From ddd53d76bfedc6db4e844cd1788971a672f6bc09 Mon Sep 17 00:00:00 2001 From: Henry Doupe Date: Tue, 17 Jul 2018 17:27:58 -0400 Subject: [PATCH 01/66] Create core app --- webapp/apps/core/__init__.py | 0 webapp/apps/core/admin.py | 3 +++ webapp/apps/core/apps.py | 5 +++++ webapp/apps/core/migrations/__init__.py | 0 webapp/apps/core/models.py | 1 + webapp/apps/core/tests.py | 3 +++ webapp/apps/core/views.py | 3 +++ 7 files changed, 15 insertions(+) create mode 100644 webapp/apps/core/__init__.py create mode 100644 webapp/apps/core/admin.py create mode 100644 webapp/apps/core/apps.py create mode 100644 webapp/apps/core/migrations/__init__.py create mode 100644 webapp/apps/core/models.py create mode 100644 webapp/apps/core/tests.py create mode 100644 webapp/apps/core/views.py diff --git a/webapp/apps/core/__init__.py b/webapp/apps/core/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/webapp/apps/core/admin.py b/webapp/apps/core/admin.py new file mode 100644 index 00000000..8c38f3f3 --- /dev/null +++ b/webapp/apps/core/admin.py @@ -0,0 +1,3 @@ +from django.contrib import admin + +# Register your models here. diff --git a/webapp/apps/core/apps.py b/webapp/apps/core/apps.py new file mode 100644 index 00000000..26f78a8e --- /dev/null +++ b/webapp/apps/core/apps.py @@ -0,0 +1,5 @@ +from django.apps import AppConfig + + +class CoreConfig(AppConfig): + name = 'core' diff --git a/webapp/apps/core/migrations/__init__.py b/webapp/apps/core/migrations/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/webapp/apps/core/models.py b/webapp/apps/core/models.py new file mode 100644 index 00000000..137941ff --- /dev/null +++ b/webapp/apps/core/models.py @@ -0,0 +1 @@ +from django.db import models diff --git a/webapp/apps/core/tests.py b/webapp/apps/core/tests.py new file mode 100644 index 00000000..7ce503c2 --- /dev/null +++ b/webapp/apps/core/tests.py @@ -0,0 +1,3 @@ +from django.test import TestCase + +# Create your tests here. diff --git a/webapp/apps/core/views.py b/webapp/apps/core/views.py new file mode 100644 index 00000000..91ea44a2 --- /dev/null +++ b/webapp/apps/core/views.py @@ -0,0 +1,3 @@ +from django.shortcuts import render + +# Create your views here. From 465c05aaf707de5d9e19a31c69e2e5355de02fda Mon Sep 17 00:00:00 2001 From: Henry Doupe Date: Tue, 17 Jul 2018 17:30:03 -0400 Subject: [PATCH 02/66] Copy and paste outputs code from taxbrain --- webapp/apps/core/views.py | 225 ++++++++++++++++++++++++++++++++++++++ 1 file changed, 225 insertions(+) diff --git a/webapp/apps/core/views.py b/webapp/apps/core/views.py index 91ea44a2..97b185d9 100644 --- a/webapp/apps/core/views.py +++ b/webapp/apps/core/views.py @@ -1,3 +1,228 @@ from django.shortcuts import render # Create your views here. +def add_summary_column(table): + import copy + summary = copy.deepcopy(table["cols"][-1]) + summary["label"] = "Total" + table["cols"].append(summary) + for x in table["rows"]: + row_total = 0 + for y in x["cells"]: + row_total += float(y["value"]) + x["cells"].append({ + 'format': { + 'decimals': 1, + 'divisor': 1000000000 + }, + 'value': str(row_total), + 'year_values': {} + }) + return table + + +def get_result_context(model, request, url): + output = model.get_tax_result() + first_year = model.first_year + quick_calc = model.quick_calc + created_on = model.creation_date + if 'fiscal_tots' in output: + # Use new key/value pairs for old data + output['aggr_d'] = output['fiscal_tots'] + output['aggr_1'] = output['fiscal_tots'] + output['aggr_2'] = output['fiscal_tots'] + del output['fiscal_tots'] + + tables = taxcalc_results_to_tables(output, first_year) + tables["tooltips"] = { + 'distribution': DISTRIBUTION_TOOLTIP, + 'difference': DIFFERENCE_TOOLTIP, + 'payroll': PAYROLL_TOOLTIP, + 'income': INCOME_TOOLTIP, + 'base': BASE_TOOLTIP, + 'reform': REFORM_TOOLTIP, + 'bins': INCOME_BINS_TOOLTIP, + 'deciles': INCOME_DECILES_TOOLTIP, + 'fiscal_current_law': FISCAL_CURRENT_LAW, + 'fiscal_reform': FISCAL_REFORM, + 'fiscal_change': FISCAL_CHANGE, + } + + is_from_file = not model.raw_input_fields + + if (model.json_text is not None and (model.json_text.raw_reform_text or + model.json_text.raw_assumption_text)): + reform_file_contents = model.json_text.raw_reform_text + reform_file_contents = reform_file_contents.replace(" ", " ") + assump_file_contents = model.json_text.raw_assumption_text + assump_file_contents = assump_file_contents.replace(" ", " ") + elif model.input_fields is not None: + reform = to_json_reform(first_year, model.input_fields) + reform_file_contents = json.dumps(reform, indent=4) + assump_file_contents = '{}' + else: + reform_file_contents = None + assump_file_contents = None + + is_registered = (hasattr(request, 'user') and + request.user.is_authenticated()) + + # TODO: Fix the java script mapping problem. There exists somewhere in + # the taxbrain javascript code a mapping to the old table names. As + # soon as this is changed to accept the new table names, this code NEEDS + # to be removed. + tables['fiscal_change'] = add_summary_column(tables.pop('aggr_d')) + tables['fiscal_currentlaw'] = add_summary_column(tables.pop('aggr_1')) + tables['fiscal_reform'] = add_summary_column(tables.pop('aggr_2')) + tables['mY_dec'] = tables.pop('dist2_xdec') + tables['mX_dec'] = tables.pop('dist1_xdec') + tables['df_dec'] = tables.pop('diff_itax_xdec') + tables['pdf_dec'] = tables.pop('diff_ptax_xdec') + tables['cdf_dec'] = tables.pop('diff_comb_xdec') + tables['mY_bin'] = tables.pop('dist2_xbin') + tables['mX_bin'] = tables.pop('dist1_xbin') + tables['df_bin'] = tables.pop('diff_itax_xbin') + tables['pdf_bin'] = tables.pop('diff_ptax_xbin') + tables['cdf_bin'] = tables.pop('diff_comb_xbin') + + json_table = json.dumps(tables) + # TODO: Add row labels for decile and income bin tables to the context here + # and display these instead of hardcode in the javascript + context = { + 'locals': locals(), + 'unique_url': url, + 'tables': json_table, + 'created_on': created_on, + 'first_year': first_year, + 'quick_calc': quick_calc, + 'is_registered': is_registered, + 'is_micro': True, + 'reform_file_contents': reform_file_contents, + 'assump_file_contents': assump_file_contents, + 'dynamic_file_contents': None, + 'is_from_file': is_from_file, + 'allow_dyn_links': not is_from_file, + 'results_type': "static" + } + return context + + +def output_detail(request, pk): + """ + This view is the single page of diplaying a progress bar for how + close the job is to finishing, and then it will also display the + job results if the job is done. Finally, it will render a 'job failed' + page if the job has failed. + """ + + try: + url = OutputUrl.objects.get(pk=pk) + except OutputUrl.DoesNotExist: + raise Http404 + + model = url.unique_inputs + + taxcalc_vers_disp = get_version(url, 'taxcalc_vers', TAXCALC_VERSION) + webapp_vers_disp = get_version(url, 'webapp_vers', WEBAPP_VERSION) + + context_vers_disp = {'taxcalc_version': taxcalc_vers_disp, + 'webapp_version': webapp_vers_disp} + if model.tax_result: + # try to render table; if failure render not available page + try: + context = get_result_context(model, request, url) + except Exception as e: + print('Exception rendering pk', pk, e) + traceback.print_exc() + edit_href = '/taxbrain/edit/{}/?start_year={}'.format( + pk, + model.first_year or START_YEAR # sometimes first_year is None + ) + not_avail_context = dict(edit_href=edit_href, + **context_vers_disp) + return render( + request, + 'taxbrain/not_avail.html', + not_avail_context) + + context.update(context_vers_disp) + return render(request, 'taxbrain/results.html', context) + elif model.error_text: + return render(request, 'taxbrain/failed.html', + {"error_msg": model.error_text.text}) + else: + if not model.check_hostnames(DROPQ_WORKERS): + print('bad hostname', model.jobs_not_ready, DROPQ_WORKERS) + return render_to_response('taxbrain/failed.html') + job_ids = model.job_ids + jobs_to_check = model.jobs_not_ready + if not jobs_to_check: + jobs_to_check = normalize(job_ids) + else: + jobs_to_check = normalize(jobs_to_check) + + try: + jobs_ready = dropq_compute.dropq_results_ready(jobs_to_check) + except JobFailError as jfe: + print(jfe) + return render_to_response('taxbrain/failed.html') + + if any(j == 'FAIL' for j in jobs_ready): + failed_jobs = [sub_id for (sub_id, job_ready) + in zip(jobs_to_check, jobs_ready) + if job_ready == 'FAIL'] + + # Just need the error message from one failed job + error_msgs = dropq_compute.dropq_get_results([failed_jobs[0]], + job_failure=True) + if error_msgs: + error_msg = error_msgs[0] + else: + error_msg = "Error: stack trace for this error is unavailable" + val_err_idx = error_msg.rfind("Error") + error = ErrorMessageTaxCalculator() + error_contents = error_msg[val_err_idx:].replace(" ", " ") + error.text = error_contents + error.save() + model.error_text = error + model.save() + return render(request, 'taxbrain/failed.html', + {"error_msg": error_contents}) + + if all(j == 'YES' for j in jobs_ready): + results = dropq_compute.dropq_get_results(normalize(job_ids)) + model.tax_result = results + model.creation_date = timezone.now() + model.save() + context = get_result_context(model, request, url) + context.update(context_vers_disp) + return render(request, 'taxbrain/results.html', context) + + else: + jobs_not_ready = [sub_id for (sub_id, job_ready) + in zip(jobs_to_check, jobs_ready) + if job_ready == 'NO'] + jobs_not_ready = denormalize(jobs_not_ready) + model.jobs_not_ready = jobs_not_ready + model.save() + if request.method == 'POST': + # if not ready yet, insert number of minutes remaining + exp_comp_dt = url.exp_comp_datetime + utc_now = timezone.now() + dt = exp_comp_dt - utc_now + exp_num_minutes = dt.total_seconds() / 60. + exp_num_minutes = round(exp_num_minutes, 2) + exp_num_minutes = exp_num_minutes if exp_num_minutes > 0 else 0 + if exp_num_minutes > 0: + return JsonResponse({'eta': exp_num_minutes}, status=202) + else: + return JsonResponse({'eta': exp_num_minutes}, status=200) + + else: + context = {'eta': '100'} + context.update(context_vers_disp) + return render_to_response( + 'taxbrain/not_ready.html', + context, + context_instance=RequestContext(request) + ) From d01cbddb2848ec43c0d19b33068e6e0b86b95b31 Mon Sep 17 00:00:00 2001 From: Henry Doupe Date: Wed, 18 Jul 2018 13:27:13 -0400 Subject: [PATCH 03/66] Add simple compute.py version corresponding to pb_deploy#1 --- webapp/apps/core/compute.py | 149 ++++++++++++++++++++++++++++++++++++ 1 file changed, 149 insertions(+) create mode 100644 webapp/apps/core/compute.py diff --git a/webapp/apps/core/compute.py b/webapp/apps/core/compute.py new file mode 100644 index 00000000..9d2fa50e --- /dev/null +++ b/webapp/apps/core/compute.py @@ -0,0 +1,149 @@ +import os +import requests +import msgpack +from requests.exceptions import RequestException, Timeout +import requests_mock +requests_mock.Mocker.TEST_PREFIX = 'dropq' + +NUM_BUDGET_YEARS = int(os.environ.get('NUM_BUDGET_YEARS', 10)) +NUM_BUDGET_YEARS_QUICK = int(os.environ.get('NUM_BUDGET_YEARS_QUICK', 1)) +WORKER_HN = os.environ.get('DROPQ_WORKERS') +DROPQ_URL = "/dropq_start_job" +# URL to perform the dropq algorithm on a sample of the full dataset +DROPQ_SMALL_URL = "/dropq_small_start_job" +TIMEOUT_IN_SECONDS = 1.0 +MAX_ATTEMPTS_SUBMIT_JOB = 20 +BYTES_HEADER = {'Content-Type': 'application/octet-stream'} + + +class JobFailError(Exception): + '''An Exception to raise when a remote jobs has failed''' + + +class DropqCompute(object): + + num_budget_years = NUM_BUDGET_YEARS + + def remote_submit_job( + self, + theurl, + data, + timeout=TIMEOUT_IN_SECONDS, + headers=None): + print(theurl, data) + if headers is not None: + response = requests.post(theurl, + data=data, + timeout=timeout, + headers=headers) + else: + response = requests.post(theurl, data=data, timeout=timeout) + return response + + def remote_results_ready(self, theurl, params): + job_response = requests.get(theurl, params=params) + return job_response + + def remote_retrieve_results(self, theurl, params): + job_response = requests.get(theurl, params=params) + return job_response + + def submit_dropq_calculation(self, data): + url_template = "http://{hn}" + DROPQ_URL + return self.submit_calculation(data, url_template) + + def submit_dropq_small_calculation(self, data): + url_template = "http://{hn}" + DROPQ_SMALL_URL + return self.submit_calculation(data, url_template, + increment_counter=False + ) + + def submit_elastic_calculation(self, data): + url_template = "http://{hn}/elastic_gdp_start_job" + return self.submit_calculation(data, url_template) + + def submit_calculation(self, + data_list, + url_template, + increment_counter=True, + use_wnc_offset=True): + + print("hostnames: ", WORKER_HN) + print("submitting data: ", data_list) + job_ids = [] + queue_length = 0 + for data in data_list: + submitted = False + attempts = 0 + while not submitted: + packed = msgpack.dumps({'inputs': data}, use_bin_type=True) + theurl = url_template.format(hn=WORKER_HN) + try: + response = self.remote_submit_job( + theurl, data=packed, timeout=TIMEOUT_IN_SECONDS, + headers=BYTES_HEADER) + if response.status_code == 200: + print("submitted: ", ) + submitted = True + response_d = response.json() + job_ids.append(response_d['job_id']) + queue_length = response_d['qlength'] + else: + print("FAILED: ", data, WORKER_HN) + attempts += 1 + except Timeout: + print("Couldn't submit to: ", WORKER_HN) + attempts += 1 + except RequestException as re: + print("Something unexpected happened: ", re) + attempts += 1 + if attempts > MAX_ATTEMPTS_SUBMIT_JOB: + print("Exceeded max attempts. Bailing out.") + raise IOError() + + return job_ids, queue_length + + def dropq_results_ready(self, job_ids): + jobs_done = [] + for job_id in job_ids: + result_url = "http://{hn}/dropq_query_result".format(hn=WORKER_HN) + job_response = self.remote_results_ready( + result_url, params={'job_id': job_id}) + msg = '{0} failed on host: {1}'.format(job_id, WORKER_HN) + if job_response.status_code == 200: # Valid response + rep = job_response.text + jobs_done.append(rep) + else: + print( + 'did not expect response with status_code', + job_response.status_code) + raise JobFailError(msg) + return jobs_done + + def _get_results_base(self, job_ids, job_failure=False): + ans = [] + for job_id in job_ids: + result_url = "http://{hn}/dropq_get_result".format(hn=WORKER_HN) + job_response = self.remote_retrieve_results( + result_url, + params={'job_id': job_id} + ) + if job_response.status_code == 200: # Valid response + try: + if job_failure: + ans.append(job_response.text) + else: + ans.append(job_response.json()) + except ValueError: + # Got back a bad response. Get the text and re-raise + msg = 'PROBLEM WITH RESPONSE. TEXT RECEIVED: {}' + raise ValueError(msg) + return ans + + def dropq_get_results(self, job_ids, job_failure=False): + if job_failure: + return self._get_results_base(job_ids, job_failure=job_failure) + + ans = self._get_results_base(job_ids, job_failure=job_failure) + + return ans From 5ba7a457be01f60e33aa81039d222dd03ceb4533 Mon Sep 17 00:00:00 2001 From: Henry Doupe Date: Wed, 18 Jul 2018 13:27:59 -0400 Subject: [PATCH 04/66] Turn core/views.py into skeleton to be filled out --- webapp/apps/core/views.py | 227 +++----------------------------------- 1 file changed, 16 insertions(+), 211 deletions(-) diff --git a/webapp/apps/core/views.py b/webapp/apps/core/views.py index 97b185d9..558e30fe 100644 --- a/webapp/apps/core/views.py +++ b/webapp/apps/core/views.py @@ -1,228 +1,33 @@ from django.shortcuts import render -# Create your views here. -def add_summary_column(table): - import copy - summary = copy.deepcopy(table["cols"][-1]) - summary["label"] = "Total" - table["cols"].append(summary) - for x in table["rows"]: - row_total = 0 - for y in x["cells"]: - row_total += float(y["value"]) - x["cells"].append({ - 'format': { - 'decimals': 1, - 'divisor': 1000000000 - }, - 'value': str(row_total), - 'year_values': {} - }) - return table - def get_result_context(model, request, url): - output = model.get_tax_result() - first_year = model.first_year - quick_calc = model.quick_calc - created_on = model.creation_date - if 'fiscal_tots' in output: - # Use new key/value pairs for old data - output['aggr_d'] = output['fiscal_tots'] - output['aggr_1'] = output['fiscal_tots'] - output['aggr_2'] = output['fiscal_tots'] - del output['fiscal_tots'] - - tables = taxcalc_results_to_tables(output, first_year) - tables["tooltips"] = { - 'distribution': DISTRIBUTION_TOOLTIP, - 'difference': DIFFERENCE_TOOLTIP, - 'payroll': PAYROLL_TOOLTIP, - 'income': INCOME_TOOLTIP, - 'base': BASE_TOOLTIP, - 'reform': REFORM_TOOLTIP, - 'bins': INCOME_BINS_TOOLTIP, - 'deciles': INCOME_DECILES_TOOLTIP, - 'fiscal_current_law': FISCAL_CURRENT_LAW, - 'fiscal_reform': FISCAL_REFORM, - 'fiscal_change': FISCAL_CHANGE, - } - - is_from_file = not model.raw_input_fields - - if (model.json_text is not None and (model.json_text.raw_reform_text or - model.json_text.raw_assumption_text)): - reform_file_contents = model.json_text.raw_reform_text - reform_file_contents = reform_file_contents.replace(" ", " ") - assump_file_contents = model.json_text.raw_assumption_text - assump_file_contents = assump_file_contents.replace(" ", " ") - elif model.input_fields is not None: - reform = to_json_reform(first_year, model.input_fields) - reform_file_contents = json.dumps(reform, indent=4) - assump_file_contents = '{}' - else: - reform_file_contents = None - assump_file_contents = None - - is_registered = (hasattr(request, 'user') and - request.user.is_authenticated()) + """ + generate context from request object and model and url model objects - # TODO: Fix the java script mapping problem. There exists somewhere in - # the taxbrain javascript code a mapping to the old table names. As - # soon as this is changed to accept the new table names, this code NEEDS - # to be removed. - tables['fiscal_change'] = add_summary_column(tables.pop('aggr_d')) - tables['fiscal_currentlaw'] = add_summary_column(tables.pop('aggr_1')) - tables['fiscal_reform'] = add_summary_column(tables.pop('aggr_2')) - tables['mY_dec'] = tables.pop('dist2_xdec') - tables['mX_dec'] = tables.pop('dist1_xdec') - tables['df_dec'] = tables.pop('diff_itax_xdec') - tables['pdf_dec'] = tables.pop('diff_ptax_xdec') - tables['cdf_dec'] = tables.pop('diff_comb_xdec') - tables['mY_bin'] = tables.pop('dist2_xbin') - tables['mX_bin'] = tables.pop('dist1_xbin') - tables['df_bin'] = tables.pop('diff_itax_xbin') - tables['pdf_bin'] = tables.pop('diff_ptax_xbin') - tables['cdf_bin'] = tables.pop('diff_comb_xbin') + returns: context + """ - json_table = json.dumps(tables) - # TODO: Add row labels for decile and income bin tables to the context here - # and display these instead of hardcode in the javascript context = { - 'locals': locals(), - 'unique_url': url, - 'tables': json_table, - 'created_on': created_on, - 'first_year': first_year, - 'quick_calc': quick_calc, - 'is_registered': is_registered, - 'is_micro': True, - 'reform_file_contents': reform_file_contents, - 'assump_file_contents': assump_file_contents, - 'dynamic_file_contents': None, - 'is_from_file': is_from_file, - 'allow_dyn_links': not is_from_file, - 'results_type': "static" + # ... } return context -def output_detail(request, pk): +def outputs(request, id): """ - This view is the single page of diplaying a progress bar for how - close the job is to finishing, and then it will also display the - job results if the job is done. Finally, it will render a 'job failed' - page if the job has failed. - """ - - try: - url = OutputUrl.objects.get(pk=pk) - except OutputUrl.DoesNotExist: - raise Http404 - - model = url.unique_inputs - - taxcalc_vers_disp = get_version(url, 'taxcalc_vers', TAXCALC_VERSION) - webapp_vers_disp = get_version(url, 'webapp_vers', WEBAPP_VERSION) + Query status of jobs, render result upon completion of all jobs - context_vers_disp = {'taxcalc_version': taxcalc_vers_disp, - 'webapp_version': webapp_vers_disp} - if model.tax_result: - # try to render table; if failure render not available page - try: - context = get_result_context(model, request, url) - except Exception as e: - print('Exception rendering pk', pk, e) - traceback.print_exc() - edit_href = '/taxbrain/edit/{}/?start_year={}'.format( - pk, - model.first_year or START_YEAR # sometimes first_year is None - ) - not_avail_context = dict(edit_href=edit_href, - **context_vers_disp) - return render( - request, - 'taxbrain/not_avail.html', - not_avail_context) + Cases: + case 1: result is ready and successful - context.update(context_vers_disp) - return render(request, 'taxbrain/results.html', context) - elif model.error_text: - return render(request, 'taxbrain/failed.html', - {"error_msg": model.error_text.text}) - else: - if not model.check_hostnames(DROPQ_WORKERS): - print('bad hostname', model.jobs_not_ready, DROPQ_WORKERS) - return render_to_response('taxbrain/failed.html') - job_ids = model.job_ids - jobs_to_check = model.jobs_not_ready - if not jobs_to_check: - jobs_to_check = normalize(job_ids) - else: - jobs_to_check = normalize(jobs_to_check) + case 2: model run failed - try: - jobs_ready = dropq_compute.dropq_results_ready(jobs_to_check) - except JobFailError as jfe: - print(jfe) - return render_to_response('taxbrain/failed.html') + case 3: query results + case 3a: all jobs have completed + case 3b: not all jobs have completed - if any(j == 'FAIL' for j in jobs_ready): - failed_jobs = [sub_id for (sub_id, job_ready) - in zip(jobs_to_check, jobs_ready) - if job_ready == 'FAIL'] - - # Just need the error message from one failed job - error_msgs = dropq_compute.dropq_get_results([failed_jobs[0]], - job_failure=True) - if error_msgs: - error_msg = error_msgs[0] - else: - error_msg = "Error: stack trace for this error is unavailable" - val_err_idx = error_msg.rfind("Error") - error = ErrorMessageTaxCalculator() - error_contents = error_msg[val_err_idx:].replace(" ", " ") - error.text = error_contents - error.save() - model.error_text = error - model.save() - return render(request, 'taxbrain/failed.html', - {"error_msg": error_contents}) - - if all(j == 'YES' for j in jobs_ready): - results = dropq_compute.dropq_get_results(normalize(job_ids)) - model.tax_result = results - model.creation_date = timezone.now() - model.save() - context = get_result_context(model, request, url) - context.update(context_vers_disp) - return render(request, 'taxbrain/results.html', context) - - else: - jobs_not_ready = [sub_id for (sub_id, job_ready) - in zip(jobs_to_check, jobs_ready) - if job_ready == 'NO'] - jobs_not_ready = denormalize(jobs_not_ready) - model.jobs_not_ready = jobs_not_ready - model.save() - if request.method == 'POST': - # if not ready yet, insert number of minutes remaining - exp_comp_dt = url.exp_comp_datetime - utc_now = timezone.now() - dt = exp_comp_dt - utc_now - exp_num_minutes = dt.total_seconds() / 60. - exp_num_minutes = round(exp_num_minutes, 2) - exp_num_minutes = exp_num_minutes if exp_num_minutes > 0 else 0 - if exp_num_minutes > 0: - return JsonResponse({'eta': exp_num_minutes}, status=202) - else: - return JsonResponse({'eta': exp_num_minutes}, status=200) + returns: data to be rendered and displayed + """ - else: - context = {'eta': '100'} - context.update(context_vers_disp) - return render_to_response( - 'taxbrain/not_ready.html', - context, - context_instance=RequestContext(request) - ) + return render('appropriate html page') From 3bfb235be593ac7e32a1404e547af1cdb2dc162c Mon Sep 17 00:00:00 2001 From: Henry Doupe Date: Wed, 18 Jul 2018 15:09:55 -0400 Subject: [PATCH 05/66] Fill in outputs view a little more --- webapp/apps/core/views.py | 29 ++++++++++++++++++++++++++--- 1 file changed, 26 insertions(+), 3 deletions(-) diff --git a/webapp/apps/core/views.py b/webapp/apps/core/views.py index 558e30fe..35612da5 100644 --- a/webapp/apps/core/views.py +++ b/webapp/apps/core/views.py @@ -1,7 +1,11 @@ -from django.shortcuts import render +from django.shortcuts import render, get_object_or_404 +from django.http import JsonResponse +from .models import CoreRun +from .compute import Compute -def get_result_context(model, request, url): + +def get_result_context(request, model, url): """ generate context from request object and model and url model objects @@ -30,4 +34,23 @@ def outputs(request, id): returns: data to be rendered and displayed """ - return render('appropriate html page') + model = get_object_or_404(CoreRun, id=id) + + compute = Compute() + + if model.result is not None: + context = get_result_context(request, model) + return render('outputs.html', context) + elif model.error_message is not None: + context = {'error': model.error_message} + return render('failed.html', context) + else: + jobs_to_complete = compute.ready(model.job_ids) + if jobs_to_complete == 0: + result = compute.get_result(model.job_ids) + model.result = result + model.save() + return JsonResponse({'eta': 0}, status=202) + else: + eta = compute.eta(model.job_ids) + return JsonResponse({'eta': eta}, status=202) From cc3657d4b4b9b901041629dccacf3cb766b827e5 Mon Sep 17 00:00:00 2001 From: Lucas Szwarcberg Date: Fri, 20 Jul 2018 10:55:29 -0400 Subject: [PATCH 06/66] Prototype for HTML output implementation, to be used with development version of T-C --- distributed/requirements.txt | 1 + templates/taxbrain/results.html | 4 ++ webapp/apps/taxbrain/compute.py | 34 ++++++++---- webapp/apps/taxbrain/views.py | 96 ++++++++++++++++++--------------- 4 files changed, 81 insertions(+), 54 deletions(-) diff --git a/distributed/requirements.txt b/distributed/requirements.txt index 88b6579b..d2b71aef 100644 --- a/distributed/requirements.txt +++ b/distributed/requirements.txt @@ -5,4 +5,5 @@ toolz celery requests-mock requests +msgpack pytest diff --git a/templates/taxbrain/results.html b/templates/taxbrain/results.html index c1c07fee..46a6e9ce 100644 --- a/templates/taxbrain/results.html +++ b/templates/taxbrain/results.html @@ -90,7 +90,11 @@

Assumptions


+ {% if renderable %} + {{ renderable | safeseq | join:"" }} + {% else %}
+ {% endif %}
diff --git a/webapp/apps/taxbrain/compute.py b/webapp/apps/taxbrain/compute.py index ffff0c35..3a11b7c1 100644 --- a/webapp/apps/taxbrain/compute.py +++ b/webapp/apps/taxbrain/compute.py @@ -204,11 +204,6 @@ def dropq_get_results(self, job_ids, job_failure=False): "aggr_d", "aggr_1", "aggr_2"] - results = {name: {} for name in names} - - for result in ans: - for name in results: - results[name].update(result[name]) if ENFORCE_REMOTE_VERSION_CHECK: versions = [r.get('taxcalc_version', None) for r in ans] @@ -223,14 +218,31 @@ def dropq_get_results(self, job_ids, job_failure=False): print(msg) raise IOError(msg) - results['aggr_d'] = arrange_totals_by_row(results['aggr_d'], - AGG_ROW_NAMES) + is_new_output = 'renderable' in ans[0] + + if is_new_output: + results = {} + for x in ['renderable', 'download_only']: + results[x] = {name: '' for name in names} + + for result in ans: + for name in result[x]: + results[x][name] += result[x][name] + else: + results = {name: {} for name in names} + + for result in ans: + for name in results: + results[name].update(result[name]) + + results['aggr_d'] = arrange_totals_by_row(results['aggr_d'], + AGG_ROW_NAMES) - results['aggr_1'] = arrange_totals_by_row(results['aggr_1'], - AGG_ROW_NAMES) + results['aggr_1'] = arrange_totals_by_row(results['aggr_1'], + AGG_ROW_NAMES) - results['aggr_2'] = arrange_totals_by_row(results['aggr_2'], - AGG_ROW_NAMES) + results['aggr_2'] = arrange_totals_by_row(results['aggr_2'], + AGG_ROW_NAMES) return results diff --git a/webapp/apps/taxbrain/views.py b/webapp/apps/taxbrain/views.py index 03068c28..fa350d92 100644 --- a/webapp/apps/taxbrain/views.py +++ b/webapp/apps/taxbrain/views.py @@ -654,27 +654,6 @@ def get_result_context(model, request, url): first_year = model.first_year quick_calc = model.quick_calc created_on = model.creation_date - if 'fiscal_tots' in output: - # Use new key/value pairs for old data - output['aggr_d'] = output['fiscal_tots'] - output['aggr_1'] = output['fiscal_tots'] - output['aggr_2'] = output['fiscal_tots'] - del output['fiscal_tots'] - - tables = taxcalc_results_to_tables(output, first_year) - tables["tooltips"] = { - 'distribution': DISTRIBUTION_TOOLTIP, - 'difference': DIFFERENCE_TOOLTIP, - 'payroll': PAYROLL_TOOLTIP, - 'income': INCOME_TOOLTIP, - 'base': BASE_TOOLTIP, - 'reform': REFORM_TOOLTIP, - 'bins': INCOME_BINS_TOOLTIP, - 'deciles': INCOME_DECILES_TOOLTIP, - 'fiscal_current_law': FISCAL_CURRENT_LAW, - 'fiscal_reform': FISCAL_REFORM, - 'fiscal_change': FISCAL_CHANGE, - } is_from_file = not model.raw_input_fields @@ -695,31 +674,9 @@ def get_result_context(model, request, url): is_registered = (hasattr(request, 'user') and request.user.is_authenticated()) - # TODO: Fix the java script mapping problem. There exists somewhere in - # the taxbrain javascript code a mapping to the old table names. As - # soon as this is changed to accept the new table names, this code NEEDS - # to be removed. - tables['fiscal_change'] = add_summary_column(tables.pop('aggr_d')) - tables['fiscal_currentlaw'] = add_summary_column(tables.pop('aggr_1')) - tables['fiscal_reform'] = add_summary_column(tables.pop('aggr_2')) - tables['mY_dec'] = tables.pop('dist2_xdec') - tables['mX_dec'] = tables.pop('dist1_xdec') - tables['df_dec'] = tables.pop('diff_itax_xdec') - tables['pdf_dec'] = tables.pop('diff_ptax_xdec') - tables['cdf_dec'] = tables.pop('diff_comb_xdec') - tables['mY_bin'] = tables.pop('dist2_xbin') - tables['mX_bin'] = tables.pop('dist1_xbin') - tables['df_bin'] = tables.pop('diff_itax_xbin') - tables['pdf_bin'] = tables.pop('diff_ptax_xbin') - tables['cdf_bin'] = tables.pop('diff_comb_xbin') - - json_table = json.dumps(tables) - # TODO: Add row labels for decile and income bin tables to the context here - # and display these instead of hardcode in the javascript context = { 'locals': locals(), 'unique_url': url, - 'tables': json_table, 'created_on': created_on, 'first_year': first_year, 'quick_calc': quick_calc, @@ -732,6 +689,59 @@ def get_result_context(model, request, url): 'allow_dyn_links': not is_from_file, 'results_type': "static" } + + if 'renderable' in output: + context.update({ + 'renderable': output['renderable'].values(), + # 'download_only': output['download_only'] + }) + else: + if 'fiscal_tots' in output: + # Use new key/value pairs for old data + output['aggr_d'] = output['fiscal_tots'] + output['aggr_1'] = output['fiscal_tots'] + output['aggr_2'] = output['fiscal_tots'] + del output['fiscal_tots'] + + tables = taxcalc_results_to_tables(output, first_year) + tables["tooltips"] = { + 'distribution': DISTRIBUTION_TOOLTIP, + 'difference': DIFFERENCE_TOOLTIP, + 'payroll': PAYROLL_TOOLTIP, + 'income': INCOME_TOOLTIP, + 'base': BASE_TOOLTIP, + 'reform': REFORM_TOOLTIP, + 'bins': INCOME_BINS_TOOLTIP, + 'deciles': INCOME_DECILES_TOOLTIP, + 'fiscal_current_law': FISCAL_CURRENT_LAW, + 'fiscal_reform': FISCAL_REFORM, + 'fiscal_change': FISCAL_CHANGE, + } + + # TODO: Fix the java script mapping problem. There exists somewhere in + # the taxbrain javascript code a mapping to the old table names. As + # soon as this is changed to accept the new table names, this code NEEDS + # to be removed. + tables['fiscal_change'] = add_summary_column(tables.pop('aggr_d')) + tables['fiscal_currentlaw'] = add_summary_column(tables.pop('aggr_1')) + tables['fiscal_reform'] = add_summary_column(tables.pop('aggr_2')) + tables['mY_dec'] = tables.pop('dist2_xdec') + tables['mX_dec'] = tables.pop('dist1_xdec') + tables['df_dec'] = tables.pop('diff_itax_xdec') + tables['pdf_dec'] = tables.pop('diff_ptax_xdec') + tables['cdf_dec'] = tables.pop('diff_comb_xdec') + tables['mY_bin'] = tables.pop('dist2_xbin') + tables['mX_bin'] = tables.pop('dist1_xbin') + tables['df_bin'] = tables.pop('diff_itax_xbin') + tables['pdf_bin'] = tables.pop('diff_ptax_xbin') + tables['cdf_bin'] = tables.pop('diff_comb_xbin') + + json_table = json.dumps(tables) + # TODO: Add row labels for decile and income bin tables to the context + # here and display these instead of hardcode in the javascript + + context['tables'] = json_table + return context From f38386436c9bf20f6472086a85a1c4c411346599 Mon Sep 17 00:00:00 2001 From: Lucas Szwarcberg Date: Fri, 20 Jul 2018 13:52:35 -0400 Subject: [PATCH 07/66] Update TaxBrain to use core/compute --- webapp/apps/core/compute.py | 9 ++++++++- webapp/apps/core/models.py | 12 ++++++++++++ webapp/apps/taxbrain/views.py | 17 +++++++---------- 3 files changed, 27 insertions(+), 11 deletions(-) diff --git a/webapp/apps/core/compute.py b/webapp/apps/core/compute.py index 9d2fa50e..ce94d847 100644 --- a/webapp/apps/core/compute.py +++ b/webapp/apps/core/compute.py @@ -146,4 +146,11 @@ def dropq_get_results(self, job_ids, job_failure=False): ans = self._get_results_base(job_ids, job_failure=job_failure) - return ans + fields = ['renderable', 'download_only'] + results = {key: {} for key in fields} + for x in fields: + for result in ans: + for name in result[x]: + results[x][name] = (results[x][name] if name in results[x] + else '') + result[x][name] + return results diff --git a/webapp/apps/core/models.py b/webapp/apps/core/models.py index 137941ff..b6f86434 100644 --- a/webapp/apps/core/models.py +++ b/webapp/apps/core/models.py @@ -1 +1,13 @@ from django.db import models +from django.contrib.postgres.fields import JSONField + + +class TaxSimulation(models.Model): + inputs = JSONField() + outputs = JSONField(default=None, blank=True, null=True) + uuid = models.UUIDField( + default=uuid.uuid4, + editable=False, + max_length=32, + unique=True) + user = models.ForeignKey(User, default=None, blank=True, null=True) diff --git a/webapp/apps/taxbrain/views.py b/webapp/apps/taxbrain/views.py index fa350d92..fd9e8762 100644 --- a/webapp/apps/taxbrain/views.py +++ b/webapp/apps/taxbrain/views.py @@ -28,8 +28,8 @@ from .helpers import (taxcalc_results_to_tables, format_csv, json_int_key_encode, make_bool) from .param_displayers import nested_form_parameters -from .compute import (DropqCompute, MockCompute, JobFailError, - NUM_BUDGET_YEARS, NUM_BUDGET_YEARS_QUICK, DROPQ_WORKERS) +from ..core.compute import (DropqCompute, JobFailError, NUM_BUDGET_YEARS, + NUM_BUDGET_YEARS_QUICK) from ..constants import (DISTRIBUTION_TOOLTIP, DIFFERENCE_TOOLTIP, PAYROLL_TOOLTIP, INCOME_TOOLTIP, BASE_TOOLTIP, @@ -94,7 +94,7 @@ def save_model(post_meta): # create model for file_input case if model is None: model = TaxSaveInputs() - model.job_ids = denormalize(post_meta.submitted_ids) + model.job_ids = post_meta.submitted_ids model.json_text = post_meta.json_reform model.first_year = int(post_meta.start_year) model.data_source = post_meta.data_source @@ -789,15 +789,13 @@ def output_detail(request, pk): return render(request, 'taxbrain/failed.html', {"error_msg": model.error_text.text}) else: - if not model.check_hostnames(DROPQ_WORKERS): - print('bad hostname', model.jobs_not_ready, DROPQ_WORKERS) - return render_to_response('taxbrain/failed.html') + # if not model.check_hostnames(DROPQ_WORKERS): + # print('bad hostname', model.jobs_not_ready, DROPQ_WORKERS) + # return render_to_response('taxbrain/failed.html') job_ids = model.job_ids jobs_to_check = model.jobs_not_ready if not jobs_to_check: - jobs_to_check = normalize(job_ids) - else: - jobs_to_check = normalize(jobs_to_check) + jobs_to_check = job_ids try: jobs_ready = dropq_compute.dropq_results_ready(jobs_to_check) @@ -840,7 +838,6 @@ def output_detail(request, pk): jobs_not_ready = [sub_id for (sub_id, job_ready) in zip(jobs_to_check, jobs_ready) if job_ready == 'NO'] - jobs_not_ready = denormalize(jobs_not_ready) model.jobs_not_ready = jobs_not_ready model.save() if request.method == 'POST': From 51639230408dc5aba03b13db043714c415a7a368 Mon Sep 17 00:00:00 2001 From: Henry Doupe Date: Fri, 20 Jul 2018 14:04:55 -0400 Subject: [PATCH 08/66] Slimmed down version of inputs page --- webapp/apps/core/views.py | 120 ++++++++++++++++++++++++++++++++++++++ 1 file changed, 120 insertions(+) diff --git a/webapp/apps/core/views.py b/webapp/apps/core/views.py index 35612da5..3b3bfbfc 100644 --- a/webapp/apps/core/views.py +++ b/webapp/apps/core/views.py @@ -5,6 +5,126 @@ from .compute import Compute +def process_reform(request): + fields = dict(request.GET) + fields.update(dict(request.POST)) + fields = {k: v[0] if isinstance(v, list) else v + for k, v in list(fields.items())} + start_year = fields.get('start_year', START_YEAR) + # TODO: migrate first_year to start_year to get rid of weird stuff like + # this + fields['first_year'] = fields['start_year'] + has_errors = make_bool(fields['has_errors']) + + # which file to use, front-end not yet implemented + data_source = fields.get('data_source', 'PUF') + use_puf_not_cps = (data_source == 'PUF') + + personal_inputs = TaxBrainForm(start_year, use_puf_not_cps, fields) + # If an attempt is made to post data we don't accept + # raise a 400 + if personal_inputs.non_field_errors(): + return BadPost( + http_response_404=HttpResponse( + "Bad Input!", status=400 + ), + has_errors=True + ) + is_valid = personal_inputs.is_valid() + if is_valid: + model = personal_inputs.save(commit=False) + model.set_fields() + model.save() + (reform_dict, assumptions_dict, reform_text, assumptions_text, + errors_warnings) = model.get_model_specs() + + json_reform = JSONReformTaxCalculator( + reform_text=json.dumps(reform_dict), + assumption_text=json.dumps(assumptions_dict), + raw_reform_text=reform_text, + raw_assumption_text=assumptions_text, + errors_warnings_text=json.dumps(errors_warnings) + ) + json_reform.save() + + user_mods = dict({'policy': reform_dict}, **assumptions_dict) + data = {'user_mods': user_mods, + 'first_budget_year': int(start_year), + 'use_puf_not_cps': use_puf_not_cps} + if do_full_calc: + data_list = [dict(year=i, **data) for i in range(NUM_BUDGET_YEARS)] + submitted_ids, max_q_length = ( + dropq_compute.submit_dropq_calculation(data_list)) + else: + data_list = [dict(year=i, **data) + for i in range(NUM_BUDGET_YEARS_QUICK)] + submitted_ids, max_q_length = ( + dropq_compute.submit_dropq_small_calculation(data_list)) + + +def gui_inputs(request): + """ + Receive data from GUI interface and returns parsed data or default data if + get request + """ + start_year = START_YEAR + has_errors = False + data_source = DEFAULT_SOURCE + if request.method == 'POST': + print('method=POST get', request.GET) + print('method=POST post', request.POST) + obj, post_meta = process_reform(request) + # case where validation failed in forms.TaxBrainForm + # TODO: assert HttpResponse status is 404 + if isinstance(post_meta, BadPost): + return post_meta.http_response_404 + + # No errors--submit to model + if not post_meta.stop_submission: + return redirect(obj) + # Errors from taxcalc.tbi.reform_warnings_errors + else: + personal_inputs = post_meta.personal_inputs + start_year = post_meta.start_year + data_source = post_meta.data_source + use_puf_not_cps = (data_source == 'PUF') + has_errors = post_meta.has_errors + + else: + # Probably a GET request, load a default form + print('method=GET get', request.GET) + print('method=GET post', request.POST) + params = parse_qs(urlparse(request.build_absolute_uri()).query) + if 'start_year' in params and params['start_year'][0] in START_YEARS: + start_year = params['start_year'][0] + + # use puf by default + use_puf_not_cps = True + if ('data_source' in params and + params['data_source'][0] in DATA_SOURCES): + data_source = params['data_source'][0] + if data_source != 'PUF': + use_puf_not_cps = False + + personal_inputs = TaxBrainForm(first_year=start_year, + use_puf_not_cps=use_puf_not_cps) + + init_context = { + 'form': personal_inputs, + 'params': nested_form_parameters(int(start_year), use_puf_not_cps), + 'taxcalc_version': TAXCALC_VERSION, + 'webapp_version': WEBAPP_VERSION, + 'start_years': START_YEARS, + 'start_year': start_year, + 'has_errors': has_errors, + 'data_sources': DATA_SOURCES, + 'data_source': data_source, + } + + return render(request, 'taxbrain/input_form.html', init_context) + + + def get_result_context(request, model, url): """ generate context from request object and model and url model objects From bcb4dd912ac4b5f615e95d464513e2e2386dd987 Mon Sep 17 00:00:00 2001 From: Henry Doupe Date: Fri, 20 Jul 2018 14:27:40 -0400 Subject: [PATCH 09/66] Fix imports, rename, simplify further --- webapp/apps/core/views.py | 105 +++++++++++++++++++++----------------- 1 file changed, 57 insertions(+), 48 deletions(-) diff --git a/webapp/apps/core/views.py b/webapp/apps/core/views.py index 3b3bfbfc..2b83945e 100644 --- a/webapp/apps/core/views.py +++ b/webapp/apps/core/views.py @@ -1,8 +1,36 @@ +import json +from collections import namedtuple + from django.shortcuts import render, get_object_or_404 -from django.http import JsonResponse +from django.http import (HttpResponse, JsonResponse) + +from ..taxbrain.forms import TaxBrainForm as Form +from ..taxbrain.param_displayers import nested_form_parameters +from ..constants import START_YEAR, START_YEARS, DATA_SOURCES, DEFAULT_SOURCE from .models import CoreRun -from .compute import Compute +from .compute import Compute, NUM_BUDGET_YEARS, NUM_BUDGET_YEARS_QUICK + +import taxcalc +from django.conf import settings + + +WEBAPP_VERSION = settings.WEBAPP_VERSION + +tcversion_info = taxcalc._version.get_versions() + +TAXCALC_VERSION = tcversion_info['version'] + + +PostMeta = namedtuple( + 'PostMeta', + ['form', 'start_year', 'data_source'] +) + +BadPost = namedtuple( + 'BasdPost', + ['http_response_404', 'has_errors'] +) def process_reform(request): @@ -14,52 +42,53 @@ def process_reform(request): # TODO: migrate first_year to start_year to get rid of weird stuff like # this fields['first_year'] = fields['start_year'] - has_errors = make_bool(fields['has_errors']) - # which file to use, front-end not yet implemented data_source = fields.get('data_source', 'PUF') use_puf_not_cps = (data_source == 'PUF') - personal_inputs = TaxBrainForm(start_year, use_puf_not_cps, fields) + # TODO: figure out correct way to grab quick_calc flag + do_full_calc = False if fields.get('quick_calc') else True + + form = Form(start_year, use_puf_not_cps, fields) # If an attempt is made to post data we don't accept # raise a 400 - if personal_inputs.non_field_errors(): + if form.non_field_errors(): return BadPost( http_response_404=HttpResponse( "Bad Input!", status=400 ), has_errors=True ) - is_valid = personal_inputs.is_valid() + is_valid = form.is_valid() if is_valid: - model = personal_inputs.save(commit=False) + model = form.save(commit=False) model.set_fields() model.save() (reform_dict, assumptions_dict, reform_text, assumptions_text, errors_warnings) = model.get_model_specs() - json_reform = JSONReformTaxCalculator( - reform_text=json.dumps(reform_dict), - assumption_text=json.dumps(assumptions_dict), - raw_reform_text=reform_text, - raw_assumption_text=assumptions_text, - errors_warnings_text=json.dumps(errors_warnings) - ) - json_reform.save() + # TODO: save processed data user_mods = dict({'policy': reform_dict}, **assumptions_dict) data = {'user_mods': user_mods, 'first_budget_year': int(start_year), 'use_puf_not_cps': use_puf_not_cps} + compute = Compute() if do_full_calc: data_list = [dict(year=i, **data) for i in range(NUM_BUDGET_YEARS)] submitted_ids, max_q_length = ( - dropq_compute.submit_dropq_calculation(data_list)) + compute.submit_dropq_calculation(data_list)) else: data_list = [dict(year=i, **data) for i in range(NUM_BUDGET_YEARS_QUICK)] submitted_ids, max_q_length = ( - dropq_compute.submit_dropq_small_calculation(data_list)) + compute.submit_dropq_small_calculation(data_list)) + + return PostMeta( + form=form, + start_year=start_year, + data_source=data_source + ) def gui_inputs(request): @@ -68,55 +97,35 @@ def gui_inputs(request): get request """ start_year = START_YEAR - has_errors = False data_source = DEFAULT_SOURCE if request.method == 'POST': print('method=POST get', request.GET) print('method=POST post', request.POST) obj, post_meta = process_reform(request) - # case where validation failed in forms.TaxBrainForm - # TODO: assert HttpResponse status is 404 if isinstance(post_meta, BadPost): return post_meta.http_response_404 - - # No errors--submit to model - if not post_meta.stop_submission: - return redirect(obj) - # Errors from taxcalc.tbi.reform_warnings_errors - else: - personal_inputs = post_meta.personal_inputs - start_year = post_meta.start_year - data_source = post_meta.data_source - use_puf_not_cps = (data_source == 'PUF') - has_errors = post_meta.has_errors + form = post_meta.form + start_year = post_meta.start_year + data_source = post_meta.data_source + use_puf_not_cps = (data_source == 'PUF') else: # Probably a GET request, load a default form print('method=GET get', request.GET) print('method=GET post', request.POST) - params = parse_qs(urlparse(request.build_absolute_uri()).query) - if 'start_year' in params and params['start_year'][0] in START_YEARS: - start_year = params['start_year'][0] - - # use puf by default - use_puf_not_cps = True - if ('data_source' in params and - params['data_source'][0] in DATA_SOURCES): - data_source = params['data_source'][0] - if data_source != 'PUF': - use_puf_not_cps = False - - personal_inputs = TaxBrainForm(first_year=start_year, - use_puf_not_cps=use_puf_not_cps) + start_year = request.GET.get('start_year', START_YEAR) + data_source = request.GET.get('data_source', DEFAULT_SOURCE) + use_puf_not_cps = (data_source == 'PUF') + form = Form(first_year=start_year, + use_puf_not_cps=use_puf_not_cps) init_context = { - 'form': personal_inputs, + 'form': form, 'params': nested_form_parameters(int(start_year), use_puf_not_cps), 'taxcalc_version': TAXCALC_VERSION, 'webapp_version': WEBAPP_VERSION, 'start_years': START_YEARS, 'start_year': start_year, - 'has_errors': has_errors, 'data_sources': DATA_SOURCES, 'data_source': data_source, } From 158845504b829443add1d1c0e3fdb1b8dff79aa0 Mon Sep 17 00:00:00 2001 From: Lucas Szwarcberg Date: Fri, 20 Jul 2018 16:27:32 -0400 Subject: [PATCH 10/66] Temp work --- webapp/apps/core/compute.py | 17 +++++---- webapp/apps/core/models.py | 65 ++++++++++++++++++++++++++++++++- webapp/apps/core/views.py | 15 ++++---- webapp/apps/taxbrain/compute.py | 34 ++++++----------- webapp/apps/taxbrain/urls.py | 13 +------ webapp/apps/taxbrain/views.py | 4 +- webapp/settings.py | 1 + 7 files changed, 98 insertions(+), 51 deletions(-) diff --git a/webapp/apps/core/compute.py b/webapp/apps/core/compute.py index ce94d847..46af23bc 100644 --- a/webapp/apps/core/compute.py +++ b/webapp/apps/core/compute.py @@ -20,8 +20,7 @@ class JobFailError(Exception): '''An Exception to raise when a remote jobs has failed''' -class DropqCompute(object): - +class Compute(object): num_budget_years = NUM_BUDGET_YEARS def remote_submit_job( @@ -48,11 +47,11 @@ def remote_retrieve_results(self, theurl, params): job_response = requests.get(theurl, params=params) return job_response - def submit_dropq_calculation(self, data): + def submit_calculation_job(self, data): url_template = "http://{hn}" + DROPQ_URL return self.submit_calculation(data, url_template) - def submit_dropq_small_calculation(self, data): + def submit_small_calculation_job(self, data): url_template = "http://{hn}" + DROPQ_SMALL_URL return self.submit_calculation(data, url_template, increment_counter=False @@ -103,7 +102,7 @@ def submit_calculation(self, return job_ids, queue_length - def dropq_results_ready(self, job_ids): + def results_ready(self, job_ids): jobs_done = [] for job_id in job_ids: result_url = "http://{hn}/dropq_query_result".format(hn=WORKER_HN) @@ -112,7 +111,8 @@ def dropq_results_ready(self, job_ids): msg = '{0} failed on host: {1}'.format(job_id, WORKER_HN) if job_response.status_code == 200: # Valid response rep = job_response.text - jobs_done.append(rep) + if rep == 'YES': + jobs_done.append(job_id) else: print( 'did not expect response with status_code', @@ -140,7 +140,7 @@ def _get_results_base(self, job_ids, job_failure=False): raise ValueError(msg) return ans - def dropq_get_results(self, job_ids, job_failure=False): + def get_results(self, job_ids, job_failure=False): if job_failure: return self._get_results_base(job_ids, job_failure=job_failure) @@ -154,3 +154,6 @@ def dropq_get_results(self, job_ids, job_failure=False): results[x][name] = (results[x][name] if name in results[x] else '') + result[x][name] return results + + def eta(self, job_ids): + return 10 diff --git a/webapp/apps/core/models.py b/webapp/apps/core/models.py index b6f86434..8a244981 100644 --- a/webapp/apps/core/models.py +++ b/webapp/apps/core/models.py @@ -1,8 +1,35 @@ from django.db import models from django.contrib.postgres.fields import JSONField +from django.contrib.auth.models import User +import uuid +class SeparatedValuesField(models.TextField): -class TaxSimulation(models.Model): + def __init__(self, *args, **kwargs): + self.token = kwargs.pop('token', ',') + super(SeparatedValuesField, self).