mapper

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Add medians and Re-order columns

I opened up this PR when the work was 50% done, that was my bad.

Add medians

Adding the medians was pretty simple, median wages have leading "MW" in indicator label. Curious that source data doesn't have median wages for occupations crosstabbed by race. It does have median wages by industry crosstabbed by race.

Re-order coumns

The existing order_aggregated_columns worked for the count indicators. It's not exactly right as we would rather have each occupation act as an indicator rather than a category. The way this orders the columns all occupations are together and then all crosstabs on all occupations follow. It would be better to put each occupation crosstab next to the numbers for all races of that occupation but it's ok for now.

I had to write new code for the medians re-order as one indicator is not crosstabbed by race which is an unusual pattern.

I checked the math for the expected number of columns and have assertions that all cols are preserved when we reindex.

Future work

Lots of good refactoring to do for the reordering columns and dcp population processing in general. The assertions to make sure columns aren't dropped is a good QAQC measure.

Unsure

I set the indicator label for income bands as households_<income band>. Easy to change if we want something different

aggregate/PUMS/pums_0812_1519_economics.py Show resolved Hide resolved
@@ -53,12 +54,6 @@ def filter_to_demo_indicators(df):
return df


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Thanks for moving this, just have to make sure I update this on my end

aggregate/all_accessors.py Outdated Show resolved Hide resolved
@@ -0,0 +1,56 @@
puma,age_p25pl_count,age_p25pl_count_moe,age_p25pl_count_cv,age_p25pl_pct,age_p25pl_pct_moe,lths_count,lths_count_moe,lths_count_cv,lths_pct,lths_pct_moe,hs_count,hs_count_moe,hs_count_cv,hs_pct,hs_pct_moe,smcol_count,smcol_count_moe,smcol_count_cv,smcol_pct,smcol_pct_moe,bchpl_count,bchpl_count_moe,bchpl_count_cv,bchpl_pct,bchpl_pct_moe,age_p25pl_wnh_count,age_p25pl_wnh_count_moe,age_p25pl_wnh_count_cv,age_p25pl_wnh_pct,age_p25pl_wnh_pct_moe,lths_wnh_count,lths_wnh_count_moe,lths_wnh_count_cv,lths_wnh_pct,lths_wnh_pct_moe,hs_wnh_count,hs_wnh_count_moe,hs_wnh_count_cv,hs_wnh_pct,hs_wnh_pct_moe,smcol_wnh_count,smcol_wnh_count_moe,smcol_wnh_count_cv,smcol_wnh_pct,smcol_wnh_pct_moe,bchpl_wnh_count,bchpl_wnh_count_moe,bchpl_wnh_count_cv,bchpl_wnh_pct,bchpl_wnh_pct_moe,age_p25pl_bnh_count,age_p25pl_bnh_count_moe,age_p25pl_bnh_count_cv,age_p25pl_bnh_pct,age_p25pl_bnh_pct_moe,lths_bnh_count,lths_bnh_count_moe,lths_bnh_count_cv,lths_bnh_pct,lths_bnh_pct_moe,hs_bnh_count,hs_bnh_count_moe,hs_bnh_count_cv,hs_bnh_pct,hs_bnh_pct_moe,smcol_bnh_count,smcol_bnh_count_moe,smcol_bnh_count_cv,smcol_bnh_pct,smcol_bnh_pct_moe,bchpl_bnh_count,bchpl_bnh_count_moe,bchpl_bnh_count_cv,bchpl_bnh_pct,bchpl_bnh_pct_moe,age_p25pl_hsp_count,age_p25pl_hsp_count_moe,age_p25pl_hsp_count_cv,age_p25pl_hsp_pct,age_p25pl_hsp_pct_moe,lths_hsp_count,lths_hsp_count_moe,lths_hsp_count_cv,lths_hsp_pct,lths_hsp_pct_moe,hs_hsp_count,hs_hsp_count_moe,hs_hsp_count_cv,hs_hsp_pct,hs_hsp_pct_moe,smcol_hsp_count,smcol_hsp_count_moe,smcol_hsp_count_cv,smcol_hsp_pct,smcol_hsp_pct_moe,bchpl_hsp_count,bchpl_hsp_count_moe,bchpl_hsp_count_cv,bchpl_hsp_pct,bchpl_hsp_pct_moe,age_p25pl_anh_count,age_p25pl_anh_count_moe,age_p25pl_anh_count_cv,age_p25pl_anh_pct,age_p25pl_anh_pct_moe,lths_anh_count,lths_anh_count_moe,lths_anh_count_cv,lths_anh_pct,lths_anh_pct_moe,hs_anh_count,hs_anh_count_moe,hs_anh_count_cv,hs_anh_pct,hs_anh_pct_moe,smcol_anh_count,smcol_anh_count_moe,smcol_anh_count_cv,smcol_anh_pct,smcol_anh_pct_moe,bchpl_anh_count,bchpl_anh_count_moe,bchpl_anh_count_cv,bchpl_anh_pct,bchpl_anh_pct_moe,hhlds2_count,hhlds2_count_moe,hhlds2_count_cv,hhlds2_pct,hhlds2_pct_moe,mdhinc_count,mdhinc_count_moe,mdhinc_count_cv,mdhinc_pct,mdhinc_pct_moe,hhlds2_wnh_count,hhlds2_wnh_count_moe,hhlds2_wnh_count_cv,hhlds2_wnh_pct,hhlds2_wnh_pct_moe,mdhinc_wnh_count,mdhinc_wnh_count_moe,mdhinc_wnh_count_cv,mdhinc_wnh_pct,mdhinc_wnh_pct_moe,hhlds2_bnh_count,hhlds2_bnh_count_moe,hhlds2_bnh_count_cv,hhlds2_bnh_pct,hhlds2_bnh_pct_moe,mdhinc_bnh_count,mdhinc_bnh_count_moe,mdhinc_bnh_count_cv,mdhinc_bnh_pct,mdhinc_bnh_pct_moe,hhlds2_hsp_count,hhlds2_hsp_count_moe,hhlds2_hsp_count_cv,hhlds2_hsp_pct,hhlds2_hsp_pct_moe,mdhinc_hsp_count,mdhinc_hsp_count_moe,mdhinc_hsp_count_cv,mdhinc_hsp_pct,mdhinc_hsp_pct_moe,hhlds2_anh_count,hhlds2_anh_count_moe,hhlds2_anh_count_cv,hhlds2_anh_pct,hhlds2_anh_pct_moe,mdhinc_anh_count,mdhinc_anh_count_moe,mdhinc_anh_count_cv,mdhinc_anh_pct,mdhinc_anh_pct_moe,p16t64y_count,p16t64y_count_moe,p16t64y_count_cv,p16t64y_pct,p16t64y_pct_moe,lf_count,lf_count_moe,lf_count_cv,lf_pct,lf_pct_moe,age_p16t64_wnh_count,age_p16t64_wnh_count_moe,age_p16t64_wnh_count_cv,age_p16t64_wnh_pct,age_p16t64_wnh_pct_moe,lf_wnh_count,lf_wnh_count_moe,lf_wnh_count_cv,lf_wnh_pct,lf_wnh_pct_moe,age_p16t64_bnh_count,age_p16t64_bnh_count_moe,age_p16t64_bnh_count_cv,age_p16t64_bnh_pct,age_p16t64_bnh_pct_moe,lf_bnh_count,lf_bnh_count_moe,lf_bnh_count_cv,lf_bnh_pct,lf_bnh_pct_moe,age_p16t64_hsp_count,age_p16t64_hsp_count_moe,age_p16t64_hsp_count_cv,age_p16t64_hsp_pct,age_p16t64_hsp_pct_moe,lf_hsp_count,lf_hsp_count_moe,lf_hsp_count_cv,lf_hsp_pct,lf_hsp_pct_moe,age_p16t64_anh_count,age_p16t64_anh_count_moe,age_p16t64_anh_count_cv,age_p16t64_anh_pct,age_p16t64_anh_pct_moe,lf_anh_count,lf_anh_count_moe,lf_anh_count_cv,lf_anh_pct,lf_anh_pct_moe,cvem1_count,cvem1_count_moe,cvem1_count_cv,cvem1_pct,cvem1_pct_moe,mbsa_count,mbsa_count_moe,mbsa_count_cv,mbsa_pct,mbsa_pct_moe,srvc_count,srvc_count_moe,srvc_count_cv,srvc_pct,srvc_pct_moe,slsoff_count,slsoff_count_moe,slsoff_count_cv,slsoff_pct,slsoff_pct_moe,cstmnt_count,cstmnt_count_moe,cstmnt_count_cv,cstmnt_pct,cstmnt_pct_moe,prdtrn_count,prdtrn_count_moe,prdtrn_count_cv,prdtrn_pct,prdtrn_pct_moe,cvem1_wnh_count,cvem1_wnh_count_moe,cvem1_wnh_count_cv,cvem1_wnh_pct,cvem1_wnh_pct_moe,mbsa_wnh_count,mbsa_wnh_count_moe,mbsa_wnh_count_cv,mbsa_wnh_pct,mbsa_wnh_pct_moe,srvc_wnh_count,srvc_wnh_count_moe,srvc_wnh_count_cv,srvc_wnh_pct,srvc_wnh_pct_moe,slsoff_wnh_count,slsoff_wnh_count_moe,slsoff_wnh_count_cv,slsoff_wnh_pct,slsoff_wnh_pct_moe,cstmnt_wnh_count,cstmnt_wnh_count_moe,cstmnt_wnh_count_cv,cstmnt_wnh_pct,cstmnt_wnh_pct_moe,prdtrn_wnh_count,prdtrn_wnh_count_moe,prdtrn_wnh_count_cv,prdtrn_wnh_pct,prdtrn_wnh_pct_moe,cvem1_bnh_count,cvem1_bnh_count_moe,cvem1_bnh_count_cv,cvem1_bnh_pct,cvem1_bnh_pct_moe,mbsa_bnh_count,mbsa_bnh_count_moe,mbsa_bnh_count_cv,mbsa_bnh_pct,mbsa_bnh_pct_moe,srvc_bnh_count,srvc_bnh_count_moe,srvc_bnh_count_cv,srvc_bnh_pct,srvc_bnh_pct_moe,slsoff_bnh_count,slsoff_bnh_count_moe,slsoff_bnh_count_cv,slsoff_bnh_pct,slsoff_bnh_pct_moe,cstmnt_bnh_count,cstmnt_bnh_count_moe,cstmnt_bnh_count_cv,cstmnt_bnh_pct,cstmnt_bnh_pct_moe,prdtrn_bnh_count,prdtrn_bnh_count_moe,prdtrn_bnh_count_cv,prdtrn_bnh_pct,prdtrn_bnh_pct_moe,cvem1_hsp_count,cvem1_hsp_count_moe,cvem1_hsp_count_cv,cvem1_hsp_pct,cvem1_hsp_pct_moe,mbsa_hsp_count,mbsa_hsp_count_moe,mbsa_hsp_count_cv,mbsa_hsp_pct,mbsa_hsp_pct_moe,srvc_hsp_count,srvc_hsp_count_moe,srvc_hsp_count_cv,srvc_hsp_pct,srvc_hsp_pct_moe,slsoff_hsp_count,slsoff_hsp_count_moe,slsoff_hsp_count_cv,slsoff_hsp_pct,slsoff_hsp_pct_moe,cstmnt_hsp_count,cstmnt_hsp_count_moe,cstmnt_hsp_count_cv,cstmnt_hsp_pct,cstmnt_hsp_pct_moe,prdtrn_hsp_count,prdtrn_hsp_count_moe,prdtrn_hsp_count_cv,prdtrn_hsp_pct,prdtrn_hsp_pct_moe,cvem1_anh_count,cvem1_anh_count_moe,cvem1_anh_count_cv,cvem1_anh_pct,cvem1_anh_pct_moe,mbsa_anh_count,mbsa_anh_count_moe,mbsa_anh_count_cv,mbsa_anh_pct,mbsa_anh_pct_moe,srvc_anh_count,srvc_anh_count_moe,srvc_anh_count_cv,srvc_anh_pct,srvc_anh_pct_moe,slsoff_anh_count,slsoff_anh_count_moe,slsoff_anh_count_cv,slsoff_anh_pct,slsoff_anh_pct_moe,cstmnt_anh_count,cstmnt_anh_count_moe,cstmnt_anh_count_cv,cstmnt_anh_pct,cstmnt_anh_pct_moe,prdtrn_anh_count,prdtrn_anh_count_moe,prdtrn_anh_count_cv,prdtrn_anh_pct,prdtrn_anh_pct_moe,cvem2_count,cvem2_count_moe,cvem2_count_cv,cvem2_pct,cvem2_pct_moe,agff_count,agff_count_moe,agff_count_cv,agff_pct,agff_pct_moe,cnstn_count,cnstn_count_moe,cnstn_count_cv,cnstn_pct,cnstn_pct_moe,mnfct_count,mnfct_count_moe,mnfct_count_cv,mnfct_pct,mnfct_pct_moe,whlsl_count,whlsl_count_moe,whlsl_count_cv,whlsl_pct,whlsl_pct_moe,rtl_count,rtl_count_moe,rtl_count_cv,rtl_pct,rtl_pct_moe,trwhu_count,trwhu_count_moe,trwhu_count_cv,trwhu_pct,trwhu_pct_moe,info_count,info_count_moe,info_count_cv,info_pct,info_pct_moe,fire_count,fire_count_moe,fire_count_cv,fire_pct,fire_pct_moe,pfmg_count,pfmg_count_moe,pfmg_count_cv,pfmg_pct,pfmg_pct_moe,edhlt_count,edhlt_count_moe,edhlt_count_cv,edhlt_pct,edhlt_pct_moe,arten_count,arten_count_moe,arten_count_cv,arten_pct,arten_pct_moe,oth_count,oth_count_moe,oth_count_cv,oth_pct,oth_pct_moe,pbadm_count,pbadm_count_moe,pbadm_count_cv,pbadm_pct,pbadm_pct_moe,cvem2_wnh_count,cvem2_wnh_count_moe,cvem2_wnh_count_cv,cvem2_wnh_pct,cvem2_wnh_pct_moe,agff_wnh_count,agff_wnh_count_moe,agff_wnh_count_cv,agff_wnh_pct,agff_wnh_pct_moe,cnstn_wnh_count,cnstn_wnh_count_moe,cnstn_wnh_count_cv,cnstn_wnh_pct,cnstn_wnh_pct_moe,mnfct_wnh_count,mnfct_wnh_count_moe,mnfct_wnh_count_cv,mnfct_wnh_pct,mnfct_wnh_pct_moe,whlsl_wnh_count,whlsl_wnh_count_moe,whlsl_wnh_count_cv,whlsl_wnh_pct,whlsl_wnh_pct_moe,rtl_wnh_count,rtl_wnh_count_moe,rtl_wnh_count_cv,rtl_wnh_pct,rtl_wnh_pct_moe,trwhu_wnh_count,trwhu_wnh_count_moe,trwhu_wnh_count_cv,trwhu_wnh_pct,trwhu_wnh_pct_moe,info_wnh_count,info_wnh_count_moe,info_wnh_count_cv,info_wnh_pct,info_wnh_pct_moe,fire_wnh_count,fire_wnh_count_moe,fire_wnh_count_cv,fire_wnh_pct,fire_wnh_pct_moe,pfmg_wnh_count,pfmg_wnh_count_moe,pfmg_wnh_count_cv,pfmg_wnh_pct,pfmg_wnh_pct_moe,edhlt_wnh_count,edhlt_wnh_count_moe,edhlt_wnh_count_cv,edhlt_wnh_pct,edhlt_wnh_pct_moe,arten_wnh_count,arten_wnh_count_moe,arten_wnh_count_cv,arten_wnh_pct,arten_wnh_pct_moe,oth_wnh_count,oth_wnh_count_moe,oth_wnh_count_cv,oth_wnh_pct,oth_wnh_pct_moe,pbadm_wnh_count,pbadm_wnh_count_moe,pbadm_wnh_count_cv,pbadm_wnh_pct,pbadm_wnh_pct_moe,cvem2_bnh_count,cvem2_bnh_count_moe,cvem2_bnh_count_cv,cvem2_bnh_pct,cvem2_bnh_pct_moe,agff_bnh_count,agff_bnh_count_moe,agff_bnh_count_cv,agff_bnh_pct,agff_bnh_pct_moe,cnstn_bnh_count,cnstn_bnh_count_moe,cnstn_bnh_count_cv,cnstn_bnh_pct,cnstn_bnh_pct_moe,mnfct_bnh_count,mnfct_bnh_count_moe,mnfct_bnh_count_cv,mnfct_bnh_pct,mnfct_bnh_pct_moe,whlsl_bnh_count,whlsl_bnh_count_moe,whlsl_bnh_count_cv,whlsl_bnh_pct,whlsl_bnh_pct_moe,rtl_bnh_count,rtl_bnh_count_moe,rtl_bnh_count_cv,rtl_bnh_pct,rtl_bnh_pct_moe,trwhu_bnh_count,trwhu_bnh_count_moe,trwhu_bnh_count_cv,trwhu_bnh_pct,trwhu_bnh_pct_moe,info_bnh_count,info_bnh_count_moe,info_bnh_count_cv,info_bnh_pct,info_bnh_pct_moe,fire_bnh_count,fire_bnh_count_moe,fire_bnh_count_cv,fire_bnh_pct,fire_bnh_pct_moe,pfmg_bnh_count,pfmg_bnh_count_moe,pfmg_bnh_count_cv,pfmg_bnh_pct,pfmg_bnh_pct_moe,edhlt_bnh_count,edhlt_bnh_count_moe,edhlt_bnh_count_cv,edhlt_bnh_pct,edhlt_bnh_pct_moe,arten_bnh_count,arten_bnh_count_moe,arten_bnh_count_cv,arten_bnh_pct,arten_bnh_pct_moe,oth_bnh_count,oth_bnh_count_moe,oth_bnh_count_cv,oth_bnh_pct,oth_bnh_pct_moe,pbadm_bnh_count,pbadm_bnh_count_moe,pbadm_bnh_count_cv,pbadm_bnh_pct,pbadm_bnh_pct_moe,cvem2_hsp_count,cvem2_hsp_count_moe,cvem2_hsp_count_cv,cvem2_hsp_pct,cvem2_hsp_pct_moe,agff_hsp_count,agff_hsp_count_moe,agff_hsp_count_cv,agff_hsp_pct,agff_hsp_pct_moe,cnstn_hsp_count,cnstn_hsp_count_moe,cnstn_hsp_count_cv,cnstn_hsp_pct,cnstn_hsp_pct_moe,mnfct_hsp_count,mnfct_hsp_count_moe,mnfct_hsp_count_cv,mnfct_hsp_pct,mnfct_hsp_pct_moe,whlsl_hsp_count,whlsl_hsp_count_moe,whlsl_hsp_count_cv,whlsl_hsp_pct,whlsl_hsp_pct_moe,rtl_hsp_count,rtl_hsp_count_moe,rtl_hsp_count_cv,rtl_hsp_pct,rtl_hsp_pct_moe,trwhu_hsp_count,trwhu_hsp_count_moe,trwhu_hsp_count_cv,trwhu_hsp_pct,trwhu_hsp_pct_moe,info_hsp_count,info_hsp_count_moe,info_hsp_count_cv,info_hsp_pct,info_hsp_pct_moe,fire_hsp_count,fire_hsp_count_moe,fire_hsp_count_cv,fire_hsp_pct,fire_hsp_pct_moe,pfmg_hsp_count,pfmg_hsp_count_moe,pfmg_hsp_count_cv,pfmg_hsp_pct,pfmg_hsp_pct_moe,edhlt_hsp_count,edhlt_hsp_count_moe,edhlt_hsp_count_cv,edhlt_hsp_pct,edhlt_hsp_pct_moe,arten_hsp_count,arten_hsp_count_moe,arten_hsp_count_cv,arten_hsp_pct,arten_hsp_pct_moe,oth_hsp_count,oth_hsp_count_moe,oth_hsp_count_cv,oth_hsp_pct,oth_hsp_pct_moe,pbadm_hsp_count,pbadm_hsp_count_moe,pbadm_hsp_count_cv,pbadm_hsp_pct,pbadm_hsp_pct_moe,cvem2_anh_count,cvem2_anh_count_moe,cvem2_anh_count_cv,cvem2_anh_pct,cvem2_anh_pct_moe,agff_anh_count,agff_anh_count_moe,agff_anh_count_cv,agff_anh_pct,agff_anh_pct_moe,cnstn_anh_count,cnstn_anh_count_moe,cnstn_anh_count_cv,cnstn_anh_pct,cnstn_anh_pct_moe,mnfct_anh_count,mnfct_anh_count_moe,mnfct_anh_count_cv,mnfct_anh_pct,mnfct_anh_pct_moe,whlsl_anh_count,whlsl_anh_count_moe,whlsl_anh_count_cv,whlsl_anh_pct,whlsl_anh_pct_moe,rtl_anh_count,rtl_anh_count_moe,rtl_anh_count_cv,rtl_anh_pct,rtl_anh_pct_moe,trwhu_anh_count,trwhu_anh_count_moe,trwhu_anh_count_cv,trwhu_anh_pct,trwhu_anh_pct_moe,info_anh_count,info_anh_count_moe,info_anh_count_cv,info_anh_pct,info_anh_pct_moe,fire_anh_count,fire_anh_count_moe,fire_anh_count_cv,fire_anh_pct,fire_anh_pct_moe,pfmg_anh_count,pfmg_anh_count_moe,pfmg_anh_count_cv,pfmg_anh_pct,pfmg_anh_pct_moe,edhlt_anh_count,edhlt_anh_count_moe,edhlt_anh_count_cv,edhlt_anh_pct,edhlt_anh_pct_moe,arten_anh_count,arten_anh_count_moe,arten_anh_count_cv,arten_anh_pct,arten_anh_pct_moe,oth_anh_count,oth_anh_count_moe,oth_anh_count_cv,oth_anh_pct,oth_anh_pct_moe,pbadm_anh_count,pbadm_anh_count_moe,pbadm_anh_count_cv,pbadm_anh_pct,pbadm_anh_pct_moe,cvem3_count,cvem3_count_moe,cvem3_count_cv,cvem3_pct,cvem3_pct_moe,mwmbsa_count,mwmbsa_count_moe,mwmbsa_count_cv,mwmbsa_pct,mwmbsa_pct_moe,mwsrvc_count,mwsrvc_count_moe,mwsrvc_count_cv,mwsrvc_pct,mwsrvc_pct_moe,mwslsoff_count,mwslsoff_count_moe,mwslsoff_count_cv,mwslsoff_pct,mwslsoff_pct_moe,mwcstmnt_count,mwcstmnt_count_moe,mwcstmnt_count_cv,mwcstmnt_pct,mwcstmnt_pct_moe,mwprdtrn_count,mwprdtrn_count_moe,mwprdtrn_count_cv,mwprdtrn_pct,mwprdtrn_pct_moe,cvem1_wnh_count,cvem1_wnh_count_moe,cvem1_wnh_count_cv,cvem1_wnh_pct,cvem1_wnh_pct_moe,mbsa_wnh_count,mbsa_wnh_count_moe,mbsa_wnh_count_cv,mbsa_wnh_pct,mbsa_wnh_pct_moe,srvc_wnh_count,srvc_wnh_count_moe,srvc_wnh_count_cv,srvc_wnh_pct,srvc_wnh_pct_moe,slsoff_wnh_count,slsoff_wnh_count_moe,slsoff_wnh_count_cv,slsoff_wnh_pct,slsoff_wnh_pct_moe,cstmnt_wnh_count,cstmnt_wnh_count_moe,cstmnt_wnh_count_cv,cstmnt_wnh_pct,cstmnt_wnh_pct_moe,prdtrn_wnh_count,prdtrn_wnh_count_moe,prdtrn_wnh_count_cv,prdtrn_wnh_pct,prdtrn_wnh_pct_moe,cvem1_bnh_count,cvem1_bnh_count_moe,cvem1_bnh_count_cv,cvem1_bnh_pct,cvem1_bnh_pct_moe,mbsa_bnh_count,mbsa_bnh_count_moe,mbsa_bnh_count_cv,mbsa_bnh_pct,mbsa_bnh_pct_moe,srvc_bnh_count,srvc_bnh_count_moe,srvc_bnh_count_cv,srvc_bnh_pct,srvc_bnh_pct_moe,slsoff_bnh_count,slsoff_bnh_count_moe,slsoff_bnh_count_cv,slsoff_bnh_pct,slsoff_bnh_pct_moe,cstmnt_bnh_count,cstmnt_bnh_count_moe,cstmnt_bnh_count_cv,cstmnt_bnh_pct,cstmnt_bnh_pct_moe,prdtrn_bnh_count,prdtrn_bnh_count_moe,prdtrn_bnh_count_cv,prdtrn_bnh_pct,prdtrn_bnh_pct_moe,cvem1_hsp_count,cvem1_hsp_count_moe,cvem1_hsp_count_cv,cvem1_hsp_pct,cvem1_hsp_pct_moe,mbsa_hsp_count,mbsa_hsp_count_moe,mbsa_hsp_count_cv,mbsa_hsp_pct,mbsa_hsp_pct_moe,srvc_hsp_count,srvc_hsp_count_moe,srvc_hsp_count_cv,srvc_hsp_pct,srvc_hsp_pct_moe,slsoff_hsp_count,slsoff_hsp_count_moe,slsoff_hsp_count_cv,slsoff_hsp_pct,slsoff_hsp_pct_moe,cstmnt_hsp_count,cstmnt_hsp_count_moe,cstmnt_hsp_count_cv,cstmnt_hsp_pct,cstmnt_hsp_pct_moe,prdtrn_hsp_count,prdtrn_hsp_count_moe,prdtrn_hsp_count_cv,prdtrn_hsp_pct,prdtrn_hsp_pct_moe,cvem1_anh_count,cvem1_anh_count_moe,cvem1_anh_count_cv,cvem1_anh_pct,cvem1_anh_pct_moe,mbsa_anh_count,mbsa_anh_count_moe,mbsa_anh_count_cv,mbsa_anh_pct,mbsa_anh_pct_moe,srvc_anh_count,srvc_anh_count_moe,srvc_anh_count_cv,srvc_anh_pct,srvc_anh_pct_moe,slsoff_anh_count,slsoff_anh_count_moe,slsoff_anh_count_cv,slsoff_anh_pct,slsoff_anh_pct_moe,cstmnt_anh_count,cstmnt_anh_count_moe,cstmnt_anh_count_cv,cstmnt_anh_pct,cstmnt_anh_pct_moe,prdtrn_anh_count,prdtrn_anh_count_moe,prdtrn_anh_count_cv,prdtrn_anh_pct,prdtrn_anh_pct_moe,cvem4_count,cvem4_count_moe,cvem4_count_cv,cvem4_pct,cvem4_pct_moe,mwagff_count,mwagff_count_moe,mwagff_count_cv,mwagff_pct,mwagff_pct_moe,mwcnstn_count,mwcnstn_count_moe,mwcnstn_count_cv,mwcnstn_pct,mwcnstn_pct_moe,mwmnfct_count,mwmnfct_count_moe,mwmnfct_count_cv,mwmnfct_pct,mwmnfct_pct_moe,mwwhlsl_count,mwwhlsl_count_moe,mwwhlsl_count