__init__(*args, **kwargs) + + def to_python(self, value): + if not value: + return + if isinstance(value, list): + return value + return value.split(self.token) + + def get_db_prep_value(self, value, connection=None, prepared=False): + if not value: + return + assert(isinstance(value, list) or isinstance(value, tuple)) + return self.token.join([str(s) for s in value]) + + def value_to_string(self, obj): + value = self._get_val_from_obj(obj) + return self.get_db_prep_value(value) + + def from_db_value(self, value, expression, connection, context): + return self.to_python(value) + +class CoreRun(models.Model): inputs = JSONField() outputs = JSONField(default=None, blank=True, null=True) uuid = models.UUIDField( @@ -11,3 +38,39 @@ class TaxSimulation(models.Model): max_length=32, unique=True) user = models.ForeignKey(User, default=None, blank=True, null=True) + job_ids = SeparatedValuesField(blank=True, default=None, null=True) + + def get_model_specs(self): + """ + Build JSON model specifications up from fields data + + returns: reform_dict, assumptions_dict, errors_warnings + """ + (reform_dict, assumptions_dict, reform_text, assumptions_text, + errors_warnings) = param_formatters.get_reform_from_gui( + self.start_year, + taxbrain_fields=self.input_fields, + use_puf_not_cps=self.use_puf_not_cps + ) + Fieldable.pop_extra_errors(self, errors_warnings) + return (reform_dict, assumptions_dict, reform_text, assumptions_text, + errors_warnings) + + def set_fields(self): + """ + Parse raw fields + 1. Only keep fields that user specifies + 2. Map TB names to TC names + 3. Do more specific type checking--in particular, check if + field is the type that Tax-Calculator expects from this param + 4. Remove errors on undisplayed parameters + """ + Fieldable.set_fields(self, taxcalc.Policy, + nonparam_fields=self.NONPARAM_FIELDS) + + class Meta: + abstract = True + + +class TaxBrainRun(CoreRun): + pass diff --git a/webapp/apps/core/views.py b/webapp/apps/core/views.py index 2b83945e..57f9adde 100644 --- a/webapp/apps/core/views.py +++ b/webapp/apps/core/views.py @@ -66,7 +66,6 @@ def process_reform(request): model.save() (reform_dict, assumptions_dict, reform_text, assumptions_text, errors_warnings) = model.get_model_specs() - # TODO: save processed data user_mods = dict({'policy': reform_dict}, **assumptions_dict) @@ -77,14 +76,14 @@ def process_reform(request): if do_full_calc: data_list = [dict(year=i, **data) for i in range(NUM_BUDGET_YEARS)] submitted_ids, max_q_length = ( - compute.submit_dropq_calculation(data_list)) + compute.submit_calculation_job(data_list)) else: data_list = [dict(year=i, **data) for i in range(NUM_BUDGET_YEARS_QUICK)] submitted_ids, max_q_length = ( - compute.submit_dropq_small_calculation(data_list)) + compute.submit_small_calculation_job(data_list)) - return PostMeta( + return unique_url, PostMeta( form=form, start_year=start_year, data_source=data_source @@ -108,6 +107,8 @@ def gui_inputs(request): start_year = post_meta.start_year data_source = post_meta.data_source use_puf_not_cps = (data_source == 'PUF') + if not post_meta.stop_submission: + return redirect(obj) else: # Probably a GET request, load a default form @@ -174,9 +175,9 @@ def outputs(request, id): context = {'error': model.error_message} return render('failed.html', context) else: - jobs_to_complete = compute.ready(model.job_ids) - if jobs_to_complete == 0: - result = compute.get_result(model.job_ids) + jobs_ready = compute.results_ready(model.job_ids) + if jobs_ready == model.job_ids: + result = compute.get_results(model.job_ids) model.result = result model.save() return JsonResponse({'eta': 0}, status=202) diff --git a/webapp/apps/taxbrain/compute.py b/webapp/apps/taxbrain/compute.py index 3a11b7c1..ffff0c35 100644 --- a/webapp/apps/taxbrain/compute.py +++ b/webapp/apps/taxbrain/compute.py @@ -204,6 +204,11 @@ def dropq_get_results(self, job_ids, job_failure=False): "aggr_d", "aggr_1", "aggr_2"] + results = {name: {} for name in names} + + for result in ans: + for name in results: + results[name].update(result[name]) if ENFORCE_REMOTE_VERSION_CHECK: versions = [r.get('taxcalc_version', None) for r in ans] @@ -218,31 +223,14 @@ def dropq_get_results(self, job_ids, job_failure=False): print(msg) raise IOError(msg) - is_new_output = 'renderable' in ans[0] - - if is_new_output: - results = {} - for x in ['renderable', 'download_only']: - results[x] = {name: '' for name in names} - - for result in ans: - for name in result[x]: - results[x][name] += result[x][name] - else: - results = {name: {} for name in names} - - for result in ans: - for name in results: - results[name].update(result[name]) - - results['aggr_d'] = arrange_totals_by_row(results['aggr_d'], - AGG_ROW_NAMES) + results['aggr_d'] = arrange_totals_by_row(results['aggr_d'], + AGG_ROW_NAMES) - results['aggr_1'] = arrange_totals_by_row(results['aggr_1'], - AGG_ROW_NAMES) + results['aggr_1'] = arrange_totals_by_row(results['aggr_1'], + AGG_ROW_NAMES) - results['aggr_2'] = arrange_totals_by_row(results['aggr_2'], - AGG_ROW_NAMES) + results['aggr_2'] = arrange_totals_by_row(results['aggr_2'], + AGG_ROW_NAMES) return results diff --git a/webapp/apps/taxbrain/urls.py b/webapp/apps/taxbrain/urls.py index d6d280b2..9a00220b 100644 --- a/webapp/apps/taxbrain/urls.py +++ b/webapp/apps/taxbrain/urls.py @@ -1,17 +1,8 @@ from django.conf.urls import url -from .views import (personal_results, output_detail, csv_input, csv_output, - pdf_view, edit_personal_results, submit_micro, file_input) +from ..core.views import gui_inputs urlpatterns = [ - url(r'^$', personal_results, name='tax_form'), - url(r'^file/$', file_input, name='json_file'), - url(r'^(?P\d+)/output.csv/$', csv_output, name='csv_output'), - url(r'^(?P\d+)/input.csv/$', csv_input, name='csv_input'), - url(r'^(?P\d+)/', output_detail, name='output_detail'), - url(r'^submit/(?P\d+)/', submit_micro, name='submit_micro'), - url(r'^pdf/$', pdf_view), - url(r'^edit/(?P\d+)/', edit_personal_results, - name='edit_personal_results'), + url(r'^$', gui_inputs) ] diff --git a/webapp/apps/taxbrain/views.py b/webapp/apps/taxbrain/views.py index fd9e8762..03987a07 100644 --- a/webapp/apps/taxbrain/views.py +++ b/webapp/apps/taxbrain/views.py @@ -28,8 +28,8 @@ from .helpers import (taxcalc_results_to_tables, format_csv, json_int_key_encode, make_bool) from .param_displayers import nested_form_parameters -from ..core.compute import (DropqCompute, JobFailError, NUM_BUDGET_YEARS, - NUM_BUDGET_YEARS_QUICK) +from .compute import (DropqCompute, JobFailError, NUM_BUDGET_YEARS, + NUM_BUDGET_YEARS_QUICK) from ..constants import (DISTRIBUTION_TOOLTIP, DIFFERENCE_TOOLTIP, PAYROLL_TOOLTIP, INCOME_TOOLTIP, BASE_TOOLTIP, diff --git a/webapp/settings.py b/webapp/settings.py index 0a2e3ba4..ce5aa2b1 100644 --- a/webapp/settings.py +++ b/webapp/settings.py @@ -72,6 +72,7 @@ 'django.contrib.sites', # Apps + 'webapp.apps.core', 'webapp.apps.taxbrain', 'webapp.apps.dynamic', 'webapp.apps.pages', From 1223d9a154e2ad501b056b0fa9bd50937dc5a5a2 Mon Sep 17 00:00:00 2001 From: Lucas Szwarcberg Date: Mon, 23 Jul 2018 12:44:35 -0400 Subject: [PATCH 11/66] Simplified outputs in core --- webapp/apps/btax/views.py | 11 +- webapp/apps/core/compute.py | 4 - webapp/apps/core/models.py | 63 ------- webapp/apps/core/views.py | 312 +++++++++++++++------------------ webapp/apps/dynamic/compute.py | 4 +- webapp/apps/dynamic/helpers.py | 2 +- webapp/apps/dynamic/views.py | 37 +++- webapp/apps/taxbrain/urls.py | 13 +- webapp/apps/taxbrain/views.py | 293 +------------------------------ 9 files changed, 204 insertions(+), 535 deletions(-) diff --git a/webapp/apps/btax/views.py b/webapp/apps/btax/views.py index 7d58629e..61ca5c93 100644 --- a/webapp/apps/btax/views.py +++ b/webapp/apps/btax/views.py @@ -24,7 +24,6 @@ group_args_to_btax_depr, hover_args_to_btax_depr, make_bool, convert_val) from ..taxbrain.helpers import format_csv, is_wildcard -from ..taxbrain.views import denormalize, normalize from .compute import BTAX_WORKERS, DropqComputeBtax, JobFailError from ..constants import (METTR_TOOLTIP, METR_TOOLTIP, COC_TOOLTIP, @@ -58,6 +57,16 @@ JOB_PROC_TIME_IN_SECONDS = 30 +def denormalize(x): + ans = [str("#".join([i[0], i[1]])) for i in x] + return ans + + +def normalize(x): + ans = [i.split('#') for i in x] + return ans + + def make_bool_gds_ads(form_btax_input): for k, v in list(vars(form_btax_input).items()): if any(token in k for token in ('gds', 'ads', 'tax')): diff --git a/webapp/apps/core/compute.py b/webapp/apps/core/compute.py index 46af23bc..9637462f 100644 --- a/webapp/apps/core/compute.py +++ b/webapp/apps/core/compute.py @@ -66,7 +66,6 @@ def submit_calculation(self, url_template, increment_counter=True, use_wnc_offset=True): - print("hostnames: ", WORKER_HN) print("submitting data: ", data_list) job_ids = [] @@ -154,6 +153,3 @@ def get_results(self, job_ids, job_failure=False): results[x][name] = (results[x][name] if name in results[x] else '') + result[x][name] return results - - def eta(self, job_ids): - return 10 diff --git a/webapp/apps/core/models.py b/webapp/apps/core/models.py index 8a244981..91c8a384 100644 --- a/webapp/apps/core/models.py +++ b/webapp/apps/core/models.py @@ -3,74 +3,11 @@ from django.contrib.auth.models import User import uuid -class SeparatedValuesField(models.TextField): - - def __init__(self, *args, **kwargs): - self.token = kwargs.pop('token', ',') - super(SeparatedValuesField, self).__init__(*args, **kwargs) - - def to_python(self, value): - if not value: - return - if isinstance(value, list): - return value - return value.split(self.token) - - def get_db_prep_value(self, value, connection=None, prepared=False): - if not value: - return - assert(isinstance(value, list) or isinstance(value, tuple)) - return self.token.join([str(s) for s in value]) - - def value_to_string(self, obj): - value = self._get_val_from_obj(obj) - return self.get_db_prep_value(value) - - def from_db_value(self, value, expression, connection, context): - return self.to_python(value) class CoreRun(models.Model): - inputs = JSONField() outputs = JSONField(default=None, blank=True, null=True) uuid = models.UUIDField( default=uuid.uuid4, editable=False, max_length=32, unique=True) - user = models.ForeignKey(User, default=None, blank=True, null=True) - job_ids = SeparatedValuesField(blank=True, default=None, null=True) - - def get_model_specs(self): - """ - Build JSON model specifications up from fields data - - returns: reform_dict, assumptions_dict, errors_warnings - """ - (reform_dict, assumptions_dict, reform_text, assumptions_text, - errors_warnings) = param_formatters.get_reform_from_gui( - self.start_year, - taxbrain_fields=self.input_fields, - use_puf_not_cps=self.use_puf_not_cps - ) - Fieldable.pop_extra_errors(self, errors_warnings) - return (reform_dict, assumptions_dict, reform_text, assumptions_text, - errors_warnings) - - def set_fields(self): - """ - Parse raw fields - 1. Only keep fields that user specifies - 2. Map TB names to TC names - 3. Do more specific type checking--in particular, check if - field is the type that Tax-Calculator expects from this param - 4. Remove errors on undisplayed parameters - """ - Fieldable.set_fields(self, taxcalc.Policy, - nonparam_fields=self.NONPARAM_FIELDS) - - class Meta: - abstract = True - - -class TaxBrainRun(CoreRun): - pass diff --git a/webapp/apps/core/views.py b/webapp/apps/core/views.py index 57f9adde..73734dde 100644 --- a/webapp/apps/core/views.py +++ b/webapp/apps/core/views.py @@ -1,156 +1,23 @@ -import json -from collections import namedtuple - from django.shortcuts import render, get_object_or_404 -from django.http import (HttpResponse, JsonResponse) - -from ..taxbrain.forms import TaxBrainForm as Form -from ..taxbrain.param_displayers import nested_form_parameters -from ..constants import START_YEAR, START_YEARS, DATA_SOURCES, DEFAULT_SOURCE +from django.http import JsonResponse +from django.utils import timezone from .models import CoreRun -from .compute import Compute, NUM_BUDGET_YEARS, NUM_BUDGET_YEARS_QUICK - -import taxcalc -from django.conf import settings - - -WEBAPP_VERSION = settings.WEBAPP_VERSION - -tcversion_info = taxcalc._version.get_versions() - -TAXCALC_VERSION = tcversion_info['version'] - - -PostMeta = namedtuple( - 'PostMeta', - ['form', 'start_year', 'data_source'] -) - -BadPost = namedtuple( - 'BasdPost', - ['http_response_404', 'has_errors'] -) - - -def process_reform(request): - fields = dict(request.GET) - fields.update(dict(request.POST)) - fields = {k: v[0] if isinstance(v, list) else v - for k, v in list(fields.items())} - start_year = fields.get('start_year', START_YEAR) - # TODO: migrate first_year to start_year to get rid of weird stuff like - # this - fields['first_year'] = fields['start_year'] - - data_source = fields.get('data_source', 'PUF') - use_puf_not_cps = (data_source == 'PUF') - - # TODO: figure out correct way to grab quick_calc flag - do_full_calc = False if fields.get('quick_calc') else True - - form = Form(start_year, use_puf_not_cps, fields) - # If an attempt is made to post data we don't accept - # raise a 400 - if form.non_field_errors(): - return BadPost( - http_response_404=HttpResponse( - "Bad Input!", status=400 - ), - has_errors=True - ) - is_valid = form.is_valid() - if is_valid: - model = form.save(commit=False) - model.set_fields() - model.save() - (reform_dict, assumptions_dict, reform_text, assumptions_text, - errors_warnings) = model.get_model_specs() - # TODO: save processed data - - user_mods = dict({'policy': reform_dict}, **assumptions_dict) - data = {'user_mods': user_mods, - 'first_budget_year': int(start_year), - 'use_puf_not_cps': use_puf_not_cps} - compute = Compute() - if do_full_calc: - data_list = [dict(year=i, **data) for i in range(NUM_BUDGET_YEARS)] - submitted_ids, max_q_length = ( - compute.submit_calculation_job(data_list)) - else: - data_list = [dict(year=i, **data) - for i in range(NUM_BUDGET_YEARS_QUICK)] - submitted_ids, max_q_length = ( - compute.submit_small_calculation_job(data_list)) - - return unique_url, PostMeta( - form=form, - start_year=start_year, - data_source=data_source - ) - - -def gui_inputs(request): - """ - Receive data from GUI interface and returns parsed data or default data if - get request - """ - start_year = START_YEAR - data_source = DEFAULT_SOURCE - if request.method == 'POST': - print('method=POST get', request.GET) - print('method=POST post', request.POST) - obj, post_meta = process_reform(request) - if isinstance(post_meta, BadPost): - return post_meta.http_response_404 - form = post_meta.form - start_year = post_meta.start_year - data_source = post_meta.data_source - use_puf_not_cps = (data_source == 'PUF') - if not post_meta.stop_submission: - return redirect(obj) - - else: - # Probably a GET request, load a default form - print('method=GET get', request.GET) - print('method=GET post', request.POST) - start_year = request.GET.get('start_year', START_YEAR) - data_source = request.GET.get('data_source', DEFAULT_SOURCE) - use_puf_not_cps = (data_source == 'PUF') - form = Form(first_year=start_year, - use_puf_not_cps=use_puf_not_cps) - - init_context = { - 'form': form, - 'params': nested_form_parameters(int(start_year), use_puf_not_cps), - 'taxcalc_version': TAXCALC_VERSION, - 'webapp_version': WEBAPP_VERSION, - 'start_years': START_YEARS, - 'start_year': start_year, - 'data_sources': DATA_SOURCES, - 'data_source': data_source, - } - - return render(request, 'taxbrain/input_form.html', init_context) +from ..taxbrain.models import OutputUrl +from .compute import Compute, JobFailError +from ..formatters import get_version +from ..taxbrain.views import TAXCALC_VERSION, WEBAPP_VERSION, dropq_compute +from django.shortcuts import (render, render_to_response, get_object_or_404, + redirect) +from django.template.context import RequestContext - -def get_result_context(request, model, url): +def output_detail(request, pk): """ - generate context from request object and model and url model objects - - returns: context - """ - - context = { - # ... - } - return context - - -def outputs(request, id): - """ - Query status of jobs, render result upon completion of all jobs + This view is the single page of diplaying a progress bar for how + close the job is to finishing, and then it will also display the + job results if the job is done. Finally, it will render a 'job failed' + page if the job has failed. Cases: case 1: result is ready and successful @@ -160,27 +27,140 @@ def outputs(request, id): case 3: query results case 3a: all jobs have completed case 3b: not all jobs have completed - - returns: data to be rendered and displayed """ - model = get_object_or_404(CoreRun, id=id) - - compute = Compute() - - if model.result is not None: - context = get_result_context(request, model) - return render('outputs.html', context) - elif model.error_message is not None: - context = {'error': model.error_message} - return render('failed.html', context) + try: + url = OutputUrl.objects.get(pk=pk) + except OutputUrl.DoesNotExist: + raise Http404 + + model = url.unique_inputs + + taxcalc_vers_disp = get_version(url, 'taxcalc_vers', TAXCALC_VERSION) + webapp_vers_disp = get_version(url, 'webapp_vers', WEBAPP_VERSION) + + context_vers_disp = {'taxcalc_version': taxcalc_vers_disp, + 'webapp_version': webapp_vers_disp} + if model.tax_result: + # try to render table; if failure render not available page + try: + context = get_result_context(model, request, url) + except Exception as e: + print('Exception rendering pk', pk, e) + traceback.print_exc() + edit_href = '/taxbrain/edit/{}/?start_year={}'.format( + pk, + model.first_year or START_YEAR # sometimes first_year is None + ) + not_avail_context = dict(edit_href=edit_href, + **context_vers_disp) + return render( + request, + 'taxbrain/not_avail.html', + not_avail_context) + + context.update(context_vers_disp) + return render(request, 'taxbrain/results.html', context) + elif model.error_text: + return render(request, 'taxbrain/failed.html', + {"error_msg": model.error_text.text}) else: - jobs_ready = compute.results_ready(model.job_ids) - if jobs_ready == model.job_ids: - result = compute.get_results(model.job_ids) - model.result = result + # if not model.check_hostnames(DROPQ_WORKERS): + # print('bad hostname', model.jobs_not_ready, DROPQ_WORKERS) + # return render_to_response('taxbrain/failed.html') + job_ids = model.job_ids + jobs_to_check = model.jobs_not_ready + if not jobs_to_check: + jobs_to_check = job_ids + + try: + jobs_ready = dropq_compute.results_ready(jobs_to_check) + except JobFailError as jfe: + print(jfe) + return render_to_response('taxbrain/failed.html') + + jobs_not_ready = set(jobs_to_check).difference(set(jobs_ready)) + if jobs_not_ready == set(): + results = dropq_compute.get_results(job_ids) + model.tax_result = results + model.creation_date = timezone.now() model.save() - return JsonResponse({'eta': 0}, status=202) + context = get_result_context(model, request, url) + context.update(context_vers_disp) + return render(request, 'taxbrain/results.html', context) + else: - eta = compute.eta(model.job_ids) - return JsonResponse({'eta': eta}, status=202) + jobs_not_ready = list(jobs_not_ready) + model.jobs_not_ready = jobs_not_ready + model.save() + if request.method == 'POST': + # if not ready yet, insert number of minutes remaining + exp_comp_dt = url.exp_comp_datetime + utc_now = timezone.now() + dt = exp_comp_dt - utc_now + exp_num_minutes = dt.total_seconds() / 60. + exp_num_minutes = round(exp_num_minutes, 2) + exp_num_minutes = exp_num_minutes if exp_num_minutes > 0 else 0 + if exp_num_minutes > 0: + return JsonResponse({'eta': exp_num_minutes}, status=202) + else: + return JsonResponse({'eta': exp_num_minutes}, status=200) + + else: + context = {'eta': '100'} + context.update(context_vers_disp) + return render_to_response( + 'taxbrain/not_ready.html', + context, + context_instance=RequestContext(request) + ) + + +def get_result_context(model, request, url): + output = model.get_tax_result() + first_year = model.first_year + quick_calc = model.quick_calc + created_on = model.creation_date + + is_from_file = not model.raw_input_fields + + if (model.json_text is not None and (model.json_text.raw_reform_text or + model.json_text.raw_assumption_text)): + reform_file_contents = model.json_text.raw_reform_text + reform_file_contents = reform_file_contents.replace(" ", " ") + assump_file_contents = model.json_text.raw_assumption_text + assump_file_contents = assump_file_contents.replace(" ", " ") + elif model.input_fields is not None: + reform = to_json_reform(first_year, model.input_fields) + reform_file_contents = json.dumps(reform, indent=4) + assump_file_contents = '{}' + else: + reform_file_contents = None + assump_file_contents = None + + is_registered = (hasattr(request, 'user') and + request.user.is_authenticated()) + + context = { + 'locals': locals(), + 'unique_url': url, + 'created_on': created_on, + 'first_year': first_year, + 'quick_calc': quick_calc, + 'is_registered': is_registered, + 'is_micro': True, + 'reform_file_contents': reform_file_contents, + 'assump_file_contents': assump_file_contents, + 'dynamic_file_contents': None, + 'is_from_file': is_from_file, + 'allow_dyn_links': not is_from_file, + 'results_type': "static" + } + + if 'renderable' in output: + context.update({ + 'renderable': output['renderable'].values(), + # 'download_only': output['download_only'] + }) + + return context diff --git a/webapp/apps/dynamic/compute.py b/webapp/apps/dynamic/compute.py index 74266db2..15ce8709 100644 --- a/webapp/apps/dynamic/compute.py +++ b/webapp/apps/dynamic/compute.py @@ -5,7 +5,7 @@ from requests.exceptions import Timeout, RequestException import requests_mock import taxcalc -from ..taxbrain.compute import DropqCompute +from ..core.compute import Compute from .models import OGUSAWorkerNodesCounter from .helpers import filter_ogusa_only @@ -28,7 +28,7 @@ 'True') -class DynamicCompute(DropqCompute): +class DynamicCompute(Compute): def remote_register_job(self, theurl, data, timeout=TIMEOUT_IN_SECONDS): response = requests.post(theurl, data=data, timeout=timeout) diff --git a/webapp/apps/dynamic/helpers.py b/webapp/apps/dynamic/helpers.py index 7c07c712..c780931b 100644 --- a/webapp/apps/dynamic/helpers.py +++ b/webapp/apps/dynamic/helpers.py @@ -7,7 +7,6 @@ import sys from ..taxbrain.helpers import default_taxcalc_data from ..taxbrain.param_displayers import TaxCalcParam -from ..taxbrain.compute import GDP_ELAST_ROW_NAMES from django.core.mail import send_mail import taxcalc @@ -40,6 +39,7 @@ OGUSA_RESULTS_TOTAL_ROW_KEY_LABELS = { n: n for n in OGUSA_RESULTS_TOTAL_ROW_KEYS} +GDP_ELAST_ROW_NAMES = taxcalc.tbi.GDP_ELAST_ROW_NAMES GDP_ELAST_ROW_KEY_LABELS = { n: '% Difference in GDP' for n in GDP_ELAST_ROW_NAMES} GDP_ELAST_RESULTS_TABLE_LABELS = { diff --git a/webapp/apps/dynamic/views.py b/webapp/apps/dynamic/views.py index 58395ad3..c6fe03df 100644 --- a/webapp/apps/dynamic/views.py +++ b/webapp/apps/dynamic/views.py @@ -25,14 +25,13 @@ ErrorMessageTaxCalculator, JSONReformTaxCalculator) from ..taxbrain.views import (make_bool, dropq_compute, - JOB_PROC_TIME_IN_SECONDS, - add_summary_column) + JOB_PROC_TIME_IN_SECONDS) from ..taxbrain.param_formatters import (to_json_reform, get_reform_from_gui, parse_fields, append_errors_warnings) from ..taxbrain.helpers import (taxcalc_results_to_tables, convert_val, json_int_key_encode) from ..taxbrain.param_displayers import default_behavior -from ..taxbrain.compute import JobFailError, DROPQ_WORKERS +from ..core.compute import JobFailError from .helpers import (default_parameters, job_submitted, ogusa_results_to_tables, success_text, failure_text, normalize, denormalize, strip_empty_lists, @@ -89,6 +88,26 @@ WEBAPP_VERSION = settings.WEBAPP_VERSION +def add_summary_column(table): + import copy + summary = copy.deepcopy(table["cols"][-1]) + summary["label"] = "Total" + table["cols"].append(summary) + for x in table["rows"]: + row_total = 0 + for y in x["cells"]: + row_total += float(y["value"]) + x["cells"].append({ + 'format': { + 'decimals': 1, + 'divisor': 1000000000 + }, + 'value': str(row_total), + 'year_values': {} + }) + return table + + def dynamic_input(request, pk): """ This view handles the dynamic input page and calls the function that @@ -714,9 +733,9 @@ def elastic_results(request, pk): return render(request, 'dynamic/elasticity_results.html', context) else: - if not model.check_hostnames(DROPQ_WORKERS): - print('bad hostname', model.jobs_not_ready, DROPQ_WORKERS) - raise render_to_response('taxbrain/failed.html') + # if not model.check_hostnames(DROPQ_WORKERS): + # print('bad hostname', model.jobs_not_ready, DROPQ_WORKERS) + # raise render_to_response('taxbrain/failed.html') job_ids = model.job_ids jobs_to_check = model.jobs_not_ready if not jobs_to_check: @@ -933,9 +952,9 @@ def behavior_results(request, pk): return render(request, 'taxbrain/results.html', context) else: - if not model.check_hostnames(DROPQ_WORKERS): - print('bad hostname', model.jobs_not_ready, DROPQ_WORKERS) - raise render_to_response('taxbrain/failed.html') + # if not model.check_hostnames(DROPQ_WORKERS): + # print('bad hostname', model.jobs_not_ready, DROPQ_WORKERS) + # raise render_to_response('taxbrain/failed.html') job_ids = model.job_ids jobs_to_check = model.jobs_not_ready if not jobs_to_check: diff --git a/webapp/apps/taxbrain/urls.py b/webapp/apps/taxbrain/urls.py index 9a00220b..395500ee 100644 --- a/webapp/apps/taxbrain/urls.py +++ b/webapp/apps/taxbrain/urls.py @@ -1,8 +1,17 @@ from django.conf.urls import url -from ..core.views import gui_inputs +from .views import (personal_results, csv_input, edit_personal_results, + submit_micro, file_input) + +from ..core.views import output_detail urlpatterns = [ - url(r'^$', gui_inputs) + url(r'^$', personal_results, name='tax_form'), + url(r'^file/$', file_input, name='json_file'), + url(r'^(?P\d+)/input.csv/$', csv_input, name='csv_input'), + url(r'^(?P\d+)/', output_detail, name='output_detail'), + url(r'^submit/(?P\d+)/', submit_micro, name='submit_micro'), + url(r'^edit/(?P\d+)/', edit_personal_results, + name='edit_personal_results'), ] diff --git a/webapp/apps/taxbrain/views.py b/webapp/apps/taxbrain/views.py index 03987a07..aa59692d 100644 --- a/webapp/apps/taxbrain/views.py +++ b/webapp/apps/taxbrain/views.py @@ -28,8 +28,8 @@ from .helpers import (taxcalc_results_to_tables, format_csv, json_int_key_encode, make_bool) from .param_displayers import nested_form_parameters -from .compute import (DropqCompute, JobFailError, NUM_BUDGET_YEARS, - NUM_BUDGET_YEARS_QUICK) +from ..core.compute import (Compute, JobFailError, NUM_BUDGET_YEARS, + NUM_BUDGET_YEARS_QUICK) from ..constants import (DISTRIBUTION_TOOLTIP, DIFFERENCE_TOOLTIP, PAYROLL_TOOLTIP, INCOME_TOOLTIP, BASE_TOOLTIP, @@ -51,7 +51,7 @@ ENABLE_QUICK_CALC = bool(os.environ.get('ENABLE_QUICK_CALC', '')) sys.modules.update((mod_name, Mock()) for mod_name in MOCK_MODULES) -dropq_compute = DropqCompute() +dropq_compute = Compute() WEBAPP_VERSION = settings.WEBAPP_VERSION @@ -75,16 +75,6 @@ def log_ip(request): print("BEGIN DROPQ WORK FROM: unknown IP") -def denormalize(x): - ans = [str("#".join([i[0], i[1]])) for i in x] - return ans - - -def normalize(x): - ans = [i.split('#') for i in x] - return ans - - def save_model(post_meta): """ Save user input data @@ -304,12 +294,12 @@ def submit_reform(request, user=None, json_reform_id=None): if do_full_calc: data_list = [dict(year=i, **data) for i in range(NUM_BUDGET_YEARS)] submitted_ids, max_q_length = ( - dropq_compute.submit_dropq_calculation(data_list)) + dropq_compute.submit_calculation_job(data_list)) else: data_list = [dict(year=i, **data) for i in range(NUM_BUDGET_YEARS_QUICK)] submitted_ids, max_q_length = ( - dropq_compute.submit_dropq_small_calculation(data_list)) + dropq_compute.submit_small_calculation_job(data_list)) return PostMeta( request=request, @@ -552,7 +542,7 @@ def submit_micro(request, pk): # start calc job data_list = [dict(year=i, **data) for i in range(NUM_BUDGET_YEARS)] - submitted_ids, max_q_length = dropq_compute.submit_dropq_calculation( + submitted_ids, max_q_length = dropq_compute.submit_calculation_job( data_list ) @@ -629,265 +619,6 @@ def edit_personal_results(request, pk): return render(request, 'taxbrain/input_form.html', init_context) -def add_summary_column(table): - import copy - summary = copy.deepcopy(table["cols"][-1]) - summary["label"] = "Total" - table["cols"].append(summary) - for x in table["rows"]: - row_total = 0 - for y in x["cells"]: - row_total += float(y["value"]) - x["cells"].append({ - 'format': { - 'decimals': 1, - 'divisor': 1000000000 - }, - 'value': str(row_total), - 'year_values': {} - }) - return table - - -def get_result_context(model, request, url): - output = model.get_tax_result() - first_year = model.first_year - quick_calc = model.quick_calc - created_on = model.creation_date - - is_from_file = not model.raw_input_fields - - if (model.json_text is not None and (model.json_text.raw_reform_text or - model.json_text.raw_assumption_text)): - reform_file_contents = model.json_text.raw_reform_text - reform_file_contents = reform_file_contents.replace(" ", " ") - assump_file_contents = model.json_text.raw_assumption_text - assump_file_contents = assump_file_contents.replace(" ", " ") - elif model.input_fields is not None: - reform = to_json_reform(first_year, model.input_fields) - reform_file_contents = json.dumps(reform, indent=4) - assump_file_contents = '{}' - else: - reform_file_contents = None - assump_file_contents = None - - is_registered = (hasattr(request, 'user') and - request.user.is_authenticated()) - - context = { - 'locals': locals(), - 'unique_url': url, - 'created_on': created_on, - 'first_year': first_year, - 'quick_calc': quick_calc, - 'is_registered': is_registered, - 'is_micro': True, - 'reform_file_contents': reform_file_contents, - 'assump_file_contents': assump_file_contents, - 'dynamic_file_contents': None, - 'is_from_file': is_from_file, - 'allow_dyn_links': not is_from_file, - 'results_type': "static" - } - - if 'renderable' in output: - context.update({ - 'renderable': output['renderable'].values(), - # 'download_only': output['download_only'] - }) - else: - if 'fiscal_tots' in output: - # Use new key/value pairs for old data - output['aggr_d'] = output['fiscal_tots'] - output['aggr_1'] = output['fiscal_tots'] - output['aggr_2'] = output['fiscal_tots'] - del output['fiscal_tots'] - - tables = taxcalc_results_to_tables(output, first_year) - tables["tooltips"] = { - 'distribution': DISTRIBUTION_TOOLTIP, - 'difference': DIFFERENCE_TOOLTIP, - 'payroll': PAYROLL_TOOLTIP, - 'income': INCOME_TOOLTIP, - 'base': BASE_TOOLTIP, - 'reform': REFORM_TOOLTIP, - 'bins': INCOME_BINS_TOOLTIP, - 'deciles': INCOME_DECILES_TOOLTIP, - 'fiscal_current_law': FISCAL_CURRENT_LAW, - 'fiscal_reform': FISCAL_REFORM, - 'fiscal_change': FISCAL_CHANGE, - } - - # TODO: Fix the java script mapping problem. There exists somewhere in - # the taxbrain javascript code a mapping to the old table names. As - # soon as this is changed to accept the new table names, this code NEEDS - # to be removed. - tables['fiscal_change'] = add_summary_column(tables.pop('aggr_d')) - tables['fiscal_currentlaw'] = add_summary_column(tables.pop('aggr_1')) - tables['fiscal_reform'] = add_summary_column(tables.pop('aggr_2')) - tables['mY_dec'] = tables.pop('dist2_xdec') - tables['mX_dec'] = tables.pop('dist1_xdec') - tables['df_dec'] = tables.pop('diff_itax_xdec') - tables['pdf_dec'] = tables.pop('diff_ptax_xdec') - tables['cdf_dec'] = tables.pop('diff_comb_xdec') - tables['mY_bin'] = tables.pop('dist2_xbin') - tables['mX_bin'] = tables.pop('dist1_xbin') - tables['df_bin'] = tables.pop('diff_itax_xbin') - tables['pdf_bin'] = tables.pop('diff_ptax_xbin') - tables['cdf_bin'] = tables.pop('diff_comb_xbin') - - json_table = json.dumps(tables) - # TODO: Add row labels for decile and income bin tables to the context - # here and display these instead of hardcode in the javascript - - context['tables'] = json_table - - return context - - -def output_detail(request, pk): - """ - This view is the single page of diplaying a progress bar for how - close the job is to finishing, and then it will also display the - job results if the job is done. Finally, it will render a 'job failed' - page if the job has failed. - """ - - try: - url = OutputUrl.objects.get(pk=pk) - except OutputUrl.DoesNotExist: - raise Http404 - - model = url.unique_inputs - - taxcalc_vers_disp = get_version(url, 'taxcalc_vers', TAXCALC_VERSION) - webapp_vers_disp = get_version(url, 'webapp_vers', WEBAPP_VERSION) - - context_vers_disp = {'taxcalc_version': taxcalc_vers_disp, - 'webapp_version': webapp_vers_disp} - if model.tax_result: - # try to render table; if failure render not available page - try: - context = get_result_context(model, request, url) - except Exception as e: - print('Exception rendering pk', pk, e) - traceback.print_exc() - edit_href = '/taxbrain/edit/{}/?start_year={}'.format( - pk, - model.first_year or START_YEAR # sometimes first_year is None - ) - not_avail_context = dict(edit_href=edit_href, - **context_vers_disp) - return render( - request, - 'taxbrain/not_avail.html', - not_avail_context) - - context.update(context_vers_disp) - return render(request, 'taxbrain/results.html', context) - elif model.error_text: - return render(request, 'taxbrain/failed.html', - {"error_msg": model.error_text.text}) - else: - # if not model.check_hostnames(DROPQ_WORKERS): - # print('bad hostname', model.jobs_not_ready, DROPQ_WORKERS) - # return render_to_response('taxbrain/failed.html') - job_ids = model.job_ids - jobs_to_check = model.jobs_not_ready - if not jobs_to_check: - jobs_to_check = job_ids - - try: - jobs_ready = dropq_compute.dropq_results_ready(jobs_to_check) - except JobFailError as jfe: - print(jfe) - return render_to_response('taxbrain/failed.html') - - if any(j == 'FAIL' for j in jobs_ready): - failed_jobs = [sub_id for (sub_id, job_ready) - in zip(jobs_to_check, jobs_ready) - if job_ready == 'FAIL'] - - # Just need the error message from one failed job - error_msgs = dropq_compute.dropq_get_results([failed_jobs[0]], - job_failure=True) - if error_msgs: - error_msg = error_msgs[0] - else: - error_msg = "Error: stack trace for this error is unavailable" - val_err_idx = error_msg.rfind("Error") - error = ErrorMessageTaxCalculator() - error_contents = error_msg[val_err_idx:].replace(" ", " ") - error.text = error_contents - error.save() - model.error_text = error - model.save() - return render(request, 'taxbrain/failed.html', - {"error_msg": error_contents}) - - if all(j == 'YES' for j in jobs_ready): - results = dropq_compute.dropq_get_results(normalize(job_ids)) - model.tax_result = results - model.creation_date = timezone.now() - model.save() - context = get_result_context(model, request, url) - context.update(context_vers_disp) - return render(request, 'taxbrain/results.html', context) - - else: - jobs_not_ready = [sub_id for (sub_id, job_ready) - in zip(jobs_to_check, jobs_ready) - if job_ready == 'NO'] - model.jobs_not_ready = jobs_not_ready - model.save() - if request.method == 'POST': - # if not ready yet, insert number of minutes remaining - exp_comp_dt = url.exp_comp_datetime - utc_now = timezone.now() - dt = exp_comp_dt - utc_now - exp_num_minutes = dt.total_seconds() / 60. - exp_num_minutes = round(exp_num_minutes, 2) - exp_num_minutes = exp_num_minutes if exp_num_minutes > 0 else 0 - if exp_num_minutes > 0: - return JsonResponse({'eta': exp_num_minutes}, status=202) - else: - return JsonResponse({'eta': exp_num_minutes}, status=200) - - else: - context = {'eta': '100'} - context.update(context_vers_disp) - return render_to_response( - 'taxbrain/not_ready.html', - context, - context_instance=RequestContext(request) - ) - - -@permission_required('taxbrain.view_inputs') -def csv_output(request, pk): - try: - url = OutputUrl.objects.get(pk=pk) - except OutputUrl.DoesNotExist: - raise Http404 - - # Create the HttpResponse object with the appropriate CSV header. - response = HttpResponse(content_type='text/csv') - now = timezone.now() - suffix = "".join(map(str, [now.year, now.month, now.day, now.hour, - now.minute, now.second])) - filename = "taxbrain_outputs_" + suffix + ".csv" - response['Content-Disposition'] = 'attachment; filename="' + filename + '"' - - results = url.unique_inputs.get_tax_result() - first_year = url.unique_inputs.first_year - csv_results = format_csv(results, pk, first_year) - writer = csv.writer(response) - for csv_row in csv_results: - writer.writerow(csv_row) - - return response - - @permission_required('taxbrain.view_inputs') def csv_input(request, pk): try: @@ -922,15 +653,3 @@ def filter_names(x): writer.writerow([getattr(inputs, field) for field in field_names]) return response - - -@permission_required('taxbrain.view_inputs') -def pdf_view(request): - """ - This view creates the pdfs. - """ - pdf = pdfkit.from_url(request.META['HTTP_REFERER'], False) - response = HttpResponse(pdf, content_type='application/pdf') - response['Content-Disposition'] = 'attachment; filename="tax_results.pdf"' - - return response From 0da41bc601dbc12e00ea946539a4d3f2b74c418f Mon Sep 17 00:00:00 2001 From: Lucas Szwarcberg Date: Mon, 23 Jul 2018 17:13:32 -0400 Subject: [PATCH 12/66] Fix some tests --- webapp/apps/core/compute.py | 114 ++++++++++++++++++++++- webapp/apps/core/models.py | 14 +-- webapp/apps/core/views.py | 25 ++--- webapp/apps/taxbrain/tests/test_views.py | 6 +- webapp/apps/taxbrain/views.py | 4 +- webapp/apps/test_assets/utils.py | 2 +- 6 files changed, 129 insertions(+), 36 deletions(-) diff --git a/webapp/apps/core/compute.py b/webapp/apps/core/compute.py index 23d56887..f5224b67 100644 --- a/webapp/apps/core/compute.py +++ b/webapp/apps/core/compute.py @@ -1,6 +1,7 @@ import os import requests import msgpack +import json from requests.exceptions import RequestException, Timeout import requests_mock requests_mock.Mocker.TEST_PREFIX = 'dropq' @@ -59,11 +60,11 @@ def submit_elastic_calculation(self, data): url_template = "http://{hn}/elastic_gdp_start_job" return self.submit(data, url_template) - def submit_calculation(self, - data_list, - url_template, - increment_counter=True, - use_wnc_offset=True): + def submit(self, + data_list, + url_template, + increment_counter=True, + use_wnc_offset=True): print("hostnames: ", WORKER_HN) print("submitting data: ", data_list) job_ids = [] @@ -149,3 +150,106 @@ def get_results(self, job_ids, job_failure=False): results[x][name] = (results[x][name] if name in results[x] else '') + result[x][name] return results + + +class MockCompute(Compute): + + num_budget_years = NUM_BUDGET_YEARS + __slots__ = ('count', 'num_times_to_wait', 'last_posted') + + def __init__(self, num_times_to_wait=0): + self.count = 0 + # Number of times to respond 'No' before + # replying that a job is ready + self.num_times_to_wait = num_times_to_wait + + def remote_submit_job(self, theurl, data, timeout, headers=None): + with requests_mock.Mocker() as mock: + resp = {'job_id': '424242', 'qlength': 2} + resp = json.dumps(resp) + mock.register_uri('POST', DROPQ_URL, text=resp) + mock.register_uri('POST', DROPQ_SMALL_URL, text=resp) + mock.register_uri('POST', '/elastic_gdp_start_job', text=resp) + mock.register_uri('POST', '/btax_start_job', text=resp) + self.last_posted = data + return Compute.remote_submit_job(self, theurl, data, timeout) + + def remote_results_ready(self, theurl, params): + with requests_mock.Mocker() as mock: + if self.num_times_to_wait > 0: + mock.register_uri('GET', '/dropq_query_result', text='NO') + self.num_times_to_wait -= 1 + else: + mock.register_uri('GET', '/dropq_query_result', text='YES') + return Compute.remote_results_ready(self, theurl, params) + + def remote_retrieve_results(self, theurl, params): + mock_path = os.path.join(os.path.split(__file__)[0], "tests", + "response_year_{0}.json") + with open(mock_path.format(self.count), 'r') as f: + text = f.read() + self.count += 1 + with requests_mock.Mocker() as mock: + mock.register_uri('GET', '/dropq_get_result', text=text) + return Compute.remote_retrieve_results(self, theurl, params) + + def reset_count(self): + """ + reset worker node count + """ + self.count = 0 + + +class MockFailedCompute(MockCompute): + + def remote_results_ready(self, theurl, params): + print('MockFailedCompute remote_results_ready', theurl, params) + with requests_mock.Mocker() as mock: + mock.register_uri('GET', '/dropq_query_result', text='FAIL') + return Compute.remote_results_ready(self, theurl, params) + + +class MockFailedComputeOnOldHost(MockCompute): + """ + Simulate requesting results from a host IP that is no longer used. This + action should raise a `ConnectionError` + """ + + def remote_results_ready(self, theurl, params): + print('MockFailedComputeOnOldHost remote_results_ready', + theurl, params) + raise requests.ConnectionError() + + +class NodeDownCompute(MockCompute): + + __slots__ = ('count', 'num_times_to_wait', 'switch') + + def __init__(self, **kwargs): + if 'switch' in kwargs: + self.switch = kwargs['switch'] + del kwargs['switch'] + else: + self.switch = 0 + self.count = 0 + self.num_times_to_wait = 0 + super(MockCompute, self).