_cv,mwwhlsl_pct,mwwhlsl_pct_moe,mwrtl_count,mwrtl_count_moe,mwrtl_count_cv,mwrtl_pct,mwrtl_pct_moe,mwtrwhu_count,mwtrwhu_count_moe,mwtrwhu_count_cv,mwtrwhu_pct,mwtrwhu_pct_moe,mwinfo_count,mwinfo_count_moe,mwinfo_count_cv,mwinfo_pct,mwinfo_pct_moe,mwfire_count,mwfire_count_moe,mwfire_count_cv,mwfire_pct,mwfire_pct_moe,mwpfmg_count,mwpfmg_count_moe,mwpfmg_count_cv,mwpfmg_pct,mwpfmg_pct_moe,mwedhlt_count,mwedhlt_count_moe,mwedhlt_count_cv,mwedhlt_pct,mwedhlt_pct_moe,mwarten_count,mwarten_count_moe,mwarten_count_cv,mwarten_pct,mwarten_pct_moe,mwoth_count,mwoth_count_moe,mwoth_count_cv,mwoth_pct,mwoth_pct_moe,mwpbadm_count,mwpbadm_count_moe,mwpbadm_count_cv,mwpbadm_pct,mwpbadm_pct_moe,cvem2_wnh_count,cvem2_wnh_count_moe,cvem2_wnh_count_cv,cvem2_wnh_pct,cvem2_wnh_pct_moe,mwagff_wnh_count,mwagff_wnh_count_moe,mwagff_wnh_count_cv,mwagff_wnh_pct,mwagff_wnh_pct_moe,mwcnstn_wnh_count,mwcnstn_wnh_count_moe,mwcnstn_wnh_count_cv,mwcnstn_wnh_pct,mwcnstn_wnh_pct_moe,mwmnfct_wnh_count,mwmnfct_wnh_count_moe,mwmnfct_wnh_count_cv,mwmnfct_wnh_pct,mwmnfct_wnh_pct_moe,mwwhlsl_wnh_count,mwwhlsl_wnh_count_moe,mwwhlsl_wnh_count_cv,mwwhlsl_wnh_pct,mwwhlsl_wnh_pct_moe,mwrtl_wnh_count,mwrtl_wnh_count_moe,mwrtl_wnh_count_cv,mwrtl_wnh_pct,mwrtl_wnh_pct_moe,mwtrwhu_wnh_count,mwtrwhu_wnh_count_moe,mwtrwhu_wnh_count_cv,mwtrwhu_wnh_pct,mwtrwhu_wnh_pct_moe,mwinfo_wnh_count,mwinfo_wnh_count_moe,mwinfo_wnh_count_cv,mwinfo_wnh_pct,mwinfo_wnh_pct_moe,mwfire_wnh_count,mwfire_wnh_count_moe,mwfire_wnh_count_cv,mwfire_wnh_pct,mwfire_wnh_pct_moe,mwpfmg_wnh_count,mwpfmg_wnh_count_moe,mwpfmg_wnh_count_cv,mwpfmg_wnh_pct,mwpfmg_wnh_pct_moe,mwedhlt_wnh_count,mwedhlt_wnh_count_moe,mwedhlt_wnh_count_cv,mwedhlt_wnh_pct,mwedhlt_wnh_pct_moe,mwarten_wnh_count,mwarten_wnh_count_moe,mwarten_wnh_count_cv,mwarten_wnh_pct,mwarten_wnh_pct_moe,mwoth_wnh_count,mwoth_wnh_count_moe,mwoth_wnh_count_cv,mwoth_wnh_pct,mwoth_wnh_pct_moe,mwpbadm_wnh_count,mwpbadm_wnh_count_moe,mwpbadm_wnh_count_cv,mwpbadm_wnh_pct,mwpbadm_wnh_pct_moe,cvem2_bnh_count,cvem2_bnh_count_moe,cvem2_bnh_count_cv,cvem2_bnh_pct,cvem2_bnh_pct_moe,mwagff_bnh_count,mwagff_bnh_count_moe,mwagff_bnh_count_cv,mwagff_bnh_pct,mwagff_bnh_pct_moe,mwcnstn_bnh_count,mwcnstn_bnh_count_moe,mwcnstn_bnh_count_cv,mwcnstn_bnh_pct,mwcnstn_bnh_pct_moe,mwmnfct_bnh_count,mwmnfct_bnh_count_moe,mwmnfct_bnh_count_cv,mwmnfct_bnh_pct,mwmnfct_bnh_pct_moe,mwwhlsl_bnh_count,mwwhlsl_bnh_count_moe,mwwhlsl_bnh_count_cv,mwwhlsl_bnh_pct,mwwhlsl_bnh_pct_moe,mwrtl_bnh_count,mwrtl_bnh_count_moe,mwrtl_bnh_count_cv,mwrtl_bnh_pct,mwrtl_bnh_pct_moe,mwtrwhu_bnh_count,mwtrwhu_bnh_count_moe,mwtrwhu_bnh_count_cv,mwtrwhu_bnh_pct,mwtrwhu_bnh_pct_moe,mwinfo_bnh_count,mwinfo_bnh_count_moe,mwinfo_bnh_count_cv,mwinfo_bnh_pct,mwinfo_bnh_pct_moe,mwfire_bnh_count,mwfire_bnh_count_moe,mwfire_bnh_count_cv,mwfire_bnh_pct,mwfire_bnh_pct_moe,mwpfmg_bnh_count,mwpfmg_bnh_count_moe,mwpfmg_bnh_count_cv,mwpfmg_bnh_pct,mwpfmg_bnh_pct_moe,mwedhlt_bnh_count,mwedhlt_bnh_count_moe,mwedhlt_bnh_count_cv,mwedhlt_bnh_pct,mwedhlt_bnh_pct_moe,mwarten_bnh_count,mwarten_bnh_count_moe,mwarten_bnh_count_cv,mwarten_bnh_pct,mwarten_bnh_pct_moe,mwoth_bnh_count,mwoth_bnh_count_moe,mwoth_bnh_count_cv,mwoth_bnh_pct,mwoth_bnh_pct_moe,mwpbadm_bnh_count,mwpbadm_bnh_count_moe,mwpbadm_bnh_count_cv,mwpbadm_bnh_pct,mwpbadm_bnh_pct_moe,cvem2_hsp_count,cvem2_hsp_count_moe,cvem2_hsp_count_cv,cvem2_hsp_pct,cvem2_hsp_pct_moe,mwagff_hsp_count,mwagff_hsp_count_moe,mwagff_hsp_count_cv,mwagff_hsp_pct,mwagff_hsp_pct_moe,mwcnstn_hsp_count,mwcnstn_hsp_count_moe,mwcnstn_hsp_count_cv,mwcnstn_hsp_pct,mwcnstn_hsp_pct_moe,mwmnfct_hsp_count,mwmnfct_hsp_count_moe,mwmnfct_hsp_count_cv,mwmnfct_hsp_pct,mwmnfct_hsp_pct_moe,mwwhlsl_hsp_count,mwwhlsl_hsp_count_moe,mwwhlsl_hsp_count_cv,mwwhlsl_hsp_pct,mwwhlsl_hsp_pct_moe,mwrtl_hsp_count,mwrtl_hsp_count_moe,mwrtl_hsp_count_cv,mwrtl_hsp_pct,mwrtl_hsp_pct_moe,mwtrwhu_hsp_count,mwtrwhu_hsp_count_moe,mwtrwhu_hsp_count_cv,mwtrwhu_hsp_pct,mwtrwhu_hsp_pct_moe,mwinfo_hsp_count,mwinfo_hsp_count_moe,mwinfo_hsp_count_cv,mwinfo_hsp_pct,mwinfo_hsp_pct_moe,mwfire_hsp_count,mwfire_hsp_count_moe,mwfire_hsp_count_cv,mwfire_hsp_pct,mwfire_hsp_pct_moe,mwpfmg_hsp_count,mwpfmg_hsp_count_moe,mwpfmg_hsp_count_cv,mwpfmg_hsp_pct,mwpfmg_hsp_pct_moe,mwedhlt_hsp_count,mwedhlt_hsp_count_moe,mwedhlt_hsp_count_cv,mwedhlt_hsp_pct,mwedhlt_hsp_pct_moe,mwarten_hsp_count,mwarten_hsp_count_moe,mwarten_hsp_count_cv,mwarten_hsp_pct,mwarten_hsp_pct_moe,mwoth_hsp_count,mwoth_hsp_count_moe,mwoth_hsp_count_cv,mwoth_hsp_pct,mwoth_hsp_pct_moe,mwpbadm_hsp_count,mwpbadm_hsp_count_moe,mwpbadm_hsp_count_cv,mwpbadm_hsp_pct,mwpbadm_hsp_pct_moe,cvem2_anh_count,cvem2_anh_count_moe,cvem2_anh_count_cv,cvem2_anh_pct,cvem2_anh_pct_moe,mwagff_anh_count,mwagff_anh_count_moe,mwagff_anh_count_cv,mwagff_anh_pct,mwagff_anh_pct_moe,mwcnstn_anh_count,mwcnstn_anh_count_moe,mwcnstn_anh_count_cv,mwcnstn_anh_pct,mwcnstn_anh_pct_moe,mwmnfct_anh_count,mwmnfct_anh_count_moe,mwmnfct_anh_count_cv,mwmnfct_anh_pct,mwmnfct_anh_pct_moe,mwwhlsl_anh_count,mwwhlsl_anh_count_moe,mwwhlsl_anh_count_cv,mwwhlsl_anh_pct,mwwhlsl_anh_pct_moe,mwrtl_anh_count,mwrtl_anh_count_moe,mwrtl_anh_count_cv,mwrtl_anh_pct,mwrtl_anh_pct_moe,mwtrwhu_anh_count,mwtrwhu_anh_count_moe,mwtrwhu_anh_count_cv,mwtrwhu_anh_pct,mwtrwhu_anh_pct_moe,mwinfo_anh_count,mwinfo_anh_count_moe,mwinfo_anh_count_cv,mwinfo_anh_pct,mwinfo_anh_pct_moe,mwfire_anh_count,mwfire_anh_count_moe,mwfire_anh_count_cv,mwfire_anh_pct,mwfire_anh_pct_moe,mwpfmg_anh_count,mwpfmg_anh_count_moe,mwpfmg_anh_count_cv,mwpfmg_anh_pct,mwpfmg_anh_pct_moe,mwedhlt_anh_count,mwedhlt_anh_count_moe,mwedhlt_anh_count_cv,mwedhlt_anh_pct,mwedhlt_anh_pct_moe,mwarten_anh_count,mwarten_anh_count_moe,mwarten_anh_count_cv,mwarten_anh_pct,mwarten_anh_pct_moe,mwoth_anh_count,mwoth_anh_count_moe,mwoth_anh_count_cv,mwoth_anh_pct,mwoth_anh_pct_moe,mwpbadm_anh_count,mwpbadm_anh_count_moe,mwpbadm_anh_count_cv,mwpbadm_anh_pct,mwpbadm_anh_pct_moe
03701,72113,1479,1.2,100,,12493,1076,5.2,17.3,1.4,14255,1127,4.8,19.8,1.5,17289,1243,4.4,24.0,1.7,28076,1430,3.1,38.9,1.8,28631,1025,2.2,100,,2036,389,11.6,7.1,1.3,5116,585,7.0,17.9,1.9,4913,639,7.9,17.2,2.1,16566,1088,4.0,57.9,3.2,9683,741,4.7,100,,1416,376,16.1,14.6,3.7,2254,504,13.6,23.3,4.9,2677,485,11.0,27.6,4.5,3336,625,11.4,34.5,5.9,28353,1027,2.2,100,,8358,980,7.1,29.5,3.3,6062,861,8.6,21.4,2.9,8635,945,6.7,30.5,3.1,5298,652,7.5,18.7,2.2,4234,578,8.3,100,,435,191,26.6,10.3,4.3,613,227,22.5,14.5,5.0,764,246,19.6,18.0,5.3,2422,446,11.2,57.2,7.1,40996,644,1.0,100,,61390,3268,3.2,,,17849,674,2.3,100,,80062,6442,4.9,,,5363,503,5.7,100,,58343,7720,8.0,,,15047,678,2.7,100,,46114,4026,5.3,,,2071,358,10.5,100,,89930,21020,14.2,,,70152,2855,2.5,100,,51583,2049,2.4,73.5,4.2,22644,1290,3.5,100,,17005,1138,4.1,75.1,2.6,9428,832,5.4,100,,7246,800,6.7,76.9,5.1,32446,1249,2.3,100,,23163,1219,3.2,71.4,2.6,4096,864,12.8,100,,2912,458,9.6,71.1,18.7,45689,1985,2.6,100,,18398,1146,3.8,40.3,1.8,10337,1075,6.3,22.6,2.1,11433,1149,6.1,25.0,2.3,1885,422,13.6,4.1,0.9,3636,659,11.0,8.0,1.4,15401,1104,4.4,100,,9198,802,5.3,59.7,3.0,1976,566,17.4,12.8,3.6,3085,458,9.0,20.0,2.6,653,237,22.1,4.2,1.5,489,220,27.4,3.2,1.4,6333,717,6.9,100,,2153,428,12.1,34.0,5.6,1840,413,13.6,29.1,5.6,1523,350,14.0,24.0,4.8,94,92.0,59.3,1.5,1.4,723,309,26.0,11.4,4.7,20249,1230,3.7,100,,5213,703,8.2,25.7,3.1,5912,787,8.1,29.2,3.5,5979,819,8.3,29.5,3.6,1044,334.0,19.5,5.2,1.6,2101,595,17.2,10.4,2.9,2716,439,9.8,100,,1504,351,14.2,55.4,9.3,444,180,24.6,16.3,6.1,470,185,23.9,17.3,6.2,94,88.0,57.0,3.5,3.2,204,172.0,51.2,7.5,6.2,45689,1985,2.6,100,,24,31.0,79.0,0.1,0.1,1386,347,15.2,3.0,0.7,1729,429,15.1,3.8,0.9,841,291,21.0,1.8,0.6,4143,720,10.6,9.1,1.5,2455,490,12.1,5.4,1.0,1641,391,14.5,3.6,0.8,4080,652,9.7,8.9,1.4,4793,560,7.1,10.5,1.1,15895,1220,4.7,34.8,2.2,4266,798,11.4,9.3,1.7,2712,542,12.1,5.9,1.2,1724,382,13.5,3.8,0.8,15401,1104,4.4,100,,10,17.0,103.9,0.1,0.1,598,252,25.6,3.9,1.6,581,233.0,24.3,3.8,1.5,284,147.0,31.5,1.8,0.9,801,252.0,19.2,5.2,1.6,281,152,32.9,1.8,1.0,769,250.0,19.8,5.0,1.6,1343,354.0,16.0,8.7,2.2,2183,374,10.4,14.2,2.2,5798,691,7.2,37.6,3.6,1428,485.0,20.6,9.3,3.1,558,188,20.5,3.6,1.2,767,244.0,19.4,5.0,1.5,6333,717,6.9,100,,0,,,,,13,29.0,137.9,0.2,0.5,69,90.0,78.9,1.1,1.4,42,58.0,83.3,0.7,0.9,564,256,27.6,8.9,3.9,824,277.0,20.5,13.0,4.1,176,113.0,39.1,2.8,1.8,483,211,26.6,7.6,3.2,421,181.0,26.1,6.6,2.8,2588,470,11.0,40.9,5.8,359,174.0,29.4,5.7,2.7,436,194.0,27.0,6.9,3.0,358,193.0,32.7,5.7,3.0,20249,1230,3.7,100,,14,26.0,113.9,0.1,0.1,695,242.0,21.2,3.4,1.2,954,341,21.8,4.7,1.7,466,239.0,31.1,2.3,1.2,2221,537,14.7,11.0,2.6,1176,406,21.0,5.8,2.0,595,278.0,28.4,2.9,1.4,1979,489,15.0,9.8,2.3,1977,448,13.8,9.8,2.1,6017,735,7.4,29.7,3.1,2283,542,14.4,11.3,2.6,1333,447,20.4,6.6,2.2,539,291,32.8,2.7,1.4,2716,439,9.8,100,,0,,,,,55,70.0,77.6,2.0,2.6,113,103.0,55.3,4.2,3.7,49,61.0,76.1,1.8,2.2,225,154.0,41.5,8.3,5.5,71,82.0,70.6,2.6,3.0,101,86.0,51.9,3.7,3.1,225,116.0,31.4,8.3,4.1,159,114.0,43.8,5.9,4.1,1221,352,17.5,45.0,10.7,113,109,58.5,4.2,3.9,343,159,28.2,12.6,5.5,41,65.0,96.1,1.5,2.4,45689,1985,2.6,100,,68022,4509,4.0,,,23957,3282,8.3,,,37299,4226,6.9,,,40101,11934,18.1,,,31425,4264,8.2,,,15401,1104,4.4,100,,81088,6654,5.0,,,27791,8732.0,19.1,,,50225,6837.0,8.3,,,59472,29593.0,30.2,,,41867,6843.0,9.9,,,6333,717,6.9,100,,57112,8842,9.4,,,32411,6175.0,11.6,,,40101,14429.0,21.9,,,89735.0,81798.0,55.4,,,41342,13882.0,20.4,,,20249,1230,3.7,100,,51926,7003,8.2,,,20357,2924.0,8.7,,,32117,4530,8.6,,,35149.0,9819.0,17.0,,,25991,5064.0,11.8,,,2716,439,9.8,100,,76272,13622,10.9,,,17097,7211,25.6,,,54324,65083.0,72.8,,,20949.0,47307.0,137.3,,,32516.0,6210.0,11.6,,,45689,1985,2.6,100,,32678.0,,,,,28960,10481,22.0,,,39557,14363,22.1,,,43531,16945,23.7,,,22089,9671,26.6,,,43866,8088,11.2,,,73833,12424,10.2,,,54376,10567,11.8,,,49501,6201,7.6,,,46612,3714,4.8,,,24455,7334,18.2,,,29012,5592,11.7,,,76335,14648,11.7,,,15401,1104,4.4,100,,97639.0,,,,,29827,27871.0,56.8,,,66875.0,31244.0,28.4,,,64720.0,68795.0,64.6,,,45533.0,9772.0,13.0,,,74440,24132.0,19.7,,,81751.0,24275.0,18.1,,,73015.0,17068.0,14.2,,,62583,18934.0,18.4,,,69955,7425.0,6.5,,,26445.0,11897.0,27.3,,,48795,22906.0,28.5,,,101162.0,22043.0,13.2,,,6333,717,6.9,100,,,,,,,75321.0,,,,,68884.0,63997.0,56.5,,,51106.0,,,,,16178,16320.0,61.3,,,57568.0,13690.0,14.5,,,91299.0,26380.0,17.6,,,43044,11104.0,15.7,,,42252.0,22388.0,32.2,,,43364,4840,6.8,,,36577.0,8956.0,14.9,,,29756.0,5755.0,11.8,,,58630.0,17931.0,18.6,,,20249,1230,3.7,100,,30685.0,,,,,29158.0,13961.0,29.1,,,29400,8171,16.9,,,37034.0,12439.0,20.4,,,19635,9438.0,29.2,,,32663,7870,14.6,,,46505.0,13587.0,17.8,,,50524,12820,15.4,,,39358,13618,21.0,,,30544,6050,12.0,,,20250,4388,13.2,,,14984,11831.0,48.0,,,62975,19779.0,19.1,,,2716,439,9.8,100,,,,,,,19868.0,19846.0,60.7,,,31775.0,122955.0,235.2,,,58911.0,53644.0,55.4,,,45268.0,90909.0,122.1,,,11000.0,,,,,91536.0,48657.0,32.3,,,43990.0,89289.0,123.4,,,70114.0,65402.0,56.7,,,67518,25593,23.0,,,33764,40233.0,72.4,,,41147,43207.0,63.8,,,125536.0,,,,
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@mbh329 mbh329 Mar 29, 2022