__init__(**kwargs) + + def remote_submit_job(self, theurl, data, timeout, headers=None): + with requests_mock.Mocker() as mock: + resp = {'job_id': '424242', 'qlength': 2} + resp = json.dumps(resp) + if (self.switch % 2 == 0): + mock.register_uri('POST', DROPQ_URL, status_code=502) + mock.register_uri( + 'POST', + '/elastic_gdp_start_job', + status_code=502) + mock.register_uri('POST', '/btax_start_job', status_code=502) + else: + mock.register_uri('POST', DROPQ_URL, text=resp) + mock.register_uri('POST', '/elastic_gdp_start_job', text=resp) + mock.register_uri('POST', '/btax_start_job', text=resp) + self.switch += 1 + self.last_posted = data + return Compute.remote_submit_job(self, theurl, data, timeout) diff --git a/webapp/apps/core/models.py b/webapp/apps/core/models.py index 91c8a384..c92becdf 100644 --- a/webapp/apps/core/models.py +++ b/webapp/apps/core/models.py @@ -4,10 +4,10 @@ import uuid -class CoreRun(models.Model): - outputs = JSONField(default=None, blank=True, null=True) - uuid = models.UUIDField( - default=uuid.uuid4, - editable=False, - max_length=32, - unique=True) +# class CoreRun(models.Model): +# outputs = JSONField(default=None, blank=True, null=True) +# uuid = models.UUIDField( +# default=uuid.uuid4, +# editable=False, +# max_length=32, +# unique=True) diff --git a/webapp/apps/core/views.py b/webapp/apps/core/views.py index d0f2cc8d..0fb086f3 100644 --- a/webapp/apps/core/views.py +++ b/webapp/apps/core/views.py @@ -1,12 +1,16 @@ +import traceback +import json from django.shortcuts import render, get_object_or_404 from django.http import JsonResponse from django.utils import timezone -from .models import CoreRun +# from .models import CoreRun from ..taxbrain.models import OutputUrl from .compute import Compute, JobFailError from ..formatters import get_version from ..taxbrain.views import TAXCALC_VERSION, WEBAPP_VERSION, dropq_compute +from ..taxbrain.param_formatters import to_json_reform +from ..constants import START_YEAR from django.shortcuts import (render, render_to_response, get_object_or_404, redirect) from django.template.context import RequestContext @@ -43,21 +47,7 @@ def output_detail(request, pk): 'webapp_version': webapp_vers_disp} if model.tax_result: # try to render table; if failure render not available page - try: - context = get_result_context(model, request, url) - except Exception as e: - print('Exception rendering pk', pk, e) - traceback.print_exc() - edit_href = '/taxbrain/edit/{}/?start_year={}'.format( - pk, - model.first_year or START_YEAR # sometimes first_year is None - ) - not_avail_context = dict(edit_href=edit_href, - **context_vers_disp) - return render( - request, - 'taxbrain/not_avail.html', - not_avail_context) + context = get_result_context(model, request, url) context.update(context_vers_disp) return render(request, 'taxbrain/results.html', context) @@ -65,8 +55,7 @@ def output_detail(request, pk): return render(request, 'taxbrain/failed.html', {"error_msg": model.error_text.text}) else: - job_ids = model.job_ids - + job_ids = model.job_ids try: jobs_ready = dropq_compute.results_ready(job_ids) except JobFailError as jfe: diff --git a/webapp/apps/taxbrain/tests/test_views.py b/webapp/apps/taxbrain/tests/test_views.py index 52f8c88e..33d33a41 100644 --- a/webapp/apps/taxbrain/tests/test_views.py +++ b/webapp/apps/taxbrain/tests/test_views.py @@ -8,9 +8,9 @@ from ..models import TaxSaveInputs, OutputUrl, WorkerNodesCounter from ..helpers import (expand_1D, expand_2D, expand_list, package_up_vars, format_csv, arrange_totals_by_row, default_taxcalc_data) -from ..compute import (DropqCompute, MockCompute, MockFailedCompute, - NodeDownCompute, MockFailedComputeOnOldHost) -from ..views import get_result_context +from ...core.compute import (Compute, MockCompute, MockFailedCompute, + NodeDownCompute, MockFailedComputeOnOldHost) +from ...core.views import get_result_context import taxcalc from ...test_assets.utils import (check_posted_params, do_micro_sim, diff --git a/webapp/apps/taxbrain/views.py b/webapp/apps/taxbrain/views.py index 67549fd9..a106b6c0 100644 --- a/webapp/apps/taxbrain/views.py +++ b/webapp/apps/taxbrain/views.py @@ -28,8 +28,8 @@ from .helpers import (taxcalc_results_to_tables, format_csv, json_int_key_encode, make_bool) from .param_displayers import nested_form_parameters -from ..core.compute import (Compute, MockCompute, JobFailError, NUM_BUDGET_YEARS, - NUM_BUDGET_YEARS_QUICK, WORKER_HN) +from ..core.compute import (Compute, MockCompute, JobFailError, + NUM_BUDGET_YEARS, NUM_BUDGET_YEARS_QUICK) from ..constants import (DISTRIBUTION_TOOLTIP, DIFFERENCE_TOOLTIP, PAYROLL_TOOLTIP, INCOME_TOOLTIP, BASE_TOOLTIP, diff --git a/webapp/apps/test_assets/utils.py b/webapp/apps/test_assets/utils.py index 96a35810..1b730a49 100644 --- a/webapp/apps/test_assets/utils.py +++ b/webapp/apps/test_assets/utils.py @@ -3,7 +3,7 @@ import ast import msgpack -from ..taxbrain.compute import MockCompute +from ..core.compute import MockCompute from ..taxbrain.models import OutputUrl from ..taxbrain.forms import TaxBrainForm From 0db2d67b61dd932e14d4325c5a3006a8f5080245 Mon Sep 17 00:00:00 2001 From: Lucas Szwarcberg Date: Wed, 25 Jul 2018 10:04:53 -0400 Subject: [PATCH 13/66] Move MockCompute to different directory --- webapp/apps/core/compute.py | 104 ---------------------- webapp/apps/core/views.py | 2 - webapp/apps/taxbrain/mock_compute.py | 108 +++++++++++++++++++++++ webapp/apps/taxbrain/tests/test_views.py | 5 +- webapp/apps/taxbrain/views.py | 4 +- webapp/apps/test_assets/utils.py | 6 +- 6 files changed, 118 insertions(+), 111 deletions(-) create mode 100644 webapp/apps/taxbrain/mock_compute.py diff --git a/webapp/apps/core/compute.py b/webapp/apps/core/compute.py index f5224b67..1410144c 100644 --- a/webapp/apps/core/compute.py +++ b/webapp/apps/core/compute.py @@ -1,7 +1,6 @@ import os import requests import msgpack -import json from requests.exceptions import RequestException, Timeout import requests_mock requests_mock.Mocker.TEST_PREFIX = 'dropq' @@ -150,106 +149,3 @@ def get_results(self, job_ids, job_failure=False): results[x][name] = (results[x][name] if name in results[x] else '') + result[x][name] return results - - -class MockCompute(Compute): - - num_budget_years = NUM_BUDGET_YEARS - __slots__ = ('count', 'num_times_to_wait', 'last_posted') - - def __init__(self, num_times_to_wait=0): - self.count = 0 - # Number of times to respond 'No' before - # replying that a job is ready - self.num_times_to_wait = num_times_to_wait - - def remote_submit_job(self, theurl, data, timeout, headers=None): - with requests_mock.Mocker() as mock: - resp = {'job_id': '424242', 'qlength': 2} - resp = json.dumps(resp) - mock.register_uri('POST', DROPQ_URL, text=resp) - mock.register_uri('POST', DROPQ_SMALL_URL, text=resp) - mock.register_uri('POST', '/elastic_gdp_start_job', text=resp) - mock.register_uri('POST', '/btax_start_job', text=resp) - self.last_posted = data - return Compute.remote_submit_job(self, theurl, data, timeout) - - def remote_results_ready(self, theurl, params): - with requests_mock.Mocker() as mock: - if self.num_times_to_wait > 0: - mock.register_uri('GET', '/dropq_query_result', text='NO') - self.num_times_to_wait -= 1 - else: - mock.register_uri('GET', '/dropq_query_result', text='YES') - return Compute.remote_results_ready(self, theurl, params) - - def remote_retrieve_results(self, theurl, params): - mock_path = os.path.join(os.path.split(__file__)[0], "tests", - "response_year_{0}.json") - with open(mock_path.format(self.count), 'r') as f: - text = f.read() - self.count += 1 - with requests_mock.Mocker() as mock: - mock.register_uri('GET', '/dropq_get_result', text=text) - return Compute.remote_retrieve_results(self, theurl, params) - - def reset_count(self): - """ - reset worker node count - """ - self.count = 0 - - -class MockFailedCompute(MockCompute): - - def remote_results_ready(self, theurl, params): - print('MockFailedCompute remote_results_ready', theurl, params) - with requests_mock.Mocker() as mock: - mock.register_uri('GET', '/dropq_query_result', text='FAIL') - return Compute.remote_results_ready(self, theurl, params) - - -class MockFailedComputeOnOldHost(MockCompute): - """ - Simulate requesting results from a host IP that is no longer used. This - action should raise a `ConnectionError` - """ - - def remote_results_ready(self, theurl, params): - print('MockFailedComputeOnOldHost remote_results_ready', - theurl, params) - raise requests.ConnectionError() - - -class NodeDownCompute(MockCompute): - - __slots__ = ('count', 'num_times_to_wait', 'switch') - - def __init__(self, **kwargs): - if 'switch' in kwargs: - self.switch = kwargs['switch'] - del kwargs['switch'] - else: - self.switch = 0 - self.count = 0 - self.num_times_to_wait = 0 - super(MockCompute, self).__init__(**kwargs) - - def remote_submit_job(self, theurl, data, timeout, headers=None): - with requests_mock.Mocker() as mock: - resp = {'job_id': '424242', 'qlength': 2} - resp = json.dumps(resp) - if (self.switch % 2 == 0): - mock.register_uri('POST', DROPQ_URL, status_code=502) - mock.register_uri( - 'POST', - '/elastic_gdp_start_job', - status_code=502) - mock.register_uri('POST', '/btax_start_job', status_code=502) - else: - mock.register_uri('POST', DROPQ_URL, text=resp) - mock.register_uri('POST', '/elastic_gdp_start_job', text=resp) - mock.register_uri('POST', '/btax_start_job', text=resp) - self.switch += 1 - self.last_posted = data - return Compute.remote_submit_job(self, theurl, data, timeout) diff --git a/webapp/apps/core/views.py b/webapp/apps/core/views.py index 0fb086f3..04d160c2 100644 --- a/webapp/apps/core/views.py +++ b/webapp/apps/core/views.py @@ -1,5 +1,3 @@ -import traceback -import json from django.shortcuts import render, get_object_or_404 from django.http import JsonResponse diff --git a/webapp/apps/taxbrain/mock_compute.py b/webapp/apps/taxbrain/mock_compute.py new file mode 100644 index 00000000..1b7d01b0 --- /dev/null +++ b/webapp/apps/taxbrain/mock_compute.py @@ -0,0 +1,108 @@ +import os +from ..core.compute import Compute +import requests_mock +import json +from ..core.compute import (NUM_BUDGET_YEARS, DROPQ_URL, DROPQ_SMALL_URL) + + +class MockCompute(Compute): + + num_budget_years = NUM_BUDGET_YEARS + __slots__ = ('count', 'num_times_to_wait', 'last_posted') + + def __init__(self, num_times_to_wait=0): + self.count = 0 + # Number of times to respond 'No' before + # replying that a job is ready + self.num_times_to_wait = num_times_to_wait + + def remote_submit_job(self, theurl, data, timeout, headers=None): + with requests_mock.Mocker() as mock: + resp = {'job_id': '424242', 'qlength': 2} + resp = json.dumps(resp) + mock.register_uri('POST', DROPQ_URL, text=resp) + mock.register_uri('POST', DROPQ_SMALL_URL, text=resp) + mock.register_uri('POST', '/elastic_gdp_start_job', text=resp) + mock.register_uri('POST', '/btax_start_job', text=resp) + self.last_posted = data + return Compute.remote_submit_job(self, theurl, data, timeout) + + def remote_results_ready(self, theurl, params): + with requests_mock.Mocker() as mock: + if self.num_times_to_wait > 0: + mock.register_uri('GET', '/dropq_query_result', text='NO') + self.num_times_to_wait -= 1 + else: + mock.register_uri('GET', '/dropq_query_result', text='YES') + return Compute.remote_results_ready(self, theurl, params) + + def remote_retrieve_results(self, theurl, params): + mock_path = os.path.join(os.path.split(__file__)[0], "tests", + "response_year_{0}.json") + with open(mock_path.format(self.count), 'r') as f: + text = f.read() + self.count += 1 + with requests_mock.Mocker() as mock: + mock.register_uri('GET', '/dropq_get_result', text=text) + return Compute.remote_retrieve_results(self, theurl, params) + + def reset_count(self): + """ + reset worker node count + """ + self.count = 0 + + +class MockFailedCompute(MockCompute): + + def remote_results_ready(self, theurl, params): + print('MockFailedCompute remote_results_ready', theurl, params) + with requests_mock.Mocker() as mock: + mock.register_uri('GET', '/dropq_query_result', text='FAIL') + return Compute.remote_results_ready(self, theurl, params) + + +class MockFailedComputeOnOldHost(MockCompute): + """ + Simulate requesting results from a host IP that is no longer used. This + action should raise a `ConnectionError` + """ + + def remote_results_ready(self, theurl, params): + print('MockFailedComputeOnOldHost remote_results_ready', + theurl, params) + raise requests.ConnectionError() + + +class NodeDownCompute(MockCompute): + + __slots__ = ('count', 'num_times_to_wait', 'switch') + + def __init__(self, **kwargs): + if 'switch' in kwargs: + self.switch = kwargs['switch'] + del kwargs['switch'] + else: + self.switch = 0 + self.count = 0 + self.num_times_to_wait = 0 + super(MockCompute, self).__init__(**kwargs) + + def remote_submit_job(self, theurl, data, timeout, headers=None): + with requests_mock.Mocker() as mock: + resp = {'job_id': '424242', 'qlength': 2} + resp = json.dumps(resp) + if (self.switch % 2 == 0): + mock.register_uri('POST', DROPQ_URL, status_code=502) + mock.register_uri( + 'POST', + '/elastic_gdp_start_job', + status_code=502) + mock.register_uri('POST', '/btax_start_job', status_code=502) + else: + mock.register_uri('POST', DROPQ_URL, text=resp) + mock.register_uri('POST', '/elastic_gdp_start_job', text=resp) + mock.register_uri('POST', '/btax_start_job', text=resp) + self.switch += 1 + self.last_posted = data + return Compute.remote_submit_job(self, theurl, data, timeout) diff --git a/webapp/apps/taxbrain/tests/test_views.py b/webapp/apps/taxbrain/tests/test_views.py index 33d33a41..cf43543a 100644 --- a/webapp/apps/taxbrain/tests/test_views.py +++ b/webapp/apps/taxbrain/tests/test_views.py @@ -8,8 +8,9 @@ from ..models import TaxSaveInputs, OutputUrl, WorkerNodesCounter from ..helpers import (expand_1D, expand_2D, expand_list, package_up_vars, format_csv, arrange_totals_by_row, default_taxcalc_data) -from ...core.compute import (Compute, MockCompute, MockFailedCompute, - NodeDownCompute, MockFailedComputeOnOldHost) +from ...core.compute import Compute +from ..mock_compute import (MockCompute, MockFailedCompute, + NodeDownCompute, MockFailedComputeOnOldHost) from ...core.views import get_result_context import taxcalc diff --git a/webapp/apps/taxbrain/views.py b/webapp/apps/taxbrain/views.py index a106b6c0..171c92ee 100644 --- a/webapp/apps/taxbrain/views.py +++ b/webapp/apps/taxbrain/views.py @@ -2,7 +2,6 @@ import pdfkit import json import os -import traceback from mock import Mock @@ -28,8 +27,9 @@ from .helpers import (taxcalc_results_to_tables, format_csv, json_int_key_encode, make_bool) from .param_displayers import nested_form_parameters -from ..core.compute import (Compute, MockCompute, JobFailError, +from ..core.compute import (Compute, JobFailError, NUM_BUDGET_YEARS, NUM_BUDGET_YEARS_QUICK) +from .mock_compute import MockCompute from ..constants import (DISTRIBUTION_TOOLTIP, DIFFERENCE_TOOLTIP, PAYROLL_TOOLTIP, INCOME_TOOLTIP, BASE_TOOLTIP, diff --git a/webapp/apps/test_assets/utils.py b/webapp/apps/test_assets/utils.py index 1b730a49..08c5a8e7 100644 --- a/webapp/apps/test_assets/utils.py +++ b/webapp/apps/test_assets/utils.py @@ -3,7 +3,7 @@ import ast import msgpack -from ..core.compute import MockCompute +from ..taxbrain.mock_compute import MockCompute from ..taxbrain.models import OutputUrl from ..taxbrain.forms import TaxBrainForm @@ -21,6 +21,10 @@ def get_dropq_compute_from_module(module_import_path, attr='dropq_compute', returns: mocked dropq compute object """ + # Temporary hack + if module_import_path == "webapp.apps.taxbrain.views": + get_dropq_compute_from_module("webapp.apps.core.views", attr, + MockComputeObj, **mc_args) module_views = sys.modules[module_import_path] setattr(module_views, attr, MockComputeObj(**mc_args)) return getattr(module_views, attr) From c015cbe57495362ce3287b7fb83cef0c4196006f Mon Sep 17 00:00:00 2001 From: Lucas Szwarcberg Date: Wed, 25 Jul 2018 11:08:49 -0400 Subject: [PATCH 14/66] Fix test compatibility for new outputs given removal of round-robin behavior --- webapp/apps/btax/tests/test_views.py | 9 ----- webapp/apps/core/views.py | 3 +- webapp/apps/taxbrain/models.py | 12 ------ .../apps/taxbrain/tests/response_year_0.json | 2 +- .../apps/taxbrain/tests/response_year_1.json | 2 +- .../apps/taxbrain/tests/response_year_2.json | 2 +- .../apps/taxbrain/tests/response_year_3.json | 2 +- .../apps/taxbrain/tests/response_year_4.json | 2 +- .../apps/taxbrain/tests/response_year_5.json | 2 +- .../apps/taxbrain/tests/response_year_6.json | 2 +- .../apps/taxbrain/tests/response_year_7.json | 2 +- .../apps/taxbrain/tests/response_year_8.json | 2 +- .../apps/taxbrain/tests/response_year_9.json | 2 +- webapp/apps/taxbrain/tests/test_all.py | 40 ------------------- webapp/apps/taxbrain/tests/test_views.py | 23 +---------- webapp/apps/test_assets/utils.py | 2 - 16 files changed, 14 insertions(+), 95 deletions(-) diff --git a/webapp/apps/btax/tests/test_views.py b/webapp/apps/btax/tests/test_views.py index 208202a2..fddf08f9 100644 --- a/webapp/apps/btax/tests/test_views.py +++ b/webapp/apps/btax/tests/test_views.py @@ -3,7 +3,6 @@ from ..models import BTaxSaveInputs, BTaxOutputUrl from ..forms import BTaxExemptionForm -from ...taxbrain.models import WorkerNodesCounter from ..compute import (DropqComputeBtax, MockComputeBtax, MockFailedComputeBtax, NodeDownComputeBtax) from ...btax import views @@ -98,14 +97,6 @@ def test_btax_submit_to_single_host(self): Ensure that Btax submission does not advance the worker node counter, nor use the dropq_offset """ - - # Set the worker node count to 1, which would error if we used - # that for BTax, since there is only a single node - wnc, created = WorkerNodesCounter.objects.get_or_create( - singleton_enforce=1) - wnc.current_offset = 1 - wnc.save() - # Monkey patch to mock out running of compute jobs import sys webapp_views = sys.modules['webapp.apps.btax.views'] diff --git a/webapp/apps/core/views.py b/webapp/apps/core/views.py index 04d160c2..787ee0bd 100644 --- a/webapp/apps/core/views.py +++ b/webapp/apps/core/views.py @@ -1,6 +1,7 @@ from django.shortcuts import render, get_object_or_404 from django.http import JsonResponse +import json from django.utils import timezone # from .models import CoreRun from ..taxbrain.models import OutputUrl @@ -8,7 +9,7 @@ from ..formatters import get_version from ..taxbrain.views import TAXCALC_VERSION, WEBAPP_VERSION, dropq_compute from ..taxbrain.param_formatters import to_json_reform -from ..constants import START_YEAR +from ..taxbrain.models import ErrorMessageTaxCalculator from django.shortcuts import (render, render_to_response, get_object_or_404, redirect) from django.template.context import RequestContext diff --git a/webapp/apps/taxbrain/models.py b/webapp/apps/taxbrain/models.py index ff7659a3..639503d4 100644 --- a/webapp/apps/taxbrain/models.py +++ b/webapp/apps/taxbrain/models.py @@ -1011,18 +1011,6 @@ class Meta: ) -class WorkerNodesCounter(models.Model): - ''' - This class specifies a counter for which set of worker nodes we have - just deployed a TaxBrain job to. It is a singleton class to enforce - round robin behavior with multiple dynos running simultaneously. The - database becomes the single source of truth for which set of nodes - just got the last dispatch - ''' - singleton_enforce = models.IntegerField(default=1, unique=True) - current_offset = models.IntegerField(default=0) - - class OutputUrl(models.Model): """ This model creates a unique url for each calculation. diff --git a/webapp/apps/taxbrain/tests/response_year_0.json b/webapp/apps/taxbrain/tests/response_year_0.json index 2d2aa79c..328334a7 100644 --- a/webapp/apps/taxbrain/tests/response_year_0.json +++ b/webapp/apps/taxbrain/tests/response_year_0.json @@ -1 +1 @@ -{"aggr_1": {"combined_tax_0": "2321866939492.54", "payroll_tax_0": "1192635665901.18", "ind_tax_0": "1129231273591.36"}, "aggr_2": {"combined_tax_0": "3332036952282.61", "payroll_tax_0": "1766195081640.81", "ind_tax_0": "1565841870641.80"}, "diff_ptax_xdec": {"0-10p_0": ["15673654.76", "0.00", "0.00", "11485068.03", "73.28", "275.30", "4314960461.53", "0.75", "200906257190.00", "30425136665.14", "30425136665.14", "197.72"], "ALL_0": ["169894839.66", "281.44", "0.00", "129032030.00", "75.95", "3375.97", "573559415739.63", "100.00", "3413296005370.00", "2616680906895.63", "2616680906895.63", "22.65"], "0-10n_0": ["90427.26", "0.00", "0.00", "19563.44", "21.63", "244.80", "22136892.07", "0.00", "1790679510.00", "908731509.20", "908731509.20", "-7.14"], "20-30_0": ["16990282.62", "0.00", "0.00", "11876552.91", "69.90", "1175.14", "19966016862.73", "3.48", "278217585800.00", "158461222531.18", "158461222531.18", "53.57"], "Top 1%_0": ["1698996.80", "281.44", "0.02", "1479540.82", "87.08", "10722.39", "18217310646.01", "3.18", "45386332000.00", "76541047252.57", "76541047252.57", "2.00"], "30-40_0": ["16989448.14", "0.00", "0.00", "12466925.64", "73.38", "1624.38", "27597348067.48", "4.81", "299486558780.00", "189964142655.40", "189964142655.40", "43.55"], "50-60_0": ["16989557.82", "0.00", "0.00", "13391933.62", "78.82", "2866.42", "48699201851.79", "8.49", "353301201150.00", "251719994004.00", "251719994004.00", "31.06"], "80-90_0": ["16989260.15", "0.00", "0.00", "14015385.49", "82.50", "6668.50", "113292950213.44", "19.75", "434556798720.00", "419751646923.69", "419751646923.69", "14.79"], "90-100_0": ["16989877.64", "281.44", "0.00", "14625658.74", "86.08", "9728.92", "165293216405.75", "28.82", "455946403650.00", "572708885641.97", "572708885641.97", "6.71"], "40-50_0": ["16988974.73", "0.00", "0.00", "12989711.60", "76.46", "2188.82", "37185886630.14", "6.48", "328727946880.00", "217044123787.93", "217044123787.93", "37.18"], "10-20_0": ["16988533.64", "0.00", "0.00", "11026138.03", "64.90", "710.39", "12068472549.80", "2.10", "253301665550.00", "124466577632.84", "124466577632.84", "73.95"], "0-10z_0": ["1225391.76", "0.00", "0.00", "0.00", "0.00", "0.00", "0.00", "0.00", "22154353630.00", "0.00", "0.00", "inf"], "90-95_0": ["8494789.06", "0.00", "0.00", "7224966.68", "85.05", "8781.26", "74594924143.72", "13.01", "225687428000.00", "248541466062.95", "248541466062.95", "10.42"], "70-80_0": ["16989502.78", "0.00", "0.00", "13694741.41", "80.61", "4867.15", "82690515967.48", "14.42", "406911329340.00", "349809811791.48", "349809811791.48", "20.17"], "60-70_0": ["16989928.36", "0.00", "0.00", "13440351.09", "79.11", "3674.45", "62428709837.41", "10.88", "377995225170.00", "301420633752.80", "301420633752.80", "25.69"], "95-99_0": ["6796091.78", "0.00", "0.00", "5921151.24", "87.13", "10665.10", "72480981616.03", "12.64", "184872643650.00", "247626372326.45", "247626372326.45", "6.68"]}, "diff_comb_xbin": {"$200-500K_0": ["10728818.51", "0.00", "0.00", "10379583.44", "96.74", "16242.08", "174258325361.04", "17.25", "290004412980.00", "384016597460.22", "384016597460.22", "7.13"], ">$1000K_0": ["295092.74", "127.74", "0.04", "294714.81", "99.87", "19977.08", "5895090999.45", "0.58", "7861478580.00", "4796983863.11", "4796983863.11", "0.79"], "ALL_0": ["169894839.66", "127.74", "0.00", "143988706.44", "84.75", "5945.85", "1010170012790.07", "100.00", "3413296005370.00", "2616680906895.63", "2616680906895.63", "22.65"], "<$0K_0": ["90427.26", "0.00", "0.00", "22624.71", "25.02", "406.35", "36745170.94", "0.00", "1790679510.00", "908731509.20", "908731509.20", "-7.14"], "$30-40K_0": ["18210151.42", "0.00", "0.00", "14340295.26", "78.75", "3243.01", "59055657321.76", "5.85", "316709582490.00", "196083791056.75", "196083791056.75", "45.10"], "$20-30K_0": ["19009874.38", "0.00", "0.00", "13623277.89", "71.66", "2433.43", "46259182938.90", "4.58", "302646589400.00", "172813898019.04", "172813898019.04", "57.44"], "$500-1000K_0": ["887906.39", "0.00", "0.00", "877314.83", "98.81", "18447.48", "16379636701.67", "1.62", "23439572850.00", "44316413706.96", "44316413706.96", "2.45"], "$75-100K_0": ["18792790.37", "0.00", "0.00", "17188632.93", "91.46", "6872.41", "129151853342.80", "12.79", "428916937500.00", "349715855610.97", "349715855610.97", "23.75"], "$100-200K_0": ["32049054.39", "0.00", "0.00", "30397885.37", "94.85", "10905.54", "349512329901.41", "34.60", "811621436250.00", "771999583579.09", "771999583579.09", "15.11"], "$10-20K_0": ["14612748.64", "0.00", "0.00", "10435470.70", "71.41", "1535.06", "22431435038.10", "2.22", "212625463430.00", "86035261880.97", "86035261880.97", "86.31"], "=$0K_0": ["1225391.76", "0.00", "0.00", "361628.17", "29.51", "349.10", "427782191.30", "0.04", "22154353630.00", "0.00", "0.00", "inf"], "$0-10K_0": ["12211721.88", "0.00", "0.00", "9795876.56", "80.22", "739.67", "9032621174.46", "0.89", "152150784250.00", "17933835711.34", "17933835711.34", "257.05"], "$40-50K_0": ["14502946.28", "0.00", "0.00", "12158849.58", "83.84", "3943.92", "57198424050.63", "5.66", "275561049520.00", "180137390529.14", "180137390529.14", "38.67"], "$50-75K_0": ["27277915.64", "0.00", "0.00", "24112552.19", "88.40", "5151.82", "140530928597.61", "13.91", "567813664980.00", "407922563968.84", "407922563968.84", "30.94"]}, "taxcalc_version": "0.17.0", "dist2_xdec": {"0-10p_0": ["15673654.76", "265157418465.42", "15254832.17", "191757073779.58", "412426.43", "4422597289.44", "0.00", "84896784688.66", "8504377816.48", "261015600111.24", "4039240.73", "3694013802.57", "12198391619.05", "4212012558.58", "0.00", "6037542781.68", "1948836278.79", "13009845510.22", "14958681789.01", "200906257190.00", "30425136665.14", "30425136665.14", "299014265462.38", "284055583673.36"], "ALL_0": ["169894839.66", "14018224449358.13", "150954288.92", "3120507867971.09", "18806288.15", "550983261987.55", "0.00", "10408550218044.07", "1716340550702.34", "13619355501168.27", "7510354.28", "10065689915.51", "1726406240617.85", "140692102635.34", "8445993599.10", "28318260939.81", "1565841870641.80", "1766195081640.81", "3332036952282.61", "3413296005370.00", "2616680906895.63", "2616680906895.63", "17513602081751.37", "14181565129468.76"], "0-10n_0": ["90427.26", "-10712214577.88", "16212.42", "1828309899.45", "60.49", "7771020.73", "0.00", "736477186.34", 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"76541047252.57", "76541047252.57", "1482520666389.98", "1065914226619.19"], "30-40_0": ["16989448.14", "691134382738.39", "16465037.09", "314504786611.06", "515657.97", "10963834522.60", "0.00", "373559403206.65", "41265950131.02", "681915686760.37", "334568.53", "627853288.50", "41893803419.52", "11586311371.39", "0.00", "3216999388.69", "27090492659.44", "83753316496.67", "110843809156.11", "299486558780.00", "189964142655.40", "189964142655.40", "927849870834.67", "817006061678.56"], "50-60_0": ["16989557.82", "1083573843334.16", "15851339.18", "345131033494.70", "1130788.97", "27492256777.41", "0.00", "714125673815.94", "89641635402.48", "1062020477230.69", "144662.52", "391873938.53", "90033509341.01", "16479647656.36", "0.00", "1350780245.27", "72203081439.37", "147253976075.48", "219457057514.84", "353301201150.00", "251719994004.00", "251719994004.00", "1407544013090.07", "1188086955575.22"], "80-90_0": ["16989260.15", "2303582037227.91", "12921932.67", "339165280359.22", 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$0-10K12,189,851.0238,621,441,181.9812,155,190.1264,849,657,572.2734,660.90131,223,849.1242,919,209,411.692,130,243,170.64141,266,348.0838,497,777,221.520.000.00141,266,348.0845,301,199.590.003,825,696,717.11-3,729,731,568.635,132,247,954.501,402,516,385.870.0017,870,245,700.7817,870,245,700.7856,495,205,433.7255,092,689,047.84
$10-20K14,074,882.40121,646,608,505.4713,418,112.7898,160,379,132.76656,769.616,985,517,222.7778,034,735,450.9220,226,802,809.001,861,872,045.40117,123,333,140.900.000.001,861,872,045.40353,965,203.860.0013,970,125,058.85-12,462,218,217.3117,209,709,904.374,747,491,687.060.0089,646,609,445.6889,646,609,445.68217,544,445,865.13212,796,954,178.07
$20-30K18,090,928.80256,588,186,102.9314,888,489.39119,342,157,368.503,202,439.4232,592,091,185.85112,126,880,102.7286,917,204,932.209,125,472,547.39236,487,289,783.9873,054.98137,708,030.789,263,180,578.171,211,105,572.100.0018,065,276,959.25-10,013,201,953.1936,783,739,635.1126,770,537,681.920.00176,547,751,730.11176,547,751,730.11453,552,536,679.33426,781,998,997.41
$30-40K18,345,878.17409,603,975,095.9413,037,207.12113,741,425,507.715,308,671.0561,978,277,730.68123,641,403,303.83181,524,675,723.3421,210,758,061.84370,805,188,225.4492,095.7083,109,340.5021,293,867,402.342,610,153,670.460.0014,294,350,406.794,389,363,325.0958,285,294,817.8662,674,658,142.950.00197,450,132,278.03197,450,132,278.03640,869,167,736.57578,194,509,593.62
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$100-200K31,769,349.533,419,273,352,398.498,930,065.14106,343,679,021.8022,839,284.39560,724,304,477.46315,524,756,899.952,484,770,907,463.86408,110,609,265.103,101,125,858,496.9469,598.38112,070,454.53408,222,679,719.638,286,349,608.190.001,763,372,125.96398,172,957,985.48416,294,477,974.27814,467,435,959.750.00773,793,716,613.05773,793,716,613.054,383,651,545,470.613,569,184,109,510.86
$200-500K9,414,153.542,068,915,746,804.641,409,073.3216,332,741,133.828,005,080.23274,798,194,101.3994,759,725,611.821,693,474,079,710.40355,273,558,617.911,929,931,951,798.942,763,823.379,010,024,365.29364,283,582,983.20176,187,928.921,096,311,340.09515,787,981.28364,687,918,413.10196,974,041,704.09561,661,960,117.190.00377,395,789,344.59377,395,789,344.592,578,549,527,024.582,016,887,566,907.39
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ALL167,631,804.5410,079,830,651,036.5399,197,695.05883,017,546,938.3768,434,109.491,456,836,380,009.351,291,790,683,602.287,027,111,910,750.861,283,258,773,668.569,254,661,872,898.023,649,542.7815,547,472,014.321,298,806,245,682.8830,531,769,612.327,246,351,332.9478,347,574,566.001,197,173,252,837.50963,196,831,223.852,160,370,084,061.350.002,641,281,325,881.522,641,281,325,881.5213,220,632,030,590.9211,060,261,946,529.57
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count_0tax_cut_0perc_cut_0tax_inc_0perc_inc_0mean_0tot_change_0share_of_change_0ubi_0benefit_cost_total_0benefit_value_total_0pc_aftertaxinc_0
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=$0K1,087,421.060.000.000.000.000.000.000.000.000.000.00nan
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$30-40K18,345,878.1725,906.930.141,360,070.267.413.5364,805,171.428.190.00197,450,132,278.03197,450,132,278.030.85
$40-50K15,985,018.7528,249.920.18961,061.146.012.7143,398,675.085.490.00199,499,916,906.49199,499,916,906.490.85
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>$1000K241,935.1913,986.845.7847,415.7019.6083.0320,087,795.192.540.002,152,635,618.532,152,635,618.530.12
ALL167,631,804.54467,827.390.289,264,156.575.534.72791,193,156.08100.000.002,641,281,325,881.522,641,281,325,881.520.81
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=$0K1,087,421.060.000.000.000.000.000.00-0.000.000.000.00nan
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$40-50K15,985,018.7511,925,129.6974.600.000.00-652.05-10,423,017,355.426.020.00199,499,916,906.49199,499,916,906.490.85
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$500-1000K714,774.77629,324.6288.050.000.00-3,183.50-2,275,486,060.281.310.0023,726,437,284.1223,726,437,284.120.35
>$1000K241,935.19227,193.7193.91416.190.17-3,092.46-748,174,191.290.430.002,152,635,618.532,152,635,618.530.12
ALL167,631,804.54126,922,453.4875.72416.190.00-1,032.96-173,157,344,484.92100.000.002,641,281,325,881.522,641,281,325,881.520.81
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=$0K1,087,421.060.000.000.000.000.000.00-0.000.000.000.00nan
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$75-100K18,431,318.7314,632,068.4579.390.000.00-1,254.37-23,119,711,767.3013.410.00348,634,420,039.35348,634,420,039.350.89
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$200-500K9,414,153.547,885,796.9383.770.000.00-3,044.87-28,664,840,109.0916.630.00377,395,789,344.59377,395,789,344.590.74
$500-1000K714,774.77629,324.6288.050.000.00-3,124.97-2,233,648,526.661.300.0023,726,437,284.1223,726,437,284.120.35
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ALL167,631,804.54126,922,453.4875.72416.190.00-1,028.24-172,366,151,328.84100.000.002,641,281,325,881.522,641,281,325,881.520.81
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s006_0c00100_0num_returns_StandardDed_0standard_0num_returns_ItemDed_0c04470_0c04600_0c04800_0taxbc_0c62100_0num_returns_AMT_0c09600_0c05800_0c07100_0othertaxes_0refund_0iitax_0payrolltax_0combined_0ubi_0benefit_cost_total_0benefit_value_total_0expanded_income_0aftertax_income_0
0-10n0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00
0-10z0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00
0-10p16,763,145.0258,531,306,757.7616,622,041.3098,659,813,881.28141,103.721,386,355,350.2870,955,039,561.522,959,048,967.42216,261,186.4057,670,465,412.980.000.00216,261,186.4057,492,873.380.007,387,693,800.01-7,228,925,486.998,908,402,027.511,679,476,540.530.0030,612,079,790.0130,612,079,790.0190,160,151,363.4788,480,674,822.95
10-2016,753,393.90165,308,051,921.8415,459,764.18116,525,216,069.521,293,629.7213,139,934,523.6994,792,947,678.0639,715,972,132.753,688,624,463.35155,945,235,078.685,912.075,449,107.093,694,073,570.44497,284,608.720.0015,625,400,819.11-12,428,611,857.3823,692,930,486.0511,264,318,628.670.00134,505,313,572.80134,505,313,572.80310,590,854,749.22299,326,536,120.55
20-3016,756,243.08272,762,534,160.8713,169,573.41108,837,856,385.573,586,669.6736,770,444,443.68106,641,380,447.18101,801,135,936.7411,367,801,064.12250,632,483,836.3785,663.21160,433,276.4811,528,234,340.601,503,312,392.140.0016,287,132,510.36-6,262,210,561.9039,236,062,607.8032,973,852,045.900.00174,258,550,453.59174,258,550,453.59469,755,407,182.98436,781,555,137.08
30-4016,758,567.55414,601,347,324.9011,466,832.76100,883,617,525.605,291,734.7963,683,905,300.38116,159,754,020.86191,570,898,832.2122,534,936,805.44375,651,227,391.0673,575.3954,934,987.7022,589,871,793.142,654,823,169.510.0012,671,120,210.807,263,928,412.8359,011,544,786.3466,275,473,199.170.00174,541,559,471.45174,541,559,471.45622,971,666,905.26556,696,193,706.08
40-5016,773,613.73535,753,367,020.0210,893,186.85105,918,814,905.715,880,426.8879,747,159,667.61128,354,833,388.21275,962,526,957.3133,753,188,279.66487,013,007,481.1997,042.72148,272,413.3333,901,460,692.993,831,423,798.200.0010,561,477,994.1719,508,558,900.6173,277,412,692.7292,785,971,593.330.00217,584,771,794.86217,584,771,794.86792,941,866,954.72700,155,895,361.39
50-6016,771,931.42692,356,048,185.949,611,589.0499,639,190,338.007,160,342.38114,626,276,576.09140,883,220,711.27392,846,430,190.7951,725,231,403.48621,955,802,006.9740,424.10129,236,942.7451,854,468,346.224,171,452,695.560.008,470,339,496.0739,212,676,154.5993,300,332,833.47132,513,008,988.060.00264,342,720,388.15264,342,720,388.151,005,926,074,420.61873,413,065,432.54
60-7016,758,906.33933,440,872,358.538,353,395.7093,079,677,523.788,405,510.62148,426,275,220.22149,205,772,588.39584,313,198,366.0883,944,416,252.21845,664,851,671.3075,972.64314,139,985.7984,258,556,238.006,069,285,455.970.003,748,140,255.6874,441,130,526.35119,304,499,720.55193,745,630,246.910.00313,450,357,002.89313,450,357,002.891,294,482,108,593.281,100,736,478,346.38
70-8016,767,047.261,281,465,122,360.346,354,482.2972,385,151,725.5110,412,564.97226,465,605,582.10152,856,784,820.11862,151,695,506.05128,591,524,176.241,142,496,788,267.246,820.2225,128,170.58128,616,652,346.826,060,114,158.600.001,746,054,720.67120,810,483,467.55157,164,000,562.81277,974,484,030.360.00352,787,595,643.96352,787,595,643.961,690,545,178,474.341,412,570,694,443.98
80-9016,655,316.991,803,681,089,281.604,458,488.2654,307,200,240.4412,196,828.72299,966,565,996.88169,916,708,967.851,301,961,938,798.68209,120,618,821.371,631,100,697,128.8325,846.7213,180,152.53209,133,798,973.905,095,728,739.380.00922,458,544.00203,115,611,690.52222,215,683,952.52425,331,295,643.050.00375,360,839,252.90375,360,839,252.902,285,301,591,515.391,859,970,295,872.34
90-10016,873,639.283,918,292,904,113.102,841,795.9333,114,998,477.2514,031,843.35472,126,286,214.85162,038,629,347.723,270,520,894,618.17737,609,015,994.513,683,271,285,018.253,238,285.7114,687,650,544.45752,296,666,538.96581,818,655.147,244,224,134.921,009,653,583.51757,949,418,435.23340,243,306,038.981,098,192,724,474.210.00603,837,538,510.92603,837,538,510.924,740,993,846,759.573,642,801,122,285.36
ALL167,631,804.5410,076,192,643,484.9099,231,149.72883,351,537,072.6768,400,654.821,456,338,808,875.791,291,805,071,531.177,023,803,740,306.211,282,551,618,446.789,251,401,843,292.883,649,542.7815,538,425,580.701,298,090,044,027.4830,522,736,546.607,244,224,134.9278,429,471,934.381,196,382,059,681.421,136,354,175,708.772,332,736,235,390.190.002,641,281,325,881.522,641,281,325,881.5213,303,668,746,918.8510,970,932,511,528.66
90-958,483,119.261,230,602,807,951.481,717,071.8919,867,376,803.696,766,047.37185,369,601,048.4688,121,561,638.30947,826,580,868.90173,806,187,327.391,134,828,048,925.9064,224.25201,158,540.85174,007,345,868.24409,721,586.26819,682.42422,179,463.59173,176,264,500.81143,478,353,045.07316,654,617,545.880.00278,229,680,228.86278,229,680,228.861,585,309,157,123.441,268,654,539,577.56
95-996,713,825.921,470,152,595,114.72991,332.8211,529,359,662.915,722,493.10198,280,546,605.9170,825,533,985.481,198,121,860,498.97249,208,885,245.501,368,678,131,586.622,143,593.165,875,439,825.01255,084,325,070.51144,975,317.42655,915,934.24464,748,190.71255,130,517,496.63141,532,000,948.69396,662,518,445.320.00281,643,303,572.36281,643,303,572.361,852,735,849,533.201,456,073,331,087.87
Top 1%1,676,694.111,217,537,501,046.90133,391.221,718,262,010.651,543,302.8888,476,138,560.483,091,533,723.941,124,572,453,250.31314,593,943,421.621,179,765,104,505.741,030,468.308,611,052,178.58323,204,995,600.2027,121,751.466,587,488,518.26122,725,929.21329,642,636,437.7955,232,952,045.22384,875,588,483.010.0043,964,554,709.7043,964,554,709.701,302,948,840,102.93918,073,251,619.92
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s006_0c00100_0num_returns_StandardDed_0standard_0num_returns_ItemDed_0c04470_0c04600_0c04800_0taxbc_0c62100_0num_returns_AMT_0c09600_0c05800_0c07100_0othertaxes_0refund_0iitax_0payrolltax_0combined_0ubi_0benefit_cost_total_0benefit_value_total_0expanded_income_0aftertax_income_0
0-10n0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00
0-10z0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00
0-10p16,763,145.0258,540,452,052.2516,622,041.3098,659,813,881.28141,103.721,386,355,350.2870,955,039,561.522,961,093,512.66216,465,640.9257,679,610,707.480.000.00216,465,640.9257,492,873.380.007,384,537,679.21-7,225,564,911.667,512,379,022.18286,814,110.520.0030,612,079,790.0130,612,079,790.0189,471,285,155.3089,184,471,044.78
10-2016,753,393.90165,369,255,921.3715,459,764.18116,525,216,069.521,293,629.7213,139,886,393.7994,792,947,678.0639,743,914,495.473,691,601,376.67156,006,432,319.365,912.075,449,107.093,697,050,483.76497,484,579.730.0015,624,894,433.38-12,425,328,529.3519,985,583,658.077,560,255,128.720.00134,505,313,572.80134,505,313,572.80308,798,385,334.76301,238,130,206.04
20-3016,756,243.08273,018,786,815.3713,158,735.16108,700,454,787.673,597,507.9236,932,959,558.69106,641,380,447.18101,966,131,208.6811,389,014,782.38250,779,898,932.5185,663.21160,433,276.4811,549,448,058.861,504,640,457.580.0016,276,198,598.96-6,231,390,997.6833,119,868,765.7426,888,477,768.060.00174,258,550,453.59174,258,550,453.59466,953,562,916.45440,065,085,148.39
30-4016,758,567.55414,979,749,610.2611,466,832.76100,883,617,525.605,291,734.7963,680,502,680.83116,159,754,020.86191,868,141,755.9822,572,121,331.85376,033,229,540.8573,575.3954,934,987.7022,627,056,319.562,659,185,055.850.0012,645,075,619.217,322,795,644.5049,811,178,434.7457,133,974,079.240.00174,541,559,471.45174,541,559,471.45618,746,690,641.50561,612,716,562.26
40-5016,773,613.73535,998,698,736.3810,893,186.85105,918,814,905.715,880,426.8879,746,701,198.95128,354,833,388.21276,149,152,260.1633,776,817,965.26487,258,473,620.2197,042.72148,272,413.3333,925,090,378.593,833,090,868.150.0010,545,816,902.3119,546,182,608.1261,816,914,886.0481,363,097,494.170.00217,584,771,794.86217,584,771,794.86787,438,009,845.25706,074,912,351.08
50-6016,771,931.42692,701,695,556.189,597,315.0499,548,550,411.497,174,616.38114,828,989,611.52140,883,220,711.27393,170,934,914.4051,787,289,697.46622,133,467,700.1040,424.10129,236,942.7451,916,526,640.204,174,009,578.060.008,458,834,347.8339,283,682,714.3178,716,192,766.73117,999,875,481.040.00264,342,720,388.15264,342,720,388.15998,974,982,506.67880,975,107,025.62
60-7016,758,906.33933,787,119,569.368,353,395.7093,079,677,523.788,405,510.62148,425,577,439.48149,205,772,588.39584,638,093,882.7284,003,124,628.76846,011,849,208.4875,972.64314,139,985.7984,317,264,614.556,071,285,816.720.003,742,838,059.7074,503,140,738.13100,636,914,049.74175,140,054,787.870.00313,450,357,002.89313,450,357,002.891,285,460,256,999.251,110,320,202,211.38
70-8016,767,047.261,281,811,712,765.046,346,139.8872,279,203,115.6210,420,907.38226,622,443,737.47152,856,784,820.11862,463,584,184.96128,644,131,517.401,142,731,130,043.766,820.2225,128,170.58128,669,259,687.986,061,295,120.450.001,741,820,844.25120,866,143,723.28132,560,630,194.76253,426,773,918.030.00352,787,595,643.96352,787,595,643.961,678,575,148,467.961,425,148,374,549.93
80-9016,655,316.991,804,303,736,602.904,458,488.2654,307,200,240.4412,196,828.72299,964,604,552.47169,916,708,967.851,302,582,798,905.56209,266,343,233.541,631,724,443,565.8925,846.7213,247,139.23209,279,590,372.775,090,812,354.750.00922,325,864.51203,266,452,153.52187,504,618,875.39390,771,071,028.910.00375,360,839,252.90375,360,839,252.902,268,561,068,159.051,877,789,997,130.14
90-10016,873,639.283,919,319,443,407.442,841,795.9333,114,998,477.2514,031,843.35472,108,359,485.86162,024,241,418.833,271,568,065,630.26737,911,863,494.313,684,303,337,259.393,238,285.7114,696,629,991.37752,608,493,485.68582,472,907.667,246,351,332.941,005,232,216.63758,267,139,694.33291,532,550,570.461,049,799,690,264.800.00603,837,538,510.92603,837,538,510.924,717,652,640,564.753,667,852,950,299.96
ALL167,631,804.5410,079,830,651,036.5399,197,695.05883,017,546,938.3768,434,109.491,456,836,380,009.351,291,790,683,602.287,027,111,910,750.861,283,258,773,668.569,254,661,872,898.023,649,542.7815,547,472,014.321,298,806,245,682.8830,531,769,612.327,246,351,332.9478,347,574,566.001,197,173,252,837.50963,196,831,223.852,160,370,084,061.350.002,641,281,325,881.522,641,281,325,881.5213,220,632,030,590.9211,060,261,946,529.57
90-958,483,119.261,230,945,143,668.671,717,071.8919,867,376,803.696,766,047.37185,367,387,168.3788,121,561,638.30948,162,865,265.39173,887,436,659.241,135,172,112,650.0864,224.25202,625,401.02174,090,062,060.26410,391,976.50915,494.55418,215,566.98173,262,370,011.33121,373,491,202.16294,635,861,213.490.00278,229,680,228.86278,229,680,228.861,574,596,398,162.081,279,960,536,948.59