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I think the educational attainment indicators are off from the 2000 census pums economic column names. These are the original col and the renamed cols used in the mapper (for the 2000 census pums data):

    "lths": "edu_lths",
    "hsgrd": "edu_hsgrd",
    "sclga": "edu_sclga",
    "bchd": "edu_bchd",

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@SashaWeinstein SashaWeinstein Mar 29, 2022

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oh yea that's odd that they mismatch. I'm tempted to revise the 2000 census PUMS economics to match what's in the ACS PUMS data as I think these indicator labels are better. hs is more concise than hsgrad, smcol is more clear than SClgA, and bchpl is clearer than bchd. @AmandaDoyle is it ok for me to make these changes?

"oth",
"pbadm",
]
ages = ["p25p", "p16t64"]
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Hey Sasha looking at the data dictionary. Should the age_p25p be age_p25pl?

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good catch, can change that now

…es education categories in ACS PUMS source data
@SashaWeinstein
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Most recent commit addresses both your comments @mbh329 and @td928

@@ -0,0 +1,2 @@
citywide,age_p25pl_count,age_p25pl_count_moe,age_p25pl_count_cv,age_p25pl_pct,age_p25pl_pct_moe,lths_count,lths_count_moe,lths_count_cv,lths_pct,lths_pct_moe,hs_count,hs_count_moe,hs_count_cv,hs_pct,hs_pct_moe,smcol_count,smcol_count_moe,smcol_count_cv,smcol_pct,smcol_pct_moe,bchpl_count,bchpl_count_moe,bchpl_count_cv,bchpl_pct,bchpl_pct_moe,age_p25pl_wnh_count,age_p25pl_wnh_count_moe,age_p25pl_wnh_count_cv,age_p25pl_wnh_pct,age_p25pl_wnh_pct_moe,lths_wnh_count,lths_wnh_count_moe,lths_wnh_count_cv,lths_wnh_pct,lths_wnh_pct_moe,hs_wnh_count,hs_wnh_count_moe,hs_wnh_count_cv,hs_wnh_pct,hs_wnh_pct_moe,smcol_wnh_count,smcol_wnh_count_moe,smcol_wnh_count_cv,smcol_wnh_pct,smcol_wnh_pct_moe,bchpl_wnh_count,bchpl_wnh_count_moe,bchpl_wnh_count_cv,bchpl_wnh_pct,bchpl_wnh_pct_moe,age_p25pl_bnh_count,age_p25pl_bnh_count_moe,age_p25pl_bnh_count_cv,age_p25pl_bnh_pct,age_p25pl_bnh_pct_moe,lths_bnh_count,lths_bnh_count_moe,lths_bnh_count_cv,lths_bnh_pct,lths_bnh_pct_moe,hs_bnh_count,hs_bnh_count_moe,hs_bnh_count_cv,hs_bnh_pct,hs_bnh_pct_moe,smcol_bnh_count,smcol_bnh_count_moe,smcol_bnh_count_cv,smcol_bnh_pct,smcol_bnh_pct_moe,bchpl_bnh_count,bchpl_bnh_count_moe,bchpl_bnh_count_cv,bchpl_bnh_pct,bchpl_bnh_pct_moe,age_p25pl_hsp_count,age_p25pl_hsp_count_moe,age_p25pl_hsp_count_cv,age_p25pl_hsp_pct,age_p25pl_hsp_pct_moe,lths_hsp_count,lths_hsp_count_moe,lths_hsp_count_cv,lths_hsp_pct,lths_hsp_pct_moe,hs_hsp_count,hs_hsp_count_moe,hs_hsp_count_cv,hs_hsp_pct,hs_hsp_pct_moe,smcol_hsp_count,smcol_hsp_count_moe,smcol_hsp_count_cv,smcol_hsp_pct,smcol_hsp_pct_moe,bchpl_hsp_count,bchpl_hsp_count_moe,bchpl_hsp_count_cv,bchpl_hsp_pct,bchpl_hsp_pct_moe,age_p25pl_anh_count,age_p25pl_anh_count_moe,age_p25pl_anh_count_cv,age_p25pl_anh_pct,age_p25pl_anh_pct_moe,lths_anh_count,lths_anh_count_moe,lths_anh_count_cv,lths_anh_pct,lths_anh_pct_moe,hs_anh_count,hs_anh_count_moe,hs_anh_count_cv,hs_anh_pct,hs_anh_pct_moe,smcol_anh_count,smcol_anh_count_moe,smcol_anh_count_cv,smcol_anh_pct,smcol_anh_pct_moe,bchpl_anh_count,bchpl_anh_count_moe,bchpl_anh_count_cv,bchpl_anh_pct,bchpl_anh_pct_moe,hhlds2_count,hhlds2_count_moe,hhlds2_count_cv,hhlds2_pct,hhlds2_pct_moe,mdhinc_count,mdhinc_count_moe,mdhinc_count_cv,mdhinc_pct,mdhinc_pct_moe,hhlds2_wnh_count,hhlds2_wnh_count_moe,hhlds2_wnh_count_cv,hhlds2_wnh_pct,hhlds2_wnh_pct_moe,mdhinc_wnh_count,mdhinc_wnh_count_moe,mdhinc_wnh_count_cv,mdhinc_wnh_pct,mdhinc_wnh_pct_moe,hhlds2_bnh_count,hhlds2_bnh_count_moe,hhlds2_bnh_count_cv,hhlds2_bnh_pct,hhlds2_bnh_pct_moe,mdhinc_bnh_count,mdhinc_bnh_count_moe,mdhinc_bnh_count_cv,mdhinc_bnh_pct,mdhinc_bnh_pct_moe,hhlds2_hsp_count,hhlds2_hsp_count_moe,hhlds2_hsp_count_cv,hhlds2_hsp_pct,hhlds2_hsp_pct_moe,mdhinc_hsp_count,mdhinc_hsp_count_moe,mdhinc_hsp_count_cv,mdhinc_hsp_pct,mdhinc_hsp_pct_moe,hhlds2_anh_count,hhlds2_anh_count_moe,hhlds2_anh_count_cv,hhlds2_anh_pct,hhlds2_anh_pct_moe,mdhinc_anh_count,mdhinc_anh_count_moe,mdhinc_anh_count_cv,mdhinc_anh_pct,mdhinc_anh_pct_moe,p16t64y_count,p16t64y_count_moe,p16t64y_count_cv,p16t64y_pct,p16t64y_pct_moe,lf_count,lf_count_moe,lf_count_cv,lf_pct,lf_pct_moe,age_p16t64_wnh_count,age_p16t64_wnh_count_moe,age_p16t64_wnh_count_cv,age_p16t64_wnh_pct,age_p16t64_wnh_pct_moe,lf_wnh_count,lf_wnh_count_moe,lf_wnh_count_cv,lf_wnh_pct,lf_wnh_pct_moe,age_p16t64_bnh_count,age_p16t64_bnh_count_moe,age_p16t64_bnh_count_cv,age_p16t64_bnh_pct,age_p16t64_bnh_pct_moe,lf_bnh_count,lf_bnh_count_moe,lf_bnh_count_cv,lf_bnh_pct,lf_bnh_pct_moe,age_p16t64_hsp_count,age_p16t64_hsp_count_moe,age_p16t64_hsp_count_cv,age_p16t64_hsp_pct,age_p16t64_hsp_pct_moe,lf_hsp_count,lf_hsp_count_moe,lf_hsp_count_cv,lf_hsp_pct,lf_hsp_pct_moe,age_p16t64_anh_count,age_p16t64_anh_count_moe,age_p16t64_anh_count_cv,age_p16t64_anh_pct,age_p16t64_anh_pct_moe,lf_anh_count,lf_anh_count_moe,lf_anh_count_cv,lf_anh_pct,lf_anh_pct_moe,cvem1_count,cvem1_count_moe,cvem1_count_cv,cvem1_pct,cvem1_pct_moe,mbsa_count,mbsa_count_moe,mbsa_count_cv,mbsa_pct,mbsa_pct_moe,srvc_count,srvc_count_moe,srvc_count_cv,srvc_pct,srvc_pct_moe,slsoff_count,slsoff_count_moe,slsoff_count_cv,slsoff_pct,slsoff_pct_moe,cstmnt_count,cstmnt_count_moe,cstmnt_count_cv,cstmnt_pct,cstmnt_pct_moe,prdtrn_count,prdtrn_count_moe,prdtrn_count_cv,prdtrn_pct,prdtrn_pct_moe,cvem1_wnh_count,cvem1_wnh_count_moe,cvem1_wnh_count_cv,cvem1_wnh_pct,cvem1_wnh_pct_moe,mbsa_wnh_count,mbsa_wnh_count_moe,mbsa_wnh_count_cv,mbsa_wnh_pct,mbsa_wnh_pct_moe,srvc_wnh_count,srvc_wnh_count_moe,srvc_wnh_count_cv,srvc_wnh_pct,srvc_wnh_pct_moe,slsoff_wnh_count,slsoff_wnh_count_moe,slsoff_wnh_count_cv,slsoff_wnh_pct,slsoff_wnh_pct_moe,cstmnt_wnh_count,cstmnt_wnh_count_moe,cstmnt_wnh_count_cv,cstmnt_wnh_pct,cstmnt_wnh_pct_moe,prdtrn_wnh_count,prdtrn_wnh_count_moe,prdtrn_wnh_count_cv,prdtrn_wnh_pct,prdtrn_wnh_pct_moe,cvem1_bnh_count,cvem1_bnh_count_moe,cvem1_bnh_count_cv,cvem1_bnh_pct,cvem1_bnh_pct_moe,mbsa_bnh_count,mbsa_bnh_count_moe,mbsa_bnh_count_cv,mbsa_bnh_pct,mbsa_bnh_pct_moe,srvc_bnh_count,srvc_bnh_count_moe,srvc_bnh_count_cv,srvc_bnh_pct,srvc_bnh_pct_moe,slsoff_bnh_count,slsoff_bnh_count_moe,slsoff_bnh_count_cv,slsoff_bnh_pct,slsoff_bnh_pct_moe,cstmnt_bnh_count,cstmnt_bnh_count_moe,cstmnt_bnh_count_cv,cstmnt_bnh_pct,cstmnt_bnh_pct_moe,prdtrn_bnh_count,prdtrn_bnh_count_moe,prdtrn_bnh_count_cv,prdtrn_bnh_pct,prdtrn_bnh_pct_moe,cvem1_hsp_count,cvem1_hsp_count_moe,cvem1_hsp_count_cv,cvem1_hsp_pct,cvem1_hsp_pct_moe,mbsa_hsp_count,mbsa_hsp_count_moe,mbsa_hsp_count_cv,mbsa_hsp_pct,mbsa_hsp_pct_moe,srvc_hsp_count,srvc_hsp_count_moe,srvc_hsp_count_cv,srvc_hsp_pct,srvc_hsp_pct_moe,slsoff_hsp_count,slsoff_hsp_count_moe,slsoff_hsp_count_cv,slsoff_hsp_pct,slsoff_hsp_pct_moe,cstmnt_hsp_count,cstmnt_hsp_count_moe,cstmnt_hsp_count_cv,cstmnt_hsp_pct,cstmnt_hsp_pct_moe,prdtrn_hsp_count,prdtrn_hsp_count_moe,prdtrn_hsp_count_cv,prdtrn_hsp_pct,prdtrn_hsp_pct_moe,cvem1_anh_count,cvem1_anh_count_moe,cvem1_anh_count_cv,cvem1_anh_pct,cvem1_anh_pct_moe,mbsa_anh_count,mbsa_anh_count_moe,mbsa_anh_count_cv,mbsa_anh_pct,mbsa_anh_pct_moe,srvc_anh_count,srvc_anh_count_moe,srvc_anh_count_cv,srvc_anh_pct,srvc_anh_pct_moe,slsoff_anh_count,slsoff_anh_count_moe,slsoff_anh_count_cv,slsoff_anh_pct,slsoff_anh_pct_moe,cstmnt_anh_count,cstmnt_anh_count_moe,cstmnt_anh_count_cv,cstmnt_anh_pct,cstmnt_anh_pct_moe,prdtrn_anh_count,prdtrn_anh_count_moe,prdtrn_anh_count_cv,prdtrn_anh_pct,prdtrn_anh_pct_moe,cvem2_count,cvem2_count_moe,cvem2_count_cv,cvem2_pct,cvem2_pct_moe,agff_count,agff_count_moe,agff_count_cv,agff_pct,agff_pct_moe,cnstn_count,cnstn_count_moe,cnstn_count_cv,cnstn_pct,cnstn_pct_moe,mnfct_count,mnfct_count_moe,mnfct_count_cv,mnfct_pct,mnfct_pct_moe,whlsl_count,whlsl_count_moe,whlsl_count_cv,whlsl_pct,whlsl_pct_moe,rtl_count,rtl_count_moe,rtl_count_cv,rtl_pct,rtl_pct_moe,trwhu_count,trwhu_count_moe,trwhu_count_cv,trwhu_pct,trwhu_pct_moe,info_count,info_count_moe,info_count_cv,info_pct,info_pct_moe,fire_count,fire_count_moe,fire_count_cv,fire_pct,fire_pct_moe,pfmg_count,pfmg_count