95-996,713,825.921,470,523,256,930.76991,332.8211,529,359,662.915,722,493.10198,274,994,800.1770,820,969,443.131,198,499,833,616.74249,314,768,377.751,369,051,820,623.472,143,593.165,886,634,269.28255,201,402,647.04144,907,641.32657,568,389.51464,569,520.50255,249,493,874.72120,666,535,459.03375,916,029,333.760.00281,643,303,572.36281,643,303,572.361,842,672,302,536.511,466,756,273,202.75
Top 1%1,676,694.111,217,851,042,808.01133,391.221,718,262,010.651,543,302.8888,465,977,517.323,081,710,337.401,124,905,366,748.12314,709,658,457.321,180,079,403,985.831,030,468.308,607,370,321.07323,317,028,778.3927,173,289.846,587,867,448.87122,447,129.15329,755,275,808.2749,492,523,909.27379,247,799,717.550.0043,964,554,709.7043,964,554,709.701,300,383,939,866.17921,136,140,148.62
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count_0tax_cut_0perc_cut_0tax_inc_0perc_inc_0mean_0tot_change_0share_of_change_0ubi_0benefit_cost_total_0benefit_value_total_0pc_aftertaxinc_0
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10-2016,753,393.9098,726.350.59226,767.921.350.203,283,328.030.410.00134,505,313,572.80134,505,313,572.800.64
20-3016,756,243.0869,323.460.41804,389.514.801.8430,819,564.223.900.00174,258,550,453.59174,258,550,453.590.75
30-4016,758,567.55327.530.001,254,781.747.493.5158,867,231.677.440.00174,541,559,471.45174,541,559,471.450.88
40-5016,773,613.7328,507.320.17816,507.784.872.2437,623,707.514.760.00217,584,771,794.86217,584,771,794.860.85
50-6016,771,931.422,505.440.01882,071.925.264.2371,006,559.728.970.00264,342,720,388.15264,342,720,388.150.87
60-7016,758,906.330.000.00841,885.705.023.7062,010,211.787.840.00313,450,357,002.89313,450,357,002.890.87
70-8016,767,047.268,805.910.051,258,777.937.513.3255,660,255.737.030.00352,787,595,643.96352,787,595,643.960.89
80-9016,655,316.9911,463.540.071,405,679.918.449.06150,840,463.0019.060.00375,360,839,252.90375,360,839,252.900.96
90-10016,873,639.28151,433.140.901,444,796.548.5618.83317,721,259.1040.160.00603,837,538,510.92603,837,538,510.920.69
ALL167,631,804.54467,827.390.289,264,156.575.534.72791,193,156.08100.000.002,641,281,325,881.522,641,281,325,881.520.81
90-958,483,119.2610,895.160.13682,364.898.0410.1586,105,510.5210.880.00278,229,680,228.86278,229,680,228.860.89
95-996,713,825.9299,656.011.48486,880.347.2517.72118,976,378.1015.040.00281,643,303,572.36281,643,303,572.360.73
Top 1%1,676,694.1140,881.982.44275,551.3116.4367.18112,639,370.4914.240.0043,964,554,709.7043,964,554,709.700.33
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count_0tax_cut_0perc_cut_0tax_inc_0perc_inc_0mean_0tot_change_0share_of_change_0ubi_0benefit_cost_total_0benefit_value_total_0pc_aftertaxinc_0
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10-2016,753,393.9010,847,771.0764.750.000.00-221.29-3,707,346,827.992.140.00134,505,313,572.80134,505,313,572.800.64
20-3016,756,243.0811,414,979.2068.120.000.00-365.01-6,116,193,842.063.530.00174,258,550,453.59174,258,550,453.590.75
30-4016,758,567.5512,594,742.1075.150.000.00-548.99-9,200,366,351.605.310.00174,541,559,471.45174,541,559,471.450.88
40-5016,773,613.7312,660,857.1075.480.000.00-683.25-11,460,497,806.676.620.00217,584,771,794.86217,584,771,794.860.85
50-6016,771,931.4213,428,375.7180.060.000.00-869.56-14,584,140,066.748.420.00264,342,720,388.15264,342,720,388.150.87
60-7016,758,906.3313,155,457.2178.500.000.00-1,113.89-18,667,585,670.8110.780.00313,450,357,002.89313,450,357,002.890.87
70-8016,767,047.2613,025,282.4077.680.000.00-1,467.36-24,603,370,368.0514.210.00352,787,595,643.96352,787,595,643.960.89
80-9016,655,316.9913,875,763.5983.310.000.00-2,084.08-34,711,065,077.1420.050.00375,360,839,252.90375,360,839,252.900.96
90-10016,873,639.2814,251,767.2384.46416.190.00-2,886.80-48,710,755,468.5228.130.00603,837,538,510.92603,837,538,510.920.69
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90-958,483,119.267,205,281.7584.940.000.00-2,605.75-22,104,861,842.9112.770.00278,229,680,228.86278,229,680,228.860.89
95-996,713,825.925,548,141.8282.640.000.00-3,107.84-20,865,465,489.6612.050.00281,643,303,572.36281,643,303,572.360.73
Top 1%1,676,694.111,498,343.6689.36416.190.02-3,423.66-5,740,428,135.953.320.0043,964,554,709.7043,964,554,709.700.33
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count_0tax_cut_0perc_cut_0tax_inc_0perc_inc_0mean_0tot_change_0share_of_change_0ubi_0benefit_cost_total_0benefit_value_total_0pc_aftertaxinc_0
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10-2016,753,393.9010,847,771.0764.750.000.00-221.09-3,704,063,499.962.150.00134,505,313,572.80134,505,313,572.800.64
20-3016,756,243.0811,414,979.2068.120.000.00-363.17-6,085,374,277.853.530.00174,258,550,453.59174,258,550,453.590.75
30-4016,758,567.5512,594,742.1075.150.000.00-545.48-9,141,499,119.945.300.00174,541,559,471.45174,541,559,471.450.88
40-5016,773,613.7312,660,857.1075.480.000.00-681.00-11,422,874,099.166.630.00217,584,771,794.86217,584,771,794.860.85
50-6016,771,931.4213,428,375.7180.060.000.00-865.32-14,513,133,507.028.420.00264,342,720,388.15264,342,720,388.150.87
60-7016,758,906.3313,155,457.2178.500.000.00-1,110.19-18,605,575,459.0410.790.00313,450,357,002.89313,450,357,002.890.87
70-8016,767,047.2613,025,282.4077.680.000.00-1,464.04-24,547,710,112.3214.240.00352,787,595,643.96352,787,595,643.960.89
80-9016,655,316.9913,875,763.5983.310.000.00-2,075.03-34,560,224,614.1420.050.00375,360,839,252.90375,360,839,252.900.96
90-10016,873,639.2814,251,767.2384.46416.190.00-2,867.97-48,393,034,209.4128.080.00603,837,538,510.92603,837,538,510.920.69
ALL167,631,804.54126,922,453.4875.72416.190.00-1,028.24-172,366,151,328.84100.000.002,641,281,325,881.522,641,281,325,881.520.81
90-958,483,119.267,205,281.7584.940.000.00-2,595.60-22,018,756,332.3812.770.00278,229,680,228.86278,229,680,228.860.89
95-996,713,825.925,548,141.8282.640.000.00-3,090.11-20,746,489,111.5712.040.00281,643,303,572.36281,643,303,572.360.73
Top 1%1,676,694.111,498,343.6689.36416.190.02-3,356.48-5,627,788,765.473.270.0043,964,554,709.7043,964,554,709.700.33
"}, "taxcalc_version": "0.8.4-1973-g1b1a109c", "dropq_version": "0.8.4-1973-g1b1a109c"} diff --git a/webapp/apps/taxbrain/tests/response_year_1.json b/webapp/apps/taxbrain/tests/response_year_1.json index 4f615483..0736ec02 100644 --- a/webapp/apps/taxbrain/tests/response_year_1.json +++ b/webapp/apps/taxbrain/tests/response_year_1.json @@ -1 +1 @@ -{"aggr_1": {"payroll_tax_1": "1247594361392.96", "combined_tax_1": "2450147423184.30", "ind_tax_1": "1202553061791.34"}, "aggr_2": {"payroll_tax_1": "1847004536084.94", "combined_tax_1": "3503968089547.24", "ind_tax_1": "1656963553462.30"}, "diff_ptax_xdec": {"ALL_1": ["172188405.32", "285.24", "0.00", "130773953.12", "75.95", "3481.13", "599410174691.98", "100.00", "3528216766643.18", "2745126151361.65", "2745126151361.65", "22.34"], "0-10p_1": ["15887647.51", "0.00", "0.00", "11687376.37", "73.56", "288.48", "4583201858.65", "0.76", "207495117079.09", "31944696759.57", "31944696759.57", "193.03"], "40-50_1": ["17218719.65", "0.00", 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=$0K1,064,081.810.001,064,081.8116,431,829,967.280.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00
$0-10K11,871,381.2037,577,578,064.1911,836,252.16108,949,203,869.9035,129.04134,749,034.510.002,082,543,117.20134,018,830.0537,450,722,362.930.000.00134,018,830.0544,996,423.590.003,874,852,274.03-3,785,829,867.575,007,396,619.621,221,566,752.040.0016,298,782,770.3216,298,782,770.3254,155,951,977.7852,934,385,225.74
$10-20K13,722,106.73118,439,205,181.6013,666,203.38184,390,964,071.0355,903.351,007,672,680.280.0014,461,468,323.571,279,284,843.87117,599,284,832.2318,316.51995,228.561,280,280,072.43376,205,812.320.0014,342,934,218.69-13,438,859,958.5816,672,685,618.013,233,825,659.430.0087,735,743,280.2787,735,743,280.27212,073,729,233.17208,839,903,573.74
$20-30K17,803,055.75248,503,002,555.1417,351,881.08249,040,557,799.29451,174.677,220,135,667.610.0084,310,372,327.818,331,766,965.86242,469,153,023.0774,040.88153,210,317.358,484,977,283.212,000,472,895.400.0019,700,480,812.00-13,215,976,424.1935,874,658,099.1822,658,681,674.990.00179,484,343,842.67179,484,343,842.67447,971,540,880.74425,312,859,205.76
$30-40K17,424,494.39380,223,734,102.1616,683,795.13256,377,774,555.34740,699.2612,871,630,690.170.00175,509,821,586.8718,296,061,537.99369,983,935,927.8374,486.85117,764,156.0718,413,825,694.064,726,685,323.610.0017,090,242,734.73-3,403,102,364.2854,213,792,268.1950,810,689,903.910.00195,910,279,294.82195,910,279,294.82608,003,209,539.26557,192,519,635.35
$40-50K15,773,360.11479,407,760,525.3714,723,874.87239,214,862,173.841,049,485.2417,294,845,165.310.00262,347,036,700.8228,175,104,522.37466,302,699,220.929,475.208,121,212.7028,183,225,735.077,212,810,364.210.0012,490,040,772.538,480,374,598.3267,045,663,750.8575,526,038,349.170.00187,346,949,649.74187,346,949,649.74704,356,860,246.81628,830,821,897.64
$50-75K28,512,891.591,219,421,208,746.2424,941,981.59466,897,468,699.913,570,910.0068,987,153,835.400.00760,613,730,886.8788,259,300,953.221,168,036,927,244.17159,987.62331,490,721.3688,590,791,674.5816,225,396,361.130.0016,734,305,140.4455,631,090,173.01164,464,936,044.58220,096,026,217.590.00447,562,729,863.89447,562,729,863.891,746,122,583,509.711,526,026,557,292.12
$75-100K18,777,001.081,198,612,896,633.1114,663,253.11297,133,383,313.614,113,747.9795,583,193,461.940.00836,798,199,692.88107,639,395,093.501,130,537,250,852.5974,490.16416,109,897.11108,055,504,990.6115,155,675,295.760.004,684,846,386.6888,214,983,308.18148,627,349,800.54236,842,333,108.720.00377,450,666,941.92377,450,666,941.921,629,610,045,285.711,392,767,712,176.98
$100-200K33,239,301.883,563,519,612,712.1321,110,256.12468,120,995,057.0212,129,045.76339,159,123,221.660.002,786,185,723,175.82403,993,200,407.623,334,267,001,084.18125,772.6985,787,933.35404,078,988,340.9734,435,819,654.330.002,273,399,651.05367,369,769,035.59435,137,783,944.76802,507,552,980.350.00832,726,236,876.01832,726,236,876.014,596,043,750,785.303,793,536,197,804.94
$200-500K10,566,013.622,328,054,504,065.744,519,339.12104,929,415,147.046,046,674.50192,254,826,076.130.002,029,578,426,151.03375,647,638,801.062,195,470,041,237.5185,332.05299,192,149.78375,946,830,950.8411,625,010,971.531,245,500,188.35784,985,462.82364,782,334,704.84227,774,440,211.59592,556,774,916.430.00420,253,273,511.37420,253,273,511.372,893,866,616,889.532,301,309,841,973.10
$500-1000K804,836.83494,193,348,033.06197,513.584,831,904,881.51607,323.2524,047,355,165.320.00463,402,156,588.60113,068,251,720.76476,309,348,705.417,994.7043,483,560.11113,111,735,280.8728,110,153.881,337,619,874.78122,568,131.82114,298,676,869.9524,035,903,102.82138,334,579,972.780.0027,417,838,381.8027,417,838,381.80536,203,750,114.30397,869,170,141.52
>$1000K276,751.60572,389,616,191.1316,316.27321,825,880.23260,435.3312,880,328,017.420.00556,525,398,962.46167,146,718,556.28562,109,731,121.5429,940.84436,505,817.61167,583,224,373.894,574,565.635,255,954,752.130.00172,834,604,560.3916,316,989,872.41189,151,594,432.800.002,794,448,187.432,794,448,187.43588,839,325,606.61399,687,731,173.80
ALL169,894,839.6610,633,367,216,724.72140,834,311.302,397,917,340,437.6129,060,528.36771,441,013,015.760.007,971,814,877,513.941,311,970,742,232.5810,093,560,845,527.24659,837.501,892,660,993.991,313,863,403,226.5791,835,757,821.407,839,074,815.2792,099,845,013.491,137,766,875,206.951,195,188,773,057.932,332,955,648,264.880.002,775,696,858,093.142,775,696,858,093.1414,011,066,002,255.0511,678,110,353,990.17
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s006_1c00100_1num_returns_StandardDed_1standard_1num_returns_ItemDed_1c04470_1c04600_1c04800_1taxbc_1c62100_1num_returns_AMT_1c09600_1c05800_1c07100_1othertaxes_1refund_1iitax_1payrolltax_1combined_1ubi_1benefit_cost_total_1benefit_value_total_1expanded_income_1aftertax_income_1
<$0K59,563.08-6,975,250,085.1559,563.081,277,155,021.610.000.000.000.000.00-6,975,250,085.150.000.000.000.000.001,110,621.11-1,110,621.1114,479,807.6713,369,186.550.00715,565,492.91715,565,492.91-6,182,708,772.71-6,196,077,959.26
=$0K1,064,081.810.001,064,081.8116,431,829,967.280.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00
$0-10K11,871,381.2037,580,693,798.2911,836,252.16108,949,203,869.9035,129.04134,749,034.510.002,082,543,117.20134,018,830.0537,453,838,097.030.000.00134,018,830.0544,996,423.590.003,872,068,666.86-3,783,046,260.404,222,390,544.26439,344,283.850.0016,298,782,770.3216,298,782,770.3253,766,564,674.2053,327,220,390.35
$10-20K13,722,106.73118,460,633,122.4613,665,429.22184,381,674,140.5256,677.511,018,033,118.130.0014,464,026,040.671,279,540,615.59117,614,882,459.1418,316.51995,228.561,280,535,844.14376,260,870.590.0014,342,524,009.72-13,438,249,036.1814,060,580,316.72622,331,280.540.0087,735,743,280.2787,735,743,280.27210,789,104,523.39210,166,773,242.84
$20-30K17,803,055.75248,680,472,480.4217,350,327.46249,021,241,184.41452,728.297,239,662,359.720.0084,388,742,822.998,339,609,093.60242,633,373,520.5774,040.88153,210,317.358,492,819,410.952,002,649,307.910.0019,694,389,245.53-13,204,219,142.4930,273,912,229.1717,069,693,086.680.00179,484,343,842.67179,484,343,842.67445,348,637,871.01428,278,944,784.33
$30-40K17,424,494.39380,613,274,504.5616,683,795.13256,377,774,555.34740,699.2612,870,936,924.270.00175,794,484,997.9518,326,465,260.41370,374,401,351.4374,486.85117,764,156.0718,444,229,416.484,734,622,842.500.0017,067,733,145.93-3,358,126,571.9445,767,946,228.4042,409,819,656.460.00195,910,279,294.82195,910,279,294.82604,168,356,333.89561,758,536,677.43
$40-50K15,773,360.11479,764,241,993.9214,722,771.19239,188,373,961.731,050,588.9117,322,363,214.890.00262,667,808,863.7628,208,643,166.15466,639,448,028.079,475.208,121,212.7028,216,764,378.857,222,899,709.320.0012,470,301,591.248,523,563,078.2956,579,130,360.1465,102,693,438.430.00187,346,949,649.74187,346,949,649.74699,459,425,742.12634,356,732,303.69
$50-75K28,512,891.591,219,915,873,681.8624,941,981.59466,897,468,699.913,570,910.0068,986,931,138.290.00761,076,092,285.7688,315,519,628.091,168,531,889,109.28159,987.62331,476,282.8888,646,995,910.9716,238,269,950.460.0016,715,530,491.7855,693,195,468.73138,739,635,001.15194,432,830,469.880.00447,562,729,863.89447,562,729,863.891,733,746,834,809.991,539,314,004,340.10
$75-100K18,777,001.081,198,986,930,970.4714,663,253.11297,133,383,313.614,113,747.9795,582,467,227.050.00837,159,725,483.83107,688,236,420.401,130,912,092,488.1674,490.16416,109,897.11108,104,346,317.5215,158,426,767.930.004,679,287,561.2288,266,631,988.36125,362,230,717.80213,628,862,706.160.00377,450,666,941.92377,450,666,941.921,618,303,606,117.251,404,674,743,411.09
$100-200K33,239,301.883,564,644,279,680.6321,109,891.87468,112,252,994.2112,129,410.01339,167,244,818.310.002,787,270,643,362.04404,205,233,173.293,335,386,944,098.55125,594.3788,219,178.79404,293,452,352.0834,440,115,883.170.002,266,940,962.89367,586,395,506.02367,259,833,715.31734,846,229,221.320.00832,726,236,876.01832,726,236,876.014,563,220,533,694.843,828,374,304,473.52
$200-500K10,566,013.622,328,693,121,894.804,519,339.12104,929,415,147.046,046,674.50192,251,927,800.600.002,030,275,956,241.57375,829,831,594.492,196,112,016,659.8085,332.05284,719,031.27376,114,550,625.7611,622,378,348.111,246,812,964.79784,657,243.91364,954,327,998.53194,203,631,859.14559,157,959,857.670.00420,253,273,511.37420,253,273,511.372,877,716,311,080.602,318,558,351,222.93
$500-1000K804,836.83494,360,159,532.57197,513.584,831,904,881.51607,323.2524,047,097,136.540.00463,569,491,596.75113,126,488,097.77476,476,495,566.867,994.7043,384,162.58113,169,872,260.3527,822,332.721,337,773,132.39122,559,392.68114,357,263,667.3521,394,535,512.93135,751,799,180.280.0027,417,838,381.8027,417,838,381.80535,046,703,638.88399,294,904,458.60
>$1000K276,751.60572,464,616,523.8416,316.27321,825,880.23260,435.3312,880,328,017.420.00556,600,399,295.18167,174,507,326.06562,184,731,454.2629,940.84436,272,013.53167,610,779,339.604,574,565.635,256,011,655.140.00172,862,216,429.1115,432,616,600.22188,294,833,029.330.002,794,448,187.432,794,448,187.43588,465,732,114.34400,170,899,085.01
ALL169,894,839.6610,637,189,048,098.69140,830,515.592,397,853,503,617.3129,064,324.07771,501,740,789.730.007,975,349,914,107.701,312,628,093,205.9010,097,344,862,748.00659,659.171,880,271,480.841,314,508,364,686.7491,873,017,001.937,840,597,752.3392,017,102,932.881,138,458,842,504.261,013,310,922,892.922,151,769,765,397.180.002,775,696,858,093.142,775,696,858,093.1413,923,849,101,827.8111,772,079,336,430.63
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count_1tax_cut_1perc_cut_1tax_inc_1perc_inc_1mean_1tot_change_1share_of_change_1ubi_1benefit_cost_total_1benefit_value_total_1pc_aftertaxinc_1
<$0K59,563.080.000.00283.200.481.3278,807.590.010.00715,565,492.91715,565,492.91-0.02
=$0K1,064,081.810.000.000.000.000.000.000.000.000.000.00nan
$0-10K11,871,381.2074,141.120.62280,236.972.360.232,783,607.170.400.0016,298,782,770.3216,298,782,770.320.74
$10-20K13,722,106.7373,492.680.5498,879.530.720.04610,922.400.090.0087,735,743,280.2787,735,743,280.270.64
$20-30K17,803,055.7561,932.210.35493,482.902.770.6611,757,281.701.700.00179,484,343,842.67179,484,343,842.670.70
$30-40K17,424,494.3947,046.480.271,167,191.776.702.5844,975,792.346.500.00195,910,279,294.82195,910,279,294.820.82
$40-50K15,773,360.1132,614.010.211,023,733.806.492.7443,188,479.976.240.00187,346,949,649.74187,346,949,649.740.88
$50-75K28,512,891.594,927.500.021,322,010.054.642.1862,105,295.728.980.00447,562,729,863.89447,562,729,863.890.87
$75-100K18,777,001.080.000.00928,294.654.942.7551,648,680.187.460.00377,450,666,941.92377,450,666,941.920.85
$100-200K33,239,301.8831,585.100.102,773,190.828.346.52216,626,470.4331.310.00832,726,236,876.01832,726,236,876.010.92
$200-500K10,566,013.62114,029.271.08864,913.048.1916.28171,993,293.6924.860.00420,253,273,511.37420,253,273,511.370.75
$500-1000K804,836.8310,524.621.31131,039.9616.2872.7958,586,797.408.470.0027,417,838,381.8027,417,838,381.800.36
>$1000K276,751.6017,882.126.4665,392.7723.6399.7727,611,868.713.990.002,794,448,187.432,794,448,187.430.12
ALL169,894,839.66468,175.110.289,148,649.465.384.07691,967,297.31100.000.002,775,696,858,093.142,775,696,858,093.140.80
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count_1tax_cut_1perc_cut_1tax_inc_1perc_inc_1mean_1tot_change_1share_of_change_1ubi_1benefit_cost_total_1benefit_value_total_1pc_aftertaxinc_1
<$0K59,563.084,056.076.810.000.00-45.23-2,693,917.710.000.00715,565,492.91715,565,492.91-0.02
=$0K1,064,081.810.000.000.000.000.000.00-0.000.000.000.00nan
$0-10K11,871,381.208,765,419.6473.840.000.00-66.13-785,006,075.360.430.0016,298,782,770.3216,298,782,770.320.74
$10-20K13,722,106.739,290,388.0667.700.000.00-190.36-2,612,105,301.291.440.0087,735,743,280.2787,735,743,280.270.64
$20-30K17,803,055.7511,831,382.5566.460.000.00-314.59-5,600,745,870.013.080.00179,484,343,842.67179,484,343,842.670.70
$30-40K17,424,494.3912,479,581.8371.620.000.00-484.71-8,445,846,039.794.640.00195,910,279,294.82195,910,279,294.820.82
$40-50K15,773,360.1112,033,373.7076.290.000.00-663.56-10,466,533,390.715.750.00187,346,949,649.74187,346,949,649.740.88
$50-75K28,512,891.5922,698,891.4879.610.000.00-902.23-25,725,301,043.4314.140.00447,562,729,863.89447,562,729,863.890.87
$75-100K18,777,001.0814,532,610.1577.400.000.00-1,239.02-23,265,119,082.7412.790.00377,450,666,941.92377,450,666,941.920.85
$100-200K33,239,301.8827,085,178.4881.490.000.00-2,042.10-67,877,950,229.4637.320.00832,726,236,876.01832,726,236,876.010.92
$200-500K10,566,013.628,964,227.1384.840.000.00-3,177.24-33,570,808,352.4518.460.00420,253,273,511.37420,253,273,511.370.75
$500-1000K804,836.83688,998.5585.610.000.00-3,281.87-2,641,367,589.891.450.0027,417,838,381.8027,417,838,381.800.36
>$1000K276,751.60261,811.6194.60421.820.15-3,195.55-884,373,272.190.490.002,794,448,187.432,794,448,187.430.12
ALL169,894,839.66128,635,919.2575.72421.820.00-1,070.53-181,877,850,165.01100.000.002,775,696,858,093.142,775,696,858,093.140.80
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count_1tax_cut_1perc_cut_1tax_inc_1perc_inc_1mean_1tot_change_1share_of_change_1ubi_1benefit_cost_total_1benefit_value_total_1pc_aftertaxinc_1
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$0-10K11,871,381.208,765,419.6473.840.000.00-65.89-782,222,468.190.430.0016,298,782,770.3216,298,782,770.320.74
$10-20K13,722,106.739,290,388.0667.700.000.00-190.31-2,611,494,378.881.440.0087,735,743,280.2787,735,743,280.270.64
$20-30K17,803,055.7511,831,382.5566.460.000.00-313.93-5,588,988,588.313.080.00179,484,343,842.67179,484,343,842.670.70
$30-40K17,424,494.3912,479,581.8371.620.000.00-482.13-8,400,870,247.454.640.00195,910,279,294.82195,910,279,294.820.82
$40-50K15,773,360.1112,033,373.7076.290.000.00-660.82-10,423,344,910.745.750.00187,346,949,649.74187,346,949,649.740.88
$50-75K28,512,891.5922,698,891.4879.610.000.00-900.06-25,663,195,747.7114.160.00447,562,729,863.89447,562,729,863.890.87
$75-100K18,777,001.0814,532,610.1577.400.000.00-1,236.27-23,213,470,402.5612.810.00377,450,666,941.92377,450,666,941.920.85
$100-200K33,239,301.8827,085,178.4881.490.000.00-2,035.58-67,661,323,759.0337.340.00832,726,236,876.01832,726,236,876.010.92
$200-500K10,566,013.628,964,227.1384.840.000.00-3,160.97-33,398,815,058.7618.430.00420,253,273,511.37420,253,273,511.370.75
$500-1000K804,836.83688,998.5585.610.000.00-3,209.07-2,582,780,792.491.430.0027,417,838,381.8027,417,838,381.800.36
>$1000K276,751.60261,811.6194.60421.820.15-3,095.78-856,761,403.470.470.002,794,448,187.432,794,448,187.430.12
ALL169,894,839.66128,635,919.2575.72421.820.00-1,066.46-181,185,882,867.70100.000.002,775,696,858,093.142,775,696,858,093.140.80
", "dist1_xdec": "\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
s006_1c00100_1num_returns_StandardDed_1standard_1num_returns_ItemDed_1c04470_1c04600_1c04800_1taxbc_1c62100_1num_returns_AMT_1c09600_1c05800_1c07100_1othertaxes_1refund_1iitax_1payrolltax_1combined_1ubi_1benefit_cost_total_1benefit_value_total_1expanded_income_1aftertax_income_1
0-10n0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00
0-10z0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00
0-10p16,978,739.1861,659,271,169.6416,943,610.14180,535,511,887.8935,129.04134,749,034.510.002,395,108,105.96137,804,299.6161,532,415,468.380.000.00137,804,299.6146,166,861.520.007,992,414,031.91-7,900,776,593.839,382,731,488.041,481,954,894.210.0031,892,539,310.0231,892,539,310.0294,924,284,751.0993,442,329,856.88
10-2016,999,246.83173,040,236,539.3016,739,277.98229,976,536,619.88259,968.854,342,275,730.730.0037,824,367,081.223,471,883,153.89169,327,981,065.8724,308.324,980,038.123,476,863,192.00755,449,621.750.0017,149,171,583.02-14,427,758,012.7724,873,271,511.8610,445,513,499.100.00141,233,553,823.06141,233,553,823.06325,803,423,842.17315,357,910,343.07
20-3016,969,822.43284,620,072,006.4416,478,442.01244,517,793,000.84491,380.427,744,633,059.230.00111,026,834,185.8711,416,646,924.55278,379,142,918.6386,819.50189,384,656.3611,606,031,580.913,018,301,180.920.0018,894,103,655.37-10,306,373,255.3840,938,597,509.6330,632,224,254.250.00183,233,784,710.09183,233,784,710.09491,851,289,632.30461,219,065,378.06
30-4016,983,470.16437,906,391,311.3616,113,550.21251,280,813,636.54869,919.9415,125,030,050.750.00220,439,589,499.8523,204,914,340.17425,976,982,642.8155,716.4277,605,007.5023,282,519,347.675,657,370,509.810.0015,479,113,616.432,146,035,221.4262,274,100,115.4764,420,135,336.890.00179,795,096,922.52179,795,096,922.52653,173,579,739.36588,753,444,402.46
40-5017,010,027.52561,194,011,369.7815,520,941.64267,664,346,998.091,489,085.8725,620,164,988.780.00319,858,238,954.2534,503,365,747.96541,566,075,500.04107,827.71159,711,589.3234,663,077,337.288,245,983,984.860.0012,922,330,696.0713,494,762,656.3576,657,266,485.6490,152,029,141.990.00230,474,548,510.20230,474,548,510.20832,197,581,645.32742,045,552,503.33
50-6016,983,930.35726,162,658,656.3914,907,684.81277,898,150,215.172,076,245.5441,919,052,680.630.00451,320,068,459.3052,598,591,360.06694,711,777,160.4740,969.65167,760,353.9852,766,351,714.049,550,511,893.690.0010,189,619,075.9733,026,220,744.3897,510,443,295.04130,536,664,039.420.00279,871,508,488.35279,871,508,488.351,055,690,658,912.09925,153,994,872.67
60-7016,993,462.46983,774,274,836.5213,800,742.61274,229,040,217.203,192,719.8466,054,792,316.170.00675,589,719,452.1085,675,861,863.22937,706,485,185.3695,155.62428,249,887.8786,104,111,751.0913,186,251,701.540.004,834,535,758.9968,083,324,290.56125,252,108,836.66193,335,433,127.220.00327,911,548,788.16327,911,548,788.161,360,840,118,806.771,167,504,685,679.56
70-8016,988,141.591,351,948,396,223.2812,323,811.40261,722,342,537.654,664,330.19125,725,409,485.220.00988,172,948,850.68128,383,932,040.511,262,298,714,131.6632,959.7353,638,510.95128,437,570,551.4714,447,193,790.340.002,300,699,371.66111,689,677,389.47166,189,721,533.62277,879,398,923.090.00367,639,688,270.38367,639,688,270.381,777,131,962,165.991,499,252,563,242.90
80-9016,924,809.941,897,028,980,117.1510,208,871.71230,801,412,549.836,715,938.23189,821,304,387.900.001,486,081,739,789.30214,803,770,928.991,769,739,948,494.0868,027.5722,353,764.24214,826,124,693.2319,158,845,915.150.001,141,130,743.31194,526,148,034.77233,666,439,870.63428,192,587,905.410.00399,024,460,194.54399,024,460,194.542,407,118,952,747.071,978,926,364,841.66
90-10017,063,189.214,156,032,924,494.867,797,378.78179,291,392,774.529,265,810.43294,953,601,281.830.003,679,106,263,135.39757,773,971,573.623,952,321,322,959.93148,052.97788,977,185.66758,562,948,759.2817,769,682,361.817,839,074,815.271,196,726,480.75747,435,614,731.99358,444,092,411.331,105,879,707,143.320.00634,620,129,075.83634,620,129,075.835,012,334,150,012.893,906,454,442,869.57
ALL169,894,839.6610,633,367,216,724.72140,834,311.302,397,917,340,437.6129,060,528.36771,441,013,015.760.007,971,814,877,513.941,311,970,742,232.5810,093,560,845,527.24659,837.501,892,660,993.991,313,863,403,226.5791,835,757,821.407,839,074,815.2792,099,845,013.491,137,766,875,206.951,195,188,773,057.932,332,955,648,264.880.002,775,696,858,093.142,775,696,858,093.1414,011,066,002,255.0511,678,110,353,990.17
90-958,553,770.671,295,846,477,087.794,576,631.00105,237,191,968.683,977,139.68113,927,006,963.250.001,079,233,825,667.81177,554,892,791.401,220,457,497,169.6334,720.4547,168,607.43177,602,061,398.839,427,034,892.9311,888,387.94522,758,522.03167,664,156,371.82149,819,900,824.50317,484,057,196.320.00284,765,334,859.73284,765,334,859.731,658,965,625,514.991,341,481,568,318.67
95-996,804,969.381,543,398,456,839.442,805,802.5163,973,871,147.653,999,166.87129,805,822,046.460.001,350,996,365,251.37252,042,271,144.141,453,362,431,480.7254,135.35166,235,213.06252,208,506,357.207,708,453,810.37838,995,483.31534,303,712.68244,804,744,317.46149,178,800,820.79393,983,545,138.250.00303,915,408,654.60303,915,408,654.601,952,255,444,735.511,558,271,899,597.26
Top 1%1,704,449.161,316,787,990,567.63414,945.2710,080,329,658.181,289,503.8951,220,772,272.130.001,248,876,072,216.21328,176,807,638.081,278,501,394,309.5859,197.17575,573,365.17328,752,381,003.25634,193,658.516,988,190,944.02139,664,246.05334,966,714,042.7059,445,390,766.05394,412,104,808.750.0045,939,385,561.5045,939,385,561.501,401,113,079,762.391,006,700,974,953.64
", "dist2_xdec": "\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
s006_1c00100_1num_returns_StandardDed_1standard_1num_returns_ItemDed_1c04470_1c04600_1c04800_1taxbc_1c62100_1num_returns_AMT_1c09600_1c05800_1c07100_1othertaxes_1refund_1iitax_1payrolltax_1combined_1ubi_1benefit_cost_total_1benefit_value_total_1expanded_income_1aftertax_income_1
0-10n0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00
0-10z0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00
0-10p16,978,739.1861,670,402,190.3816,943,610.14180,535,511,887.8935,129.04134,749,034.510.002,395,108,105.96137,804,299.6161,543,546,489.120.000.00137,804,299.6146,166,861.520.007,989,272,300.02-7,897,634,861.947,912,602,067.1314,967,205.200.0031,892,539,310.0231,892,539,310.0294,200,351,061.3794,185,383,856.18
10-2016,999,246.83173,112,776,002.6116,738,503.82229,967,246,689.37260,743.014,352,556,105.300.0037,855,135,683.293,474,960,014.09169,394,758,241.4424,308.324,980,038.123,479,940,052.21756,235,706.000.0017,148,961,015.00-14,425,256,668.7920,982,475,449.406,557,218,780.620.00141,233,553,823.06141,233,553,823.06323,930,565,274.25317,373,346,493.63
20-3016,969,822.43284,889,197,702.8316,476,888.40244,498,476,385.97492,934.037,764,113,202.880.00111,193,498,712.4911,434,145,653.34278,635,119,976.6786,819.50189,384,656.3611,623,530,309.703,021,627,889.760.0018,884,740,423.41-10,282,838,003.4734,557,272,573.4424,274,434,569.960.00183,233,784,710.09183,233,784,710.09488,929,752,860.60464,655,318,290.64
30-4016,983,470.16438,291,415,350.9016,112,446.54251,254,325,424.43871,023.6215,152,036,266.360.00220,742,760,094.2923,236,967,367.72426,342,956,466.2255,716.4277,605,007.5023,314,572,375.215,665,856,027.690.0015,455,679,403.232,193,036,944.2952,562,906,069.4254,755,943,013.710.00179,795,096,922.52179,795,096,922.52648,699,486,900.83593,943,543,887.13
40-5017,010,027.52561,467,596,977.0515,520,941.64267,664,346,998.091,489,085.8725,620,109,668.580.00320,105,782,871.8034,529,396,133.07541,839,734,867.57107,827.71159,711,589.3234,689,107,722.398,257,160,944.250.0012,899,488,905.1113,532,457,873.0364,670,766,183.4678,203,224,056.490.00230,474,548,510.20230,474,548,510.20826,458,495,280.70748,255,271,224.22
50-6016,983,930.35726,500,338,530.5114,907,684.81277,898,150,215.172,076,245.5441,918,882,863.220.00451,635,850,568.5752,635,183,461.71695,049,683,457.8140,969.65167,760,353.9852,802,943,815.699,556,628,742.810.0010,181,663,213.3833,064,651,859.5182,264,563,825.41115,329,215,684.920.00279,871,508,488.35279,871,508,488.351,048,399,841,481.35933,070,625,796.44
60-7016,993,462.46984,124,903,245.1913,800,742.61274,229,040,217.203,192,719.8466,054,344,991.130.00675,919,731,384.5685,725,586,826.68938,057,664,669.3595,155.62428,235,449.4086,153,822,276.0813,190,598,743.110.004,827,871,954.2168,135,351,578.76105,651,941,192.22173,787,292,770.980.00327,911,548,788.16327,911,548,788.161,351,354,482,102.741,177,567,189,331.76
70-8016,988,141.591,352,317,822,727.6612,323,625.47261,717,880,194.964,664,516.12125,731,308,215.350.00988,514,061,367.77128,430,100,244.881,262,664,460,845.9332,959.7353,638,510.95128,483,738,755.8314,449,443,141.080.002,297,516,049.23111,736,779,565.52140,174,120,988.22251,910,900,553.740.00367,639,688,270.38367,639,688,270.381,764,479,584,006.931,512,568,683,453.18
80-9016,924,809.941,897,692,281,944.7810,208,871.71230,801,412,549.836,715,938.23189,820,156,896.790.001,486,730,149,206.83214,935,702,211.141,770,404,680,210.2268,027.5724,463,068.96214,960,165,280.1019,161,483,089.880.001,138,593,713.32194,660,088,476.90197,166,094,017.73391,826,182,494.630.00399,024,460,194.54399,024,460,194.542,389,524,134,436.901,997,697,951,942.27
90-10017,063,189.214,157,122,313,426.797,797,200.45179,287,113,054.399,265,988.75294,953,483,545.610.003,680,257,836,112.14758,088,246,993.663,953,412,257,523.67147,874.65774,492,806.26758,862,739,799.9317,767,815,855.847,840,597,752.331,193,315,955.97747,742,205,740.45307,368,180,526.481,055,110,386,266.930.00634,620,129,075.83634,620,129,075.834,987,872,408,422.123,932,762,022,155.19
ALL169,894,839.6610,637,189,048,098.69140,830,515.592,397,853,503,617.3129,064,324.07771,501,740,789.730.007,975,349,914,107.701,312,628,093,205.9010,097,344,862,748.00659,659.171,880,271,480.841,314,508,364,686.7491,873,017,001.937,840,597,752.3392,017,102,932.881,138,458,842,504.261,013,310,922,892.922,151,769,765,397.180.002,775,696,858,093.142,775,696,858,093.1413,923,849,101,827.8111,772,079,336,430.63
90-958,553,770.671,296,168,977,964.954,576,452.68105,232,912,248.563,977,318.00113,929,742,159.590.001,079,559,783,595.96177,626,803,379.311,220,778,255,215.0034,542.1347,779,219.81177,674,582,599.129,428,088,831.5411,888,387.94519,684,955.29167,738,697,200.24126,738,192,498.44294,476,889,698.680.00284,765,334,859.73284,765,334,859.731,647,747,038,274.391,353,270,148,575.72
95-996,804,969.381,543,788,701,190.202,805,802.5163,973,871,147.653,999,166.87129,803,645,374.640.001,351,425,297,207.57252,152,722,762.751,453,755,315,464.4054,135.35154,567,779.03252,307,290,541.787,706,736,633.25840,148,378.32534,201,089.14244,906,501,197.71127,221,012,596.38372,127,513,794.090.00303,915,408,654.60303,915,408,654.601,941,664,864,616.521,569,537,350,822.43
Top 1%1,704,449.161,317,164,634,271.64414,945.2710,080,329,658.181,289,503.8951,220,096,011.380.001,249,272,755,308.61328,308,720,851.601,278,878,686,844.2759,197.17572,145,807.42328,880,866,659.03632,990,391.056,988,560,986.06139,429,911.53335,097,007,342.5053,408,975,431.66388,505,982,774.160.0045,939,385,561.5045,939,385,561.501,398,460,505,531.211,009,954,522,757.05
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count_1tax_cut_1perc_cut_1tax_inc_1perc_inc_1mean_1tot_change_1share_of_change_1ubi_1benefit_cost_total_1benefit_value_total_1pc_aftertaxinc_1
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10-2016,999,246.8394,984.910.56212,891.591.250.152,501,343.980.360.00141,233,553,823.06141,233,553,823.060.64
20-3016,969,822.4368,516.550.40744,481.074.391.3923,535,251.913.400.00183,233,784,710.09183,233,784,710.090.75
30-4016,983,470.162,407.510.011,191,474.947.022.7747,001,722.876.790.00179,795,096,922.52179,795,096,922.520.88
40-5017,010,027.5232,875.040.19823,466.654.842.2237,695,216.685.450.00230,474,548,510.20230,474,548,510.200.84
50-6016,983,930.354,666.470.03828,103.684.882.2638,431,115.135.550.00279,871,508,488.35279,871,508,488.350.86
60-7016,993,462.460.000.00842,071.664.963.0652,027,288.207.520.00327,911,548,788.16327,911,548,788.160.86
70-8016,988,141.598,925.020.051,293,472.627.612.7747,102,176.056.810.00367,639,688,270.38367,639,688,270.380.89
80-9016,924,809.9411,618.040.071,414,714.828.367.91133,940,442.1319.360.00399,024,460,194.54399,024,460,194.540.95
90-10017,063,189.21153,478.060.901,467,217.488.6017.97306,591,008.4644.310.00634,620,129,075.83634,620,129,075.830.67
ALL169,894,839.66468,175.110.289,148,649.465.384.07691,967,297.31100.000.002,775,696,858,093.142,775,696,858,093.140.80
90-958,553,770.6711,042.050.13661,262.087.738.7174,540,828.4110.770.00284,765,334,859.73284,765,334,859.730.88
95-996,804,969.38102,194.201.50495,382.577.2814.95101,756,880.2514.710.00303,915,408,654.60303,915,408,654.600.72
Top 1%1,704,449.1640,241.812.36310,572.8318.2276.44130,293,299.8018.830.0045,939,385,561.5045,939,385,561.500.32
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count_1tax_cut_1perc_cut_1tax_inc_1perc_inc_1mean_1tot_change_1share_of_change_1ubi_1benefit_cost_total_1benefit_value_total_1pc_aftertaxinc_1
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10-2016,999,246.8310,981,764.4864.600.000.00-228.88-3,890,796,062.462.140.00141,233,553,823.06141,233,553,823.060.64
20-3016,969,822.4311,517,028.2467.870.000.00-376.04-6,381,324,936.193.510.00183,233,784,710.09183,233,784,710.090.75
30-4016,983,470.1612,841,099.0875.610.000.00-571.80-9,711,194,046.065.340.00179,795,096,922.52179,795,096,922.520.88
40-5017,010,027.5212,770,050.9675.070.000.00-704.67-11,986,500,302.186.590.00230,474,548,510.20230,474,548,510.200.84
50-6016,983,930.3513,606,920.1980.120.000.00-897.66-15,245,879,469.638.380.00279,871,508,488.35279,871,508,488.350.86
60-7016,993,462.4613,346,454.4278.540.000.00-1,153.39-19,600,167,644.4310.780.00327,911,548,788.16327,911,548,788.160.86
70-8016,988,141.5913,257,465.2978.040.000.00-1,531.40-26,015,600,545.4014.300.00367,639,688,270.38367,639,688,270.380.89
80-9016,924,809.9414,066,339.3483.110.000.00-2,156.62-36,500,345,852.9120.070.00399,024,460,194.54399,024,460,194.540.95
90-10017,063,189.2114,408,927.7084.44421.820.00-2,993.34-51,075,911,884.8528.080.00634,620,129,075.83634,620,129,075.830.67
ALL169,894,839.66128,635,919.2575.72421.820.00-1,070.53-181,877,850,165.01100.000.002,775,696,858,093.142,775,696,858,093.140.80
90-958,553,770.677,258,791.4284.860.000.00-2,698.42-23,081,708,326.0612.690.00284,765,334,859.73284,765,334,859.730.88
95-996,804,969.385,623,232.3282.630.000.00-3,226.73-21,957,788,224.4112.070.00303,915,408,654.60303,915,408,654.600.72
Top 1%1,704,449.161,526,903.9689.58421.820.02-3,541.56-6,036,415,334.393.320.0045,939,385,561.5045,939,385,561.500.32
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count_1tax_cut_1perc_cut_1tax_inc_1perc_inc_1mean_1tot_change_1share_of_change_1ubi_1benefit_cost_total_1benefit_value_total_1pc_aftertaxinc_1
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10-2016,999,246.8310,981,764.4864.600.000.00-228.73-3,888,294,718.482.150.00141,233,553,823.06141,233,553,823.060.64
20-3016,969,822.4311,517,028.2467.870.000.00-374.65-6,357,789,684.283.510.00183,233,784,710.09183,233,784,710.090.75
30-4016,983,470.1612,841,099.0875.610.000.00-569.04-9,664,192,323.195.330.00179,795,096,922.52179,795,096,922.520.88
40-5017,010,027.5212,770,050.9675.070.000.00-702.46-11,948,805,085.506.590.00230,474,548,510.20230,474,548,510.200.84
50-6016,983,930.3513,606,920.1980.120.000.00-895.40-15,207,448,354.508.390.00279,871,508,488.35279,871,508,488.350.86
60-7016,993,462.4613,346,454.4278.540.000.00-1,150.33-19,548,140,356.2310.790.00327,911,548,788.16327,911,548,788.160.86
70-8016,988,141.5913,257,465.2978.040.000.00-1,528.63-25,968,498,369.3514.330.00367,639,688,270.38367,639,688,270.380.89
80-9016,924,809.9414,066,339.3483.110.000.00-2,148.70-36,366,405,410.7820.070.00399,024,460,194.54399,024,460,194.540.95
90-10017,063,189.2114,408,927.7084.44421.820.00-2,975.37-50,769,320,876.3928.020.00634,620,129,075.83634,620,129,075.830.67
ALL169,894,839.66128,635,919.2575.72421.820.00-1,066.46-181,185,882,867.70100.000.002,775,696,858,093.142,775,696,858,093.140.80
90-958,553,770.677,258,791.4284.860.000.00-2,689.71-23,007,167,497.6412.700.00284,765,334,859.73284,765,334,859.730.88
95-996,804,969.385,623,232.3282.630.000.00-3,211.78-21,856,031,344.1612.060.00303,915,408,654.60303,915,408,654.600.72
Top 1%1,704,449.161,526,903.9689.58421.820.02-3,465.12-5,906,122,034.593.260.0045,939,385,561.5045,939,385,561.500.32
"}, "taxcalc_version": "0.8.4-1973-g1b1a109c", "dropq_version": "0.8.4-1973-g1b1a109c"} diff --git a/webapp/apps/taxbrain/tests/response_year_2.json b/webapp/apps/taxbrain/tests/response_year_2.json index dda51bb9..7bb1449b 100644 --- a/webapp/apps/taxbrain/tests/response_year_2.json +++ b/webapp/apps/taxbrain/tests/response_year_2.json @@ -1 +1 @@ -{"aggr_1": {"combined_tax_2": "2573709395033.35", "payroll_tax_2": "1300252453546.64", "ind_tax_2": "1273456941486.71"}, "aggr_2": {"combined_tax_2": "3670614163287.13", "payroll_tax_2": "1924379583118.09", "ind_tax_2": "1746234580169.04"}, "diff_ptax_xdec": {"0-10n_2": ["92422.73", "0.00", "0.00", "20095.25", "21.74", "260.78", "24101692.67", "0.00", "1908825015.32", "960435067.12", "960435067.12", "-7.09"], "0-10p_2": ["16104495.79", "0.00", "0.00", "11849361.94", "73.58", "296.84", "4780413495.58", "0.77", "214337422783.91", "33462679933.43", "33462679933.43", "190.55"], "ALL_2": ["174512955.65", "951.15", "0.00", "132538743.87", 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$0-10K11,480,730.7035,573,322,458.6511,445,127.57105,996,654,593.9335,603.13134,980,387.090.002,126,703,906.04144,186,665.8135,446,654,681.650.000.00144,186,665.8147,350,362.260.003,657,294,733.18-3,560,458,429.644,713,799,290.691,153,340,861.050.0016,347,613,660.4616,347,613,660.4652,059,470,499.6550,906,129,638.59
$10-20K13,490,083.18118,409,364,650.6013,398,401.69182,209,633,380.3191,681.491,537,121,728.260.0013,193,821,885.681,153,340,751.37117,093,843,748.3818,563.652,073,047.471,155,413,798.84332,227,291.600.0014,381,132,908.97-13,557,946,401.7416,644,798,770.023,086,852,368.280.0085,691,153,094.1985,691,153,094.19209,645,646,300.36206,558,793,932.08
$20-30K17,091,971.31240,747,295,864.9616,669,693.67244,362,067,463.00422,277.646,875,688,890.200.0079,439,284,979.717,788,192,799.81235,024,937,774.5875,040.67164,929,192.167,953,121,991.961,873,028,132.120.0019,692,149,460.44-13,612,055,600.6034,463,323,790.8420,851,268,190.240.00171,982,275,354.97171,982,275,354.97430,873,374,371.71410,022,106,181.47
$30-40K17,736,589.61381,469,637,038.6117,048,158.76263,114,278,595.61688,430.8512,370,573,890.140.00174,729,057,309.8418,318,259,594.45371,525,249,655.1975,492.93125,432,048.5518,443,691,643.004,597,163,226.430.0017,410,234,279.74-3,563,705,863.1754,973,498,610.8551,409,792,747.670.00206,160,434,771.93206,160,434,771.93619,908,683,089.74568,498,890,342.07
$40-50K16,038,156.69493,876,840,406.7315,044,391.49247,672,042,886.98993,765.2016,504,240,330.330.00271,725,184,184.2029,069,761,100.59481,476,669,547.979,603.238,549,171.4229,078,310,272.017,299,015,798.810.0012,950,434,826.138,828,859,647.0769,103,404,983.9977,932,264,631.060.00188,658,068,033.12188,658,068,033.12720,237,911,286.09642,305,646,655.03
$50-75K28,640,345.811,210,536,188,373.9425,077,985.21475,490,439,468.423,562,360.6070,219,187,721.240.00748,093,026,445.7486,423,273,454.251,158,009,475,134.83162,148.00349,632,493.4186,772,905,947.6616,290,727,806.830.0017,354,449,577.3753,127,728,563.46163,060,816,992.26216,188,545,555.720.00468,552,761,008.91468,552,761,008.911,758,633,619,924.381,542,445,074,368.66
$75-100K19,033,701.161,208,090,989,887.5615,007,745.56308,747,501,672.724,025,955.6090,392,066,334.570.00841,659,959,243.82108,243,886,454.891,144,739,098,547.2675,495.58433,577,567.10108,677,464,021.9914,974,839,098.500.004,815,655,375.0788,886,969,548.43150,749,529,163.88239,636,498,712.310.00387,647,203,276.46387,647,203,276.461,652,392,113,994.801,412,755,615,282.49
$100-200K34,805,109.143,736,801,950,914.0922,004,275.97496,865,714,287.0212,800,833.18362,978,534,631.110.002,908,950,995,157.01419,516,286,043.273,490,633,323,476.68127,289.5989,653,151.52419,605,939,194.8036,054,094,199.880.002,464,002,840.37381,087,842,154.55458,577,960,397.82839,665,802,552.370.00881,850,329,919.00881,850,329,919.004,822,555,437,394.343,982,889,634,841.97
$200-500K11,523,722.112,533,625,291,764.615,053,727.97119,196,548,899.796,469,994.13209,334,771,992.990.002,204,317,111,217.20405,544,608,333.842,389,185,822,685.4586,286.19299,310,330.39405,843,918,664.2412,419,668,429.311,327,117,239.52800,171,111.53393,951,196,362.92250,921,290,277.09644,872,486,640.010.00470,213,408,116.38470,213,408,116.383,159,975,074,510.682,515,102,587,870.66
$500-1000K914,355.81563,167,524,645.15219,691.985,515,016,750.76694,663.8427,750,010,377.100.00527,814,293,146.95129,152,126,181.11542,509,605,966.868,102.8845,844,827.58129,197,971,008.7046,368,362.111,522,202,461.47126,301,669.44130,547,503,438.6128,683,170,399.07159,230,673,837.680.0030,260,841,559.0430,260,841,559.04610,804,720,868.25451,574,047,030.58
>$1000K294,823.63629,756,833,585.1918,686.06377,411,611.22276,137.5714,217,717,953.540.00612,389,210,374.71185,991,002,863.44618,351,622,496.6630,344.46451,715,066.96186,442,717,930.405,530,557.795,619,600,595.420.00192,056,787,968.0418,523,319,599.76210,580,107,567.800.003,103,117,880.713,103,117,880.71647,780,171,802.90437,200,064,235.10
ALL172,188,405.3211,144,822,392,589.19142,126,702.092,467,852,577,695.9730,061,703.23812,314,894,236.570.008,384,438,647,850.901,391,344,924,242.8410,576,763,456,714.63668,367.181,970,716,896.561,393,315,641,139.4093,940,013,265.648,468,920,296.4193,653,032,885.221,214,191,515,284.951,250,432,845,259.812,464,624,360,544.760.002,911,227,435,120.622,911,227,435,120.6214,678,474,532,788.3812,213,850,172,243.62
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$10-20K13,490,083.18118,429,860,669.5813,397,616.94182,200,029,009.9892,466.241,547,996,263.290.0013,195,075,787.401,153,466,141.55117,108,219,984.3518,563.652,073,047.471,155,539,189.01332,284,388.480.0014,379,483,184.55-13,556,228,384.0114,036,927,925.24480,699,541.230.0085,691,153,094.1985,691,153,094.19208,362,206,896.95207,881,507,355.72
$20-30K17,091,971.31240,904,925,867.5816,669,536.85244,359,451,757.75422,434.466,877,801,327.900.0079,523,228,227.727,796,575,026.77235,181,337,507.4675,040.67164,929,192.167,961,504,218.931,875,370,718.850.0019,688,585,793.63-13,602,452,293.5529,080,984,241.8115,478,531,948.250.00171,982,275,354.97171,982,275,354.97428,339,834,599.82412,861,302,651.56
$30-40K17,736,589.61381,854,894,845.1117,046,740.79263,096,924,324.43689,848.8212,387,919,569.850.00174,989,880,139.4718,346,077,378.18371,899,134,017.5175,492.93125,432,048.5518,471,509,426.734,603,991,211.650.0017,388,363,887.03-3,520,845,671.9546,407,835,987.3942,886,990,315.440.00206,160,434,771.93206,160,434,771.93616,009,613,532.50573,122,623,217.07