_moe,pfmg_count_cv,pfmg_pct,pfmg_pct_moe,edhlt_count,edhlt_count_moe,edhlt_count_cv,edhlt_pct,edhlt_pct_moe,arten_count,arten_count_moe,arten_count_cv,arten_pct,arten_pct_moe,oth_count,oth_count_moe,oth_count_cv,oth_pct,oth_pct_moe,pbadm_count,pbadm_count_moe,pbadm_count_cv,pbadm_pct,pbadm_pct_moe,cvem2_wnh_count,cvem2_wnh_count_moe,cvem2_wnh_count_cv,cvem2_wnh_pct,cvem2_wnh_pct_moe,agff_wnh_count,agff_wnh_count_moe,agff_wnh_count_cv,agff_wnh_pct,agff_wnh_pct_moe,cnstn_wnh_count,cnstn_wnh_count_moe,cnstn_wnh_count_cv,cnstn_wnh_pct,cnstn_wnh_pct_moe,mnfct_wnh_count,mnfct_wnh_count_moe,mnfct_wnh_count_cv,mnfct_wnh_pct,mnfct_wnh_pct_moe,whlsl_wnh_count,whlsl_wnh_count_moe,whlsl_wnh_count_cv,whlsl_wnh_pct,whlsl_wnh_pct_moe,rtl_wnh_count,rtl_wnh_count_moe,rtl_wnh_count_cv,rtl_wnh_pct,rtl_wnh_pct_moe,trwhu_wnh_count,trwhu_wnh_count_moe,trwhu_wnh_count_cv,trwhu_wnh_pct,trwhu_wnh_pct_moe,info_wnh_count,info_wnh_count_moe,info_wnh_count_cv,info_wnh_pct,info_wnh_pct_moe,fire_wnh_count,fire_wnh_count_moe,fire_wnh_count_cv,fire_wnh_pct,fire_wnh_pct_moe,pfmg_wnh_count,pfmg_wnh_count_moe,pfmg_wnh_count_cv,pfmg_wnh_pct,pfmg_wnh_pct_moe,edhlt_wnh_count,edhlt_wnh_count_moe,edhlt_wnh_count_cv,edhlt_wnh_pct,edhlt_wnh_pct_moe,arten_wnh_count,arten_wnh_count_moe,arten_wnh_count_cv,arten_wnh_pct,arten_wnh_pct_moe,oth_wnh_count,oth_wnh_count_moe,oth_wnh_count_cv,oth_wnh_pct,oth_wnh_pct_moe,pbadm_wnh_count,pbadm_wnh_count_moe,pbadm_wnh_count_cv,pbadm_wnh_pct,pbadm_wnh_pct_moe,cvem2_bnh_count,cvem2_bnh_count_moe,cvem2_bnh_count_cv,cvem2_bnh_pct,cvem2_bnh_pct_moe,agff_bnh_count,agff_bnh_count_moe,agff_bnh_count_cv,agff_bnh_pct,agff_bnh_pct_moe,cnstn_bnh_count,cnstn_bnh_count_moe,cnstn_bnh_count_cv,cnstn_bnh_pct,cnstn_bnh_pct_moe,mnfct_bnh_count,mnfct_bnh_count_moe,mnfct_bnh_count_cv,mnfct_bnh_pct,mnfct_bnh_pct_moe,whlsl_bnh_count,whlsl_bnh_count_moe,whlsl_bnh_count_cv,whlsl_bnh_pct,whlsl_bnh_pct_moe,rtl_bnh_count,rtl_bnh_count_moe,rtl_bnh_count_cv,rtl_bnh_pct,rtl_bnh_pct_moe,trwhu_bnh_count,trwhu_bnh_count_moe,trwhu_bnh_count_cv,trwhu_bnh_pct,trwhu_bnh_pct_moe,info_bnh_count,info_bnh_count_moe,info_bnh_count_cv,info_bnh_pct,info_bnh_pct_moe,fire_bnh_count,fire_bnh_count_moe,fire_bnh_count_cv,fire_bnh_pct,fire_bnh_pct_moe,pfmg_bnh_count,pfmg_bnh_count_moe,pfmg_bnh_count_cv,pfmg_bnh_pct,pfmg_bnh_pct_moe,edhlt_bnh_count,edhlt_bnh_count_moe,edhlt_bnh_count_cv,edhlt_bnh_pct,edhlt_bnh_pct_moe,arten_bnh_count,arten_bnh_count_moe,arten_bnh_count_cv,arten_bnh_pct,arten_bnh_pct_moe,oth_bnh_count,oth_bnh_count_moe,oth_bnh_count_cv,oth_bnh_pct,oth_bnh_pct_moe,pbadm_bnh_count,pbadm_bnh_count_moe,pbadm_bnh_count_cv,pbadm_bnh_pct,pbadm_bnh_pct_moe,cvem2_hsp_count,cvem2_hsp_count_moe,cvem2_hsp_count_cv,cvem2_hsp_pct,cvem2_hsp_pct_moe,agff_hsp_count,agff_hsp_count_moe,agff_hsp_count_cv,agff_hsp_pct,agff_hsp_pct_moe,cnstn_hsp_count,cnstn_hsp_count_moe,cnstn_hsp_count_cv,cnstn_hsp_pct,cnstn_hsp_pct_moe,mnfct_hsp_count,mnfct_hsp_count_moe,mnfct_hsp_count_cv,mnfct_hsp_pct,mnfct_hsp_pct_moe,whlsl_hsp_count,whlsl_hsp_count_moe,whlsl_hsp_count_cv,whlsl_hsp_pct,whlsl_hsp_pct_moe,rtl_hsp_count,rtl_hsp_count_moe,rtl_hsp_count_cv,rtl_hsp_pct,rtl_hsp_pct_moe,trwhu_hsp_count,trwhu_hsp_count_moe,trwhu_hsp_count_cv,trwhu_hsp_pct,trwhu_hsp_pct_moe,info_hsp_count,info_hsp_count_moe,info_hsp_count_cv,info_hsp_pct,info_hsp_pct_moe,fire_hsp_count,fire_hsp_count_moe,fire_hsp_count_cv,fire_hsp_pct,fire_hsp_pct_moe,pfmg_hsp_count,pfmg_hsp_count_moe,pfmg_hsp_count_cv,pfmg_hsp_pct,pfmg_hsp_pct_moe,edhlt_hsp_count,edhlt_hsp_count_moe,edhlt_hsp_count_cv,edhlt_hsp_pct,edhlt_hsp_pct_moe,arten_hsp_count,arten_hsp_count_moe,arten_hsp_count_cv,arten_hsp_pct,arten_hsp_pct_moe,oth_hsp_count,oth_hsp_count_moe,oth_hsp_count_cv,oth_hsp_pct,oth_hsp_pct_moe,pbadm_hsp_count,pbadm_hsp_count_moe,pbadm_hsp_count_cv,pbadm_hsp_pct,pbadm_hsp_pct_moe,cvem2_anh_count,cvem2_anh_count_moe,cvem2_anh_count_cv,cvem2_anh_pct,cvem2_anh_pct_moe,agff_anh_count,agff_anh_count_moe,agff_anh_count_cv,agff_anh_pct,agff_anh_pct_moe,cnstn_anh_count,cnstn_anh_count_moe,cnstn_anh_count_cv,cnstn_anh_pct,cnstn_anh_pct_moe,mnfct_anh_count,mnfct_anh_count_moe,mnfct_anh_count_cv,mnfct_anh_pct,mnfct_anh_pct_moe,whlsl_anh_count,whlsl_anh_count_moe,whlsl_anh_count_cv,whlsl_anh_pct,whlsl_anh_pct_moe,rtl_anh_count,rtl_anh_count_moe,rtl_anh_count_cv,rtl_anh_pct,rtl_anh_pct_moe,trwhu_anh_count,trwhu_anh_count_moe,trwhu_anh_count_cv,trwhu_anh_pct,trwhu_anh_pct_moe,info_anh_count,info_anh_count_moe,info_anh_count_cv,info_anh_pct,info_anh_pct_moe,fire_anh_count,fire_anh_count_moe,fire_anh_count_cv,fire_anh_pct,fire_anh_pct_moe,pfmg_anh_count,pfmg_anh_count_moe,pfmg_anh_count_cv,pfmg_anh_pct,pfmg_anh_pct_moe,edhlt_anh_count,edhlt_anh_count_moe,edhlt_anh_count_cv,edhlt_anh_pct,edhlt_anh_pct_moe,arten_anh_count,arten_anh_count_moe,arten_anh_count_cv,arten_anh_pct,arten_anh_pct_moe,oth_anh_count,oth_anh_count_moe,oth_anh_count_cv,oth_anh_pct,oth_anh_pct_moe,pbadm_anh_count,pbadm_anh_count_moe,pbadm_anh_count_cv,pbadm_anh_pct,pbadm_anh_pct_moe,cvem3_count,cvem3_count_moe,cvem3_count_cv,cvem3_pct,cvem3_pct_moe,mwmbsa_count,mwmbsa_count_moe,mwmbsa_count_cv,mwmbsa_pct,mwmbsa_pct_moe,mwsrvc_count,mwsrvc_count_moe,mwsrvc_count_cv,mwsrvc_pct,mwsrvc_pct_moe,mwslsoff_count,mwslsoff_count_moe,mwslsoff_count_cv,mwslsoff_pct,mwslsoff_pct_moe,mwcstmnt_count,mwcstmnt_count_moe,mwcstmnt_count_cv,mwcstmnt_pct,mwcstmnt_pct_moe,mwprdtrn_count,mwprdtrn_count_moe,mwprdtrn_count_cv,mwprdtrn_pct,mwprdtrn_pct_moe,cvem1_wnh_count,cvem1_wnh_count_moe,cvem1_wnh_count_cv,cvem1_wnh_pct,cvem1_wnh_pct_moe,mbsa_wnh_count,mbsa_wnh_count_moe,mbsa_wnh_count_cv,mbsa_wnh_pct,mbsa_wnh_pct_moe,srvc_wnh_count,srvc_wnh_count_moe,srvc_wnh_count_cv,srvc_wnh_pct,srvc_wnh_pct_moe,slsoff_wnh_count,slsoff_wnh_count_moe,slsoff_wnh_count_cv,slsoff_wnh_pct,slsoff_wnh_pct_moe,cstmnt_wnh_count,cstmnt_wnh_count_moe,cstmnt_wnh_count_cv,cstmnt_wnh_pct,cstmnt_wnh_pct_moe,prdtrn_wnh_count,prdtrn_wnh_count_moe,prdtrn_wnh_count_cv,prdtrn_wnh_pct,prdtrn_wnh_pct_moe,cvem1_bnh_count,cvem1_bnh_count_moe,cvem1_bnh_count_cv,cvem1_bnh_pct,cvem1_bnh_pct_moe,mbsa_bnh_count,mbsa_bnh_count_moe,mbsa_bnh_count_cv,mbsa_bnh_pct,mbsa_bnh_pct_moe,srvc_bnh_count,srvc_bnh_count_moe,srvc_bnh_count_cv,srvc_bnh_pct,srvc_bnh_pct_moe,slsoff_bnh_count,slsoff_bnh_count_moe,slsoff_bnh_count_cv,slsoff_bnh_pct,slsoff_bnh_pct_moe,cstmnt_bnh_count,cstmnt_bnh_count_moe,cstmnt_bnh_count_cv,cstmnt_bnh_pct,cstmnt_bnh_pct_moe,prdtrn_bnh_count,prdtrn_bnh_count_moe,prdtrn_bnh_count_cv,prdtrn_bnh_pct,prdtrn_bnh_pct_moe,cvem1_hsp_count,cvem1_hsp_count_moe,cvem1_hsp_count_cv,cvem1_hsp_pct,cvem1_hsp_pct_moe,mbsa_hsp_count,mbsa_hsp_count_moe,mbsa_hsp_count_cv,mbsa_hsp_pct,mbsa_hsp_pct_moe,srvc_hsp_count,srvc_hsp_count_moe,srvc_hsp_count_cv,srvc_hsp_pct,srvc_hsp_pct_moe,slsoff_hsp_count,slsoff_hsp_count_moe,slsoff_hsp_count_cv,slsoff_hsp_pct,slsoff_hsp_pct_moe,cstmnt_hsp_count,cstmnt_hsp_count_moe,cstmnt_hsp_count_cv,cstmnt_hsp_pct,cstmnt_hsp_pct_moe,prdtrn_hsp_count,prdtrn_hsp_count_moe,prdtrn_hsp_count_cv,prdtrn_hsp_pct,prdtrn_hsp_pct_moe,cvem1_anh_count,cvem1_anh_count_moe,cvem1_anh_count_cv,cvem1_anh_pct,cvem1_anh_pct_moe,mbsa_anh_count,mbsa_anh_count_moe,mbsa_anh_count_cv,mbsa_anh_pct,mbsa_anh_pct_moe,srvc_anh_count,srvc_anh_count_moe,srvc_anh_count_cv,srvc_anh_pct,srvc_anh_pct_moe,slsoff_anh_count,slsoff_anh_count_moe,slsoff_anh_count_cv,slsoff_anh_pct,slsoff_anh_pct_moe,cstmnt_anh_count,cstmnt_anh_count_moe,cstmnt_anh_count_cv,cstmnt_anh_pct,cstmnt_anh_pct_moe,prdtrn_anh_count,prdtrn_anh_count_moe,prdtrn_anh_count_cv,prdtrn_anh_pct,prdtrn_anh_pct_moe,cvem4_count,cvem4_count_moe,cvem4_count_cv,cvem4_pct,cvem4_pct_moe,mwagff_count,mwagff_count_moe,mwagff_count_cv,mwagff_pct,mwagff_pct_moe,mwcnstn_count,mwcnstn_count_moe,mwcnstn_count_cv,mwcnstn_pct,mwcnstn_pct_moe,mwmnfct_count,mwmnfct_count_moe,mwmnfct_count_cv,mwmnfct_pct,mwmnfct_pct_moe,mwwhlsl_count,mwwhlsl_count_moe,mwwhlsl_count_cv,mwwhlsl_pct,mwwhlsl_pct_moe,mwrtl_count,mwrtl_count_moe,mwrtl_count_cv,mwrtl_pct,mwrtl_pct_moe,mwtrwhu_count,mwtrwhu_count_moe,mwtrwhu_coun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@SashaWeinstein the code has the changes with the edu_ so I am assuming you didn't write new internal review outputs correct?

household,
census_PUMS=False,
household=False,
exclude_denom=False,
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this would have bunch of downstream effects on the demographics work. Need to sort out depending which branch gets merged first.

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renaming the parameter in the function also auto-renames the parameter passed to the function because VScode re-names parameters across files. This definitely shouldn't break anything.

I also think setting a default for household is nice and shouldn't break any other accessors?

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I know from testing that the other census accessors still run w/out errors

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yeah although for the work currently unavailable in the branch is not the case right? I think for the demographics stuff still in the PR probably might need an extra look at. But overall I feel like merging this PR from you would be easier first step.

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mbh329 commented Mar 29, 2022

I think this all looks good - will wait for @AmandaDoyle on the column names for the edu_ indicators to approve

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td928 commented Mar 29, 2022

Hey Sasha immediately after approval I remember I had this comment from the other branch about renaming the accessor function. Just pasted below for your reference:

From YOU

I think for this accessor it may be ok to break the pattern? pums_0812_1519_demographics is an unwieldy function name, for demographics and economics from ACS PUMS it's ok for it to be acs_pums_. Mine is ACS_PUMS though so that should be standardized between the two functions, either both uppercase or both lowercase

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@td928 td928 2 hours ago
agree on all points and my vote for lowercase because I dislike capitalized functions lol

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Hey Te what comments?

@td928
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td928 commented Mar 29, 2022

sorry just updated above

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sorry I still don't understand lol. Good to merge?

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td928 commented Mar 29, 2022

this is just awful fumble from me but I was talking about this thread #252 (comment)

@SashaWeinstein SashaWeinstein merged commit 330381c into dev Mar 29, 2022
@SashaWeinstein SashaWeinstein deleted the 247-Economics-ACS-PUMS-dcp-pop branch October 26, 2022 20:21
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