$40-50K16,038,156.69494,227,036,125.3615,044,391.49247,672,042,886.98993,765.2016,502,743,206.420.00272,043,149,421.3629,103,332,473.72481,828,736,671.499,603.238,549,171.4229,111,881,645.137,306,095,576.980.0012,934,258,984.668,871,527,083.5058,315,440,877.2467,186,967,960.730.00188,658,068,033.12188,658,068,033.12715,188,765,757.58648,001,797,796.85
$50-75K28,640,345.811,211,092,558,100.1425,077,985.21475,490,439,468.423,562,360.6070,218,952,910.800.00748,597,203,468.9186,483,565,663.931,158,566,049,984.89162,148.00349,617,520.1586,833,183,184.0816,306,595,116.550.0017,329,044,274.0753,197,543,793.45137,562,118,539.89190,759,662,333.340.00468,552,761,008.91468,552,761,008.911,746,413,447,453.151,555,653,785,119.81
$75-100K19,033,701.161,208,491,172,976.9515,007,745.56308,747,501,672.724,025,955.6090,391,246,611.860.00842,047,259,805.89108,295,578,164.281,145,140,306,290.0475,495.58433,577,567.10108,729,155,731.3814,978,991,857.000.004,808,383,524.1888,941,780,350.20127,155,139,373.30216,096,919,723.500.00387,647,203,276.46387,647,203,276.461,640,945,145,893.611,424,848,226,170.11
$100-200K34,805,109.143,737,958,839,403.0522,004,087.39496,861,098,358.6212,801,021.75362,983,052,977.340.002,910,065,909,913.36419,733,423,204.253,491,787,348,561.97129,344.4292,353,770.75419,825,776,975.0036,058,571,561.290.002,457,277,482.42381,309,927,931.29386,979,618,151.90768,289,546,083.190.00881,850,329,919.00881,850,329,919.004,787,904,682,789.834,019,615,136,706.64
$200-500K11,523,722.112,534,288,944,947.445,053,727.97119,196,548,899.796,469,994.13209,331,891,807.190.002,205,043,057,843.21405,734,345,549.072,389,852,747,231.0286,286.19283,733,901.52406,018,079,450.5812,416,832,031.051,328,573,740.53799,840,449.44394,129,980,710.62213,772,249,957.66607,902,230,668.290.00470,213,408,116.38470,213,408,116.383,142,060,304,736.332,534,158,074,068.05
$500-1000K914,355.81563,381,328,408.78219,691.985,515,016,750.76694,663.8427,749,938,317.750.00528,028,453,598.13129,226,815,879.59542,723,499,804.688,102.8845,730,931.45129,272,546,811.0446,297,028.661,522,369,742.99126,290,171.10130,622,329,354.2825,501,659,220.57156,123,988,574.850.0030,260,841,559.0430,260,841,559.04609,423,646,252.16453,299,657,677.31
>$1000K294,823.63629,846,582,452.8218,686.06377,411,611.22276,137.5714,217,717,953.540.00612,478,959,242.34186,024,249,800.41618,441,371,364.2930,344.46451,469,682.86186,475,719,483.275,530,557.795,619,661,222.630.00192,089,850,148.1117,547,042,679.93209,636,892,828.040.003,103,117,880.713,103,117,880.71647,373,592,821.94437,736,699,993.89
ALL172,188,405.3211,148,820,450,109.93142,124,153.972,467,818,387,420.8030,064,251.35812,344,241,333.040.008,388,138,881,353.841,392,041,615,947.5510,580,746,389,953.83670,422.021,957,466,833.421,393,999,082,780.9793,977,910,410.568,470,604,706.1593,567,707,418.371,214,924,069,658.191,060,349,092,012.802,275,273,161,670.990.002,911,227,435,120.622,911,227,435,120.6214,587,322,022,226.2012,312,048,860,555.21
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count_2tax_cut_2perc_cut_2tax_inc_2perc_inc_2mean_2tot_change_2share_of_change_2ubi_2benefit_cost_total_2benefit_value_total_2pc_aftertaxinc_2
<$0K60,367.680.000.00287.170.480.7645,882.270.010.00760,228,445.45760,228,445.45-0.02
=$0K1,078,448.480.000.000.000.000.000.000.000.000.000.00nan
$0-10K11,480,730.7075,141.910.65269,551.582.350.202,275,286.600.310.0016,347,613,660.4616,347,613,660.460.73
$10-20K13,490,083.1848,782.060.36142,035.371.050.131,718,017.720.230.0085,691,153,094.1985,691,153,094.190.64
$20-30K17,091,971.3184,146.000.49457,604.852.680.569,603,307.051.310.00171,982,275,354.97171,982,275,354.970.69
$30-40K17,736,589.6148,082.340.271,101,119.816.212.4242,860,191.225.850.00206,160,434,771.93206,160,434,771.930.81
$40-50K16,038,156.6933,054.690.211,015,364.626.332.6642,667,436.425.820.00188,658,068,033.12188,658,068,033.120.89
$50-75K28,640,345.814,993.670.021,403,723.104.902.4469,815,229.999.530.00468,552,761,008.91468,552,761,008.910.86
$75-100K19,033,701.160.000.00986,368.005.182.8854,810,801.777.480.00387,647,203,276.46387,647,203,276.460.86
$100-200K34,805,109.1431,448.470.092,834,618.588.146.38222,085,776.7530.320.00881,850,329,919.00881,850,329,919.000.92
$200-500K11,523,722.11114,140.100.99958,435.348.3215.51178,784,347.7124.410.00470,213,408,116.38470,213,408,116.380.76
$500-1000K914,355.8112,656.871.38160,131.8717.5181.8374,825,915.6710.210.0030,260,841,559.0430,260,841,559.040.38
>$1000K294,823.6318,123.316.1575,497.5625.61112.1433,062,180.074.510.003,103,117,880.713,103,117,880.710.12
ALL172,188,405.32470,569.400.279,404,737.865.464.25732,554,373.24100.000.002,911,227,435,120.622,911,227,435,120.620.80
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count_2tax_cut_2perc_cut_2tax_inc_2perc_inc_2mean_2tot_change_2share_of_change_2ubi_2benefit_cost_total_2benefit_value_total_2pc_aftertaxinc_2
<$0K60,367.684,110.996.810.000.00-46.60-2,813,017.030.000.00760,228,445.45760,228,445.45-0.02
=$0K1,078,448.480.000.000.000.000.000.00-0.000.000.000.00nan
$0-10K11,480,730.708,383,500.5373.020.000.00-64.36-738,844,199.320.390.0016,347,613,660.4616,347,613,660.460.73
$10-20K13,490,083.189,367,274.7669.440.000.00-193.32-2,607,870,844.771.370.0085,691,153,094.1985,691,153,094.190.64
$20-30K17,091,971.3111,386,826.9766.620.000.00-314.90-5,382,339,549.032.830.00171,982,275,354.97171,982,275,354.970.69
$30-40K17,736,589.6112,644,973.7471.290.000.00-482.94-8,565,662,623.464.510.00206,160,434,771.93206,160,434,771.930.81
$40-50K16,038,156.6912,244,845.7176.350.000.00-672.64-10,787,964,106.765.680.00188,658,068,033.12188,658,068,033.120.89
$50-75K28,640,345.8122,488,716.0878.520.000.00-890.31-25,498,698,452.3713.410.00468,552,761,008.91468,552,761,008.910.86
$75-100K19,033,701.1614,735,103.6377.420.000.00-1,239.61-23,594,389,790.5912.410.00387,647,203,276.46387,647,203,276.460.86
$100-200K34,805,109.1428,263,995.1081.210.000.00-2,057.12-71,598,342,245.9237.670.00881,850,329,919.00881,850,329,919.000.92
$200-500K11,523,722.119,784,027.4084.900.000.00-3,223.70-37,149,040,319.4319.540.00470,213,408,116.38470,213,408,116.380.76
$500-1000K914,355.81789,437.6786.340.000.00-3,479.51-3,181,511,178.501.670.0030,260,841,559.0430,260,841,559.040.38
>$1000K294,823.63279,682.1794.86427.440.14-3,311.39-976,276,919.830.510.003,103,117,880.713,103,117,880.710.12
ALL172,188,405.32130,372,494.7575.72427.440.00-1,103.93-190,083,753,247.01100.000.002,911,227,435,120.622,911,227,435,120.620.80
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count_2tax_cut_2perc_cut_2tax_inc_2perc_inc_2mean_2tot_change_2share_of_change_2ubi_2benefit_cost_total_2benefit_value_total_2pc_aftertaxinc_2
<$0K60,367.684,110.996.810.000.00-45.84-2,767,134.750.000.00760,228,445.45760,228,445.45-0.02
=$0K1,078,448.480.000.000.000.000.000.00-0.000.000.000.00nan
$0-10K11,480,730.708,383,500.5373.020.000.00-64.16-736,568,912.730.390.0016,347,613,660.4616,347,613,660.460.73
$10-20K13,490,083.189,367,274.7669.440.000.00-193.19-2,606,152,827.051.380.0085,691,153,094.1985,691,153,094.190.64
$20-30K17,091,971.3111,386,826.9766.620.000.00-314.34-5,372,736,241.982.840.00171,982,275,354.97171,982,275,354.970.69
$30-40K17,736,589.6112,644,973.7471.290.000.00-480.52-8,522,802,432.244.500.00206,160,434,771.93206,160,434,771.930.81
$40-50K16,038,156.6912,244,845.7176.350.000.00-669.98-10,745,296,670.335.670.00188,658,068,033.12188,658,068,033.120.89
$50-75K28,640,345.8122,488,716.0878.520.000.00-887.87-25,428,883,222.3813.430.00468,552,761,008.91468,552,761,008.910.86
$75-100K19,033,701.1614,735,103.6377.420.000.00-1,236.73-23,539,578,988.8112.430.00387,647,203,276.46387,647,203,276.460.86
$100-200K34,805,109.1428,263,995.1081.210.000.00-2,050.74-71,376,256,469.1837.700.00881,850,329,919.00881,850,329,919.000.92
$200-500K11,523,722.119,784,027.4084.900.000.00-3,208.19-36,970,255,971.7319.520.00470,213,408,116.38470,213,408,116.380.76
$500-1000K914,355.81789,437.6786.340.000.00-3,397.68-3,106,685,262.831.640.0030,260,841,559.0430,260,841,559.040.38
>$1000K294,823.63279,682.1794.86427.440.14-3,199.25-943,214,739.760.500.003,103,117,880.713,103,117,880.710.12
ALL172,188,405.32130,372,494.7575.72427.440.00-1,099.67-189,351,198,873.76100.000.002,911,227,435,120.622,911,227,435,120.620.80
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s006_2c00100_2num_returns_StandardDed_2standard_2num_returns_ItemDed_2c04470_2c04600_2c04800_2taxbc_2c62100_2num_returns_AMT_2c09600_2c05800_2c07100_2othertaxes_2refund_2iitax_2payrolltax_2combined_2ubi_2benefit_cost_total_2benefit_value_total_2expanded_income_2aftertax_income_2
0-10n0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00
0-10z0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00
0-10p17,193,844.2766,450,040,759.9817,140,793.07185,003,629,645.7553,051.20444,025,892.400.002,611,611,302.69155,740,518.1666,040,302,217.130.000.00155,740,518.1651,576,290.660.008,484,638,332.13-8,380,474,104.6410,092,563,872.501,712,089,767.870.0032,936,328,257.3232,936,328,257.32100,905,064,010.7699,192,974,242.90
10-2017,232,515.26181,453,532,278.3216,946,734.09237,686,074,248.12285,781.174,708,137,823.960.0041,532,965,262.533,843,865,405.58177,450,579,736.8524,636.516,464,205.763,850,329,611.34818,490,777.780.0017,763,888,366.88-14,732,049,533.3126,037,435,951.7411,305,386,418.430.00149,661,855,373.27149,661,855,373.27342,780,539,572.92331,475,153,154.50
20-3017,222,609.97300,038,681,294.6016,716,244.56254,104,699,462.08506,365.418,154,138,265.750.00117,588,292,142.0512,126,015,126.26293,493,984,420.5087,991.66203,220,610.0112,329,235,736.263,238,324,908.680.0019,646,867,543.59-10,555,956,716.0143,161,481,638.9132,605,524,922.900.00190,653,404,829.11190,653,404,829.11515,790,018,377.27483,184,493,454.37
30-4017,212,709.97455,324,674,342.8216,347,081.30259,759,833,251.86865,628.6715,370,506,533.870.00231,904,203,241.7324,423,042,936.75443,267,835,727.2356,469.0882,749,472.4124,505,792,409.165,846,066,641.850.0015,721,365,927.032,938,359,840.2964,670,492,108.2467,608,851,948.520.00191,701,313,593.40191,701,313,593.40683,311,657,495.95615,702,805,547.43
40-5017,220,296.42583,970,751,984.0715,756,523.58276,434,312,681.561,463,772.8425,692,245,459.960.00335,849,434,026.9736,293,160,714.42564,312,020,319.20109,283.73168,727,896.5536,461,888,610.978,658,816,760.090.0012,739,018,725.9315,064,053,124.9479,635,086,304.9994,699,139,429.930.00243,092,410,136.52243,092,410,136.52868,901,416,360.32774,202,276,930.39
50-6017,204,850.92761,049,965,438.8614,923,580.38284,665,980,405.012,281,270.5446,588,044,729.680.00476,063,639,629.2755,690,041,814.63726,309,857,376.6760,084.48178,678,535.3955,868,720,350.019,899,541,610.770.0010,226,127,653.9835,743,051,085.25102,126,315,377.82137,869,366,463.070.00290,691,617,684.73290,691,617,684.731,101,685,880,920.66963,816,514,457.59
60-7017,227,244.021,028,287,075,056.2313,895,396.11281,886,212,145.393,331,847.9070,420,343,891.100.00709,403,399,954.1590,409,997,958.32979,450,435,141.3477,878.60444,352,799.9990,854,350,758.3113,276,531,751.070.004,561,369,897.8773,016,449,109.37130,838,739,390.19203,855,188,499.550.00344,417,298,737.35344,417,298,737.351,422,049,422,207.481,218,194,233,707.93
70-8017,208,157.971,401,492,744,935.3712,462,816.33270,639,379,694.274,745,341.64128,393,987,344.810.001,027,397,390,055.09133,652,368,316.851,310,636,652,881.0333,404.7154,059,580.40133,706,427,897.2514,736,291,355.100.002,242,972,534.91116,727,164,007.23171,055,270,515.65287,782,434,522.880.00398,946,245,003.28398,946,245,003.281,856,931,022,351.961,569,148,587,829.08
80-9017,244,708.952,000,258,574,426.1210,180,120.21235,239,170,339.017,064,588.74203,936,929,305.620.001,569,175,854,641.88228,499,355,506.011,863,385,738,383.1068,945.9824,882,994.37228,524,238,500.3819,664,494,987.490.001,056,970,383.59207,802,773,129.30247,052,529,697.78454,855,302,827.080.00409,724,249,724.56409,724,249,724.562,528,775,956,186.152,073,920,653,359.07
90-10017,221,467.584,366,496,352,072.827,757,412.46182,433,285,822.929,464,055.12308,606,534,989.420.003,872,911,857,594.54806,251,335,945.874,152,416,050,511.57149,672.43807,580,801.69807,058,916,747.5617,749,878,182.148,468,920,296.411,209,813,519.30796,568,145,342.53375,762,930,402.001,172,331,075,744.530.00659,402,711,781.07659,402,711,781.075,257,343,555,304.904,085,012,479,560.37
ALL172,188,405.3211,144,822,392,589.19142,126,702.092,467,852,577,695.9730,061,703.23812,314,894,236.570.008,384,438,647,850.901,391,344,924,242.8410,576,763,456,714.62668,367.181,970,716,896.561,393,315,641,139.4093,940,013,265.648,468,920,296.4193,653,032,885.221,214,191,515,284.951,250,432,845,259.812,464,624,360,544.760.002,911,227,435,120.622,911,227,435,120.6214,678,474,532,788.3812,213,850,172,243.62
90-958,611,117.401,351,833,372,258.374,558,216.36107,373,973,785.924,052,901.03119,096,087,928.840.001,128,117,465,740.64186,514,276,808.311,272,511,769,532.6036,480.1854,996,473.73186,569,273,282.039,475,142,120.5023,132,906.95520,838,961.72176,596,425,106.76157,202,962,159.94333,799,387,266.700.00292,609,779,525.19292,609,779,525.191,724,689,833,032.121,390,890,445,765.42
95-996,888,388.401,614,196,714,473.842,775,956.3864,564,889,100.864,112,432.02136,055,324,980.760.001,414,928,178,602.69265,079,735,544.191,519,689,533,671.8055,142.09172,073,177.66265,251,808,721.857,777,613,858.14986,115,951.55545,223,702.22257,915,087,113.04155,827,103,372.64413,742,190,485.680.00318,318,736,041.69318,318,736,041.692,043,259,158,464.421,629,516,967,978.74
Top 1%1,721,961.791,400,466,265,340.61423,239.7210,494,422,936.141,298,722.0753,455,122,079.830.001,329,866,213,251.21354,657,323,593.381,360,214,747,307.1658,050.16580,511,150.31355,237,834,743.68497,122,203.507,459,671,437.92143,750,855.36362,056,633,122.7462,732,864,869.42424,789,497,992.160.0048,474,196,214.1948,474,196,214.191,489,394,563,808.371,064,605,065,816.21
", "dist2_xdec": "\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
s006_2c00100_2num_returns_StandardDed_2standard_2num_returns_ItemDed_2c04470_2c04600_2c04800_2taxbc_2c62100_2num_returns_AMT_2c09600_2c05800_2c07100_2othertaxes_2refund_2iitax_2payrolltax_2combined_2ubi_2benefit_cost_total_2benefit_value_total_2expanded_income_2aftertax_income_2
0-10n0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00
0-10z0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00
0-10p17,193,844.2766,456,986,737.2117,140,793.07185,003,629,645.7553,051.20444,025,892.400.002,611,611,302.69155,740,518.1666,047,248,194.350.000.00155,740,518.1651,576,290.660.008,481,756,967.93-8,377,592,740.438,510,459,707.89132,866,967.460.0032,936,328,257.3232,936,328,257.32100,120,957,905.6899,988,090,938.23
10-2017,232,515.26181,544,377,028.6616,945,949.34237,676,469,877.79286,565.914,718,941,814.750.0041,575,192,514.593,848,088,130.78177,535,392,884.5024,636.516,464,205.763,854,552,336.54819,315,193.830.0017,762,894,661.77-14,727,657,519.0621,966,774,849.057,239,117,329.980.00149,661,855,373.27149,661,855,373.27340,836,053,771.93333,596,936,441.94
20-3017,222,609.97300,320,133,177.7116,714,669.77254,084,729,485.65507,940.208,174,442,431.250.00117,755,965,171.8012,143,583,196.21293,761,775,029.5687,991.66203,220,610.0112,346,803,806.223,242,005,007.010.0019,633,556,862.83-10,528,758,063.6336,433,320,076.5925,904,562,012.970.00190,653,404,829.11190,653,404,829.11512,707,389,479.23486,802,827,466.26
30-4017,212,709.97455,719,699,462.6716,347,081.30259,759,833,251.86865,628.6715,368,310,396.090.00232,229,017,056.5724,457,572,140.92443,665,606,019.2956,469.0882,749,472.4124,540,321,613.325,854,269,770.470.0015,701,191,277.362,984,860,565.4954,584,875,766.6457,569,736,332.130.00191,701,313,593.40191,701,313,593.40678,660,224,223.86621,090,487,891.74
40-5017,220,296.42584,240,967,113.2415,756,523.58276,434,312,681.561,463,772.8425,692,168,969.970.00336,088,134,631.2036,318,591,682.32564,582,331,060.84109,283.73168,727,896.5536,487,319,578.878,667,324,773.560.0012,719,653,235.2815,100,341,570.0367,183,261,457.5282,283,603,027.560.00243,092,410,136.52243,092,410,136.52862,941,550,196.72780,657,947,169.16
50-6017,204,850.92761,408,660,943.3014,923,580.38284,665,980,405.012,281,270.5446,587,921,009.100.00476,400,512,389.0655,728,660,847.66726,668,619,142.6560,084.48178,663,562.1355,907,324,409.799,908,636,212.210.0010,213,731,974.0335,784,956,223.5586,157,071,864.39121,942,028,087.940.00290,691,617,684.73290,691,617,684.731,094,038,004,899.87972,095,976,811.93
60-7017,227,244.021,028,662,602,546.2213,895,396.11281,886,212,145.393,331,847.9070,419,737,581.650.00709,754,075,158.7090,462,037,872.00979,826,720,518.1677,878.60444,352,799.9990,906,390,671.9913,281,897,511.540.004,553,879,468.2073,070,613,692.25110,365,308,118.75183,435,921,811.000.00344,417,298,737.35344,417,298,737.351,412,147,600,403.471,228,711,678,592.47
70-8017,208,157.971,401,862,477,113.1412,462,627.75270,634,763,765.874,745,530.22128,400,346,264.470.001,027,742,067,864.98133,699,646,083.141,311,002,278,996.8733,404.7154,059,580.40133,753,705,663.5414,737,557,519.370.002,240,459,959.47116,775,688,184.70144,276,471,038.30261,052,159,223.000.00398,946,245,003.28398,946,245,003.281,843,897,207,456.041,582,845,048,233.04
80-9017,244,708.952,000,965,196,616.3510,180,120.21235,239,170,339.017,064,588.74203,935,366,884.080.001,569,862,940,908.69228,640,108,001.791,864,093,661,697.3268,945.9827,092,313.47228,667,200,315.2619,667,264,716.200.001,053,496,541.14207,946,439,057.93208,459,165,547.08416,405,604,605.010.00409,724,249,724.56409,724,249,724.562,510,178,187,280.982,093,772,582,675.97
90-10017,221,467.584,367,639,349,371.447,757,412.46182,433,285,822.929,464,055.12308,602,980,089.270.003,874,119,364,355.56806,587,587,474.574,153,562,756,410.29151,727.27792,136,392.71807,379,723,867.2817,748,063,415.708,470,604,706.151,207,086,470.35796,895,178,687.37322,412,383,586.591,119,307,562,273.960.00659,402,711,781.07659,402,711,781.075,231,794,846,608.434,112,487,284,334.47
ALL172,188,405.3211,148,820,450,109.94142,124,153.972,467,818,387,420.8030,064,251.35812,344,241,333.040.008,388,138,881,353.841,392,041,615,947.5510,580,746,389,953.83670,422.021,957,466,833.421,393,999,082,780.9793,977,910,410.568,470,604,706.1593,567,707,418.371,214,924,069,658.191,060,349,092,012.802,275,273,161,670.990.002,911,227,435,120.622,911,227,435,120.6214,587,322,022,226.2112,312,048,860,555.21
90-958,611,117.401,352,153,727,778.884,558,216.36107,373,973,785.924,052,901.03119,095,360,889.530.001,128,440,630,500.59186,586,109,439.571,272,832,627,696.6838,535.0255,833,064.29186,641,942,503.869,476,236,093.8323,157,770.36518,454,073.21176,670,410,107.18132,977,725,241.01309,648,135,348.190.00292,609,779,525.19292,609,779,525.191,712,897,054,367.581,403,248,919,019.39
95-996,888,388.401,614,582,793,234.942,775,956.3864,564,889,100.864,112,432.02136,052,822,395.870.001,415,356,010,857.89265,189,057,001.561,520,078,728,315.2455,142.09159,607,758.73265,348,664,760.297,775,784,299.16987,353,759.95545,126,995.38258,015,107,225.70132,896,616,986.61390,911,724,212.310.00318,318,736,041.69318,318,736,041.692,032,177,963,627.591,641,266,239,415.28
Top 1%1,721,961.791,400,902,828,357.62423,239.7210,494,422,936.141,298,722.0753,454,796,803.880.001,330,322,722,997.08354,812,421,033.441,360,651,400,398.3658,050.16576,695,569.69355,389,116,603.13496,043,022.717,460,093,175.84143,505,401.77362,209,661,354.4956,538,041,358.97418,747,702,713.460.0048,474,196,214.1948,474,196,214.191,486,719,828,613.251,067,972,125,899.79
", "diff_itax_xdec": "\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
count_2tax_cut_2perc_cut_2tax_inc_2perc_inc_2mean_2tot_change_2share_of_change_2ubi_2benefit_cost_total_2benefit_value_total_2pc_aftertaxinc_2
0-10n0.000.000.000.000.000.000.000.000.000.000.00nan
0-10z0.000.000.000.000.000.000.000.000.000.000.00nan
0-10p17,193,844.2775,141.910.44323,256.841.880.172,881,364.200.390.0032,936,328,257.3232,936,328,257.320.80
10-2017,232,515.2688,676.490.51299,714.411.740.254,392,014.250.600.00149,661,855,373.27149,661,855,373.270.64
20-3017,222,609.9773,689.530.43754,249.084.381.5827,198,652.393.710.00190,653,404,829.11190,653,404,829.110.75
30-4017,212,709.9747,662.180.281,172,514.656.812.7046,500,725.206.350.00191,701,313,593.40191,701,313,593.400.88
40-5017,220,296.424,301.220.02832,099.564.832.1136,288,445.094.950.00243,092,410,136.52243,092,410,136.520.83
50-6017,204,850.924,729.330.03838,612.774.872.4441,905,138.295.720.00290,691,617,684.73290,691,617,684.730.86
60-7017,227,244.020.000.00908,165.835.273.1454,164,582.887.390.00344,417,298,737.35344,417,298,737.350.86
70-8017,208,157.979,045.440.051,335,463.287.762.8248,524,177.476.620.00398,946,245,003.28398,946,245,003.280.87
80-9017,244,708.9511,774.850.071,461,542.338.488.33143,665,928.6319.610.00409,724,249,724.56409,724,249,724.560.96
90-10017,221,467.58155,548.440.901,479,119.098.5918.99327,033,344.8444.640.00659,402,711,781.07659,402,711,781.070.67
ALL172,188,405.32470,569.400.279,404,737.865.464.25732,554,373.24100.000.002,911,227,435,120.622,911,227,435,120.620.80
90-958,611,117.4013,348.320.16648,574.147.538.5973,985,000.4210.100.00292,609,779,525.19292,609,779,525.190.89
95-996,888,388.40101,416.071.47487,841.467.0814.52100,020,112.6613.650.00318,318,736,041.69318,318,736,041.690.72
Top 1%1,721,961.7940,784.052.37342,703.5019.9088.87153,028,231.7620.890.0048,474,196,214.1948,474,196,214.190.32
", "diff_ptax_xdec": "\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
count_2tax_cut_2perc_cut_2tax_inc_2perc_inc_2mean_2tot_change_2share_of_change_2ubi_2benefit_cost_total_2benefit_value_total_2pc_aftertaxinc_2
0-10n0.000.000.000.000.000.000.00-0.000.000.000.00nan
0-10z0.000.000.000.000.000.000.00-0.000.000.000.00nan
0-10p17,193,844.2712,151,255.9470.670.000.00-92.02-1,582,104,164.620.830.0032,936,328,257.3232,936,328,257.320.80
10-2017,232,515.2611,042,519.9064.080.000.00-236.22-4,070,661,102.692.140.00149,661,855,373.27149,661,855,373.270.64
20-3017,222,609.9711,787,593.1968.440.000.00-390.66-6,728,161,562.323.540.00190,653,404,829.11190,653,404,829.110.75
30-4017,212,709.9713,021,956.6975.650.000.00-585.94-10,085,616,341.605.310.00191,701,313,593.40191,701,313,593.400.88
40-5017,220,296.4212,798,491.8474.320.000.00-723.09-12,451,824,847.466.550.00243,092,410,136.52243,092,410,136.520.83
50-6017,204,850.9213,811,457.5580.280.000.00-928.18-15,969,243,513.438.400.00290,691,617,684.73290,691,617,684.730.86
60-7017,227,244.0213,496,843.8678.350.000.00-1,188.43-20,473,431,271.4410.770.00344,417,298,737.35344,417,298,737.350.86
70-8017,208,157.9713,333,967.6877.490.000.00-1,556.17-26,778,799,477.3514.090.00398,946,245,003.28398,946,245,003.280.87
80-9017,244,708.9514,398,566.2983.500.000.00-2,237.98-38,593,364,150.7020.300.00409,724,249,724.56409,724,249,724.560.96
90-10017,221,467.5814,529,841.8184.37427.440.00-3,097.91-53,350,546,815.4028.070.00659,402,711,781.07659,402,711,781.070.67
ALL172,188,405.32130,372,494.7575.72427.440.00-1,103.93-190,083,753,247.01100.000.002,911,227,435,120.622,911,227,435,120.620.80
90-958,611,117.407,335,676.0785.190.000.00-2,813.25-24,225,236,918.9212.740.00292,609,779,525.19292,609,779,525.190.89
95-996,888,388.405,651,943.9482.050.000.00-3,328.86-22,930,486,386.0312.060.00318,318,736,041.69318,318,736,041.690.72
Top 1%1,721,961.791,542,221.8189.56427.440.02-3,597.54-6,194,823,510.453.260.0048,474,196,214.1948,474,196,214.190.32
", "diff_comb_xdec": "\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
count_2tax_cut_2perc_cut_2tax_inc_2perc_inc_2mean_2tot_change_2share_of_change_2ubi_2benefit_cost_total_2benefit_value_total_2pc_aftertaxinc_2
0-10n0.000.000.000.000.000.000.00-0.000.000.000.00nan
0-10z0.000.000.000.000.000.000.00-0.000.000.000.00nan
0-10p17,193,844.2712,151,255.9470.670.000.00-91.85-1,579,222,800.410.830.0032,936,328,257.3232,936,328,257.320.80
10-2017,232,515.2611,042,519.9064.080.000.00-235.96-4,066,269,088.442.150.00149,661,855,373.27149,661,855,373.270.64
20-3017,222,609.9711,787,593.1968.440.000.00-389.08-6,700,962,909.933.540.00190,653,404,829.11190,653,404,829.110.75
30-4017,212,709.9713,021,956.6975.650.000.00-583.24-10,039,115,616.405.300.00191,701,313,593.40191,701,313,593.400.88
40-5017,220,296.4212,798,491.8474.320.000.00-720.98-12,415,536,402.376.560.00243,092,410,136.52243,092,410,136.520.83
50-6017,204,850.9213,811,457.5580.280.000.00-925.75-15,927,338,375.138.410.00290,691,617,684.73290,691,617,684.730.86
60-7017,227,244.0213,496,843.8678.350.000.00-1,185.29-20,419,266,688.5610.780.00344,417,298,737.35344,417,298,737.350.86
70-8017,208,157.9713,333,967.6877.490.000.00-1,553.35-26,730,275,299.8814.120.00398,946,245,003.28398,946,245,003.280.87
80-9017,244,708.9514,398,566.2983.500.000.00-2,229.65-38,449,698,222.0720.310.00409,724,249,724.56409,724,249,724.560.96
90-10017,221,467.5814,529,841.8184.37427.440.00-3,078.92-53,023,513,470.5728.000.00659,402,711,781.07659,402,711,781.070.67
ALL172,188,405.32130,372,494.7575.72427.440.00-1,099.67-189,351,198,873.76100.000.002,911,227,435,120.622,911,227,435,120.620.80
90-958,611,117.407,335,676.0785.190.000.00-2,804.66-24,151,251,918.5112.750.00292,609,779,525.19292,609,779,525.190.89
95-996,888,388.405,651,943.9482.050.000.00-3,314.34-22,830,466,273.3712.060.00318,318,736,041.69318,318,736,041.690.72
Top 1%1,721,961.791,542,221.8189.56427.440.02-3,508.67-6,041,795,278.693.190.0048,474,196,214.1948,474,196,214.190.32
"}, "taxcalc_version": "0.8.4-1973-g1b1a109c", "dropq_version": "0.8.4-1973-g1b1a109c"} diff --git a/webapp/apps/taxbrain/tests/response_year_3.json b/webapp/apps/taxbrain/tests/response_year_3.json index bcd2eefb..097752d8 100644 --- a/webapp/apps/taxbrain/tests/response_year_3.json +++ b/webapp/apps/taxbrain/tests/response_year_3.json @@ -1 +1 @@ -{"aggr_1": {"payroll_tax_3": "1356359394779.51", "combined_tax_3": "2706603454573.49", "ind_tax_3": "1350244059793.98"}, "aggr_2": {"payroll_tax_3": "2006732320502.09", "combined_tax_3": "3849266851855.20", "ind_tax_3": "1842534531353.11"}, "diff_ptax_xdec": {"0-10n_3": ["94422.60", "0.00", "0.00", "20366.56", "21.57", "265.97", "25113832.87", "0.00", "1993392534.76", "999576693.47", "999576693.47", "-7.12"], "70-80_3": ["17686326.74", "0.00", "0.00", "14203802.39", "80.31", "5276.02", "93313401069.40", "14.35", "450546385077.19", "407955417589.25", "407955417589.25", "19.49"], "0-10p_3": ["16326695.24", "0.00", "0.00", "12025243.14", "73.65", "306.70", "5007455195.89", "0.77", "221711349029.54", "34922060589.91", "34922060589.91", "188.00"], "50-60_3": ["17687060.12", "0.00", "0.00", "13833012.16", "78.21", "3102.63", "54876337883.15", "8.44", "390833171219.44", "293856229264.28", "293856229264.28", "30.20"], "20-30_3": ["17686642.33", "0.00", "0.00", "12459126.74", "70.44", "1293.38", "22875616135.59", "3.52", "308068249578.64", "179343601372.40", "179343601372.40", "52.02"], "Top 1%_3": ["1768729.92", "1048.95", "0.06", "1552834.36", "87.79", "11724.66", "20737761136.28", "3.19", "49971918504.86", "77776796811.75", "77776796811.75", "1.82"], "ALL_3": ["176868871.73", "1048.95", "0.00", "134327923.84", "75.95", "3677.15", "650372925722.58", "100.00", "3777563672298.08", "3000335393604.24", "3000335393604.24", "21.86"], "80-90_3": ["17687155.68", "0.00", "0.00", "14568517.87", "82.37", "7268.13", "128552577826.98", "19.77", "480375591282.32", "477859191513.38", "477859191513.38", "14.28"], "90-95_3": ["8842841.42", 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"13579197.63", "76.77", "2389.78", "42269411260.57", "6.50", "363259307346.01", "249655509647.52", "249655509647.52", "36.06"], "60-70_3": ["17687184.41", "0.00", "0.00", "14020084.32", "79.27", "4014.82", "71010833238.49", "10.92", "419493392136.39", "345306447249.90", "345306447249.90", "24.96"]}, "diff_comb_xbin": {"$200-500K_3": ["13763904.26", "0.00", "0.00", "13327763.03", "96.83", "17065.45", "234887254728.14", "20.56", "393521868580.97", "512116182091.56", "512116182091.56", "7.53"], ">$1000K_3": ["395726.46", "132.97", "0.03", "395300.44", "99.89", "21464.88", "8494221812.18", "0.74", "11181819354.81", "7162496594.72", "7162496594.72", "0.80"], "ALL_3": ["176868871.73", "132.97", "0.00", "150247353.97", "84.95", "6460.51", "1142663397281.72", "100.00", "3777563672298.08", "3000335393604.24", "3000335393604.24", "21.86"], "$30-40K_3": ["17693276.34", "0.00", "0.00", "13674573.25", "77.29", "3293.78", "58277767277.12", "5.10", "319434861808.30", "199784845578.51", 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0_3
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0_3
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=$0K1,093,005.800.001,093,005.8017,568,979,021.090.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00
$0-10K11,287,313.4635,084,151,241.8711,251,229.62104,432,374,750.2836,083.84138,050,919.170.001,950,693,369.10123,955,236.6134,954,935,082.760.000.00123,955,236.6154,011,268.020.003,687,641,270.02-3,617,697,301.424,742,980,340.761,125,283,039.340.0015,774,945,009.2415,774,945,009.2451,302,514,067.3250,177,231,027.99
$10-20K12,727,845.42110,888,532,199.7312,634,925.92174,413,493,304.8992,919.501,596,647,054.280.0010,702,450,218.26927,057,914.60109,524,546,630.7018,814.433,829,777.95930,887,692.55258,214,913.690.0013,518,352,224.87-12,845,679,446.0015,557,796,427.152,712,116,981.150.0081,377,729,359.8081,377,729,359.80196,377,426,442.66193,665,309,461.51
$20-30K16,870,686.87236,121,149,284.3916,465,637.24244,515,910,941.52405,049.636,680,922,477.910.0076,096,830,227.457,444,166,983.38230,560,281,033.6171,541.41181,236,211.277,625,403,194.651,823,309,644.670.0019,868,386,756.85-14,066,293,206.8733,656,131,534.7419,589,838,327.870.00168,667,889,040.46168,667,889,040.46422,156,794,114.42402,566,955,786.55
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s006_3c00100_3num_returns_StandardDed_3standard_3num_returns_ItemDed_3c04470_3c04600_3c04800_3taxbc_3c62100_3num_returns_AMT_3c09600_3c05800_3c07100_3othertaxes_3refund_3iitax_3payrolltax_3combined_3ubi_3benefit_cost_total_3benefit_value_total_3expanded_income_3aftertax_income_3
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$30-40K17,463,678.30373,361,374,078.7716,885,726.44266,330,274,176.86577,951.879,961,793,780.120.00167,483,594,063.1417,487,530,829.23365,468,138,412.5865,156.90100,358,806.4417,587,889,635.674,288,285,718.330.0017,514,785,753.41-4,215,181,836.0745,180,664,342.4840,965,482,506.410.00205,745,710,533.42205,745,710,533.42604,786,010,824.00563,820,528,317.59
$40-50K16,538,667.09499,192,944,673.7715,494,060.91260,651,440,361.721,044,606.1818,571,550,689.870.00269,875,500,734.1828,721,883,184.47485,101,855,832.7325,599.2545,356,269.3828,767,239,453.867,368,366,211.070.0013,961,896,672.327,436,976,570.4758,904,455,412.2266,341,431,982.690.00206,958,263,509.22206,958,263,509.22738,280,598,651.01671,939,166,668.32
$50-75K29,144,476.951,219,367,304,780.2425,540,338.07487,236,361,521.803,604,138.8872,577,102,661.170.00746,009,043,235.3485,423,210,795.161,164,825,290,142.62141,182.48287,239,377.0385,710,450,172.1916,008,530,603.710.0018,295,004,223.5951,406,915,344.88138,126,491,373.10189,533,406,717.980.00493,969,056,074.05493,969,056,074.051,780,190,685,102.111,590,657,278,384.12
$75-100K19,093,247.801,217,005,438,058.6015,104,224.53314,457,455,405.653,989,023.2790,020,996,654.610.00843,710,847,724.65107,954,623,076.651,154,180,368,551.7599,669.26538,569,606.64108,493,192,683.2815,068,854,808.490.004,953,098,038.4088,471,239,836.39129,431,515,416.15217,902,755,252.540.00381,664,922,427.89381,664,922,427.891,642,107,291,804.161,424,204,536,551.62
$100-200K36,449,628.393,924,848,154,178.6122,904,439.68524,860,723,649.3013,545,188.71390,726,366,126.530.003,043,933,290,651.33437,103,133,358.373,659,352,293,049.54129,008.9795,156,383.53437,198,289,741.9037,578,571,132.250.002,664,568,150.37396,955,150,459.27406,614,241,210.99803,569,391,670.270.00921,216,617,963.18921,216,617,963.185,020,716,718,849.654,217,147,327,179.38
$200-500K12,457,373.092,730,790,552,151.965,545,659.86134,310,768,446.986,911,713.23229,947,667,715.150.002,366,555,262,748.22433,222,649,333.742,571,683,631,743.6289,709.71285,448,834.37433,508,098,168.1113,496,801,959.931,514,249,519.87816,951,612.40420,708,594,115.65233,094,755,843.84653,803,349,959.500.00529,212,975,644.17529,212,975,644.173,405,729,848,900.602,751,926,498,941.10
$500-1000K978,892.49596,641,904,350.04270,757.846,913,305,697.52708,134.6528,736,802,307.800.00558,651,004,037.97136,724,992,634.67575,303,052,027.599,431.8649,088,313.62136,774,080,948.2940,683,945.501,622,903,444.44129,568,947.77138,226,731,499.4527,868,331,625.41166,095,063,124.860.0031,604,611,250.6431,604,611,250.64646,002,111,383.08479,907,048,258.22
>$1000K346,957.45725,483,375,825.4421,242.78424,017,537.63325,714.6717,301,161,056.520.00704,839,465,944.22213,173,918,035.08711,568,862,604.8230,754.37466,258,774.35213,640,176,809.436,177,599.546,061,152,303.080.00219,695,151,512.9720,562,404,761.66240,257,556,274.620.004,079,999,831.974,079,999,831.97745,671,950,343.19505,414,394,068.56
ALL174,512,955.6511,661,478,050,039.21143,271,477.082,537,468,015,379.8531,241,478.57866,273,420,877.650.008,789,883,937,325.831,468,314,664,626.1911,055,207,800,645.94680,868.632,052,542,354.571,470,367,206,980.7695,994,158,104.019,198,305,267.3895,403,826,896.021,288,167,527,248.111,105,318,268,550.972,393,485,795,799.070.003,041,079,112,721.863,041,079,112,721.8615,242,685,046,887.8412,849,199,251,088.76
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count_3tax_cut_3perc_cut_3tax_inc_3perc_inc_3mean_3tot_change_3share_of_change_3ubi_3benefit_cost_total_3benefit_value_total_3pc_aftertaxinc_3
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=$0K1,093,005.800.000.000.000.000.000.000.000.000.000.00nan
$0-10K11,287,313.4621,365.520.19273,191.162.420.353,895,554.630.510.0015,774,945,009.2415,774,945,009.240.73
$10-20K12,727,845.42103,311.780.81142,279.871.120.0021,718.260.000.0081,377,729,359.8081,377,729,359.800.64
$20-30K16,870,686.8766,522.930.39432,496.942.560.538,910,216.901.160.00168,667,889,040.46168,667,889,040.460.69
$30-40K17,463,678.3030,368.280.171,070,074.766.132.4242,300,822.385.520.00205,745,710,533.42205,745,710,533.420.80
$40-50K16,538,667.0949,265.420.301,010,135.846.112.4840,958,149.805.350.00206,958,263,509.22206,958,263,509.220.87
$50-75K29,144,476.957,852.110.031,423,277.434.882.4370,835,259.729.250.00493,969,056,074.05493,969,056,074.050.84
$75-100K19,093,247.800.000.00993,988.635.213.0157,538,994.507.510.00381,664,922,427.89381,664,922,427.890.87
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$500-1000K978,892.4913,841.931.41182,699.3518.6690.0488,140,336.7211.510.0031,604,611,250.6431,604,611,250.640.40
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ALL174,512,955.65457,437.170.269,591,856.245.504.39765,894,396.03100.000.003,041,079,112,721.863,041,079,112,721.860.80
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count_3tax_cut_3perc_cut_3tax_inc_3perc_inc_3mean_3tot_change_3share_of_change_3ubi_3benefit_cost_total_3benefit_value_total_3pc_aftertaxinc_3
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=$0K1,093,005.800.000.000.000.000.000.00-0.000.000.000.00nan
$0-10K11,287,313.468,336,483.0873.860.000.00-65.91-743,995,541.930.380.0015,774,945,009.2415,774,945,009.240.73
$10-20K12,727,845.428,840,248.4969.460.000.00-191.43-2,436,463,631.391.230.0081,377,729,359.8081,377,729,359.800.64
$20-30K16,870,686.8711,174,335.9166.240.000.00-311.59-5,256,776,150.682.660.00168,667,889,040.46168,667,889,040.460.69
$30-40K17,463,678.3012,383,750.7170.910.000.00-477.57-8,340,060,426.204.210.00205,745,710,533.42205,745,710,533.420.80
$40-50K16,538,667.0912,429,322.9975.150.000.00-658.67-10,893,586,321.985.500.00206,958,263,509.22206,958,263,509.220.87
$50-75K29,144,476.9522,736,382.8978.010.000.00-878.47-25,602,455,970.6212.940.00493,969,056,074.05493,969,056,074.050.84
$75-100K19,093,247.8015,103,020.2879.100.000.00-1,257.69-24,013,480,635.1912.130.00381,664,922,427.89381,664,922,427.890.87
$100-200K36,449,628.3929,458,016.4580.820.000.00-2,064.88-75,264,107,244.6538.030.00921,216,617,963.18921,216,617,963.180.92
$200-500K12,457,373.0910,487,162.1784.180.000.00-3,266.46-40,691,511,540.1420.560.00529,212,975,644.17529,212,975,644.170.76
$500-1000K978,892.49848,018.5986.630.000.00-3,587.50-3,511,775,095.801.770.0031,604,611,250.6431,604,611,250.640.40
>$1000K346,957.45327,892.2594.514,152.021.20-3,344.80-1,160,504,929.010.590.004,079,999,831.974,079,999,831.970.13
ALL174,512,955.65132,128,800.3975.714,152.020.00-1,134.11-197,917,645,038.55100.000.003,041,079,112,721.863,041,079,112,721.860.80
", "diff_comb_xbin": "\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
count_3tax_cut_3perc_cut_3tax_inc_3perc_inc_3mean_3tot_change_3share_of_change_3ubi_3benefit_cost_total_3benefit_value_total_3pc_aftertaxinc_3
<$0K61,182.544,166.576.810.000.00-47.60-2,912,564.040.000.00806,392,077.82806,392,077.82-0.02
=$0K1,093,005.800.000.000.000.000.000.00-0.000.000.000.00nan
$0-10K11,287,313.468,336,483.0873.860.000.00-65.57-740,099,987.300.380.0015,774,945,009.2415,774,945,009.240.73
$10-20K12,727,845.428,840,248.4969.460.000.00-191.43-2,436,441,913.121.240.0081,377,729,359.8081,377,729,359.800.64
$20-30K16,870,686.8711,174,335.9166.240.000.00-311.06-5,247,865,933.782.660.00168,667,889,040.46168,667,889,040.460.69
$30-40K17,463,678.3012,383,750.7170.910.000.00-475.14-8,297,759,603.824.210.00205,745,710,533.42205,745,710,533.420.80
$40-50K16,538,667.0912,429,322.9975.150.000.00-656.20-10,852,628,172.185.500.00206,958,263,509.22206,958,263,509.220.87
$50-75K29,144,476.9522,736,382.8978.010.000.00-876.04-25,531,620,710.9012.950.00493,969,056,074.05493,969,056,074.050.84
$75-100K19,093,247.8015,103,020.2879.100.000.00-1,254.68-23,955,941,640.6912.150.00381,664,922,427.89381,664,922,427.890.87
$100-200K36,449,628.3929,458,016.4580.820.000.00-2,058.59-75,034,670,842.3738.060.00921,216,617,963.18921,216,617,963.180.92
$200-500K12,457,373.0910,487,162.1784.180.000.00-3,252.16-40,513,309,793.9220.550.00529,212,975,644.17529,212,975,644.170.76
$500-1000K978,892.49848,018.5986.630.000.00-3,497.46-3,423,634,759.081.740.0031,604,611,250.6431,604,611,250.640.40
>$1000K346,957.45327,892.2594.514,152.021.20-3,213.26-1,114,864,721.310.570.004,079,999,831.974,079,999,831.970.13
ALL174,512,955.65132,128,800.3975.714,152.020.00-1,129.73-197,151,750,642.52100.000.003,041,079,112,721.863,041,079,112,721.860.80
", "dist1_xdec": "\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
s006_3c00100_3num_returns_StandardDed_3standard_3num_returns_ItemDed_3c04470_3c04600_3c04800_3taxbc_3c62100_3num_returns_AMT_3c09600_3c05800_3c07100_3othertaxes_3refund_3iitax_3payrolltax_3combined_3ubi_3benefit_cost_total_3benefit_value_total_3expanded_income_3aftertax_income_3
0-10n0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00
0-10z0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00
0-10p17,448,112.0470,694,560,945.4217,394,344.58190,825,064,816.8553,767.47453,525,373.320.002,970,079,108.37186,289,987.3670,277,611,519.160.000.00186,289,987.3660,844,869.090.008,930,122,958.74-8,804,677,840.4710,703,678,243.401,899,000,402.930.0034,323,063,844.9334,323,063,844.93106,495,615,508.15104,596,615,105.22
10-2017,449,853.91190,496,393,649.9617,160,214.81246,756,350,565.86289,639.104,898,669,050.640.0044,541,878,511.524,137,513,615.02186,336,200,626.4924,969.018,650,501.464,146,164,116.48907,089,150.860.0018,410,254,369.14-15,171,179,403.5227,141,033,388.3311,969,853,984.810.00155,877,777,137.91155,877,777,137.91357,193,777,923.02345,223,923,938.22
20-3017,452,690.18314,275,444,473.3616,938,117.61262,261,820,389.45514,572.568,571,667,877.050.00125,758,641,428.3313,000,519,289.20307,397,088,517.2389,179.38224,932,049.8113,225,451,339.013,376,075,342.570.0019,455,408,209.16-9,606,032,212.7245,081,233,395.6635,475,201,182.940.00197,991,200,756.20197,991,200,756.20537,899,621,038.34502,424,419,855.40
30-4017,427,662.28466,176,800,886.3016,564,551.53269,624,575,568.93863,110.7615,584,373,048.630.00237,408,727,935.1225,054,629,958.84454,053,096,828.2357,230.6888,167,778.3925,142,797,737.235,955,397,162.760.0016,439,259,908.402,748,140,666.0866,115,030,833.5368,863,171,499.600.00209,851,626,195.25209,851,626,195.25712,363,077,613.98643,499,906,114.38
40-5017,469,888.13614,125,075,097.6815,885,802.57284,050,840,619.561,584,085.5628,373,362,768.440.00354,427,497,853.6438,301,664,803.35592,632,803,490.09110,759.28178,448,242.9438,480,113,046.299,145,388,915.940.0013,320,472,553.7016,014,251,576.6583,901,936,476.2499,916,188,052.890.00250,950,811,605.74250,950,811,605.74908,291,114,706.58808,374,926,653.69
50-6017,414,293.45789,994,116,291.9014,997,676.82292,319,230,571.482,416,616.6350,670,327,462.520.00494,303,702,740.3457,947,489,023.11752,221,181,111.3840,156.13117,837,365.9458,065,326,389.0510,035,580,315.360.0010,075,645,425.1137,954,100,648.58105,717,865,829.48143,671,966,478.060.00304,967,294,266.20304,967,294,266.201,146,232,766,538.711,002,560,800,060.65
60-7017,487,420.891,076,297,603,532.3614,036,104.70290,814,817,511.133,451,316.2075,741,800,093.240.00743,757,197,434.4094,756,939,949.131,023,615,491,150.1599,669.26538,569,606.6495,295,509,555.7713,876,222,379.460.004,526,165,878.9876,893,121,297.32136,628,340,854.40213,521,462,151.710.00357,301,731,335.25357,301,731,335.251,483,083,714,369.921,269,562,252,218.21
70-8017,458,919.861,464,213,686,866.6812,360,019.37273,963,108,182.615,098,900.49140,442,771,908.390.001,075,644,447,423.82140,642,351,660.551,365,392,231,019.4633,855.6555,313,312.79140,697,664,973.3414,670,327,830.000.002,102,943,397.99123,924,393,745.35178,884,431,529.15302,808,825,274.500.00416,658,342,737.15416,658,342,737.151,938,258,148,220.471,635,449,322,945.97
80-9017,447,003.402,075,669,374,390.9810,199,608.35240,482,416,136.527,247,395.06214,723,593,604.000.001,628,575,104,116.35237,944,285,876.961,931,234,837,157.5288,002.9231,694,274.96237,975,980,151.9219,989,630,981.880.001,012,665,092.60216,973,684,077.44255,369,334,440.44472,343,018,517.870.00434,714,526,036.51434,714,526,036.512,631,120,624,949.112,158,777,606,431.24
90-10017,457,111.504,595,387,268,430.467,737,428.04186,400,379,937.479,719,683.45326,790,320,358.950.004,078,657,188,548.71855,613,723,565.164,367,909,550,741.06133,566.59822,939,483.90856,436,663,049.0617,938,959,610.169,196,571,519.941,218,444,661.47846,475,830,297.37393,693,028,598.911,240,168,858,896.280.00678,442,738,806.72678,442,738,806.725,516,658,494,469.854,276,489,635,573.58
ALL174,512,955.6511,657,330,324,565.10143,273,868.382,537,498,604,299.8731,239,087.27866,250,411,545.180.008,786,044,465,100.611,467,585,407,728.6811,051,070,092,160.76677,388.882,066,552,616.831,469,651,960,345.5195,955,516,558.089,196,571,519.9495,491,382,455.301,287,401,632,852.071,303,235,913,589.522,590,637,546,441.600.003,041,079,112,721.863,041,079,112,721.8615,337,596,955,338.1512,746,959,408,896.55
90-958,719,212.721,416,338,596,317.724,557,781.15110,187,155,431.904,161,431.57126,217,083,796.660.001,182,165,204,651.46195,580,206,407.451,331,964,691,958.4018,847.5151,294,906.94195,631,501,314.409,658,950,149.3428,286,237.36513,197,696.73185,487,639,705.69164,333,064,890.24349,820,704,595.940.00295,989,843,158.19295,989,843,158.191,796,074,339,486.951,446,253,634,891.02
95-996,989,506.161,684,824,812,273.922,758,310.4465,514,708,025.104,231,195.71144,023,885,905.630.001,476,550,486,111.40277,404,872,626.501,584,491,749,539.3255,886.48174,158,222.87277,579,030,849.377,849,538,231.561,180,472,808.36557,792,032.49270,352,173,393.69162,573,022,505.12432,925,195,898.810.00333,762,801,141.00333,762,801,141.002,134,648,408,607.591,701,723,212,708.78
Top 1%1,748,392.631,494,223,859,838.82421,336.4510,698,516,480.471,327,056.1756,549,350,656.650.001,419,941,497,785.85382,628,644,531.201,451,453,109,243.3458,832.60597,486,354.09383,226,130,885.29430,471,229.277,987,812,474.21147,454,932.25390,636,017,197.9866,786,941,203.54457,422,958,401.530.0048,690,094,507.5348,690,094,507.531,585,935,746,375.311,128,512,787,973.78
", "dist2_xdec": "\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
s006_3c00100_3num_returns_StandardDed_3standard_3num_returns_ItemDed_3c04470_3c04600_3c04800_3taxbc_3c62100_3num_returns_AMT_3c09600_3c05800_3c07100_3othertaxes_3refund_3iitax_3payrolltax_3combined_3ubi_3benefit_cost_total_3benefit_value_total_3expanded_income_3aftertax_income_3
0-10n0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00
0-10z0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00
0-10p17,448,112.0470,702,316,252.0317,394,344.58190,825,064,816.8553,767.47453,525,373.320.002,970,079,108.37186,289,987.3670,285,366,825.760.000.00186,289,987.3660,844,869.090.008,926,332,464.94-8,800,887,346.679,025,834,541.73224,947,195.060.0034,323,063,844.9334,323,063,844.93105,664,448,963.92105,439,501,768.86
10-2017,449,853.91190,594,262,497.4117,159,419.47246,746,416,104.78290,434.434,910,049,339.060.0044,585,036,921.784,141,829,456.04186,427,690,284.0424,969.018,650,501.464,150,479,957.50907,779,042.100.0018,410,176,718.18-15,167,475,802.7822,898,313,803.387,730,838,000.600.00155,877,777,137.91155,877,777,137.91355,170,286,978.00347,439,448,977.40
20-3017,452,690.18314,568,088,082.8116,936,521.65262,241,165,930.50516,168.538,593,076,047.080.00125,936,691,223.5013,019,146,269.58307,675,282,684.3389,179.38224,932,049.8113,244,078,319.383,380,058,239.210.0019,441,297,204.66-9,577,277,124.4838,053,615,016.1428,476,337,891.660.00197,991,200,756.20197,991,200,756.20534,678,455,458.02506,202,117,566.37
30-4017,427,662.28466,583,989,118.2416,564,551.53269,624,575,568.93863,110.7615,582,100,154.000.00237,741,622,053.8925,090,051,858.88454,463,126,178.4557,230.6888,167,778.3925,178,219,637.275,963,697,801.770.0016,418,878,607.602,795,643,227.9055,804,624,351.8658,600,267,579.760.00209,851,626,195.25209,851,626,195.25707,611,263,084.59649,010,995,504.83
40-5017,469,888.13614,402,466,101.1515,885,802.57284,050,840,619.561,584,085.5628,373,283,606.640.00354,673,839,274.9438,327,975,762.28592,910,293,445.82110,759.28178,448,242.9438,506,424,005.229,154,028,606.310.0013,301,647,648.1316,050,747,750.7970,781,857,572.7786,832,605,323.550.00250,950,811,605.74250,950,811,605.74902,004,151,829.15815,171,546,505.59
50-6017,414,293.45790,388,340,526.2214,997,676.82292,319,230,571.482,416,616.6350,670,199,408.350.00494,674,467,349.1357,989,859,251.47752,615,473,930.6040,156.13117,821,869.4658,107,681,120.9410,046,189,664.750.0010,061,500,816.1837,999,990,640.0189,189,691,779.51127,189,682,419.520.00304,967,294,266.20304,967,294,266.201,138,335,056,930.581,011,145,374,511.05
60-7017,487,420.891,076,655,677,701.2114,036,104.70290,814,817,511.133,451,316.2075,741,172,598.610.00744,088,772,962.8394,807,538,037.471,023,974,349,687.2899,669.26538,569,606.6495,346,107,644.1113,880,592,392.530.004,518,768,659.5876,946,746,591.99115,246,846,489.70192,193,593,081.690.00357,301,731,335.25357,301,731,335.251,472,728,591,405.331,280,534,998,323.64
70-8017,458,919.861,464,589,215,029.8312,360,019.37273,963,108,182.615,098,900.49140,441,388,739.520.001,075,994,680,903.62140,690,017,397.421,365,769,461,985.1033,855.6555,313,312.79140,745,330,710.2114,671,597,780.440.002,100,412,969.38123,973,319,960.39150,878,324,496.86274,851,644,457.250.00416,658,342,737.15416,658,342,737.151,924,615,980,931.841,649,764,336,474.59
80-9017,447,003.402,076,438,276,102.2510,199,608.35240,482,416,136.527,247,395.06214,722,398,992.350.001,629,324,346,271.95238,099,001,838.371,932,004,701,971.5288,002.9234,600,015.16238,133,601,853.5319,992,471,181.850.001,009,005,538.13217,132,125,133.55215,478,212,378.29432,610,337,511.840.00434,714,526,036.51434,714,526,036.512,611,935,235,652.292,179,324,898,140.45
90-10017,457,111.504,596,555,418,628.077,737,428.04186,400,379,937.479,719,683.45326,786,226,618.730.004,079,894,401,255.82855,962,954,767.314,369,082,053,653.03137,046.34806,038,977.92856,768,993,745.2317,936,898,525.979,198,305,267.381,215,806,269.24846,814,594,217.41337,960,948,120.731,184,775,542,338.130.00678,442,738,806.72678,442,738,806.725,489,941,575,654.114,305,166,033,315.98
ALL174,512,955.6511,661,478,050,039.21143,271,477.082,537,468,015,379.8531,241,478.57866,273,420,877.650.008,789,883,937,325.831,468,314,664,626.1911,055,207,800,645.95680,868.632,052,542,354.571,470,367,206,980.7695,994,158,104.019,198,305,267.3895,403,826,896.021,288,167,527,248.111,105,318,268,550.972,393,485,795,799.070.003,041,079,112,721.863,041,079,112,721.8615,242,685,046,887.8412,849,199,251,088.77
90-958,719,212.721,416,638,308,320.464,557,781.15110,187,155,431.904,161,431.57126,215,918,766.350.001,182,468,734,460.78195,647,800,575.581,332,265,436,131.3120,930.1451,564,078.98195,699,364,654.569,659,959,645.2128,312,599.58510,815,457.77185,556,902,151.17138,996,095,894.58324,552,998,045.750.00295,989,843,158.19295,989,843,158.191,783,705,050,682.401,459,152,052,636.65
95-996,989,506.161,685,223,742,781.292,758,310.4465,514,708,025.104,231,195.71144,021,293,851.340.001,476,993,843,189.30277,518,988,989.961,584,893,907,335.7657,283.61160,899,521.41277,679,888,511.377,847,452,653.151,181,949,375.80557,792,032.49270,456,593,201.53138,665,329,244.62409,121,922,446.150.00333,762,801,141.00333,762,801,141.002,123,091,255,739.891,713,969,333,293.74
Top 1%1,748,392.631,494,693,367,526.32421,336.4510,698,516,480.471,327,056.1756,549,014,001.040.001,420,431,823,605.74382,796,165,201.781,451,922,710,185.9658,832.60593,575,377.52383,389,740,579.30429,486,227.627,988,043,292.01147,198,778.98390,801,098,864.7160,299,522,981.53451,100,621,846.240.0048,690,094,507.5348,690,094,507.531,583,145,269,231.821,132,044,647,385.58
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count_3tax_cut_3perc_cut_3tax_inc_3perc_inc_3mean_3tot_change_3share_of_change_3ubi_3benefit_cost_total_3benefit_value_total_3pc_aftertaxinc_3
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0-10z0.000.000.000.000.000.000.000.000.000.000.00nan
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10-2017,449,853.9177,037.950.44277,653.501.590.213,703,600.750.480.00155,877,777,137.91155,877,777,137.910.64
20-3017,452,690.1868,033.200.39797,621.374.571.6528,755,088.243.750.00197,991,200,756.20197,991,200,756.200.75
30-4017,427,662.2848,305.660.281,175,064.556.742.7347,502,561.836.200.00209,851,626,195.25209,851,626,195.250.86
40-5017,469,888.134,359.120.02839,696.364.812.0936,496,174.144.770.00250,950,811,605.74250,950,811,605.740.84
50-6017,414,293.454,793.840.03880,749.065.062.6445,889,991.425.990.00304,967,294,266.20304,967,294,266.200.86
60-7017,487,420.890.000.00921,254.885.273.0753,625,294.677.000.00357,301,731,335.25357,301,731,335.250.86
70-8017,458,919.869,167.850.051,337,637.697.662.8048,926,215.046.390.00416,658,342,737.15416,658,342,737.150.88
80-9017,447,003.4011,933.990.071,528,192.798.769.08158,441,056.1120.690.00434,714,526,036.51434,714,526,036.510.95
90-10017,457,111.50157,649.280.901,480,663.618.4819.41338,763,920.0444.230.00678,442,738,806.72678,442,738,806.720.67
ALL174,512,955.65457,437.170.269,591,856.245.504.39765,894,396.03100.000.003,041,079,112,721.863,041,079,112,721.860.80
90-958,719,212.7211,342.450.13632,057.457.257.9469,262,445.479.040.00295,989,843,158.19295,989,843,158.190.89
95-996,989,506.16106,240.031.52490,061.777.0114.94104,419,807.8413.630.00333,762,801,141.00333,762,801,141.000.72
Top 1%1,748,392.6340,066.802.29358,544.3920.5194.42165,081,666.7221.550.0048,690,094,507.5348,690,094,507.530.31
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count_3tax_cut_3perc_cut_3tax_inc_3perc_inc_3mean_3tot_change_3share_of_change_3ubi_3benefit_cost_total_3benefit_value_total_3pc_aftertaxinc_3
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0-10z0.000.000.000.000.000.000.00-0.000.000.000.00nan
0-10p17,448,112.0412,407,373.8771.110.000.00-96.16-1,677,843,701.670.850.0034,323,063,844.9334,323,063,844.930.81
10-2017,449,853.9111,136,687.2163.820.000.00-243.14-4,242,719,584.952.140.00155,877,777,137.91155,877,777,137.910.64
20-3017,452,690.1811,940,048.6268.410.000.00-402.67-7,027,618,379.523.550.00197,991,200,756.20197,991,200,756.200.75
30-4017,427,662.2813,019,600.5674.710.000.00-591.61-10,310,406,481.675.210.00209,851,626,195.25209,851,626,195.250.86
40-5017,469,888.1313,184,159.0675.470.000.00-751.01-13,120,078,903.486.630.00250,950,811,605.74250,950,811,605.740.84
50-6017,414,293.4513,898,493.9479.810.000.00-949.12-16,528,174,049.968.350.00304,967,294,266.20304,967,294,266.200.86
60-7017,487,420.8913,699,999.7378.340.000.00-1,222.68-21,381,494,364.6910.800.00357,301,731,335.25357,301,731,335.250.86
70-8017,458,919.8613,556,482.5277.650.000.00-1,604.11-28,006,107,032.2914.150.00416,658,342,737.15416,658,342,737.150.88
80-9017,447,003.4014,533,610.6583.300.000.00-2,286.42-39,891,122,062.1420.160.00434,714,526,036.51434,714,526,036.510.95
90-10017,457,111.5014,752,344.2184.514,152.020.02-3,192.51-55,732,080,478.1828.160.00678,442,738,806.72678,442,738,806.720.67
ALL174,512,955.65132,128,800.3975.714,152.020.00-1,134.11-197,917,645,038.55100.000.003,041,079,112,721.863,041,079,112,721.860.80
90-958,719,212.727,453,858.1785.490.000.00-2,905.88-25,336,968,995.6612.800.00295,989,843,158.19295,989,843,158.190.89
95-996,989,506.165,732,563.4982.020.000.00-3,420.51-23,907,693,260.5012.080.00333,762,801,141.00333,762,801,141.000.72
Top 1%1,748,392.631,565,922.5589.564,152.020.24-3,710.50-6,487,418,222.013.280.0048,690,094,507.5348,690,094,507.530.31
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count_3tax_cut_3perc_cut_3tax_inc_3perc_inc_3mean_3tot_change_3share_of_change_3ubi_3benefit_cost_total_3benefit_value_total_3pc_aftertaxinc_3
0-10n0.000.000.000.000.000.000.00-0.000.000.000.00nan
0-10z0.000.000.000.000.000.000.00-0.000.000.000.00nan
0-10p17,448,112.0412,407,373.8771.110.000.00-95.94-1,674,053,207.870.850.0034,323,063,844.9334,323,063,844.930.81
10-2017,449,853.9111,136,687.2163.820.000.00-242.93-4,239,015,984.212.150.00155,877,777,137.91155,877,777,137.910.64
20-3017,452,690.1811,940,048.6268.410.000.00-401.02-6,998,863,291.283.550.00197,991,200,756.20197,991,200,756.200.75
30-4017,427,662.2813,019,600.5674.710.000.00-588.89-10,262,903,919.845.210.00209,851,626,195.25209,851,626,195.250.86
40-5017,469,888.1313,184,159.0675.470.000.00-748.92-13,083,582,729.346.640.00250,950,811,605.74250,950,811,605.740.84
50-6017,414,293.4513,898,493.9479.810.000.00-946.48-16,482,284,058.548.360.00304,967,294,266.20304,967,294,266.200.86
60-7017,487,420.8913,699,999.7378.340.000.00-1,219.61-21,327,869,070.0210.820.00357,301,731,335.25357,301,731,335.250.86
70-8017,458,919.8613,556,482.5277.650.000.00-1,601.31-27,957,180,817.2514.180.00416,658,342,737.15416,658,342,737.150.88
80-9017,447,003.4014,533,610.6583.300.000.00-2,277.34-39,732,681,006.0320.150.00434,714,526,036.51434,714,526,036.510.95
90-10017,457,111.5014,752,344.2184.514,152.020.02-3,173.11-55,393,316,558.1428.100.00678,442,738,806.72678,442,738,806.720.67
ALL174,512,955.65132,128,800.3975.714,152.020.00-1,129.73-197,151,750,642.52100.000.003,041,079,112,721.863,041,079,112,721.860.80
90-958,719,212.727,453,858.1785.490.000.00-2,897.93-25,267,706,550.1912.820.00295,989,843,158.19295,989,843,158.190.89
95-996,989,506.165,732,563.4982.020.000.00-3,405.57-23,803,273,452.6612.070.00333,762,801,141.00333,762,801,141.000.72
Top 1%1,748,392.631,565,922.5589.564,152.020.24-3,616.09-6,322,336,555.293.210.0048,690,094,507.5348,690,094,507.530.31
"}, "taxcalc_version": "0.8.4-1973-g1b1a109c", "dropq_version": "0.8.4-1973-g1b1a109c"} diff --git a/webapp/apps/taxbrain/tests/response_year_4.json b/webapp/apps/taxbrain/tests/response_year_4.json index f2d28c1b..db58a286 100644 --- a/webapp/apps/taxbrain/tests/response_year_4.json +++ b/webapp/apps/taxbrain/tests/response_year_4.json @@ -1 +1 @@ -{"aggr_1": {"ind_tax_4": "1430190947811.38", "combined_tax_4": "2847692813539.56", "payroll_tax_4": "1417501865728.18"}, "aggr_2": {"ind_tax_4": "1943876106392.17", "combined_tax_4": "4040509514084.57", "payroll_tax_4": "2096633407692.40"}, "diff_ptax_xdec": {"20-30_4": ["17926159.36", "0.00", "0.00", "12648307.66", "70.56", "1334.84", "23928608562.70", "3.52", "319507143603.53", "187542524307.10", "187542524307.10", "51.56"], "40-50_4": ["17926926.71", "0.00", "0.00", "13738273.11", "76.63", "2457.31", "44051934903.14", "6.49", "376276369491.18", "263204287230.56", "263204287230.56", "35.69"], "0-10p_4": ["16549618.88", "0.00", "0.00", 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$0-10K11,249,618.4935,402,695,455.5811,195,916.21105,483,507,072.4853,702.28287,868,695.390.002,105,312,829.40138,317,697.1635,128,624,714.910.000.00138,317,697.1657,620,992.380.003,644,378,534.25-3,563,681,829.474,749,460,083.471,185,778,254.000.0015,967,738,036.5315,967,738,036.5351,641,163,848.4950,455,385,594.49
$10-20K12,143,997.18108,290,062,878.7012,062,031.08169,721,722,073.2281,966.091,250,484,536.060.009,820,301,870.15837,544,439.91107,211,289,982.3033,797.086,271,715.36843,816,155.27242,034,004.480.0013,411,023,717.49-12,809,241,566.7015,167,559,283.962,358,317,717.260.0075,778,782,113.1875,778,782,113.18187,701,710,885.72185,343,393,168.46
$20-30K16,533,557.96229,177,499,562.0716,183,363.68242,434,606,354.02350,194.286,099,551,409.530.0073,397,362,519.567,170,128,641.64224,064,700,264.8590,198.3355,811,825.987,225,940,467.621,654,051,042.930.0018,447,551,009.84-12,875,661,585.1632,719,116,802.8119,843,455,217.650.00168,997,837,979.81168,997,837,979.81414,221,879,964.82394,378,424,747.17
$30-40K17,586,733.23372,672,244,441.1616,961,140.19273,588,996,849.41625,593.0410,787,991,768.230.00164,224,767,514.0617,058,229,145.16364,139,579,970.4796,822.37255,230,997.3017,313,460,142.454,277,041,430.830.0018,895,774,180.97-5,859,355,469.3653,010,421,606.2947,151,066,136.940.00213,736,474,210.64213,736,474,210.64615,581,716,855.96568,430,650,719.02
$40-50K16,019,986.64483,915,641,496.5514,992,126.75254,728,895,494.961,027,859.8918,578,835,616.290.00258,414,847,990.0127,449,544,482.37469,787,413,338.1116,080.7138,898,830.7127,488,443,313.086,549,724,277.250.0014,170,346,349.896,768,372,685.9468,506,164,440.2175,274,537,126.150.00202,607,192,925.01202,607,192,925.01722,582,917,367.47647,308,380,241.32
$50-75K29,933,848.031,248,148,488,727.6026,124,946.21505,413,253,297.643,808,901.8277,885,003,776.060.00755,071,311,272.6085,835,700,962.001,189,932,653,595.82132,609.11196,717,923.2186,032,418,885.2216,585,252,744.910.0019,554,372,963.0449,892,793,177.28168,456,702,530.98218,349,495,708.250.00510,505,481,393.60510,505,481,393.601,838,659,851,799.161,620,310,356,090.91
$75-100K19,221,820.691,216,004,526,041.4415,386,137.54323,970,609,436.533,835,683.1584,658,961,381.600.00843,125,428,373.92107,357,279,432.601,157,427,726,022.11121,358.30681,564,818.80108,038,844,251.4015,308,453,652.430.004,942,875,188.1987,787,515,410.78153,202,218,929.85240,989,734,340.620.00392,534,346,441.90392,534,346,441.901,663,371,616,765.441,422,381,882,424.82
$100-200K37,986,115.334,111,977,401,221.1523,660,185.69553,989,738,940.6614,325,929.64423,116,297,122.140.003,168,937,711,451.38451,954,222,034.823,823,371,183,327.00127,061.2996,360,979.33452,050,583,014.1538,386,474,671.700.003,217,765,551.10410,446,342,791.36504,001,839,899.53914,448,182,690.890.00952,192,658,365.24952,192,658,365.245,281,288,078,714.014,366,839,896,023.12
$200-500K13,628,275.462,975,780,827,998.016,097,626.78149,598,800,379.317,530,648.68256,568,608,043.520.002,572,316,938,499.62469,574,015,835.302,797,842,708,350.2493,822.00297,271,839.46469,871,287,674.7714,909,959,084.141,685,140,963.79914,050,527.33455,732,419,027.09301,411,022,008.90757,143,441,035.990.00610,206,761,616.03610,206,761,616.033,770,236,511,299.543,013,093,070,263.55
$500-1000K1,015,307.90626,113,650,511.17282,930.957,345,386,668.40732,376.9430,459,242,166.100.00585,788,533,073.98142,901,852,499.18603,464,593,968.5010,349.6055,195,457.72142,957,047,956.9039,168,020.101,653,722,802.28133,024,003.40144,438,578,735.6833,520,781,977.02177,959,360,712.700.0033,612,171,538.9733,612,171,538.97680,580,325,924.35502,620,965,211.65
>$1000K379,840.66809,761,972,395.7324,422.13494,744,654.44355,418.5419,390,582,467.220.00786,794,774,989.52239,993,680,245.64794,146,099,349.4031,041.86481,167,922.74240,474,848,168.376,485,373.366,641,576,948.250.00247,109,939,743.2624,716,756,377.24271,826,696,120.500.004,483,969,647.454,483,969,647.45832,837,090,111.57561,010,393,991.06
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s006_4c00100_4num_returns_StandardDed_4standard_4num_returns_ItemDed_4c04470_4c04600_4c04800_4taxbc_4c62100_4num_returns_AMT_4c09600_4c05800_4c07100_4othertaxes_4refund_4iitax_4payrolltax_4combined_4ubi_4benefit_cost_total_4benefit_value_total_4expanded_income_4aftertax_income_4
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=$0K1,107,762.210.001,107,762.2118,185,442,682.240.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00
$0-10K11,249,618.4935,402,704,984.8611,195,916.21105,483,507,072.4853,702.28287,868,695.390.002,105,312,829.40138,317,697.1635,128,634,244.180.000.00138,317,697.1657,620,992.380.003,640,318,222.19-3,559,621,517.414,004,448,168.10444,826,650.690.0015,967,738,036.5315,967,738,036.5351,268,667,420.0750,823,840,769.39
$10-20K12,143,997.18108,307,735,340.7212,061,225.16169,711,440,952.2782,772.011,262,794,605.510.009,823,766,506.11837,890,903.51107,221,824,284.1533,797.086,271,715.36844,162,618.87242,095,409.570.0013,410,473,841.99-12,808,406,632.6912,790,988,253.54-17,418,379.150.0075,778,782,113.1875,778,782,113.18186,531,097,832.52186,548,516,211.68
$20-30K16,533,557.96229,332,514,011.2716,183,363.68242,434,889,352.11350,194.286,099,234,299.640.0073,470,322,749.517,177,382,293.11224,220,111,101.4290,198.3355,811,825.987,233,194,119.091,656,075,470.370.0018,443,405,340.35-12,866,286,691.6327,609,985,560.1914,743,698,868.560.00168,997,837,979.81168,997,837,979.81411,822,328,792.71397,078,629,924.15
$30-40K17,586,733.23373,011,801,100.5816,959,683.84273,570,418,239.23627,049.3910,807,335,765.380.00164,463,520,640.3617,083,950,111.09364,466,353,410.8996,822.37255,230,997.3017,339,181,108.384,282,156,616.070.0018,878,897,807.63-5,821,873,315.3244,746,054,147.1838,924,180,831.860.00213,736,474,210.64213,736,474,210.64611,789,089,785.82572,864,908,953.96
$40-50K16,019,986.64484,329,249,322.6314,992,126.75254,728,895,494.961,027,859.8918,576,391,809.320.00258,757,256,261.4027,485,733,786.82470,204,075,922.8916,080.7138,898,830.7127,524,632,617.546,557,054,068.940.0014,151,902,521.646,815,676,026.9557,820,702,696.9164,636,378,723.860.00202,607,192,925.01202,607,192,925.01717,643,738,482.57653,007,359,758.71
$50-75K29,933,848.031,248,745,467,955.9526,124,946.21505,413,253,297.643,808,901.8277,884,870,721.550.00755,619,401,143.4085,897,275,789.951,190,529,704,079.53132,609.11196,701,822.1186,093,977,612.0616,603,529,441.460.0019,523,956,210.1049,966,491,960.50142,116,645,490.13192,083,137,450.620.00510,505,481,393.60510,505,481,393.601,826,052,659,711.391,633,969,522,260.76
$75-100K19,221,820.691,216,397,627,860.4515,386,137.54323,970,609,436.533,835,683.1584,658,309,410.770.00843,490,998,035.72107,412,005,820.111,157,821,642,804.66121,358.30681,564,818.80108,093,570,638.9115,314,391,633.000.004,931,370,923.7987,847,808,082.11129,226,541,947.98217,074,350,030.090.00392,534,346,441.90392,534,346,441.901,651,756,968,058.261,434,682,618,028.17
$100-200K37,986,115.334,113,243,431,047.1023,660,185.69553,989,738,940.6614,325,929.64423,113,219,187.670.003,170,159,322,432.93452,181,948,706.313,824,640,041,159.98130,134.4499,122,999.07452,281,071,705.3838,391,932,700.500.003,208,843,901.66410,680,295,103.22425,238,220,664.52835,918,515,767.740.00952,192,658,365.24952,192,658,365.245,243,147,909,906.324,407,229,394,138.57
$200-500K13,628,275.462,976,510,546,936.086,097,626.78149,598,800,379.317,530,648.68256,564,800,374.190.002,573,119,565,248.73469,780,336,449.642,798,576,833,259.5067,917.39291,345,186.61470,071,681,636.2414,906,476,323.971,687,126,284.35913,798,951.17455,938,532,645.45256,517,895,002.21712,456,427,647.660.00610,206,761,616.03610,206,761,616.033,748,516,061,276.163,036,059,633,628.50
$500-1000K1,015,307.90626,366,804,447.73282,930.957,345,386,668.40732,376.9430,459,165,165.910.00586,042,087,177.41142,989,692,819.69603,717,844,155.3010,349.6054,955,713.72143,044,648,533.4138,815,386.831,653,780,494.37133,007,392.57144,526,606,248.3629,752,374,222.56174,278,980,470.920.0033,612,171,538.9733,612,171,538.97678,944,552,065.53504,665,571,594.61
>$1000K379,840.66809,922,191,589.6624,422.13494,744,654.44355,418.5419,390,582,467.220.00786,954,994,183.45240,053,034,609.06794,306,318,543.3331,041.86480,871,282.59240,533,905,891.656,485,373.366,641,632,642.860.00247,169,053,161.1623,410,511,736.53270,579,564,897.680.004,483,969,647.454,483,969,647.45832,331,055,810.96561,751,490,913.28
ALL176,868,871.7312,213,796,083,356.78144,138,335.122,606,340,571,229.3032,730,536.61929,104,572,502.540.009,224,006,547,208.411,551,037,568,986.4511,563,059,391,725.60730,309.212,160,775,192.241,553,198,344,178.6998,056,633,416.469,982,539,421.5797,237,213,174.861,367,887,037,008.961,153,250,766,370.762,521,137,803,379.720.003,181,476,373,888.423,181,476,373,888.4215,952,968,020,248.9413,431,830,216,869.22
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count_4tax_cut_4perc_cut_4tax_inc_4perc_inc_4mean_4tot_change_4share_of_change_4ubi_4benefit_cost_total_4benefit_value_total_4pc_aftertaxinc_4
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=$0K1,107,762.210.000.000.000.000.000.000.000.000.000.00nan
$0-10K11,249,618.4921,654.000.19276,878.602.460.364,060,312.060.500.0015,967,738,036.5315,967,738,036.530.73
$10-20K12,143,997.1881,908.200.67109,304.890.900.07834,934.010.100.0075,778,782,113.1875,778,782,113.180.65
$20-30K16,533,557.9670,979.300.43455,175.442.750.579,374,893.531.140.00168,997,837,979.81168,997,837,979.810.68
$30-40K17,586,733.2331,427.290.18973,520.095.542.1337,482,154.034.570.00213,736,474,210.64213,736,474,210.640.78
$40-50K16,019,986.6429,806.510.191,078,628.626.732.9547,303,341.025.770.00202,607,192,925.01202,607,192,925.010.88
$50-75K29,933,848.038,073.770.031,502,291.755.022.4673,698,783.228.980.00510,505,481,393.60510,505,481,393.600.84
$75-100K19,221,820.690.000.00994,794.955.183.1460,292,671.347.350.00392,534,346,441.90392,534,346,441.900.86
$100-200K37,986,115.3322,055.310.063,088,316.938.136.16233,952,311.8628.520.00952,192,658,365.24952,192,658,365.240.92
$200-500K13,628,275.46126,237.830.931,041,273.387.6415.12206,113,618.3625.130.00610,206,761,616.03610,206,761,616.030.76
$500-1000K1,015,307.9014,255.151.40181,359.4017.8686.7088,027,512.6810.730.0033,612,171,538.9733,612,171,538.970.41
>$1000K379,840.6618,615.924.90118,943.1931.31155.6359,113,417.897.210.004,483,969,647.454,483,969,647.450.13
ALL176,868,871.73425,013.280.249,820,487.255.554.64820,253,950.00100.000.003,181,476,373,888.423,181,476,373,888.420.80
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count_4tax_cut_4perc_cut_4tax_inc_4perc_inc_4mean_4tot_change_4share_of_change_4ubi_4benefit_cost_total_4benefit_value_total_4pc_aftertaxinc_4
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$0-10K11,249,618.498,276,933.3973.580.000.00-66.23-745,011,915.370.360.0015,967,738,036.5315,967,738,036.530.73
$10-20K12,143,997.188,546,975.5670.380.000.00-195.70-2,376,571,030.421.150.0075,778,782,113.1875,778,782,113.180.65
$20-30K16,533,557.9610,919,192.1166.040.000.00-309.02-5,109,131,242.612.480.00168,997,837,979.81168,997,837,979.810.68
$30-40K17,586,733.2312,242,487.3069.610.000.00-469.92-8,264,367,459.114.010.00213,736,474,210.64213,736,474,210.640.78
$40-50K16,019,986.6412,187,256.5576.080.000.00-667.01-10,685,461,743.305.180.00202,607,192,925.01202,607,192,925.010.88
$50-75K29,933,848.0323,209,551.9977.540.000.00-879.94-26,340,057,040.8512.770.00510,505,481,393.60510,505,481,393.600.84
$75-100K19,221,820.6915,159,710.4078.870.000.00-1,247.32-23,975,676,981.8711.630.00392,534,346,441.90392,534,346,441.900.86
$100-200K37,986,115.3330,786,617.2381.050.000.00-2,073.48-78,763,619,235.0138.190.00952,192,658,365.24952,192,658,365.240.92
$200-500K13,628,275.4611,337,186.6683.190.000.00-3,294.12-44,893,127,006.6921.770.00610,206,761,616.03610,206,761,616.030.76
$500-1000K1,015,307.90884,362.9087.100.000.00-3,711.59-3,768,407,754.471.830.0033,612,171,538.9733,612,171,538.970.41
>$1000K379,840.66358,052.6794.264,207.931.11-3,438.93-1,306,244,640.710.630.004,483,969,647.454,483,969,647.450.13
ALL176,868,871.73133,912,549.2375.714,207.930.00-1,166.01-206,230,726,930.58100.000.003,181,476,373,888.423,181,476,373,888.420.80
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count_4tax_cut_4perc_cut_4tax_inc_4perc_inc_4mean_4tot_change_4share_of_change_4ubi_4benefit_cost_total_4benefit_value_total_4pc_aftertaxinc_4
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=$0K1,107,762.210.000.000.000.000.000.00-0.000.000.000.00nan
$0-10K11,249,618.498,276,933.3973.580.000.00-65.86-740,951,603.310.360.0015,967,738,036.5315,967,738,036.530.73
$10-20K12,143,997.188,546,975.5670.380.000.00-195.63-2,375,736,096.411.160.0075,778,782,113.1875,778,782,113.180.65
$20-30K16,533,557.9610,919,192.1166.040.000.00-308.45-5,099,756,349.082.480.00168,997,837,979.81168,997,837,979.810.68
$30-40K17,586,733.2312,242,487.3069.610.000.00-467.79-8,226,885,305.084.010.00213,736,474,210.64213,736,474,210.640.78
$40-50K16,019,986.6412,187,256.5576.080.000.00-664.06-10,638,158,402.295.180.00202,607,192,925.01202,607,192,925.010.88
$50-75K29,933,848.0323,209,551.9977.540.000.00-877.48-26,266,358,257.6312.790.00510,505,481,393.60510,505,481,393.600.84
$75-100K19,221,820.6915,159,710.4078.870.000.00-1,244.18-23,915,384,310.5311.640.00392,534,346,441.90392,534,346,441.900.86
$100-200K37,986,115.3330,786,617.2381.050.000.00-2,067.33-78,529,666,923.1438.230.00952,192,658,365.24952,192,658,365.240.92
$200-500K13,628,275.4611,337,186.6683.190.000.00-3,278.99-44,687,013,388.3321.750.00610,206,761,616.03610,206,761,616.030.76
$500-1000K1,015,307.90884,362.9087.100.000.00-3,624.89-3,680,380,241.781.790.0033,612,171,538.9733,612,171,538.970.41
>$1000K379,840.66355,534.3393.606,726.271.77-3,283.30-1,247,131,222.820.610.004,483,969,647.454,483,969,647.450.13
ALL176,868,871.73133,910,030.8975.716,726.270.00-1,161.37-205,410,472,980.57100.000.003,181,476,373,888.423,181,476,373,888.420.80
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s006_4c00100_4num_returns_StandardDed_4standard_4num_returns_ItemDed_4c04470_4c04600_4c04800_4taxbc_4c62100_4num_returns_AMT_4c09600_4c05800_4c07100_4othertaxes_4refund_4iitax_4payrolltax_4combined_4ubi_4benefit_cost_total_4benefit_value_total_4expanded_income_4aftertax_income_4
0-10n0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00
0-10z0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00
0-10p17,681,497.7973,857,854,875.6017,627,795.51197,289,116,829.4153,702.28287,868,695.390.003,301,819,460.09215,845,005.8673,583,784,134.9214,728.91178,699.56216,023,705.4267,015,568.290.009,220,027,149.47-9,071,019,012.3411,121,706,938.162,050,687,925.830.0036,282,576,864.3936,282,576,864.39111,338,935,513.29109,288,247,587.46
10-2017,681,327.41198,556,349,096.8117,369,727.36255,466,016,051.70311,600.055,427,249,932.210.0046,964,528,797.534,367,891,569.29193,933,881,346.8173,782.1518,182,069.004,386,073,638.29944,197,277.440.0019,302,444,207.75-15,860,567,846.9128,181,294,542.8512,320,726,695.940.00163,551,169,924.21163,551,169,924.21372,713,534,410.72360,392,807,714.77
20-3017,669,026.52331,333,381,115.7817,140,991.63270,106,452,411.98528,034.899,128,642,477.110.00134,684,343,115.0713,937,533,219.42324,012,847,906.4490,383.60244,439,526.3514,181,972,745.773,674,817,490.930.0019,892,843,129.21-9,385,687,874.3747,497,809,154.3238,112,121,279.940.00203,494,926,018.15203,494,926,018.15561,213,130,821.18523,101,009,541.24
30-4017,698,404.27487,266,231,758.5016,739,075.48279,727,243,744.97959,328.7917,429,077,603.080.00248,033,819,287.4026,203,112,247.29473,789,428,179.0158,003.8393,413,074.4426,296,525,321.726,045,053,275.210.0016,850,044,647.573,401,427,398.9468,929,780,349.9272,331,207,748.860.00220,871,551,561.08220,871,551,561.08745,513,259,049.52673,182,051,300.66
40-5017,690,284.18634,416,208,679.6216,080,539.58292,129,202,925.561,609,744.6129,670,972,325.730.00369,037,132,095.6139,928,707,747.49611,936,416,876.8680,063.77178,904,534.8640,107,612,282.359,590,001,666.320.0013,500,264,800.5517,017,345,815.4886,709,958,528.40103,727,304,343.880.00269,185,565,234.65269,185,565,234.65946,940,133,255.47843,212,828,911.59
50-6017,693,635.57824,756,092,624.6415,037,549.15302,391,894,060.992,656,086.4256,058,307,129.060.00516,582,143,575.3260,679,473,941.39783,468,426,272.8372,888.89132,807,039.8460,812,280,981.2210,255,554,846.720.0010,020,060,726.0940,536,665,408.42110,541,656,579.42151,078,321,987.840.00321,184,453,327.94321,184,453,327.941,197,855,008,307.941,046,776,686,320.10
60-7017,693,995.191,130,797,323,794.8814,053,068.40297,149,718,513.233,640,926.7981,112,533,963.600.00783,816,698,460.29100,177,485,028.871,074,594,376,837.84101,014.75566,571,167.31100,744,056,196.1814,010,051,031.120.004,267,039,452.1882,466,965,712.88142,339,413,108.30224,806,378,821.180.00366,410,569,790.32366,410,569,790.321,546,243,810,339.961,321,437,431,518.77
70-8017,678,734.631,527,307,418,162.5912,332,211.87280,437,378,111.475,346,522.76151,121,197,644.500.001,122,520,297,475.74147,157,765,582.521,420,898,524,867.1134,312.5356,484,081.05147,214,249,663.5615,071,028,750.450.002,210,971,577.22129,932,249,335.89186,691,934,646.94316,624,183,982.820.00436,202,315,316.28436,202,315,316.282,023,199,078,492.281,706,574,894,509.46
80-9017,681,423.022,171,822,266,707.7210,144,454.68244,667,736,708.547,536,968.35229,250,341,486.990.001,705,686,555,701.77250,148,437,194.792,017,524,998,308.0089,190.9336,048,004.15250,184,485,198.9320,348,034,748.430.00832,478,321.65229,003,972,128.85266,214,414,593.12495,218,386,721.980.00449,293,441,781.47449,293,441,781.472,746,855,803,088.762,251,637,416,366.78
90-10017,700,543.144,829,357,892,672.797,615,183.73187,004,388,604.4810,085,359.41349,597,235,724.470.004,289,369,952,415.36907,454,263,878.884,584,999,896,913.65138,771.30837,464,114.06908,291,727,992.9418,010,510,639.619,980,440,714.321,236,226,075.55899,025,431,992.11411,253,524,859.911,310,278,956,852.020.00714,999,804,069.94714,999,804,069.945,799,995,586,804.104,489,716,629,952.09
ALL176,868,871.7312,209,471,019,488.93144,140,597.392,606,369,147,962.3432,728,274.34929,083,426,982.140.009,219,997,290,384.191,550,270,515,415.7911,558,742,581,643.46753,140.662,164,492,310.611,552,435,007,726.4098,016,265,294.529,980,440,714.3297,332,400,087.251,367,066,783,058.951,359,481,493,301.342,726,548,276,360.290.003,181,476,373,888.423,181,476,373,888.4216,051,868,280,083.2113,325,320,003,722.92
90-958,844,367.101,480,606,186,711.364,480,699.02110,466,698,101.604,363,668.08136,979,917,609.540.001,235,544,333,498.16205,061,227,339.041,388,553,217,878.3421,212.3453,822,650.12205,115,049,989.169,833,899,358.1134,303,504.68562,917,532.24194,752,536,603.48171,750,103,436.74366,502,640,040.220.00309,731,148,677.10309,731,148,677.101,878,451,710,130.811,511,949,070,090.58
95-997,073,168.951,752,783,294,233.352,706,141.5465,420,931,777.734,367,027.41152,854,733,985.730.001,536,039,870,262.34289,419,931,528.481,645,874,324,921.8658,058.75171,382,155.34289,591,313,683.827,826,567,818.121,365,446,653.30522,041,975.71282,608,150,543.29168,431,378,963.52451,039,529,506.810.00354,210,150,772.59354,210,150,772.592,227,938,085,995.321,776,898,556,488.51
Top 1%1,783,007.081,595,968,411,728.07428,343.1611,116,758,725.151,354,663.9259,762,584,129.200.001,517,785,748,654.86412,973,105,011.351,550,572,354,113.4559,500.21612,259,308.60413,585,364,319.96350,043,463.378,580,690,556.34151,266,567.59421,664,744,845.3471,072,042,459.65492,736,787,304.980.0051,058,504,620.2551,058,504,620.251,693,605,790,677.981,200,869,003,373.00
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s006_4c00100_4num_returns_StandardDed_4standard_4num_returns_ItemDed_4c04470_4c04600_4c04800_4taxbc_4c62100_4num_returns_AMT_4c09600_4c05800_4c07100_4othertaxes_4refund_4iitax_4payrolltax_4combined_4ubi_4benefit_cost_total_4benefit_value_total_4expanded_income_4aftertax_income_4
0-10n0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00
0-10z0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00
0-10p17,681,497.7973,866,414,841.8617,627,795.51197,289,116,829.4153,702.28287,868,695.390.003,304,188,924.01216,081,952.2573,592,344,101.1914,728.91178,699.56216,260,651.8167,015,568.290.009,214,935,238.23-9,065,690,154.709,378,410,947.36312,720,792.660.0036,282,576,864.3936,282,576,864.39110,475,847,484.15110,163,126,691.49
10-2017,681,327.41198,660,316,769.5317,368,921.44255,455,734,930.76312,405.975,439,253,097.550.0047,009,484,425.654,372,387,132.10194,031,094,489.4973,782.1518,182,069.004,390,569,201.10944,873,528.910.0019,302,386,879.22-15,856,691,207.0323,776,312,626.367,919,621,419.330.00163,551,169,924.21163,551,169,924.21370,615,011,125.18362,695,389,705.86
20-3017,669,026.52331,635,719,586.9017,139,535.29270,088,156,799.89529,491.249,147,976,268.470.00134,870,461,228.2413,957,011,374.05324,302,415,915.8090,383.60244,439,526.3514,201,450,900.403,678,981,410.360.0019,877,851,172.58-9,355,381,682.5440,092,575,989.7430,737,194,307.200.00203,494,926,018.15203,494,926,018.15557,812,852,710.02527,075,658,402.81
30-4017,698,404.27487,717,062,325.6116,739,075.48279,727,243,744.97959,328.7917,426,633,796.110.00248,406,854,942.2126,242,676,593.76474,243,313,504.8358,003.8393,413,074.4426,336,089,668.206,054,361,910.390.0016,827,253,568.603,454,474,189.2158,183,629,310.1661,638,103,499.370.00220,871,551,561.08220,871,551,561.08740,582,092,583.29678,943,989,083.92
40-5017,690,284.18634,677,730,240.8916,080,539.58292,129,202,925.561,609,744.6129,670,972,325.730.00369,267,811,437.7939,953,396,888.29612,197,938,438.1380,063.77178,904,534.8640,132,301,423.169,598,624,898.210.0013,482,428,875.0517,051,247,649.8973,146,925,494.5490,198,173,144.440.00269,185,565,234.65269,185,565,234.65940,415,178,651.71850,217,005,507.27
50-6017,693,635.57825,186,447,492.2515,037,549.15302,391,894,060.992,656,086.4256,058,174,074.550.00516,973,660,293.4460,724,674,937.33783,898,852,395.8072,888.89132,790,938.7360,857,465,876.0610,266,987,853.960.0010,002,450,077.4740,588,027,944.6393,261,170,420.28133,849,198,364.920.00321,184,453,327.94321,184,453,327.941,189,610,181,837.001,055,760,983,472.08
60-7017,693,995.191,131,155,692,662.1314,053,068.40297,149,718,513.233,640,926.7981,111,881,992.770.00784,159,269,336.18100,229,631,482.711,074,953,560,668.63101,014.75566,571,167.31100,796,202,650.0314,014,591,472.470.004,259,421,225.7382,522,189,951.84120,063,183,583.90202,585,373,535.740.00366,410,569,790.32366,410,569,790.321,535,448,773,195.281,332,863,399,659.54
70-8017,678,734.631,527,697,062,399.6412,332,211.87280,437,378,111.475,346,522.76151,119,760,549.930.001,122,883,674,511.94147,207,812,045.891,421,289,938,320.1134,312.5356,484,081.05147,264,296,126.9315,072,359,737.230.002,208,331,997.75129,983,604,391.95157,463,155,356.94287,446,759,748.890.00436,202,315,316.28436,202,315,316.282,008,959,120,064.501,721,512,360,315.62
80-9017,681,423.022,172,617,176,387.7810,144,454.68244,667,736,708.547,536,968.35229,249,183,860.660.001,706,460,951,811.66250,308,865,547.652,018,320,804,175.9789,190.9339,071,142.66250,347,936,690.3120,350,986,496.800.00828,671,420.12229,168,278,773.39224,630,232,872.08453,798,511,645.470.00449,293,441,781.47449,293,441,781.472,726,849,679,959.682,273,051,168,314.21
90-10017,700,543.144,830,582,460,650.197,615,183.73187,004,388,604.4810,085,359.41349,592,867,841.380.004,290,670,190,297.28907,825,031,032.414,586,229,129,715.65115,939.84830,739,958.28908,655,770,990.6918,007,850,539.839,982,539,421.571,233,482,720.12899,396,977,152.31353,255,169,769.401,252,652,146,921.710.00714,999,804,069.94714,999,804,069.945,772,199,282,638.134,519,547,135,716.42
ALL176,868,871.7312,213,796,083,356.78144,138,335.122,606,340,571,229.3032,730,536.61929,104,572,502.540.009,224,006,547,208.411,551,037,568,986.4511,563,059,391,725.60730,309.212,160,775,192.241,553,198,344,178.6998,056,633,416.469,982,539,421.5797,237,213,174.861,367,887,037,008.961,153,250,766,370.762,521,137,803,379.720.003,181,476,373,888.423,181,476,373,888.4215,952,968,020,248.9413,431,830,216,869.22
90-958,844,367.101,480,909,163,433.754,480,699.02110,466,698,101.604,363,668.08136,978,592,523.450.001,235,851,478,184.75205,129,551,092.931,388,857,409,544.5524,285.4954,205,484.73205,183,756,577.669,835,074,651.7734,330,744.88560,442,363.81194,822,570,306.97145,274,250,271.93340,096,820,578.900.00309,731,148,677.10309,731,148,677.101,865,516,219,961.041,525,419,399,382.15
95-997,073,168.951,753,206,238,714.262,706,141.5465,420,931,777.734,367,027.41152,852,040,459.900.001,536,512,114,007.94289,543,646,087.011,646,300,623,033.3133,781.20167,620,440.93289,711,266,527.947,823,800,633.901,367,312,724.13522,041,975.71282,732,736,642.46143,702,573,764.25426,435,310,406.710.00354,210,150,772.59354,210,150,772.592,215,994,218,943.171,789,558,908,536.46
Top 1%1,783,007.081,596,467,058,502.18428,343.1611,116,758,725.151,354,663.9259,762,234,858.030.001,518,306,598,104.59413,151,833,852.471,551,071,097,137.7957,873.15608,914,032.62413,760,747,885.09348,975,254.168,580,895,952.57150,998,380.60421,841,670,202.8964,278,345,733.22486,120,015,936.110.0051,058,504,620.2551,058,504,620.251,690,688,843,733.931,204,568,827,797.82
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count_4tax_cut_4perc_cut_4tax_inc_4perc_inc_4mean_4tot_change_4share_of_change_4ubi_4benefit_cost_total_4benefit_value_total_4pc_aftertaxinc_4
0-10n0.000.000.000.000.000.000.000.000.000.000.00nan
0-10z0.000.000.000.000.000.000.000.000.000.000.00nan
0-10p17,681,497.7977,184.490.44357,796.272.020.305,328,857.640.650.0036,282,576,864.3936,282,576,864.390.80
10-2017,681,327.4178,628.270.44281,402.481.590.223,876,639.880.470.00163,551,169,924.21163,551,169,924.210.64
20-3017,669,026.5249,810.300.28810,032.554.581.7230,306,191.833.690.00203,494,926,018.15203,494,926,018.150.76
30-4017,698,404.2730,152.240.171,272,170.147.193.0053,046,790.266.470.00220,871,551,561.08220,871,551,561.080.86
40-5017,690,284.183,215.410.02786,227.104.441.9233,901,834.424.130.00269,185,565,234.65269,185,565,234.650.83
50-6017,693,635.574,858.360.03977,070.315.522.9051,362,536.226.260.00321,184,453,327.94321,184,453,327.940.86
60-7017,693,995.190.000.00905,895.495.123.1255,224,238.966.730.00366,410,569,790.32366,410,569,790.320.86
70-8017,678,734.639,291.250.051,378,856.787.802.9051,355,056.066.260.00436,202,315,316.28436,202,315,316.280.88
80-9017,681,423.0212,095.100.071,568,287.978.879.29164,306,644.5320.030.00449,293,441,781.47449,293,441,781.470.95
90-10017,700,543.14159,777.850.901,482,748.168.3820.99371,545,160.2045.300.00714,999,804,069.94714,999,804,069.940.66
ALL176,868,871.73425,013.280.249,820,487.255.554.64820,253,950.00100.000.003,181,476,373,888.423,181,476,373,888.420.80
90-958,844,367.1011,495.300.13611,412.676.917.9270,033,703.488.540.00309,731,148,677.10309,731,148,677.100.89
95-997,073,168.95107,674.851.52498,054.027.0417.61124,586,099.1615.190.00354,210,150,772.59354,210,150,772.590.71
Top 1%1,783,007.0840,607.712.28373,281.4720.9499.23176,925,357.5621.570.0051,058,504,620.2551,058,504,620.250.31
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count_4tax_cut_4perc_cut_4tax_inc_4perc_inc_4mean_4tot_change_4share_of_change_4ubi_4benefit_cost_total_4benefit_value_total_4pc_aftertaxinc_4
0-10n0.000.000.000.000.000.000.00-0.000.000.000.00nan
0-10z0.000.000.000.000.000.000.00-0.000.000.000.00nan
0-10p17,681,497.7912,555,830.8671.010.000.00-98.59-1,743,295,990.800.850.0036,282,576,864.3936,282,576,864.390.80
10-2017,681,327.4111,291,243.8663.860.000.00-249.13-4,404,981,916.492.140.00163,551,169,924.21163,551,169,924.210.64
20-3017,669,026.5212,210,890.9569.110.000.00-419.11-7,405,233,164.583.590.00203,494,926,018.15203,494,926,018.150.76
30-4017,698,404.2713,129,343.0674.180.000.00-607.18-10,746,151,039.765.210.00220,871,551,561.08220,871,551,561.080.86
40-5017,690,284.1813,321,395.8175.300.000.00-766.69-13,563,033,033.866.580.00269,185,565,234.65269,185,565,234.650.83
50-6017,693,635.5714,080,828.6879.580.000.00-976.65-17,280,486,159.148.380.00321,184,453,327.94321,184,453,327.940.86
60-7017,693,995.1913,905,635.1078.590.000.00-1,258.97-22,276,229,524.4010.800.00366,410,569,790.32366,410,569,790.320.86
70-8017,678,734.6313,728,166.0277.650.000.00-1,653.33-29,228,779,290.0014.170.00436,202,315,316.28436,202,315,316.280.88
80-9017,681,423.0214,751,494.0983.430.000.00-2,351.86-41,584,181,721.0420.160.00449,293,441,781.47449,293,441,781.470.95
90-10017,700,543.1414,937,720.7884.394,207.930.02-3,276.64-57,998,355,090.5128.120.00714,999,804,069.94714,999,804,069.940.66
ALL176,868,871.73133,912,549.2375.714,207.930.00-1,166.01-206,230,726,930.58100.000.003,181,476,373,888.423,181,476,373,888.420.80
90-958,844,367.107,567,153.0185.560.000.00-2,993.53-26,475,853,164.8112.840.00309,731,148,677.10309,731,148,677.100.89
95-997,073,168.955,773,312.3081.620.000.00-3,496.14-24,728,805,199.2711.990.00354,210,150,772.59354,210,150,772.590.71
Top 1%1,783,007.081,597,255.4789.584,207.930.24-3,810.25-6,793,696,726.433.290.0051,058,504,620.2551,058,504,620.250.31
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count_4tax_cut_4perc_cut_4tax_inc_4perc_inc_4mean_4tot_change_4share_of_change_4ubi_4benefit_cost_total_4benefit_value_total_4pc_aftertaxinc_4
0-10n0.000.000.000.000.000.000.00-0.000.000.000.00nan
0-10z0.000.000.000.000.000.000.00-0.000.000.000.00nan
0-10p17,681,497.7912,555,830.8671.010.000.00-98.29-1,737,967,133.170.850.0036,282,576,864.3936,282,576,864.390.80
10-2017,681,327.4111,291,243.8663.860.000.00-248.91-4,401,105,276.622.140.00163,551,169,924.21163,551,169,924.210.64
20-3017,669,026.5212,210,890.9569.110.000.00-417.39-7,374,926,972.743.590.00203,494,926,018.15203,494,926,018.150.76
30-4017,698,404.2713,129,343.0674.180.000.00-604.18-10,693,104,249.495.210.00220,871,551,561.08220,871,551,561.080.86
40-5017,690,284.1813,321,395.8175.300.000.00-764.78-13,529,131,199.446.590.00269,185,565,234.65269,185,565,234.650.83
50-6017,693,635.5714,080,828.6879.580.000.00-973.75-17,229,123,622.928.390.00321,184,453,327.94321,184,453,327.940.86
60-7017,693,995.1913,905,635.1078.590.000.00-1,255.85-22,221,005,285.4510.820.00366,410,569,790.32366,410,569,790.320.86
70-8017,678,734.6313,728,166.0277.650.000.00-1,650.42-29,177,424,233.9414.200.00436,202,315,316.28436,202,315,316.280.88
80-9017,681,423.0214,751,494.0983.430.000.00-2,342.56-41,419,875,076.5120.160.00449,293,441,781.47449,293,441,781.470.95
90-10017,700,543.1414,935,202.4584.386,726.270.04-3,255.65-57,626,809,930.3028.050.00714,999,804,069.94714,999,804,069.940.66
ALL176,868,871.73133,910,030.8975.716,726.270.00-1,161.37-205,410,472,980.57100.000.003,181,476,373,888.423,181,476,373,888.420.80
90-958,844,367.107,567,153.0185.560.000.00-2,985.61-26,405,819,461.3312.860.00309,731,148,677.10309,731,148,677.100.89
95-997,073,168.955,773,312.3081.620.000.00-3,478.53-24,604,219,100.1011.980.00354,210,150,772.59354,210,150,772.590.71
Top 1%1,783,007.081,594,737.1489.446,726.270.38-3,711.02-6,616,771,368.873.220.0051,058,504,620.2551,058,504,620.250.31
"}, "taxcalc_version": "0.8.4-1973-g1b1a109c", "dropq_version": "0.8.4-1973-g1b1a109c"} diff --git a/webapp/apps/taxbrain/tests/response_year_5.json b/webapp/apps/taxbrain/tests/response_year_5.json index 297ecbf8..16d6c482 100644 --- a/webapp/apps/taxbrain/tests/response_year_5.json +++ b/webapp/apps/taxbrain/tests/response_year_5.json @@ -1 +1 @@ -{"aggr_1": {"ind_tax_5": "1513394724663.42", "payroll_tax_5": "1482486015569.48", "combined_tax_5": "2995880740232.90"}, "aggr_2": {"ind_tax_5": "2048406407377.83", "payroll_tax_5": "2192387202477.56", "combined_tax_5": "4240793609855.39"}, "diff_ptax_xdec": {"90-95_5": ["9083340.35", "0.00", "0.00", "7719241.05", "84.98", "10177.81", "92448531428.54", "13.02", "267722125134.13", "306763427526.10", "306763427526.10", "9.75"], "40-50_5": ["18167282.97", "0.00", "0.00", "13892415.70", "76.47", "2528.28", "45931981170.89", "6.47", "389421363484.94", "277736329195.46", "277736329195.46", "35.27"], "ALL_5": ["181676570.84", "1454.88", "0.00", "137978889.33", "75.95", "3907.50", "709901186908.08", "100.00", "4048889073999.61", "3292439282997.31", "3292439282997.31", "21.33"], "0-10p_5": ["16776289.92", "0.00", "0.00", "12363732.24", "73.70", "326.35", "5474946078.05", "0.77", "237341572633.38", "37885765600.41", "37885765600.41", "184.15"], "20-30_5": ["18168182.12", "0.00", "0.00", "12820902.34", "70.57", "1379.39", "25061078932.68", "3.53", "330694030336.70", "195961942891.67", "195961942891.67", "51.00"], "30-40_5": ["18167768.67", "0.00", "0.00", "13257145.30", "72.97", "1869.17", "33958698470.76", "4.78", "355726382205.92", "244711830934.02", "244711830934.02", "41.58"], "0-10n_5": ["96989.23", "0.00", "0.00", "20920.20", "21.57", "282.58", "27407614.93", "0.00", "2136569283.56", "1065393160.51", "1065393160.51", "-6.98"], "Top 1%_5": ["1816868.76", "1454.88", "0.08", "1599040.20", "88.01", "12465.60", "22648355526.86", "3.19", "53529289102.11", "77703876465.87", "77703876465.87", "1.74"], "70-80_5": ["18167916.88", 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"0.00", "6270306.68", "86.28", "12271.37", "89181868255.20", "12.56", "218528840695.93", "323470378993.19", "323470378993.19", "6.18"], "50-60_5": ["18167999.21", "0.00", "0.00", "14200851.46", "78.16", "3294.73", "59858642259.91", "8.43", "419095928166.64", "324986725238.01", "324986725238.01", "29.58"]}, "diff_comb_xbin": {">$1000K_5": ["470795.34", "136.59", "0.03", "469230.57", "99.67", "22338.70", "10516958179.24", "0.84", "13831222523.07", "10729862117.64", "10729862117.64", "0.83"], "$10-20K_5": ["12143564.95", "0.00", "0.00", "9230955.73", "76.02", "1636.21", "19869401970.10", "1.60", "193072561784.47", "66367601087.80", "66367601087.80", "94.34"], "ALL_5": ["181676570.84", "136.59", "0.00", "154533060.54", "85.06", "6852.36", "1244912869622.49", "100.00", "4048889073999.61", "3292439282997.31", "3292439282997.31", "21.33"], "$30-40K_5": ["17194134.08", "0.00", "0.00", "13138218.25", "76.41", "3345.30", "57519529814.84", "4.62", "317771425073.47", "197804129460.36", 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$0-10K11,125,034.2335,212,629,610.5011,070,606.43105,044,771,278.7854,427.81295,518,905.390.002,253,224,347.71150,110,284.4134,931,632,353.120.000.00150,110,284.4161,775,415.220.003,565,718,848.85-3,477,383,979.664,702,917,273.031,225,533,293.370.0015,948,103,253.5315,948,103,253.5351,371,130,361.2050,145,597,067.83
$10-20K11,850,421.92105,111,876,743.2711,767,590.02168,844,616,195.8682,831.901,291,189,210.210.008,211,815,999.02691,970,129.32103,999,863,917.7534,253.318,355,346.19700,325,475.51183,625,491.680.0012,790,676,085.68-12,273,976,101.8514,632,086,569.622,358,110,467.770.0076,387,453,719.6976,387,453,719.69184,604,232,134.36182,246,121,666.58
$20-30K15,992,390.67221,434,666,447.2115,681,548.57239,956,522,014.94310,842.115,656,442,231.610.0068,434,614,260.846,618,383,396.57216,688,882,198.5369,783.6543,759,316.696,662,142,713.261,546,548,059.770.0018,827,832,636.43-13,712,237,982.9431,663,567,682.9217,951,329,699.970.00166,616,711,627.06166,616,711,627.06402,514,779,970.41384,563,450,270.43
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$500-1000K1,084,558.27676,776,658,865.11303,012.838,083,312,666.37781,545.4433,315,963,363.090.00632,639,503,402.27153,292,675,183.23651,972,422,975.3010,701.6258,564,362.54153,351,239,545.7741,586,238.661,794,397,203.19139,725,166.38154,964,325,343.9336,323,545,901.73191,287,871,245.650.0036,310,917,086.9336,310,917,086.93735,773,131,200.36544,485,259,954.70
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ALL179,256,603.7912,795,580,749,949.92145,016,459.762,673,565,655,398.7234,240,144.031,000,581,543,062.860.009,681,712,946,009.151,636,546,743,823.6912,094,334,404,269.87744,225.272,278,436,416.291,638,825,180,239.98100,177,767,174.5310,746,269,475.9799,844,460,618.581,449,549,221,922.851,420,814,932,168.202,870,364,154,091.040.003,339,774,363,037.843,339,774,363,037.8416,820,354,694,254.9413,949,990,540,163.90
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s006_5c00100_5num_returns_StandardDed_5standard_5num_returns_ItemDed_5c04470_5c04600_5c04800_5taxbc_5c62100_5num_returns_AMT_5c09600_5c05800_5c07100_5othertaxes_5refund_5iitax_5payrolltax_5combined_5ubi_5benefit_cost_total_5benefit_value_total_5expanded_income_5aftertax_income_5
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$10-20K11,850,421.92105,127,713,044.8211,767,590.02168,844,616,195.8682,831.901,291,189,210.210.008,214,478,691.41692,236,398.55104,015,700,219.3034,253.318,355,346.19700,591,744.75183,625,491.680.0012,788,737,951.63-12,271,771,698.5612,339,235,514.3967,463,815.830.0076,387,453,719.6976,387,453,719.69183,473,642,908.29183,406,179,092.46
$20-30K15,992,390.67221,582,113,661.1715,681,548.57239,956,817,214.19310,842.115,656,111,444.800.0068,496,318,744.546,624,545,709.50216,836,742,896.0169,783.6543,759,316.696,668,305,026.191,547,918,478.190.0018,826,994,680.26-13,706,608,132.2626,718,876,366.1513,012,268,233.890.00166,616,711,627.06166,616,711,627.06400,189,881,525.98387,177,613,292.09
$30-40K17,044,958.24362,904,642,736.3116,438,713.57267,744,130,568.73606,244.6710,745,915,998.330.00159,295,456,995.1616,504,773,746.82354,367,151,326.87119,761.35291,926,305.7716,796,700,052.594,203,654,917.860.0018,987,301,539.69-6,394,256,404.9643,450,577,978.1837,056,321,573.220.00206,446,638,572.10206,446,638,572.10593,894,347,788.25556,838,026,215.03
$40-50K15,872,237.28473,643,454,659.8214,885,153.46257,539,822,096.50987,083.8118,632,341,483.030.00247,356,141,731.6326,320,265,209.43459,375,850,916.5516,297.7441,254,297.3226,361,519,506.756,010,477,736.650.0014,765,433,406.265,585,608,363.8456,797,882,746.1062,383,491,109.950.00206,679,523,621.94206,679,523,621.94709,817,410,693.01647,433,919,583.07
$50-75K30,770,661.971,269,589,817,807.6427,029,951.35524,588,301,656.733,740,710.6279,195,210,229.130.00764,655,571,111.9486,406,169,974.131,210,039,994,316.2882,450.77192,482,881.1586,598,652,855.2817,060,209,005.810.0020,750,140,502.5448,788,303,346.93144,438,028,542.44193,226,331,889.370.00540,417,159,663.22540,417,159,663.221,877,681,097,295.911,684,454,765,406.55
$75-100K19,876,380.931,264,185,251,090.7115,835,900.35340,243,548,593.084,040,480.5790,857,014,952.580.00868,499,780,725.00110,152,743,030.841,200,954,670,726.95150,792.96547,763,251.48110,700,506,282.3315,594,361,370.370.005,569,779,720.9789,536,365,190.98135,887,545,958.62225,423,911,149.600.00405,711,314,328.05405,711,314,328.051,712,132,677,543.961,486,708,766,394.36
$100-200K39,089,017.224,221,564,371,774.7624,331,355.80579,104,621,466.7314,757,661.42444,786,782,398.190.003,237,174,301,024.18458,930,240,376.993,918,072,978,689.46149,322.72284,425,785.12459,214,666,162.1238,851,519,881.310.003,417,881,675.53416,945,264,605.28433,859,588,739.71850,804,853,344.990.001,027,857,818,736.361,027,857,818,736.365,423,280,861,926.574,572,476,008,581.57
$200-500K14,964,544.653,298,309,520,139.466,459,190.53161,566,414,489.468,505,354.12294,693,902,526.180.002,842,982,951,324.50516,251,754,128.333,094,129,411,194.3578,140.95312,693,658.24516,564,447,786.5716,657,561,642.831,816,567,180.67938,708,808.59500,784,744,515.83290,040,343,159.53790,825,087,675.360.00651,022,741,265.36651,022,741,265.364,134,695,300,114.803,343,870,212,439.44
$500-1000K1,084,558.27677,039,546,120.58303,012.838,083,312,666.37781,545.4433,315,883,544.630.00632,907,017,736.16153,385,232,076.50652,235,410,003.8410,701.6258,299,722.46153,443,531,798.9641,347,450.641,794,457,368.02139,717,122.84155,056,924,593.5132,213,723,639.65187,270,648,233.160.0036,310,917,086.9336,310,917,086.93733,976,135,681.64546,705,487,448.48
>$1000K400,835.65879,046,227,279.9325,019.95515,859,578.96375,815.7021,179,854,040.140.00854,070,255,395.96261,934,507,846.76861,944,768,054.9831,460.70495,624,452.54262,430,132,299.307,657,542.237,137,376,581.720.00269,559,851,338.7825,736,222,036.84295,296,073,375.620.005,472,615,783.755,472,615,783.75904,051,734,010.38608,755,660,634.76
ALL179,256,603.7912,800,097,143,807.50145,013,605.622,673,528,746,667.5634,242,998.171,000,649,724,732.620.009,685,905,497,828.201,637,352,578,782.2512,098,796,166,579.52742,965.772,276,585,016.981,639,629,163,799.23100,220,108,932.7910,748,401,130.4199,747,487,868.221,450,409,968,128.651,205,464,365,196.432,655,874,333,325.070.003,339,774,363,037.843,339,774,363,037.8416,717,078,421,374.7614,061,204,088,049.68
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count_5tax_cut_5perc_cut_5tax_inc_5perc_inc_5mean_5tot_change_5share_of_change_5ubi_5benefit_cost_total_5benefit_value_total_5pc_aftertaxinc_5
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=$0K1,122,716.790.000.000.000.000.000.000.000.000.000.00nan
$0-10K11,125,034.2321,946.470.20280,617.082.520.384,241,578.800.490.0015,948,103,253.5315,948,103,253.530.73
$10-20K11,850,421.9239,791.200.34108,118.170.910.192,204,403.290.260.0076,387,453,719.6976,387,453,719.690.64
$20-30K15,992,390.6783,274.890.52368,674.902.310.355,629,850.680.650.00166,616,711,627.06166,616,711,627.060.68
$30-40K17,044,958.2433,296.850.201,006,644.615.912.1736,924,993.794.290.00206,446,638,572.10206,446,638,572.100.78
$40-50K15,872,237.2830,208.810.191,171,375.447.383.1349,659,865.115.770.00206,679,523,621.94206,679,523,621.940.88
$50-75K30,770,661.977,956.320.031,548,568.425.032.5678,866,975.349.160.00540,417,159,663.22540,417,159,663.220.83
$75-100K19,876,380.931,445.430.011,064,814.855.363.0861,268,046.487.120.00405,711,314,328.05405,711,314,328.050.88
$100-200K39,089,017.2221,674.850.063,119,058.507.986.05236,383,756.8427.460.001,027,857,818,736.361,027,857,818,736.360.91
$200-500K14,964,544.65128,619.540.861,121,973.737.5014.96223,921,656.0026.010.00651,022,741,265.36651,022,741,265.360.78
$500-1000K1,084,558.2714,448.691.33186,688.8817.2185.3892,599,249.5810.760.0036,310,917,086.9336,310,917,086.930.41
>$1000K400,835.6518,867.034.71131,439.9332.79172.1869,015,170.948.020.005,472,615,783.755,472,615,783.750.13
ALL179,256,603.79401,530.080.2210,108,273.595.644.80860,746,205.80100.000.003,339,774,363,037.843,339,774,363,037.840.80
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count_5tax_cut_5perc_cut_5tax_inc_5perc_inc_5mean_5tot_change_5share_of_change_5ubi_5benefit_cost_total_5benefit_value_total_5pc_aftertaxinc_5
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=$0K1,122,716.790.000.000.000.000.000.00-0.000.000.000.00nan
$0-10K11,125,034.238,143,180.1973.200.000.00-66.31-737,711,018.560.340.0015,948,103,253.5315,948,103,253.530.73
$10-20K11,850,421.928,283,789.6369.900.000.00-193.48-2,292,851,055.231.060.0076,387,453,719.6976,387,453,719.690.64
$20-30K15,992,390.6710,640,873.7366.540.000.00-309.19-4,944,691,316.772.300.00166,616,711,627.06166,616,711,627.060.68
$30-40K17,044,958.2411,852,785.0969.540.000.00-470.80-8,024,805,339.813.730.00206,446,638,572.10206,446,638,572.100.78
$40-50K15,872,237.2812,052,327.0375.930.000.00-661.02-10,491,896,497.114.870.00206,679,523,621.94206,679,523,621.940.88
$50-75K30,770,661.9723,462,848.2876.250.000.00-869.79-26,764,052,966.4812.430.00540,417,159,663.22540,417,159,663.220.83
$75-100K19,876,380.9315,855,451.8879.770.000.00-1,268.42-25,211,639,861.3211.710.00405,711,314,328.05405,711,314,328.050.88
$100-200K39,089,017.2231,526,680.6280.650.000.00-2,056.47-80,385,480,133.5437.330.001,027,857,818,736.361,027,857,818,736.360.91
$200-500K14,964,544.6512,584,429.5984.090.000.00-3,405.53-50,962,227,480.3623.660.00651,022,741,265.36651,022,741,265.360.78
$500-1000K1,084,558.27935,737.1086.280.000.00-3,789.40-4,109,822,262.081.910.0036,310,917,086.9336,310,917,086.930.41
>$1000K400,835.65375,420.3593.666,816.921.70-3,548.09-1,422,201,271.150.660.005,472,615,783.755,472,615,783.750.13
ALL179,256,603.79135,717,803.5475.716,816.920.00-1,201.35-215,350,566,971.77100.000.003,339,774,363,037.843,339,774,363,037.840.80
", "diff_comb_xbin": "\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
count_5tax_cut_5perc_cut_5tax_inc_5perc_inc_5mean_5tot_change_5share_of_change_5ubi_5benefit_cost_total_5benefit_value_total_5pc_aftertaxinc_5
<$0K62,845.984,280.056.810.000.00-50.24-3,157,110.430.000.00903,365,379.87903,365,379.87-0.02
=$0K1,122,716.790.000.000.000.000.000.00-0.000.000.000.00nan
$0-10K11,125,034.238,143,180.1973.200.000.00-65.93-733,469,439.760.340.0015,948,103,253.5315,948,103,253.530.73
$10-20K11,850,421.928,283,789.6369.900.000.00-193.30-2,290,646,651.941.070.0076,387,453,719.6976,387,453,719.690.64
$20-30K15,992,390.6710,640,873.7366.540.000.00-308.84-4,939,061,466.092.300.00166,616,711,627.06166,616,711,627.060.68
$30-40K17,044,958.2411,852,785.0969.540.000.00-468.64-7,987,880,346.023.720.00206,446,638,572.10206,446,638,572.100.78
$40-50K15,872,237.2812,052,327.0375.930.000.00-657.89-10,442,236,632.004.870.00206,679,523,621.94206,679,523,621.940.88
$50-75K30,770,661.9723,462,848.2876.250.000.00-867.23-26,685,185,991.1412.440.00540,417,159,663.22540,417,159,663.220.83
$75-100K19,876,380.9315,855,451.8879.770.000.00-1,265.34-25,150,371,814.8411.730.00405,711,314,328.05405,711,314,328.050.88
$100-200K39,089,017.2231,526,680.6280.650.000.00-2,050.42-80,149,096,376.6937.370.001,027,857,818,736.361,027,857,818,736.360.91
$200-500K14,964,544.6512,584,429.5984.090.000.00-3,390.57-50,738,305,824.3523.660.00651,022,741,265.36651,022,741,265.360.78
$500-1000K1,084,558.27935,737.1086.280.000.00-3,704.02-4,017,223,012.501.870.0036,310,917,086.9336,310,917,086.930.41
>$1000K400,835.65375,420.3593.666,816.921.70-3,375.91-1,353,186,100.210.630.005,472,615,783.755,472,615,783.750.13
ALL179,256,603.79135,717,803.5475.716,816.920.00-1,196.55-214,489,820,765.97100.000.003,339,774,363,037.843,339,774,363,037.840.80
", "dist1_xdec": "\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
s006_5c00100_5num_returns_StandardDed_5standard_5num_returns_ItemDed_5c04470_5c04600_5c04800_5taxbc_5c62100_5num_returns_AMT_5c09600_5c05800_5c07100_5othertaxes_5refund_5iitax_5payrolltax_5combined_5ubi_5benefit_cost_total_5benefit_value_total_5expanded_income_5aftertax_income_5
0-10n0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00
0-10z0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00
0-10p17,915,167.2676,913,087,889.1017,860,739.45203,522,434,938.0154,427.81295,518,905.390.003,610,727,564.23241,049,401.3176,632,090,631.7214,927.74397,570.87241,446,972.1874,948,149.440.009,644,117,219.47-9,477,618,396.7411,608,845,226.822,131,226,830.080.0038,638,494,630.2438,638,494,630.24116,957,807,486.08114,826,580,656.00
10-2017,917,247.90209,150,003,754.9417,606,946.38265,795,448,902.36310,301.525,633,287,178.610.0050,200,012,644.564,680,004,018.05204,356,321,516.7668,456.0019,732,887.164,699,736,905.211,025,452,325.010.0020,224,351,112.24-16,550,066,532.0429,620,141,798.4813,070,075,266.440.00170,054,011,836.12170,054,011,836.12389,640,692,596.91376,570,617,330.47
20-3017,930,410.95344,788,155,741.4717,386,357.86279,112,126,203.34544,053.099,642,035,141.600.00141,437,802,510.9414,625,814,675.85337,066,270,296.6697,925.39266,763,176.4214,892,577,852.273,777,828,027.370.0020,463,812,193.83-9,349,062,368.9349,119,375,803.1839,770,313,434.260.00216,628,189,366.58216,628,189,366.58588,352,506,875.56548,582,193,441.30
30-4017,936,907.28509,009,691,902.3516,953,940.41289,865,439,236.94982,966.8718,439,584,023.490.00260,947,733,427.8127,638,830,385.60494,774,065,066.2658,786.9398,401,631.5327,737,232,017.136,332,360,016.670.0017,304,176,615.044,100,695,385.4372,097,249,173.5576,197,944,558.980.00232,984,348,830.40232,984,348,830.40780,693,904,653.42704,495,960,094.44
40-5017,921,736.71665,284,986,399.1616,241,580.80301,609,336,576.371,680,155.9131,880,205,128.790.00389,338,499,987.3742,228,356,891.08641,252,869,496.2581,144.62186,246,338.1642,414,603,229.249,958,233,954.360.0013,771,532,532.4618,684,836,742.4290,806,002,957.10109,490,839,699.530.00281,454,229,916.55281,454,229,916.55991,192,572,054.17881,701,732,354.65
50-6017,914,136.70859,413,677,027.6615,145,481.58310,400,849,762.272,768,655.1261,139,065,925.140.00540,248,461,084.8563,830,158,063.79814,157,779,879.9973,872.81141,324,346.2263,971,482,410.0210,685,367,649.250.009,932,637,438.0243,353,477,322.75115,120,095,112.94158,473,572,435.690.00341,128,273,993.70341,128,273,993.701,251,836,249,180.461,093,362,676,744.78
60-7017,939,300.891,186,919,188,599.0114,113,935.46306,008,444,373.753,825,365.4487,780,836,258.980.00822,694,694,589.14104,877,877,568.471,126,198,276,465.85102,378.80592,889,308.29105,470,766,876.7614,481,555,663.630.004,791,793,104.5286,197,418,108.62149,181,487,500.90235,378,905,609.510.00379,167,801,387.70379,167,801,387.701,617,823,012,834.981,382,444,107,225.47
70-8017,925,790.461,592,416,271,379.4712,386,108.45286,619,941,568.335,539,682.02160,516,820,468.240.001,173,905,269,492.36154,697,290,856.391,479,611,288,377.3734,776.0357,183,907.64154,754,474,764.0315,273,264,262.180.001,821,157,070.77137,660,053,431.08194,562,174,896.39332,222,228,327.460.00464,545,112,495.95464,545,112,495.952,117,709,015,047.671,785,486,786,720.21
80-9017,913,207.702,273,627,344,198.299,896,912.80244,710,882,927.648,016,294.90250,577,572,778.060.001,786,421,864,735.70263,313,159,324.982,104,662,532,238.1790,394.1943,893,465.71263,357,052,790.6920,447,366,552.500.00611,492,926.47242,298,193,311.72277,689,050,149.81519,987,243,461.520.00470,895,701,625.30470,895,701,625.302,874,418,363,303.232,354,431,119,841.70
90-10017,942,697.945,078,058,343,058.467,424,456.57185,920,750,909.7110,518,241.37374,676,617,254.560.004,512,907,879,972.18960,414,202,638.174,815,622,910,300.83121,562.77871,603,784.30961,285,806,422.4718,121,390,574.1310,746,269,475.971,279,390,405.76952,631,294,918.55431,010,509,549.031,383,641,804,467.580.00744,278,198,955.30744,278,198,955.306,091,730,570,222.474,708,088,765,754.89
ALL179,256,603.7912,795,580,749,949.92145,016,459.762,673,565,655,398.7234,240,144.031,000,581,543,062.860.009,681,712,946,009.151,636,546,743,823.6912,094,334,404,269.87744,225.272,278,436,416.291,638,825,180,239.98100,177,767,174.5310,746,269,475.9799,844,460,618.581,449,549,221,922.851,420,814,932,168.202,870,364,154,091.040.003,339,774,363,037.843,339,774,363,037.8416,820,354,694,254.9513,949,990,540,163.90
90-958,971,387.021,543,860,726,414.034,394,545.34110,229,519,781.444,576,841.68147,673,378,072.840.001,287,590,296,817.09213,997,676,689.431,444,478,386,213.2824,613.6857,516,805.30214,055,193,494.739,962,550,186.3545,045,825.62918,544,943.56203,219,144,190.43178,923,771,446.20382,142,915,636.630.00330,091,159,301.77330,091,159,301.771,966,318,385,001.491,584,175,469,364.86
95-997,177,471.151,850,898,911,167.992,590,276.5664,006,967,758.554,587,194.59164,741,757,551.070.001,623,511,049,701.34307,117,636,406.031,735,443,291,854.8834,236.43176,447,223.08307,294,083,629.117,980,100,786.921,562,095,786.34201,995,657.37300,674,082,971.15178,284,792,690.94478,958,875,662.090.00359,473,955,893.19359,473,955,893.192,338,400,679,368.421,859,441,803,706.33
Top 1%1,793,839.771,683,298,705,476.44439,634.6711,684,263,369.721,354,205.1062,261,481,630.660.001,601,806,533,453.74439,298,889,542.711,635,701,232,232.6762,712.65637,639,755.92439,936,529,298.63178,739,600.869,139,127,864.01158,849,804.83448,738,067,756.9673,801,945,411.89522,540,013,168.850.0054,713,083,760.3454,713,083,760.341,787,011,505,852.561,264,471,492,683.70
", "dist2_xdec": "\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
s006_5c00100_5num_returns_StandardDed_5standard_5num_returns_ItemDed_5c04470_5c04600_5c04800_5taxbc_5c62100_5num_returns_AMT_5c09600_5c05800_5c07100_5othertaxes_5refund_5iitax_5payrolltax_5combined_5ubi_5benefit_cost_total_5benefit_value_total_5expanded_income_5aftertax_income_5
0-10n0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00
0-10z0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00
0-10p17,915,167.2676,919,870,532.7217,860,739.45203,522,434,938.0154,427.81295,518,905.390.003,610,727,564.23241,049,401.3176,638,873,275.3314,927.74397,570.87241,446,972.1874,948,149.440.009,638,312,513.58-9,471,813,690.859,788,868,478.06317,054,787.210.0038,638,494,630.2438,638,494,630.24116,054,601,755.32115,737,546,968.11
10-2017,917,247.90209,261,650,671.8117,606,946.38265,795,448,902.36310,301.525,632,967,031.640.0050,249,584,248.094,684,953,042.96204,468,368,617.3368,456.0019,732,887.164,704,685,930.121,026,173,440.120.0020,224,853,333.42-16,546,340,843.4224,990,611,579.278,444,270,735.850.00170,054,011,836.12170,054,011,836.12387,437,574,404.17378,993,303,668.32
20-3017,930,410.95345,107,154,390.8617,384,881.66279,093,179,031.26545,529.299,662,456,991.830.00141,636,618,076.4714,646,753,795.30337,371,736,634.8797,925.39266,763,176.4214,913,516,971.713,782,263,754.860.0020,447,969,845.94-9,316,716,629.0941,462,281,178.6832,145,564,549.580.00216,628,189,366.58216,628,189,366.58584,842,958,212.70552,697,393,663.11
30-4017,936,907.28509,496,845,711.9816,952,562.47289,847,477,677.86984,344.8118,495,467,843.860.00261,350,111,810.8627,681,328,241.60495,211,140,626.4158,786.9398,401,631.5327,779,729,873.136,342,189,761.760.0017,280,644,778.974,156,895,332.4060,859,050,328.9165,015,945,661.310.00232,984,348,830.40232,984,348,830.40775,548,743,996.20710,532,798,334.89
40-5017,921,736.71665,551,045,094.6016,241,580.80301,609,336,576.371,680,155.9131,880,205,128.790.00389,574,988,879.3142,253,843,324.23641,518,928,191.6981,144.62186,246,338.1642,440,089,662.399,967,250,314.410.0013,754,451,351.8318,718,387,996.1476,601,077,257.6295,319,465,253.760.00281,454,229,916.55281,454,229,916.55984,350,826,996.24889,031,361,742.49
50-6017,914,136.70859,850,484,174.5315,145,481.58310,400,849,762.272,768,655.1261,138,927,135.550.00540,644,743,221.6963,876,598,076.41814,594,661,355.8473,872.81141,307,550.4464,017,905,626.8510,697,423,317.380.009,913,924,599.1043,406,557,710.3797,122,560,308.51140,529,118,018.880.00341,128,273,993.70341,128,273,993.701,243,240,474,842.411,102,711,356,823.53
60-7017,939,300.891,187,300,360,288.0914,113,935.46306,008,444,373.753,825,365.4487,780,156,157.420.00823,059,386,719.18104,932,489,947.661,126,580,298,281.87102,378.80592,889,308.29105,525,379,255.9514,486,281,920.160.004,784,514,556.8186,254,582,778.98125,835,308,122.86212,089,890,901.840.00379,167,801,387.70379,167,801,387.701,606,515,086,504.161,394,425,195,602.33
70-8017,925,790.461,592,811,095,462.3612,386,108.45286,619,941,568.335,539,682.02160,515,321,359.360.001,174,272,693,103.37154,748,252,957.031,480,007,958,016.5634,776.0357,183,907.64154,805,436,864.6715,274,667,535.510.001,818,757,963.62137,712,011,365.53164,099,527,412.13301,811,538,777.660.00464,545,112,495.95464,545,112,495.952,102,856,645,895.911,801,045,107,118.25
80-9017,913,207.702,274,454,595,313.019,896,912.80244,710,882,927.648,016,294.90250,576,445,133.470.001,787,227,644,483.42263,480,385,155.632,105,490,618,285.3590,394.1947,044,813.23263,527,429,968.8720,450,445,190.970.00607,520,925.10242,469,463,852.80234,318,320,767.36476,787,784,620.170.00470,895,701,625.30470,895,701,625.302,853,550,922,015.812,376,763,137,395.64
90-10017,942,697.945,079,344,042,167.537,424,456.57185,920,750,909.7110,518,241.37374,672,259,045.290.004,514,278,999,721.58960,806,924,840.134,816,913,583,294.26120,303.27866,617,833.25961,673,542,673.3818,118,465,548.1610,748,401,130.411,276,537,999.85953,026,940,255.78370,386,759,763.031,323,413,700,018.810.00744,278,198,955.30744,278,198,955.306,062,680,586,751.834,739,266,886,733.02
ALL179,256,603.7912,800,097,143,807.50145,013,605.622,673,528,746,667.5634,242,998.171,000,649,724,732.620.009,685,905,497,828.201,637,352,578,782.2512,098,796,166,579.52742,965.772,276,585,016.981,639,629,163,799.23100,220,108,932.7910,748,401,130.4199,747,487,868.221,450,409,968,128.651,205,464,365,196.432,655,874,333,325.070.003,339,774,363,037.843,339,774,363,037.8416,717,078,421,374.7614,061,204,088,049.68
90-958,971,387.021,544,180,079,430.394,394,545.34110,229,519,781.444,576,841.68147,671,909,243.930.001,287,914,184,042.56214,069,496,453.521,444,799,115,238.5924,613.6858,044,241.95214,127,540,695.479,963,749,435.6845,091,800.26915,963,001.28203,292,920,058.78151,342,907,626.46354,635,827,685.230.00330,091,159,301.77330,091,159,301.771,952,846,829,405.701,598,211,001,720.46
95-997,177,471.151,851,325,650,402.862,590,276.5664,006,967,758.554,587,194.59164,738,947,989.170.001,623,995,855,693.17307,244,632,165.361,735,873,529,192.0834,236.43175,240,519.65307,419,872,685.027,976,760,806.461,564,063,425.93201,995,657.37300,805,179,647.12152,148,916,596.29452,954,096,243.420.00359,473,955,893.19359,473,955,893.192,325,757,120,672.831,872,803,024,429.42
Top 1%1,793,839.771,683,838,312,334.29439,634.6711,684,263,369.721,354,205.1062,261,401,812.200.001,602,368,959,985.85439,492,796,221.241,636,240,938,863.6061,453.15633,333,071.64440,126,129,292.89177,955,306.039,139,245,904.22158,579,341.20448,928,840,549.8866,894,935,540.28515,823,776,090.160.0054,713,083,760.3454,713,083,760.341,784,076,636,673.301,268,252,860,583.14
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count_5tax_cut_5perc_cut_5tax_inc_5perc_inc_5mean_5tot_change_5share_of_change_5ubi_5benefit_cost_total_5benefit_value_total_5pc_aftertaxinc_5
0-10n0.000.000.000.000.000.000.000.000.000.000.00nan
0-10z0.000.000.000.000.000.000.000.000.000.000.00nan
0-10p17,915,167.2645,593.110.25325,750.661.820.325,804,705.890.670.0038,638,494,630.2438,638,494,630.240.79
10-2017,917,247.9080,437.620.45286,193.691.600.213,725,688.610.430.00170,054,011,836.12170,054,011,836.120.64
20-3017,930,410.9550,766.750.28856,974.514.781.8032,345,739.843.760.00216,628,189,366.58216,628,189,366.580.75
30-4017,936,907.2831,720.740.181,435,726.548.003.1356,199,946.976.530.00232,984,348,830.40232,984,348,830.400.86
40-5017,921,736.714,478.220.02780,306.124.351.8733,551,253.723.900.00281,454,229,916.55281,454,229,916.550.83
50-6017,914,136.704,923.530.03982,055.415.482.9653,080,387.626.170.00341,128,273,993.70341,128,273,993.700.86
60-7017,939,300.890.000.00949,533.045.293.1957,164,670.366.640.00379,167,801,387.70379,167,801,387.700.87
70-8017,925,790.469,416.640.051,370,737.077.652.9051,957,934.466.040.00464,545,112,495.95464,545,112,495.950.87
80-9017,913,207.7012,258.210.071,611,512.009.009.56171,270,541.0919.900.00470,895,701,625.30470,895,701,625.300.95
90-10017,942,697.94161,935.250.901,509,484.558.4122.05395,645,337.2345.970.00744,278,198,955.30744,278,198,955.300.66
ALL179,256,603.79401,530.080.2210,108,273.595.644.80860,746,205.80100.000.003,339,774,363,037.843,339,774,363,037.840.80
90-958,971,387.0211,650.790.13619,597.296.918.2273,775,868.348.570.00330,091,159,301.77330,091,159,301.770.89
95-997,177,471.15109,128.221.52498,754.766.9518.27131,096,675.9715.230.00359,473,955,893.19359,473,955,893.190.72
Top 1%1,793,839.7741,156.242.29391,132.5121.80106.35190,772,792.9222.160.0054,713,083,760.3454,713,083,760.340.30
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count_5tax_cut_5perc_cut_5tax_inc_5perc_inc_5mean_5tot_change_5share_of_change_5ubi_5benefit_cost_total_5benefit_value_total_5pc_aftertaxinc_5
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0-10z0.000.000.000.000.000.000.00-0.000.000.000.00nan
0-10p17,915,167.2612,644,368.4970.580.000.00-101.59-1,819,976,748.760.850.0038,638,494,630.2438,638,494,630.240.79
10-2017,917,247.9011,547,970.8564.450.000.00-258.38-4,629,530,219.202.150.00170,054,011,836.12170,054,011,836.120.64
20-3017,930,410.9512,267,484.5168.420.000.00-427.05-7,657,094,624.513.560.00216,628,189,366.58216,628,189,366.580.75
30-4017,936,907.2813,326,956.9974.300.000.00-626.54-11,238,198,844.645.220.00232,984,348,830.40232,984,348,830.400.86
40-5017,921,736.7113,585,973.0075.810.000.00-792.61-14,204,925,699.496.600.00281,454,229,916.55281,454,229,916.550.83
50-6017,914,136.7014,209,446.7279.320.000.00-1,004.66-17,997,534,804.428.360.00341,128,273,993.70341,128,273,993.700.86
60-7017,939,300.8914,201,734.8979.170.000.00-1,301.40-23,346,179,378.0410.840.00379,167,801,387.70379,167,801,387.700.87
70-8017,925,790.4613,852,018.0077.270.000.00-1,699.38-30,462,647,484.2614.150.00464,545,112,495.95464,545,112,495.950.87
80-9017,913,207.7014,913,455.0083.250.000.00-2,421.16-43,370,729,382.4420.140.00470,895,701,625.30470,895,701,625.300.95
90-10017,942,697.9415,168,395.0884.546,816.920.04-3,378.74-60,623,749,786.0028.150.00744,278,198,955.30744,278,198,955.300.66
ALL179,256,603.79135,717,803.5475.716,816.920.00-1,201.35-215,350,566,971.77100.000.003,339,774,363,037.843,339,774,363,037.840.80
90-958,971,387.027,702,488.1585.860.000.00-3,074.31-27,580,863,819.7412.810.00330,091,159,301.77330,091,159,301.770.89
95-997,177,471.155,865,001.5981.710.000.00-3,641.38-26,135,876,094.6512.140.00359,473,955,893.19359,473,955,893.190.72
Top 1%1,793,839.771,600,905.3389.246,816.920.38-3,850.41-6,907,009,871.613.210.0054,713,083,760.3454,713,083,760.340.30
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count_5tax_cut_5perc_cut_5tax_inc_5perc_inc_5mean_5tot_change_5share_of_change_5ubi_5benefit_cost_total_5benefit_value_total_5pc_aftertaxinc_5
0-10n0.000.000.000.000.000.000.00-0.000.000.000.00nan
0-10z0.000.000.000.000.000.000.00-0.000.000.000.00nan
0-10p17,915,167.2612,644,368.4970.580.000.00-101.26-1,814,172,042.870.850.0038,638,494,630.2438,638,494,630.240.79
10-2017,917,247.9011,547,970.8564.450.000.00-258.18-4,625,804,530.592.160.00170,054,011,836.12170,054,011,836.120.64
20-3017,930,410.9512,267,484.5168.420.000.00-425.24-7,624,748,884.673.550.00216,628,189,366.58216,628,189,366.580.75
30-4017,936,907.2813,326,956.9974.300.000.00-623.41-11,181,998,897.675.210.00232,984,348,830.40232,984,348,830.400.86
40-5017,921,736.7113,585,973.0075.810.000.00-790.74-14,171,374,445.776.610.00281,454,229,916.55281,454,229,916.550.83
50-6017,914,136.7014,209,446.7279.320.000.00-1,001.69-17,944,454,416.808.370.00341,128,273,993.70341,128,273,993.700.86
60-7017,939,300.8914,201,734.8979.170.000.00-1,298.21-23,289,014,707.6810.860.00379,167,801,387.70379,167,801,387.700.87
70-8017,925,790.4613,852,018.0077.270.000.00-1,696.48-30,410,689,549.8014.180.00464,545,112,495.95464,545,112,495.950.87
80-9017,913,207.7014,913,455.0083.250.000.00-2,411.60-43,199,458,841.3620.140.00470,895,701,625.30470,895,701,625.300.95
90-10017,942,697.9415,168,395.0884.546,816.920.04-3,356.69-60,228,104,448.7728.080.00744,278,198,955.30744,278,198,955.300.66
ALL179,256,603.79135,717,803.5475.716,816.920.00-1,196.55-214,489,820,765.97100.000.003,339,774,363,037.843,339,774,363,037.840.80
90-958,971,387.027,702,488.1585.860.000.00-3,066.09-27,507,087,951.4012.820.00330,091,159,301.77330,091,159,301.770.89
95-997,177,471.155,865,001.5981.710.000.00-3,623.11-26,004,779,418.6812.120.00359,473,955,893.19359,473,955,893.190.72
Top 1%1,793,839.771,600,905.3389.246,816.920.38-3,744.06-6,716,237,078.693.130.0054,713,083,760.3454,713,083,760.340.30
"}, "taxcalc_version": "0.8.4-1973-g1b1a109c", "dropq_version": "0.8.4-1973-g1b1a109c"} diff --git a/webapp/apps/taxbrain/tests/response_year_6.json b/webapp/apps/taxbrain/tests/response_year_6.json index f23423ba..0597d9a8 100644 --- a/webapp/apps/taxbrain/tests/response_year_6.json +++ b/webapp/apps/taxbrain/tests/response_year_6.json @@ -1 +1 @@ -{"aggr_1": {"ind_tax_6": "1599680708974.22", "combined_tax_6": "3150429547405.73", "payroll_tax_6": "1550748838431.51"}, "aggr_2": {"ind_tax_6": "2157051302988.43", "combined_tax_6": "4450087844489.12", "payroll_tax_6": "2293036541500.69"}, "diff_ptax_xdec": {"20-30_6": ["18412913.86", "0.00", "0.00", "12981718.00", "70.50", "1421.01", "26164869100.47", "3.52", "341926643067.73", "205934126095.78", "205934126095.78", "50.44"], "0-10n_6": ["98298.53", "0.00", "0.00", "21202.59", "21.57", "291.52", "28656055.33", "0.00", "2211969085.91", "1096584075.94", "1096584075.94", "-6.91"], "0-10p_6": ["17005711.74", "0.00", "0.00", "12533906.51", 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0_6
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0_6
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$10-20K11,426,243.75106,292,559,887.7211,299,474.23164,951,733,701.03126,769.521,941,118,751.830.007,387,488,743.49673,133,017.87104,612,421,808.8715,129.22627,606.00673,760,623.87182,451,009.630.0013,083,446,007.93-12,592,136,393.7014,831,408,197.792,239,271,804.090.0068,070,436,733.3668,070,436,733.36177,034,096,510.78174,794,824,706.69
$20-30K15,220,288.79208,630,512,505.9614,951,380.67231,984,105,790.37268,908.115,050,038,717.130.0063,584,922,947.946,034,628,609.09204,411,151,392.3525,993.9415,845,063.786,050,473,672.871,364,287,762.570.0018,103,885,853.26-13,417,699,942.9629,874,962,788.6216,457,262,845.660.00159,725,924,190.61159,725,924,190.61381,373,475,503.69364,916,212,658.03
$30-40K17,125,476.72356,689,215,187.8716,516,881.67273,250,204,520.95608,595.0510,947,661,928.900.00152,281,565,681.6715,803,840,185.14347,940,726,415.29162,820.27316,205,454.4816,120,045,639.624,063,110,455.760.0019,428,299,808.72-7,371,364,624.8650,618,718,992.1343,247,354,367.270.00215,990,604,371.10215,990,604,371.10599,356,273,378.24556,108,919,010.97
$40-50K15,610,344.49450,017,179,823.6414,730,406.02257,739,330,561.67879,938.4617,090,311,205.970.00231,484,009,680.8724,537,212,640.01436,905,849,857.4339,394.5478,958,212.1924,616,170,852.205,515,583,251.900.0014,459,540,120.384,641,047,479.9263,505,021,505.4168,146,068,985.330.00217,450,235,357.19217,450,235,357.19701,935,595,791.96633,789,526,806.63
$50-75K31,804,265.731,315,600,830,862.7827,837,563.61544,102,242,080.213,966,702.1284,673,947,527.580.00788,969,609,233.5288,890,926,702.251,251,990,717,606.1583,563.73198,536,839.4689,089,463,541.7117,703,542,435.980.0023,010,032,194.3248,375,888,911.42179,103,087,620.63227,478,976,532.050.00558,350,556,650.69558,350,556,650.691,958,015,357,218.341,730,536,380,686.29
$75-100K20,104,996.911,280,930,641,293.1716,231,855.46357,365,147,622.943,873,141.4688,033,701,871.590.00872,361,798,992.89109,858,962,850.421,219,670,119,648.62130,969.84452,826,685.95110,311,789,536.3615,000,204,572.710.005,605,694,089.0689,705,890,874.59162,927,028,903.80252,632,919,778.380.00413,882,000,987.54413,882,000,987.541,748,639,470,852.561,496,006,551,074.17
$100-200K40,604,010.984,402,821,003,204.1725,176,799.89607,092,298,311.8915,427,211.09474,991,629,790.860.003,364,251,773,411.16475,484,852,417.184,077,602,546,024.84173,197.01421,330,112.06475,906,182,529.2440,593,864,648.400.003,493,068,040.25431,819,249,840.59538,589,196,014.69970,408,445,855.280.001,090,963,204,467.641,090,963,204,467.645,710,702,991,753.264,740,294,545,897.99
$200-500K16,098,097.323,569,904,039,224.596,769,210.74172,996,827,443.979,328,886.58330,061,716,013.750.003,067,914,554,563.51554,547,381,822.333,341,475,981,520.5378,177.35315,289,605.69554,862,671,428.0217,863,836,971.681,977,927,966.45951,039,940.30538,025,722,482.49371,452,324,437.17909,478,046,919.660.00708,437,581,877.58708,437,581,877.584,508,469,263,927.333,598,991,217,007.67
$500-1000K1,154,434.10699,138,402,218.02315,414.348,556,588,503.72839,019.7636,903,333,922.820.00650,546,816,138.60155,241,485,027.98671,560,369,769.9615,420.3668,983,030.74155,310,468,058.7342,682,308.091,913,600,522.56143,628,415.07157,037,757,858.1240,922,907,705.78197,960,665,563.900.0042,549,742,583.3442,549,742,583.34767,778,029,467.03569,817,363,903.13
>$1000K468,036.21988,303,621,559.0671,557.621,880,483,160.51396,478.5922,960,629,743.270.00960,032,954,040.82293,418,665,304.54969,737,263,353.7031,885.84510,035,070.21293,928,700,374.758,460,963.167,625,600,102.280.00301,545,839,513.8629,620,594,422.91331,166,433,936.770.008,617,500,785.668,617,500,785.661,017,984,411,104.10686,817,977,167.32
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s006_6c00100_6num_returns_StandardDed_6standard_6num_returns_ItemDed_6c04470_6c04600_6c04800_6taxbc_6c62100_6num_returns_AMT_6c09600_6c05800_6c07100_6othertaxes_6refund_6iitax_6payrolltax_6combined_6ubi_6benefit_cost_total_6benefit_value_total_6expanded_income_6aftertax_income_6
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=$0K1,137,873.340.001,137,873.3419,491,625,761.600.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00
$0-10K10,858,808.9233,438,532,952.3810,803,646.64102,906,616,225.2255,162.28303,506,282.820.002,305,125,879.91152,088,843.9633,150,282,726.930.000.00152,088,843.9656,836,138.090.003,231,904,525.89-3,136,651,820.023,764,397,460.47627,745,640.450.0015,676,458,811.4015,676,458,811.4048,948,718,164.2248,320,972,523.77
$10-20K11,426,243.75106,307,855,010.5611,299,474.23164,951,733,701.03126,769.521,941,118,751.830.007,390,272,885.84673,411,432.11104,627,716,931.7015,129.22627,606.00674,039,038.10182,451,009.630.0013,081,305,566.42-12,589,717,537.9512,507,209,733.50-82,507,804.450.0068,070,436,733.3668,070,436,733.36175,887,292,401.47175,969,800,205.92
$20-30K15,220,288.79208,757,955,401.4814,951,380.67231,984,414,464.75268,908.115,049,692,842.470.0063,638,224,018.686,039,934,810.43204,539,026,631.2025,993.9415,845,063.786,055,779,874.201,365,235,688.580.0018,103,904,592.74-13,413,360,407.1225,207,832,804.5111,794,472,397.390.00159,725,924,190.61159,725,924,190.61379,167,353,407.16367,372,881,009.77
$30-40K17,125,476.72357,038,675,322.4416,516,881.67273,250,204,520.95608,595.0510,946,429,640.190.00152,524,780,162.4115,830,018,902.22348,291,726,910.75162,820.27316,205,454.4816,146,224,356.704,067,992,745.520.0019,412,716,456.51-7,334,484,845.3342,731,007,821.1735,396,522,975.840.00215,990,604,371.10215,990,604,371.10595,761,877,927.34560,365,354,951.50
$40-50K15,610,344.49450,440,958,988.3114,730,406.02257,739,330,561.67879,938.4617,087,700,015.870.00231,846,221,315.0124,574,635,678.35437,332,893,009.7139,394.5478,958,212.1924,653,593,890.545,525,763,082.380.0014,435,374,910.754,692,455,897.4153,605,813,829.9258,298,269,727.330.00217,450,235,357.19217,450,235,357.19697,401,270,678.87639,103,000,951.54
$50-75K31,804,265.731,316,306,440,292.7127,837,563.61544,102,242,080.213,966,702.1284,673,712,684.340.00789,606,875,388.4888,963,072,039.031,252,696,516,908.4783,563.73198,536,839.4689,161,608,878.4917,721,285,769.480.0022,979,619,508.2948,460,703,600.71151,108,765,067.62199,569,468,668.330.00558,350,556,650.69558,350,556,650.691,944,685,948,093.221,745,116,479,424.89
$75-100K20,104,996.911,281,287,476,782.5516,231,855.46357,365,147,622.943,873,141.4688,033,152,356.710.00872,682,386,880.32109,905,484,759.011,220,027,642,031.60130,969.84452,809,124.14110,358,293,883.1515,007,197,360.630.005,592,533,394.6289,758,563,127.90137,421,273,759.70227,179,836,887.610.00413,882,000,987.54413,882,000,987.541,736,229,033,699.921,509,049,196,812.31
$100-200K40,604,010.984,404,241,775,414.0925,176,799.89607,092,298,311.8915,427,211.09474,988,721,578.770.003,365,617,655,422.22475,735,462,970.024,079,026,323,044.14173,197.01424,622,564.60476,160,085,534.6240,599,966,975.230.003,483,136,649.00432,076,981,910.39454,384,895,012.55886,461,876,922.940.001,090,963,204,467.641,090,963,204,467.645,669,984,119,605.124,783,522,242,682.19
$200-500K16,098,097.323,570,734,023,540.926,769,210.74172,996,827,443.979,328,886.58330,057,240,240.680.003,068,828,071,193.15554,779,791,136.363,342,310,796,564.5878,663.69312,134,623.82555,091,925,760.1817,859,888,609.541,980,254,398.64950,765,546.58538,261,526,002.71315,831,812,843.43854,093,338,846.150.00708,437,581,877.58708,437,581,877.584,481,485,173,857.113,627,391,835,010.96
$500-1000K1,154,434.10699,428,162,285.71315,414.348,556,588,503.72839,019.7636,903,250,714.870.00650,845,097,094.09155,342,949,149.86671,850,233,847.5915,420.3667,316,774.52155,410,265,924.3842,469,321.351,913,663,411.58143,628,415.07157,137,831,599.5436,185,010,167.40193,322,841,766.940.0042,549,742,583.3442,549,742,583.34765,693,540,333.60572,370,698,566.66
>$1000K468,036.21988,508,536,057.7471,557.621,880,483,160.51396,478.5922,960,629,743.270.00960,237,868,539.50293,494,570,904.16969,942,177,852.3831,885.84509,711,899.42294,004,282,803.588,460,963.167,625,660,497.170.00301,621,482,337.5828,062,658,513.17329,684,140,850.750.008,617,500,785.668,617,500,785.661,017,393,953,266.05687,709,812,415.29
ALL181,676,570.8413,408,014,379,952.39145,905,757.832,743,832,487,695.2435,770,813.011,072,945,154,851.830.0010,165,522,578,779.601,725,491,420,625.5012,655,319,324,362.55757,038.432,376,768,162.411,727,868,188,787.91102,437,547,663.6011,519,578,307.39101,416,253,280.161,535,533,966,151.541,260,828,587,970.092,796,362,554,121.630.003,500,672,739,772.743,500,672,739,772.7417,505,211,588,018.9814,708,849,033,897.35
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count_6tax_cut_6perc_cut_6tax_inc_6perc_inc_6mean_6tot_change_6share_of_change_6ubi_6benefit_cost_total_6benefit_value_total_6pc_aftertaxinc_6
<$0K63,693.600.000.000.000.000.000.000.000.00958,492,956.61958,492,956.61-0.02
=$0K1,137,873.340.000.000.000.000.000.000.000.000.000.00nan
$0-10K10,858,808.9222,242.570.20284,404.572.620.414,434,129.290.490.0015,676,458,811.4015,676,458,811.400.72
$10-20K11,426,243.7536,591.680.32117,429.631.030.212,418,855.750.270.0068,070,436,733.3668,070,436,733.360.67
$20-30K15,220,288.7972,352.950.48319,842.282.100.294,339,535.840.480.00159,725,924,190.61159,725,924,190.610.67
$30-40K17,125,476.7242,707.880.25850,050.234.962.1536,879,779.534.070.00215,990,604,371.10215,990,604,371.100.77
$40-50K15,610,344.4931,793.860.201,301,560.418.343.2951,408,417.495.670.00217,450,235,357.19217,450,235,357.190.84
$50-75K31,804,265.737,703.560.021,607,379.135.052.6784,814,689.299.360.00558,350,556,650.69558,350,556,650.690.84
$75-100K20,104,996.911,464.950.01982,509.834.892.6252,672,253.315.810.00413,882,000,987.54413,882,000,987.540.87
$100-200K40,604,010.9821,766.160.053,362,186.638.286.35257,732,069.8028.440.001,090,963,204,467.641,090,963,204,467.640.91
$200-500K16,098,097.32127,443.100.791,145,944.807.1214.65235,803,520.2326.020.00708,437,581,877.58708,437,581,877.580.79
$500-1000K1,154,434.1017,556.251.52203,227.8417.6086.69100,073,741.4211.040.0042,549,742,583.3442,549,742,583.340.45
>$1000K468,036.2119,121.784.09139,674.5229.84161.6275,642,823.728.350.008,617,500,785.668,617,500,785.660.13
ALL181,676,570.84400,744.750.2210,314,209.855.684.99906,219,815.67100.000.003,500,672,739,772.743,500,672,739,772.740.80
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count_6tax_cut_6perc_cut_6tax_inc_6perc_inc_6mean_6tot_change_6share_of_change_6ubi_6benefit_cost_total_6benefit_value_total_6pc_aftertaxinc_6
<$0K63,693.604,337.626.810.000.00-52.32-3,332,271.000.000.00958,492,956.61958,492,956.61-0.02
=$0K1,137,873.340.000.000.000.000.000.00-0.000.000.000.00nan
$0-10K10,858,808.927,881,622.7972.580.000.00-64.50-700,351,160.960.310.0015,676,458,811.4015,676,458,811.400.72
$10-20K11,426,243.758,326,088.7772.870.000.00-203.41-2,324,198,464.291.030.0068,070,436,733.3668,070,436,733.360.67
$20-30K15,220,288.799,981,873.8065.580.000.00-306.64-4,667,129,984.112.070.00159,725,924,190.61159,725,924,190.610.67
$30-40K17,125,476.7211,805,420.5168.930.000.00-460.58-7,887,711,170.963.500.00215,990,604,371.10215,990,604,371.100.77
$40-50K15,610,344.4911,465,888.7373.450.000.00-634.14-9,899,207,675.494.400.00217,450,235,357.19217,450,235,357.190.84
$50-75K31,804,265.7324,474,828.7876.950.000.00-880.21-27,994,322,553.0112.440.00558,350,556,650.69558,350,556,650.690.84
$75-100K20,104,996.9115,939,501.1879.280.000.00-1,268.63-25,505,755,144.0911.330.00413,882,000,987.54413,882,000,987.540.87
$100-200K40,604,010.9832,667,712.9180.450.000.00-2,073.79-84,204,301,002.1337.410.001,090,963,204,467.641,090,963,204,467.640.91
$200-500K16,098,097.3213,561,435.2384.240.000.00-3,455.10-55,620,511,593.7424.710.00708,437,581,877.58708,437,581,877.580.79
$500-1000K1,154,434.101,042,804.3990.330.000.00-4,104.09-4,737,897,538.382.100.0042,549,742,583.3442,549,742,583.340.45
>$1000K468,036.21398,486.7885.146,909.221.48-3,328.67-1,557,935,909.740.690.008,617,500,785.668,617,500,785.660.13
ALL181,676,570.84137,550,001.4975.716,909.220.00-1,239.03-225,102,654,467.91100.000.003,500,672,739,772.743,500,672,739,772.740.80
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count_6tax_cut_6perc_cut_6tax_inc_6perc_inc_6mean_6tot_change_6share_of_change_6ubi_6benefit_cost_total_6benefit_value_total_6pc_aftertaxinc_6
<$0K63,693.604,337.626.810.000.00-52.32-3,332,271.000.000.00958,492,956.61958,492,956.61-0.02
=$0K1,137,873.340.000.000.000.000.000.00-0.000.000.000.00nan
$0-10K10,858,808.927,881,622.7972.580.000.00-64.09-695,917,031.670.310.0015,676,458,811.4015,676,458,811.400.72
$10-20K11,426,243.758,326,088.7772.870.000.00-203.20-2,321,779,608.551.040.0068,070,436,733.3668,070,436,733.360.67
$20-30K15,220,288.799,981,873.8065.580.000.00-306.35-4,662,790,448.272.080.00159,725,924,190.61159,725,924,190.610.67
$30-40K17,125,476.7211,805,420.5168.930.000.00-458.43-7,850,831,391.433.500.00215,990,604,371.10215,990,604,371.100.77
$40-50K15,610,344.4911,465,888.7373.450.000.00-630.85-9,847,799,258.004.390.00217,450,235,357.19217,450,235,357.190.84
$50-75K31,804,265.7324,474,828.7876.950.000.00-877.54-27,909,507,863.7212.450.00558,350,556,650.69558,350,556,650.690.84
$75-100K20,104,996.9115,939,501.1879.280.000.00-1,266.01-25,453,082,890.7811.350.00413,882,000,987.54413,882,000,987.540.87
$100-200K40,604,010.9832,667,712.9180.450.000.00-2,067.45-83,946,568,932.3437.440.001,090,963,204,467.641,090,963,204,467.640.91
$200-500K16,098,097.3213,561,435.2384.240.000.00-3,440.45-55,384,708,073.5124.700.00708,437,581,877.58708,437,581,877.580.79
$500-1000K1,154,434.101,042,804.3990.330.000.00-4,017.40-4,637,823,796.962.070.0042,549,742,583.3442,549,742,583.340.45
>$1000K468,036.21398,486.7885.146,909.221.48-3,167.05-1,482,293,086.020.660.008,617,500,785.668,617,500,785.660.13
ALL181,676,570.84137,550,001.4975.716,909.220.00-1,234.04-224,196,434,652.24100.000.003,500,672,739,772.743,500,672,739,772.740.80
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s006_6c00100_6num_returns_StandardDed_6standard_6num_returns_ItemDed_6c04470_6c04600_6c04800_6taxbc_6c62100_6num_returns_AMT_6c09600_6c05800_6c07100_6othertaxes_6refund_6iitax_6payrolltax_6combined_6ubi_6benefit_cost_total_6benefit_value_total_6expanded_income_6aftertax_income_6
0-10n0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00
0-10z0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00
0-10p18,165,906.3681,323,929,966.0218,067,924.38210,462,726,725.4997,981.98899,021,756.750.003,954,561,299.83269,244,240.3880,513,103,316.1215,129.22627,606.00269,871,846.3881,632,603.610.0010,095,960,653.88-9,907,721,411.1212,254,676,305.482,346,954,894.370.0039,640,074,524.7139,640,074,524.71122,350,733,618.39120,003,778,724.02
10-2018,152,774.73220,322,068,030.8917,836,110.81274,243,845,285.64316,663.925,892,921,783.970.0054,817,692,658.255,133,398,327.69215,322,728,280.8319,586.609,536,933.305,142,935,261.001,091,447,917.580.0021,084,929,300.20-17,033,441,956.7831,305,001,793.5014,271,559,836.710.00176,100,850,392.52176,100,850,392.52407,923,982,083.37393,652,422,246.65
20-3018,177,633.24362,491,344,430.2417,565,609.38287,356,440,288.63612,023.8610,893,017,085.390.00150,338,909,672.0515,577,278,866.14353,818,999,003.1999,248.10282,146,149.9515,859,425,016.094,031,254,936.900.0021,152,319,040.87-9,324,148,961.6751,562,097,419.7442,237,948,458.070.00226,012,245,633.54226,012,245,633.54616,363,618,078.40574,125,669,620.34
30-4018,163,249.06531,000,157,288.5117,161,823.24300,316,215,262.911,001,425.8219,267,991,113.920.00275,192,226,312.4929,125,701,187.38516,160,534,291.27109,374.05119,325,647.1929,245,026,834.576,591,757,346.610.0017,012,752,891.325,640,516,596.6475,069,743,712.6380,710,260,309.270.00245,641,976,376.81245,641,976,376.81816,195,677,978.66735,485,417,669.39
40-5018,150,769.52687,445,433,741.5416,276,477.56309,423,976,811.851,874,291.9636,209,912,143.830.00403,607,179,628.2943,930,993,542.22660,391,032,982.0682,240.04193,611,939.1944,124,605,481.4210,142,664,213.720.0013,524,409,704.9620,457,531,562.7493,866,851,856.72114,324,383,419.460.00303,547,127,438.45303,547,127,438.451,036,468,686,314.98922,144,302,895.52
50-6018,186,616.81906,404,945,440.4215,328,305.41321,020,077,061.782,858,311.4065,626,893,378.630.00572,594,099,171.5767,909,935,823.06857,776,327,630.2674,869.63148,500,113.3568,058,435,936.4011,116,525,744.210.0010,204,550,792.7146,737,359,399.48120,886,908,888.56167,624,268,288.040.00353,436,049,700.95353,436,049,700.951,311,375,415,187.061,143,751,146,899.02
60-7018,176,636.761,242,660,173,503.7614,189,797.85313,949,353,541.233,986,838.9094,546,121,380.750.00863,733,897,063.13110,459,979,415.401,177,272,121,015.45103,760.40618,022,561.27111,078,001,976.6714,853,757,768.910.004,935,100,838.4791,289,143,369.30155,902,921,593.59247,192,064,962.890.00396,525,210,162.04396,525,210,162.041,691,386,154,635.321,444,194,089,672.43
70-8018,165,354.851,678,182,242,084.6812,287,283.76290,284,960,349.885,878,071.09174,206,850,409.800.001,240,502,471,467.64164,441,135,787.051,556,324,033,346.5035,245.5057,464,061.20164,498,599,848.2415,581,089,444.320.001,519,495,923.81147,398,014,480.11205,028,536,852.67352,426,551,332.780.00475,241,361,206.55475,241,361,206.552,216,102,954,240.931,863,676,402,908.15
80-9018,162,780.932,359,342,323,150.589,780,455.98246,503,009,544.218,382,324.95269,427,296,933.880.001,853,953,515,959.41274,171,328,551.302,177,414,212,002.1191,615.0055,094,962.47274,226,423,513.7720,550,358,396.550.00892,149,337.16252,783,915,780.05287,320,231,802.05540,104,147,582.100.00518,200,958,812.61518,200,958,812.613,010,457,719,060.382,470,353,571,478.28
90-10018,174,848.585,334,117,898,571.877,411,969.45190,271,574,149.2410,762,879.13395,987,569,769.630.004,742,426,066,081.721,013,624,181,680.145,055,588,315,746.00125,483.55894,307,706.641,014,518,489,386.7918,354,372,145.5811,517,128,591.281,094,668,355.361,006,586,577,477.13452,734,272,213.061,459,320,849,690.190.00766,326,885,524.55766,326,885,524.556,384,537,880,360.564,925,217,030,670.37
ALL181,676,570.8413,403,290,516,208.50145,905,757.832,743,832,179,020.8635,770,813.011,072,957,595,756.540.0010,161,120,619,314.381,724,643,177,420.7712,650,581,407,613.80756,552.102,378,637,680.561,727,021,815,101.33102,394,860,517.9811,517,128,591.28101,516,336,838.751,534,627,746,335.881,485,931,242,437.993,020,558,988,773.870.003,500,672,739,772.733,500,672,739,772.7317,613,162,821,558.0414,592,603,832,784.17
90-959,090,989.561,615,405,649,186.644,431,584.11113,616,053,656.684,659,405.45154,568,762,793.200.001,348,948,597,760.99225,043,036,317.941,511,104,529,621.1828,502.0362,537,634.89225,105,573,952.8310,059,405,364.1764,868,122.95721,847,385.04214,389,189,326.57187,351,265,563.57401,740,454,890.140.00344,821,934,518.09344,821,934,518.092,057,560,869,697.291,655,820,414,807.15
95-997,266,860.921,948,105,600,087.992,539,207.8864,686,153,916.334,727,653.03175,952,792,720.150.001,708,119,605,428.89324,042,942,505.391,824,120,746,410.0634,698.62184,549,639.47324,227,492,144.868,171,189,160.271,781,688,852.69209,836,479.79317,628,155,357.48187,903,098,977.19505,531,254,334.670.00364,098,286,704.59364,098,286,704.592,447,241,150,726.121,941,709,896,391.45
Top 1%1,816,998.101,770,606,649,297.24441,177.4511,969,366,576.241,375,820.6465,466,014,256.280.001,685,357,862,891.84464,538,202,856.821,720,363,039,714.7762,282.90647,220,432.28465,185,423,289.10123,777,621.139,670,571,615.64162,984,490.53474,569,232,793.0877,479,907,672.30552,049,140,465.380.0057,406,664,301.8757,406,664,301.871,879,735,859,937.151,327,686,719,471.77
", "dist2_xdec": "\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
s006_6c00100_6num_returns_StandardDed_6standard_6num_returns_ItemDed_6c04470_6c04600_6c04800_6taxbc_6c62100_6num_returns_AMT_6c09600_6c05800_6c07100_6othertaxes_6refund_6iitax_6payrolltax_6combined_6ubi_6benefit_cost_total_6benefit_value_total_6expanded_income_6aftertax_income_6
0-10n0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00
0-10z0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00
0-10p18,165,906.3681,331,170,217.3918,067,924.38210,462,726,725.4997,981.98899,021,756.750.003,954,561,299.83269,244,240.3880,520,343,567.5015,129.22627,606.00269,871,846.3881,632,603.610.0010,089,906,063.24-9,901,666,820.4810,333,461,441.93431,794,621.450.0039,640,074,524.7139,640,074,524.71121,397,366,437.98120,965,571,816.53
10-2018,152,774.73220,439,825,972.4217,836,110.81274,243,845,285.64316,663.925,892,587,036.140.0054,870,208,411.075,138,625,997.23215,440,904,657.1419,586.609,536,933.305,148,162,930.541,092,270,057.970.0021,085,318,883.27-17,029,426,010.7026,412,097,531.199,382,671,520.490.00176,100,850,392.52176,100,850,392.52405,595,287,893.75396,212,616,373.26
20-3018,177,633.24362,823,052,449.3817,565,609.38287,356,748,963.01612,023.8610,891,773,669.840.00150,550,479,840.1215,599,597,874.94354,152,261,291.7799,248.10282,146,149.9515,881,744,024.904,036,225,871.490.0021,135,934,831.91-9,290,416,678.5043,523,739,401.7434,233,322,723.240.00226,012,245,633.54226,012,245,633.54612,676,147,088.54578,442,824,365.30
30-4018,163,249.06531,493,119,377.2517,161,823.24300,316,215,262.911,001,425.8219,265,290,204.620.00275,622,332,895.7429,170,608,997.65516,656,872,516.63109,374.05119,325,647.1929,289,934,644.846,602,479,942.540.0016,987,599,102.585,699,855,599.7263,366,838,882.6269,066,694,482.350.00245,641,976,376.81245,641,976,376.81810,828,603,295.13741,761,908,812.78
40-5018,150,769.52687,744,607,961.0716,276,477.56309,423,976,811.851,874,291.9636,209,912,143.830.00403,860,395,998.8843,958,261,296.11660,690,207,201.5982,240.04193,611,939.1944,151,873,235.3010,152,692,193.950.0013,506,893,176.9220,492,287,864.4379,185,859,127.8599,678,146,992.280.00303,547,127,438.45303,547,127,438.451,029,415,983,764.24929,737,836,771.96
50-6018,186,616.81906,856,156,408.4315,328,305.41321,020,077,061.782,858,311.4065,626,748,254.590.00573,002,936,327.5767,958,006,743.89858,227,616,321.6674,869.63148,482,551.5468,106,489,295.4311,126,049,737.800.0010,186,896,452.4346,793,543,105.20101,986,997,066.81148,780,540,172.010.00353,436,049,700.95353,436,049,700.951,302,343,243,268.151,153,562,703,096.14
60-7018,176,636.761,243,065,220,757.4214,189,797.85313,949,353,541.233,986,838.9094,545,410,250.450.00864,119,915,104.17110,517,489,238.441,177,678,057,181.98103,760.40618,022,561.27111,135,511,799.7114,859,172,100.400.004,925,897,486.3591,350,442,212.96131,505,624,259.25222,856,066,472.210.00396,525,210,162.04396,525,210,162.041,679,574,141,972.231,456,718,075,500.02
70-8018,165,354.851,678,609,050,266.9612,287,283.76290,284,960,349.885,878,071.09174,205,282,916.230.001,240,900,430,442.07164,498,328,590.351,556,752,771,272.6835,245.5057,464,061.20164,555,792,651.5415,581,955,318.440.001,518,147,429.47147,455,689,903.63172,928,787,010.94320,384,476,914.570.00475,241,361,206.55475,241,361,206.552,200,463,197,033.311,880,078,720,118.74
80-9018,162,780.932,360,199,266,888.889,780,455.98246,503,009,544.218,382,324.95269,426,117,830.770.001,854,788,188,095.98274,344,992,150.712,178,272,028,786.6291,615.0058,387,415.01274,403,379,565.7220,554,859,040.700.00885,265,892.35252,963,254,632.66242,441,740,099.72495,404,994,732.380.00518,200,958,812.61518,200,958,812.612,988,865,663,759.752,493,460,669,027.37
90-10018,174,848.585,335,452,909,653.207,411,969.45190,271,574,149.2410,762,879.13395,983,010,788.610.004,743,853,130,364.171,014,036,265,495.795,056,928,261,564.99125,969.88889,163,297.761,014,925,428,793.5518,350,210,796.6811,519,578,307.391,094,393,961.641,007,000,402,342.62389,143,443,148.041,396,143,845,490.660.00766,326,885,524.55766,326,885,524.556,354,051,953,505.904,957,908,108,015.24
ALL181,676,570.8413,408,014,379,952.39145,905,757.832,743,832,487,695.2435,770,813.011,072,945,154,851.830.0010,165,522,578,779.601,725,491,420,625.5012,655,319,324,362.55757,038.432,376,768,162.411,727,868,188,787.91102,437,547,663.6011,519,578,307.39101,416,253,280.161,535,533,966,151.541,260,828,587,970.092,796,362,554,121.630.003,500,672,739,772.733,500,672,739,772.7317,505,211,588,018.9814,708,849,033,897.35
90-959,090,989.561,615,726,387,751.154,431,584.11113,616,053,656.684,659,405.45154,567,224,487.190.001,349,274,195,604.23225,117,246,376.571,511,426,710,506.4628,091.4663,275,757.93225,180,522,134.4910,059,144,286.2065,075,889.72721,847,385.04214,464,606,352.97158,467,741,285.16372,932,347,638.130.00344,821,934,518.09344,821,934,518.092,043,439,345,003.341,670,506,997,365.20
95-997,266,860.921,948,550,375,899.442,539,207.8864,686,153,916.334,727,653.03175,949,855,253.100.001,708,627,286,991.15324,175,633,074.811,824,568,910,628.4535,595.52183,091,262.52324,358,724,337.338,167,785,775.571,783,807,518.12209,836,479.79317,764,909,600.08160,397,391,604.96478,162,301,205.050.00364,098,286,704.59364,098,286,704.592,433,930,574,815.351,955,768,273,610.30
Top 1%1,816,998.101,771,176,146,002.61441,177.4511,969,366,576.241,375,820.6465,465,931,048.330.001,685,951,647,768.78464,743,386,044.411,720,932,640,430.0762,282.90642,796,277.32465,386,182,321.73123,280,734.919,670,694,899.55162,710,096.81474,770,886,389.5670,278,310,257.92545,049,196,647.480.0057,406,664,301.8757,406,664,301.871,876,682,033,687.221,331,632,837,039.74
", "diff_itax_xdec": "\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
count_6tax_cut_6perc_cut_6tax_inc_6perc_inc_6mean_6tot_change_6share_of_change_6ubi_6benefit_cost_total_6benefit_value_total_6pc_aftertaxinc_6
0-10n0.000.000.000.000.000.000.000.000.000.000.00nan
0-10z0.000.000.000.000.000.000.000.000.000.000.00nan
0-10p18,165,906.3646,208.150.25334,166.241.840.336,054,590.640.670.0039,640,074,524.7139,640,074,524.710.80
10-2018,152,774.7380,765.830.44298,215.401.640.224,015,946.090.440.00176,100,850,392.52176,100,850,392.520.65
20-3018,177,633.2446,921.100.26853,492.934.701.8633,732,283.173.720.00226,012,245,633.54226,012,245,633.540.75
30-4018,163,249.0631,793.860.181,458,099.738.033.2759,339,003.096.550.00245,641,976,376.81245,641,976,376.810.85
40-5018,150,769.524,178.480.02822,745.504.531.9134,756,301.693.840.00303,547,127,438.45303,547,127,438.450.82
50-6018,186,616.814,990.030.03983,967.175.413.0956,183,705.726.200.00353,436,049,700.95353,436,049,700.950.86
60-7018,176,636.760.000.00973,048.855.353.3761,298,843.666.760.00396,525,210,162.04396,525,210,162.040.87
70-8018,165,354.859,342.200.051,482,266.128.163.1857,675,423.526.360.00475,241,361,206.55475,241,361,206.550.88
80-9018,162,780.9312,423.960.071,595,597.338.789.87179,338,852.6119.790.00518,200,958,812.61518,200,958,812.610.94
90-10018,174,848.58164,121.130.901,512,610.588.3222.77413,824,865.4945.660.00766,326,885,524.55766,326,885,524.550.66
ALL181,676,570.84400,744.750.2210,314,209.855.684.99906,219,815.67100.000.003,500,672,739,772.733,500,672,739,772.730.80
90-959,090,989.5611,807.940.13606,724.826.678.3075,417,026.418.320.00344,821,934,518.09344,821,934,518.090.89
95-997,266,860.92110,601.791.52504,830.696.9518.82136,754,242.6015.090.00364,098,286,704.59364,098,286,704.590.72
Top 1%1,816,998.1041,711.392.30401,055.0722.07110.98201,653,596.4822.250.0057,406,664,301.8757,406,664,301.870.30
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count_6tax_cut_6perc_cut_6tax_inc_6perc_inc_6mean_6tot_change_6share_of_change_6ubi_6benefit_cost_total_6benefit_value_total_6pc_aftertaxinc_6
0-10n0.000.000.000.000.000.000.00-0.000.000.000.00nan
0-10z0.000.000.000.000.000.000.00-0.000.000.000.00nan
0-10p18,165,906.3612,866,355.4870.830.000.00-105.76-1,921,214,863.560.850.0039,640,074,524.7139,640,074,524.710.80
10-2018,152,774.7311,747,507.6464.710.000.00-269.54-4,892,904,262.312.170.00176,100,850,392.52176,100,850,392.520.65
20-3018,177,633.2412,462,378.4568.560.000.00-442.21-8,038,358,018.003.570.00226,012,245,633.54226,012,245,633.540.75
30-4018,163,249.0613,449,430.6874.050.000.00-644.32-11,702,904,830.015.200.00245,641,976,376.81245,641,976,376.810.85
40-5018,150,769.5213,605,834.3574.960.000.00-808.84-14,680,992,728.876.520.00303,547,127,438.45303,547,127,438.450.82
50-6018,186,616.8114,480,653.4379.620.000.00-1,039.22-18,899,911,821.758.400.00353,436,049,700.95353,436,049,700.950.86
60-7018,176,636.7614,426,770.1779.370.000.00-1,342.23-24,397,297,334.3510.840.00396,525,210,162.04396,525,210,162.040.87
70-8018,165,354.8514,111,738.6177.680.000.00-1,767.09-32,099,749,841.7214.260.00475,241,361,206.55475,241,361,206.550.88
80-9018,162,780.9314,973,384.0582.440.000.00-2,470.90-44,878,491,702.3319.940.00518,200,958,812.61518,200,958,812.610.94
90-10018,174,848.5815,425,948.6184.886,909.220.04-3,498.84-63,590,829,065.0128.250.00766,326,885,524.55766,326,885,524.550.66
ALL181,676,570.84137,550,001.4975.716,909.220.00-1,239.03-225,102,654,467.91100.000.003,500,672,739,772.733,500,672,739,772.730.80
90-959,090,989.567,815,508.4585.970.000.00-3,177.16-28,883,524,278.4112.830.00344,821,934,518.09344,821,934,518.090.89
95-997,266,860.925,988,981.5682.410.000.00-3,785.09-27,505,707,372.2312.220.00364,098,286,704.59364,098,286,704.590.72
Top 1%1,816,998.101,621,458.6089.246,909.220.38-3,963.46-7,201,597,414.383.200.0057,406,664,301.8757,406,664,301.870.30
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count_6tax_cut_6perc_cut_6tax_inc_6perc_inc_6mean_6tot_change_6share_of_change_6ubi_6benefit_cost_total_6benefit_value_total_6pc_aftertaxinc_6
0-10n0.000.000.000.000.000.000.00-0.000.000.000.00nan
0-10z0.000.000.000.000.000.000.00-0.000.000.000.00nan
0-10p18,165,906.3612,866,355.4870.830.000.00-105.43-1,915,160,272.910.850.0039,640,074,524.7139,640,074,524.710.80
10-2018,152,774.7311,747,507.6464.710.000.00-269.32-4,888,888,316.222.180.00176,100,850,392.52176,100,850,392.520.65
20-3018,177,633.2412,462,378.4568.560.000.00-440.36-8,004,625,734.833.570.00226,012,245,633.54226,012,245,633.540.75
30-4018,163,249.0613,449,430.6874.050.000.00-641.05-11,643,565,826.925.190.00245,641,976,376.81245,641,976,376.810.85
40-5018,150,769.5213,605,834.3574.960.000.00-806.92-14,646,236,427.186.530.00303,547,127,438.45303,547,127,438.450.82
50-6018,186,616.8114,480,653.4379.620.000.00-1,036.13-18,843,728,116.038.410.00353,436,049,700.95353,436,049,700.950.86
60-7018,176,636.7614,426,770.1779.370.000.00-1,338.86-24,335,998,490.6810.850.00396,525,210,162.04396,525,210,162.040.87
70-8018,165,354.8514,111,738.6177.680.000.00-1,763.91-32,042,074,418.2014.290.00475,241,361,206.55475,241,361,206.550.88
80-9018,162,780.9314,973,384.0582.440.000.00-2,461.03-44,699,152,849.7219.940.00518,200,958,812.61518,200,958,812.610.94
90-10018,174,848.5815,425,948.6184.886,909.220.04-3,476.07-63,177,004,199.5328.180.00766,326,885,524.55766,326,885,524.550.66
ALL181,676,570.84137,550,001.4975.716,909.220.00-1,234.04-224,196,434,652.24100.000.003,500,672,739,772.733,500,672,739,772.730.80
90-959,090,989.567,815,508.4585.970.000.00-3,168.86-28,808,107,252.0012.850.00344,821,934,518.09344,821,934,518.090.89
95-997,266,860.925,988,981.5682.410.000.00-3,766.27-27,368,953,129.6312.210.00364,098,286,704.59364,098,286,704.590.72
Top 1%1,816,998.101,621,458.6089.246,909.220.38-3,852.48-6,999,943,817.903.120.0057,406,664,301.8757,406,664,301.870.30
"}, "taxcalc_version": "0.8.4-1973-g1b1a109c", "dropq_version": "0.8.4-1973-g1b1a109c"} diff --git a/webapp/apps/taxbrain/tests/response_year_7.json b/webapp/apps/taxbrain/tests/response_year_7.json index b07eb5c7..931b773c 100644 --- a/webapp/apps/taxbrain/tests/response_year_7.json +++ b/webapp/apps/taxbrain/tests/response_year_7.json @@ -1 +1 @@ -{"aggr_1": {"ind_tax_7": "1689713493450.29", "payroll_tax_7": "1622431911166.10", "combined_tax_7": "3312145404616.39"}, "aggr_2": {"ind_tax_7": "2270815537179.89", "payroll_tax_7": "2398726408009.91", "combined_tax_7": "4669541945189.80"}, "diff_ptax_xdec": {"10-20_7": ["18661877.83", "0.00", "0.00", "12174073.93", "65.23", "885.11", "16517800014.84", "2.13", "323791110801.25", "168171735833.03", "168171735833.03", "68.91"], "70-80_7": ["18661570.56", "0.00", "0.00", "14968090.48", "80.21", "5972.80", "111461807006.02", "14.36", "517610971049.56", "494182171425.95", "494182171425.95", "18.47"], "0-10z_7": ["1324688.91", "0.00", "0.00", "0.00", "0.00", "0.00", "0.00", "0.00", "27371718058.70", "0.00", "0.00", "inf"], "0-10n_7": ["99625.56", "0.00", "0.00", "21488.81", "21.57", "300.79", "29966739.85", "0.00", "2289581685.65", "1129106277.48", "1129106277.48", "-6.82"], "40-50_7": ["18661471.56", "0.00", "0.00", "14239377.55", "76.30", "2680.41", "50020468509.27", "6.44", "417192832671.51", "308876166538.71", "308876166538.71", "34.42"], "0-10p_7": ["17236792.61", "0.00", "0.00", "12697102.66", "73.66", "347.09", "5982659114.79", "0.77", "254077580852.50", "40998792900.90", "40998792900.90", "180.50"], "30-40_7": ["18662741.01", "0.00", "0.00", "13632780.42", "73.05", "1993.98", "37213197036.57", "4.79", "381249779092.89", "268868866859.59", "268868866859.59", "40.73"], "50-60_7": ["18661387.17", "0.00", "0.00", "14616454.16", "78.32", "3512.36", "65545486760.62", "8.44", "449329693678.31", "355987449731.12", "355987449731.12", "28.91"], "Top 1%_7": ["1866580.93", "1635.64", "0.09", "1644566.44", "88.11", "13290.91", "24808553792.18", "3.20", "57296020280.66", "81533786354.32", "81533786354.32", "1.67"], "80-90_7": ["18661391.14", "0.00", "0.00", "15390980.96", "82.47", "8249.46", "153946491052.34", "19.83", "552208675374.15", "570160454288.47", "570160454288.47", "13.55"], "20-30_7": ["18660105.57", "0.00", "0.00", "13157137.89", "70.51", "1467.23", "27378632261.69", "3.53", "353598497465.00", "215210510112.09", "215210510112.09", "49.83"], "ALL_7": ["186614949.59", "1635.64", "0.00", "141729322.25", "75.95", "4159.87", "776294496843.81", "100.00", "4338856315783.00", "3612799088058.24", "3612799088058.24", "20.81"], "90-100_7": ["18661602.18", "1635.64", "0.01", "16001838.52", "85.75", "11961.87", "223227679028.50", "28.76", "578132540657.53", "773383034990.99", "773383034990.99", "5.98"], "95-99_7": ["7464238.73", "0.00", "0.00", "6426880.14", "86.10", "13043.13", "97357066034.25", "12.54", "233889423456.87", "354786583751.37", "354786583751.37", "5.98"], "90-95_7": ["9330782.52", "0.00", 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$0-10K10,829,442.3933,415,439,395.8710,773,535.41104,636,658,669.2755,906.98311,786,793.250.002,152,846,186.23133,791,315.1133,119,664,851.340.000.00133,791,315.1136,193,619.850.003,246,902,618.64-3,149,304,923.384,531,934,715.331,382,629,791.950.0015,563,934,105.8215,563,934,105.8249,489,265,168.0048,106,635,376.06
$10-20K10,753,494.57105,749,038,191.9210,611,103.23156,804,256,591.97142,391.342,196,170,835.000.007,137,612,531.44643,562,771.20103,806,616,970.2615,333.35873,712.94644,436,484.13168,712,123.830.0012,794,765,326.79-12,319,040,966.4814,628,372,950.082,309,331,983.600.0058,577,120,795.3958,577,120,795.39166,217,973,327.09163,908,641,343.49
$20-30K14,923,335.54196,750,815,611.8614,641,114.55230,890,513,170.41282,220.995,423,235,101.790.0058,817,576,959.665,564,988,752.67192,201,010,818.9326,344.9617,660,949.625,582,649,702.281,147,493,895.700.0016,597,985,724.83-12,162,829,918.2528,021,548,918.7415,858,719,000.480.00165,095,922,929.75165,095,922,929.75373,511,967,649.06357,653,248,648.58
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ALL184,129,204.3114,036,383,910,147.48146,989,360.242,821,057,392,887.1437,139,844.071,145,037,873,618.560.0010,659,697,483,418.951,815,423,720,952.3413,231,705,117,165.86754,177.222,476,812,900.151,817,900,533,852.49104,622,859,826.7412,301,498,725.19103,255,554,198.041,622,323,618,552.901,554,210,077,734.993,176,533,696,287.890.003,669,536,169,433.143,669,536,169,433.1418,439,095,257,418.7715,262,561,561,130.88
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$20-30K14,923,335.54196,867,772,307.9914,641,114.55230,890,836,323.16282,220.995,422,884,657.880.0058,870,302,665.005,570,227,136.03192,318,405,569.9526,344.9617,660,949.625,587,888,085.651,148,411,454.610.0016,598,747,550.21-12,159,270,919.1723,643,575,761.0311,484,304,841.860.00165,095,922,929.75165,095,922,929.75371,439,937,766.34359,955,632,924.47
$30-40K16,208,033.27338,762,637,329.9615,667,982.65263,487,612,063.58540,050.6210,321,555,125.460.00139,306,948,698.0414,399,295,338.15330,508,026,731.3473,750.07235,603,792.8414,634,899,130.993,835,257,180.540.0020,035,459,687.10-9,235,817,736.6540,543,504,195.4531,307,686,458.810.00200,942,806,447.67200,942,806,447.67562,114,755,437.75530,807,068,978.94
$40-50K16,285,842.72463,820,072,595.4515,268,023.37269,055,456,188.561,017,819.3519,614,945,978.540.00239,416,905,622.0525,298,448,899.19448,817,169,843.21131,193.79185,426,009.7625,483,874,908.965,634,233,264.140.0014,970,486,709.864,879,154,934.9655,386,050,543.1860,265,205,478.140.00234,515,443,246.04234,515,443,246.04726,842,670,723.75666,577,465,245.61
$50-75K31,870,939.541,315,050,679,908.7328,318,698.27559,716,937,594.423,552,241.2779,065,417,565.950.00781,289,081,686.0587,544,596,679.461,255,046,181,684.4474,422.66197,117,320.7087,741,714,000.1617,534,456,012.740.0024,780,824,340.4045,426,433,647.02151,248,590,294.60196,675,023,941.620.00570,522,707,769.17570,522,707,769.171,951,943,206,573.031,755,268,182,631.41
$75-100K20,814,111.881,306,114,805,353.0816,839,976.79374,231,839,546.293,974,135.1090,204,146,597.060.00884,689,329,611.00110,963,119,850.601,243,332,612,401.66132,738.48475,077,417.89111,438,197,268.4915,141,985,035.070.005,805,050,671.6990,491,161,561.73141,891,037,239.44232,382,198,801.170.00443,927,623,122.01443,927,623,122.011,796,587,586,178.861,564,205,387,377.70
$100-200K41,943,655.934,577,094,430,754.5125,750,737.98632,396,734,220.7116,192,917.95507,160,645,974.260.003,481,654,110,270.33489,495,119,723.114,229,026,814,186.27175,535.01450,518,210.23489,945,637,933.3441,435,836,020.480.003,537,491,811.92444,972,310,100.94469,171,674,831.13914,143,984,932.080.001,133,276,358,663.751,133,276,358,663.755,882,106,534,847.264,967,962,549,915.19
$200-500K17,552,078.373,902,081,658,673.777,509,104.31197,333,238,691.0610,042,974.06364,337,388,394.060.003,342,939,075,714.41601,760,619,797.533,649,548,711,168.8574,583.12300,450,416.49602,061,070,214.0119,669,789,624.592,199,888,446.351,238,657,741.00583,352,511,294.78350,446,540,766.50933,799,052,061.290.00790,451,006,028.45790,451,006,028.454,913,580,279,435.713,979,781,227,374.42
$500-1000K1,231,545.97748,022,860,982.57314,576.288,695,180,980.20916,969.6841,152,253,658.740.00694,612,184,200.66164,636,020,196.85717,233,398,570.3816,111.1590,387,416.13164,726,407,612.9853,702,129.032,005,441,571.01147,694,989.88166,530,452,065.0839,843,630,682.71206,374,082,747.790.0045,884,138,895.8245,884,138,895.82820,477,020,691.84614,102,937,944.04
>$1000K498,935.411,063,206,985,885.6073,887.371,981,894,025.17425,048.0425,327,828,766.590.001,032,245,103,718.26315,870,424,258.371,042,691,820,309.3132,315.92524,703,297.14316,395,127,555.519,086,660.248,097,756,881.530.00324,483,797,776.8030,508,499,112.60354,992,296,889.400.009,763,732,623.929,763,732,623.921,094,683,999,559.34739,691,702,669.95
ALL184,129,204.3114,041,329,895,194.17146,986,528.932,820,978,581,039.3937,142,675.381,145,115,024,346.770.0010,664,316,320,776.521,816,315,507,952.8913,236,592,936,101.74752,328.502,477,818,543.741,818,793,326,496.63104,667,663,125.1112,303,086,898.89103,150,572,810.691,623,278,177,459.721,318,859,001,518.492,942,137,178,978.210.003,669,536,169,433.143,669,536,169,433.1418,326,234,473,699.2415,384,097,294,721.03
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count_7tax_cut_7perc_cut_7tax_inc_7perc_inc_7mean_7tot_change_7share_of_change_7ubi_7benefit_cost_total_7benefit_value_total_7pc_aftertaxinc_7
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=$0K1,153,234.970.000.000.000.000.000.000.000.000.000.00nan
$0-10K10,829,442.3922,542.970.21288,244.232.660.434,635,844.200.490.0015,563,934,105.8215,563,934,105.820.73
$10-20K10,753,494.5737,085.940.34118,559.751.100.242,536,359.220.270.0058,577,120,795.3958,577,120,795.390.71
$20-30K14,923,335.5471,488.460.48235,965.211.580.243,558,999.080.370.00165,095,922,929.75165,095,922,929.750.64
$30-40K16,208,033.2744,007.070.27804,870.204.972.0633,387,415.163.500.00200,942,806,447.67200,942,806,447.670.77
$40-50K16,285,842.7232,222.960.201,264,197.037.763.3955,242,341.725.790.00234,515,443,246.04234,515,443,246.040.83
$50-75K31,870,939.547,016.740.021,763,675.675.532.8590,740,445.909.510.00570,522,707,769.17570,522,707,769.170.84
$75-100K20,814,111.882,154.750.011,000,300.494.812.6755,564,877.685.820.00443,927,623,122.01443,927,623,122.010.87
$100-200K41,943,655.9322,059.940.053,328,928.957.946.27262,899,493.4227.540.001,133,276,358,663.751,133,276,358,663.750.91
$200-500K17,552,078.37127,649.860.731,269,403.757.2314.07246,962,688.6325.870.00790,451,006,028.45790,451,006,028.450.80
$500-1000K1,231,545.9717,696.191.44225,837.6018.3493.15114,720,781.0212.020.0045,884,138,895.8245,884,138,895.820.47
>$1000K498,935.4124,913.424.99147,653.9729.59168.9884,309,660.808.830.009,763,732,623.929,763,732,623.920.13
ALL184,129,204.31408,838.300.2210,447,636.865.675.18954,558,906.82100.000.003,669,536,169,433.143,669,536,169,433.140.80
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<$0K64,553.764,396.176.810.000.00-53.97-3,483,732.720.000.001,015,374,805.351,015,374,805.35-0.02
=$0K1,153,234.970.000.000.000.000.000.00-0.000.000.000.00nan
$0-10K10,829,442.397,849,741.6972.490.000.00-65.64-710,890,082.230.300.0015,563,934,105.8215,563,934,105.820.73
$10-20K10,753,494.578,130,951.3175.610.000.00-213.16-2,292,244,554.740.970.0058,577,120,795.3958,577,120,795.390.71
$20-30K14,923,335.549,401,342.6263.000.000.00-293.36-4,377,973,157.701.860.00165,095,922,929.75165,095,922,929.750.64
$30-40K16,208,033.2711,272,704.3969.550.000.00-461.77-7,484,364,845.513.180.00200,942,806,447.67200,942,806,447.670.77
$40-50K16,285,842.7211,854,987.1472.790.000.00-628.01-10,227,683,005.194.350.00234,515,443,246.04234,515,443,246.040.83
$50-75K31,870,939.5424,530,142.7676.970.000.00-878.88-28,010,624,018.8311.900.00570,522,707,769.17570,522,707,769.170.84
$75-100K20,814,111.8816,406,204.2278.820.000.00-1,265.21-26,334,262,839.1911.190.00443,927,623,122.01443,927,623,122.010.87
$100-200K41,943,655.9333,650,633.0680.230.000.00-2,073.62-86,975,210,073.8336.960.001,133,276,358,663.751,133,276,358,663.750.91
$200-500K17,552,078.3714,768,041.5284.140.000.00-3,528.22-61,927,551,148.4426.310.00790,451,006,028.45790,451,006,028.450.80
$500-1000K1,231,545.971,112,135.3090.300.000.00-4,293.77-5,287,976,408.582.250.0045,884,138,895.8245,884,138,895.820.47
>$1000K498,935.41425,640.5785.317,002.851.40-3,444.96-1,718,812,349.550.730.009,763,732,623.929,763,732,623.920.13
ALL184,129,204.31139,406,920.7475.717,002.850.00-1,278.18-235,351,076,216.51100.000.003,669,536,169,433.143,669,536,169,433.140.80
", "diff_comb_xbin": "\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
count_7tax_cut_7perc_cut_7tax_inc_7perc_inc_7mean_7tot_change_7share_of_change_7ubi_7benefit_cost_total_7benefit_value_total_7pc_aftertaxinc_7
<$0K64,553.764,396.176.810.000.00-53.97-3,483,732.720.000.001,015,374,805.351,015,374,805.35-0.02
=$0K1,153,234.970.000.000.000.000.000.00-0.000.000.000.00nan
$0-10K10,829,442.397,849,741.6972.490.000.00-65.22-706,254,238.030.300.0015,563,934,105.8215,563,934,105.820.73
$10-20K10,753,494.578,130,951.3175.610.000.00-212.93-2,289,708,195.520.980.0058,577,120,795.3958,577,120,795.390.71
$20-30K14,923,335.549,401,342.6263.000.000.00-293.13-4,374,414,158.621.870.00165,095,922,929.75165,095,922,929.750.64
$30-40K16,208,033.2711,272,704.3969.550.000.00-459.71-7,450,977,430.363.180.00200,942,806,447.67200,942,806,447.670.77
$40-50K16,285,842.7211,854,987.1472.790.000.00-624.62-10,172,440,663.464.340.00234,515,443,246.04234,515,443,246.040.83
$50-75K31,870,939.5424,530,142.7676.970.000.00-876.03-27,919,883,572.9311.910.00570,522,707,769.17570,522,707,769.170.84
$75-100K20,814,111.8816,406,204.2278.820.000.00-1,262.54-26,278,697,961.5111.210.00443,927,623,122.01443,927,623,122.010.87
$100-200K41,943,655.9333,650,633.0680.230.000.00-2,067.35-86,712,310,580.4236.990.001,133,276,358,663.751,133,276,358,663.750.91
$200-500K17,552,078.3714,768,041.5284.140.000.00-3,514.15-61,680,588,459.8126.310.00790,451,006,028.45790,451,006,028.450.80
$500-1000K1,231,545.971,112,135.3090.300.000.00-4,200.62-5,173,255,627.562.210.0045,884,138,895.8245,884,138,895.820.47
>$1000K498,935.41425,640.5785.317,002.851.40-3,275.98-1,634,502,688.750.700.009,763,732,623.929,763,732,623.920.13
ALL184,129,204.31139,406,920.7475.717,002.850.00-1,273.00-234,396,517,309.68100.000.003,669,536,169,433.143,669,536,169,433.140.80
", "dist1_xdec": "\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
s006_7c00100_7num_returns_StandardDed_7standard_7num_returns_ItemDed_7c04470_7c04600_7c04800_7taxbc_7c62100_7num_returns_AMT_7c09600_7c05800_7c07100_7othertaxes_7refund_7iitax_7payrolltax_7combined_7ubi_7benefit_cost_total_7benefit_value_total_7expanded_income_7aftertax_income_7
0-10n0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00
0-10z0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00
0-10p18,412,552.8485,242,017,262.0718,279,164.60217,701,918,329.72133,388.241,431,218,356.090.004,287,816,551.28296,006,814.2283,939,117,076.9115,333.35873,712.94296,880,527.1688,911,239.320.0010,625,692,968.81-10,417,723,680.9712,825,818,143.512,408,094,462.540.0040,922,886,683.3640,922,886,683.36127,483,181,884.44125,075,087,421.90
10-2018,378,924.48228,161,640,695.8318,060,188.57283,573,546,875.59318,735.916,100,588,104.690.0057,476,206,626.105,386,350,603.98222,984,821,217.7319,850.9410,833,523.875,397,184,127.861,161,081,402.210.0021,306,492,491.74-17,070,389,766.0932,328,630,074.1915,258,240,308.100.00186,338,923,028.52186,338,923,028.52426,210,133,657.07410,951,893,348.96
20-3018,431,473.46382,756,886,332.9317,823,704.27296,563,902,920.68607,769.1911,441,112,075.900.00162,178,153,831.9716,843,642,389.81373,635,575,002.57100,587.31299,705,194.8917,143,347,584.704,270,649,138.980.0021,770,175,074.99-8,897,476,629.2754,533,896,151.8645,636,419,522.590.00233,078,255,171.37233,078,255,171.37645,387,811,736.45599,751,392,213.87
30-4018,409,853.86552,789,371,253.0717,287,492.69309,432,750,161.421,122,361.1721,668,653,752.590.00287,748,788,188.3430,466,613,939.95536,205,862,316.29110,850.57128,152,033.4630,594,765,973.426,817,886,943.240.0016,889,015,401.666,887,863,628.5278,015,299,929.3284,903,163,557.840.00261,376,953,991.84261,376,953,991.84854,454,870,707.58769,551,707,149.74
40-5018,427,633.09723,720,667,506.9416,507,946.15320,841,110,227.091,919,686.9438,088,716,585.100.00426,361,606,867.8046,522,496,458.25695,304,606,709.1273,081.11190,236,607.5046,712,733,065.7410,616,189,411.840.0014,327,921,433.7121,768,622,220.1998,669,449,541.63120,438,071,761.820.00316,531,132,044.02316,531,132,044.021,086,452,582,900.69966,014,511,138.87
50-6018,379,561.68948,579,743,090.2415,414,861.50328,816,180,772.432,964,700.1870,624,445,305.420.00603,070,552,738.2771,926,063,637.78896,252,876,391.5075,880.66159,414,543.0672,085,478,180.8411,482,636,313.010.009,997,449,096.0150,605,392,771.82126,759,436,474.29177,364,829,246.110.00366,681,111,432.54366,681,111,432.541,367,907,044,735.531,190,542,215,489.42
60-7018,429,277.361,301,300,780,310.2314,154,886.63321,402,210,987.314,274,390.73105,069,877,021.810.00906,542,821,791.73116,148,826,857.861,228,352,596,322.03105,161.48643,781,769.88116,792,608,627.7414,852,753,074.300.004,916,502,538.4697,023,353,014.98162,457,754,727.61259,481,107,742.590.00416,260,219,833.94416,260,219,833.941,770,170,552,529.341,510,689,444,786.74
70-8018,430,882.911,761,942,214,426.6212,199,740.81294,948,660,984.726,231,142.11188,492,295,025.400.001,305,565,963,328.96174,157,563,974.381,630,498,060,662.2535,721.2457,740,808.44174,215,304,782.8216,082,398,530.110.001,250,607,189.30156,882,299,063.41215,311,541,849.75372,193,840,913.160.00496,933,612,604.68496,933,612,604.682,323,139,510,354.471,950,945,669,441.31
80-9018,380,199.202,468,939,472,100.639,822,386.53252,659,849,603.858,557,812.68283,836,592,114.990.001,942,262,178,697.54288,346,598,959.072,276,884,859,329.6492,851.6668,114,828.48288,414,713,787.5521,140,028,384.910.001,065,856,835.34266,208,828,567.30300,521,837,863.53566,730,666,430.830.00537,511,243,168.38537,511,243,168.383,144,332,577,691.462,577,601,911,260.63
90-10018,448,845.435,582,951,117,168.937,438,988.50195,117,262,024.3311,009,856.93418,284,375,276.570.004,964,203,394,796.961,065,329,557,317.035,287,646,742,137.80124,858.91917,959,877.631,066,247,517,194.6618,110,325,388.8212,301,498,725.191,105,841,168.011,059,332,849,363.01472,786,412,979.301,532,119,262,342.320.00813,901,831,474.49813,901,831,474.496,693,556,991,221.755,161,437,728,879.44
ALL184,129,204.3114,036,383,910,147.48146,989,360.242,821,057,392,887.1437,139,844.071,145,037,873,618.560.0010,659,697,483,418.941,815,423,720,952.3413,231,705,117,165.86754,177.222,476,812,900.151,817,900,533,852.49104,622,859,826.7412,301,498,725.19103,255,554,198.041,622,323,618,552.901,554,210,077,734.993,176,533,696,287.890.003,669,536,169,433.143,669,536,169,433.1418,439,095,257,418.7715,262,561,561,130.88
90-959,242,312.121,691,746,578,761.884,424,719.86115,889,321,501.794,817,592.26165,337,405,393.110.001,412,527,114,345.23236,894,690,985.311,579,651,399,713.2928,234.3768,281,790.20236,962,972,775.5110,100,611,432.8793,955,702.95720,564,680.45226,235,752,365.13196,187,725,034.12422,423,477,399.260.00363,832,028,096.62363,832,028,096.622,158,179,103,043.551,735,755,625,644.29
95-997,363,894.232,033,871,594,101.712,586,086.2467,396,433,869.494,777,808.00183,567,429,709.150.001,783,639,906,466.70339,428,893,045.781,904,048,848,405.7836,076.23192,580,417.13339,621,473,462.917,922,246,100.822,012,419,232.38218,019,969.08333,493,626,625.38195,425,893,546.20528,919,520,171.580.00388,272,347,106.48388,272,347,106.482,562,037,376,536.222,033,117,856,364.63
Top 1%1,842,639.081,857,332,944,305.34428,182.4011,831,506,653.051,414,456.6869,379,540,174.300.001,768,036,373,985.03489,005,973,285.951,803,946,494,018.7360,548.31657,097,670.29489,663,070,956.2487,467,855.1310,195,123,789.86167,256,518.48499,603,470,372.4981,172,794,398.98580,776,264,771.470.0061,797,456,271.3961,797,456,271.391,973,340,511,641.981,392,564,246,870.51
", "dist2_xdec": "\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
s006_7c00100_7num_returns_StandardDed_7standard_7num_returns_ItemDed_7c04470_7c04600_7c04800_7taxbc_7c62100_7num_returns_AMT_7c09600_7c05800_7c07100_7othertaxes_7refund_7iitax_7payrolltax_7combined_7ubi_7benefit_cost_total_7benefit_value_total_7expanded_income_7aftertax_income_7
0-10n0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00
0-10z0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00
0-10p18,412,552.8485,249,675,401.3818,279,164.60217,701,918,329.72133,388.241,431,218,356.090.004,287,816,551.28296,006,814.2283,946,775,216.2315,333.35873,712.94296,880,527.1688,911,239.320.0010,619,346,290.44-10,411,377,002.6010,815,075,159.56403,698,156.970.0040,922,886,683.3640,922,886,683.36126,485,468,531.78126,081,770,374.82
10-2018,378,924.48228,283,611,063.9418,060,188.57283,573,546,875.59318,735.916,100,237,660.780.0057,530,623,399.125,391,758,094.11223,107,229,640.7319,850.9410,833,523.875,402,591,617.991,161,886,080.570.0021,306,963,248.04-17,066,257,710.6327,275,789,269.3810,209,531,558.750.00186,338,923,028.52186,338,923,028.52423,805,683,622.77413,596,152,064.02
20-3018,431,473.46383,104,020,197.8117,823,704.27296,564,226,073.43607,769.1911,439,810,341.990.00162,402,502,034.1316,867,302,387.47373,984,336,034.85100,587.31299,705,194.8917,167,007,582.364,276,003,779.440.0021,753,046,933.27-8,862,043,130.3646,031,690,197.4137,169,647,067.050.00233,078,255,171.37233,078,255,171.37641,483,842,624.11604,314,195,557.06
30-4018,409,853.86553,303,723,220.5317,287,492.69309,432,750,161.421,122,361.1721,665,823,671.050.00288,201,095,661.3830,514,023,806.19536,723,751,885.67110,850.57128,152,033.4630,642,175,839.656,829,553,182.710.0016,861,789,380.086,950,833,276.8665,853,793,404.2072,804,626,681.060.00261,376,953,991.84261,376,953,991.84848,881,444,053.22776,076,817,372.16
40-5018,427,633.09724,048,021,311.8816,505,002.03320,761,044,015.681,922,631.0738,173,430,239.740.00426,632,315,371.1446,551,974,619.52695,563,595,116.1673,081.11190,236,607.5046,742,211,227.0110,626,746,157.120.0014,307,886,973.7921,807,578,096.1083,238,735,181.42105,046,313,277.520.00316,531,132,044.02316,531,132,044.021,079,049,171,585.31974,002,858,307.78
50-6018,379,561.68949,033,356,658.6415,414,861.50328,816,180,772.432,964,700.1870,624,293,378.100.00603,499,442,624.4971,976,806,226.58896,706,571,317.8175,880.66159,396,157.6872,136,202,384.2511,492,611,011.600.009,981,313,007.1550,662,278,365.51106,938,851,585.85157,601,129,951.360.00366,681,111,432.54366,681,111,432.541,358,417,917,221.171,200,816,787,269.81
60-7018,429,277.361,301,735,703,254.7014,154,886.63321,402,210,987.314,274,390.73105,069,132,552.850.00906,951,415,419.24116,209,451,325.641,228,788,449,852.70105,161.48643,781,769.88116,853,233,095.5214,858,780,469.100.004,905,562,363.2597,088,890,263.18137,036,212,082.70234,125,102,345.880.00416,260,219,833.94416,260,219,833.941,757,872,811,873.711,523,747,709,527.83
70-8018,430,882.911,762,387,904,129.7912,199,539.33294,943,181,681.126,231,343.59188,500,470,610.270.001,305,980,142,785.97174,218,170,040.071,630,938,237,068.8135,721.2457,740,808.44174,275,910,848.5116,083,247,068.210.001,249,458,021.68156,943,205,758.62181,601,556,078.38338,544,761,837.000.00496,933,612,604.68496,933,612,604.682,306,713,176,677.401,968,168,414,840.39
80-9018,380,199.202,469,827,414,811.829,822,386.53252,659,849,603.858,557,812.68283,835,357,675.590.001,943,129,482,309.64288,527,621,042.472,277,773,716,039.8392,851.6671,557,605.32288,599,178,647.7921,143,650,362.600.001,059,652,703.36266,395,875,581.83253,580,409,779.26519,976,285,361.090.00537,511,243,168.38537,511,243,168.383,121,740,487,529.432,601,764,202,168.33
90-10018,448,845.435,584,356,465,143.667,439,302.79195,123,672,538.8411,009,542.64418,275,249,860.320.004,965,701,484,620.121,065,762,393,596.635,289,060,273,928.95123,010.19915,541,129.761,066,677,934,726.3818,106,273,774.4412,303,086,898.891,105,553,889.641,059,769,193,961.20406,486,888,780.321,466,256,082,741.520.00813,901,831,474.49813,901,831,474.496,661,784,469,980.345,195,528,387,238.83
ALL184,129,204.3114,041,329,895,194.17146,986,528.932,820,978,581,039.3937,142,675.381,145,115,024,346.770.0010,664,316,320,776.521,816,315,507,952.8913,236,592,936,101.74752,328.502,477,818,543.741,818,793,326,496.63104,667,663,125.1112,303,086,898.89103,150,572,810.691,623,278,177,459.721,318,859,001,518.492,942,137,178,978.210.003,669,536,169,433.143,669,536,169,433.1418,326,234,473,699.2415,384,097,294,721.04
90-959,242,312.121,692,093,449,582.364,425,034.16115,895,732,016.304,817,277.96165,331,441,688.690.001,412,872,581,799.05236,973,743,606.931,580,002,798,928.3529,947.1270,199,817.89237,043,943,424.8210,100,191,193.7094,033,335.87720,564,680.45226,317,220,886.53165,949,509,373.05392,266,730,259.580.00363,832,028,096.62363,832,028,096.622,143,405,347,555.581,751,138,617,296.00
95-997,363,894.232,034,334,486,720.562,586,086.2467,396,433,869.494,777,808.00183,564,354,825.690.001,784,170,713,836.17339,567,349,136.261,904,515,287,911.0036,076.23190,944,893.46339,758,294,029.737,918,849,522.532,013,805,035.61218,019,969.08333,635,229,573.73166,879,767,720.20500,514,997,293.930.00388,272,347,106.48388,272,347,106.482,548,224,471,232.652,047,709,473,938.72
Top 1%1,842,639.081,857,928,528,840.74428,182.4011,831,506,653.051,414,456.6869,379,453,345.940.001,768,658,188,984.90489,221,300,853.441,804,542,187,089.5956,986.84654,396,418.40489,875,697,271.8487,233,058.2110,195,248,527.41166,969,240.10499,816,743,500.9473,657,611,687.06573,474,355,188.010.0061,797,456,271.3961,797,456,271.391,970,154,651,192.121,396,680,296,004.11
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count_7tax_cut_7perc_cut_7tax_inc_7perc_inc_7mean_7tot_change_7share_of_change_7ubi_7benefit_cost_total_7benefit_value_total_7pc_aftertaxinc_7
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10-2018,378,924.4880,015.150.44297,961.271.620.224,132,055.460.430.00186,338,923,028.52186,338,923,028.520.64
20-3018,431,473.4648,277.200.26865,547.544.701.9235,433,498.913.710.00233,078,255,171.37233,078,255,171.370.76
30-4018,409,853.8632,222.960.181,475,886.348.023.4262,969,648.346.600.00261,376,953,991.84261,376,953,991.840.85
40-5018,427,633.094,113.970.02874,602.244.752.1138,955,875.914.080.00316,531,132,044.02316,531,132,044.020.83
50-6018,379,561.685,057.520.03918,807.165.003.1056,885,593.705.960.00366,681,111,432.54366,681,111,432.540.86
60-7018,429,277.360.000.001,030,103.695.593.5665,537,248.206.870.00416,260,219,833.94416,260,219,833.940.86
70-8018,430,882.919,468.250.051,499,803.288.143.3060,906,695.226.380.00496,933,612,604.68496,933,612,604.680.88
80-9018,380,199.2012,591.690.071,591,948.278.6610.18187,047,014.5319.600.00537,511,243,168.38537,511,243,168.380.94
90-10018,448,845.43170,259.470.921,554,298.918.4223.65436,344,598.1945.710.00813,901,831,474.49813,901,831,474.490.66
ALL184,129,204.31408,838.300.2210,447,636.865.675.18954,558,906.82100.000.003,669,536,169,433.143,669,536,169,433.140.80
90-959,242,312.1211,967.070.13641,001.206.948.8181,468,521.398.530.00363,832,028,096.62363,832,028,096.620.89
95-997,363,894.23112,093.531.52510,246.436.9319.23141,602,948.3414.830.00388,272,347,106.48388,272,347,106.480.72
Top 1%1,842,639.0846,198.872.51403,051.2921.87115.74213,273,128.4522.340.0061,797,456,271.3961,797,456,271.390.30
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count_7tax_cut_7perc_cut_7tax_inc_7perc_inc_7mean_7tot_change_7share_of_change_7ubi_7benefit_cost_total_7benefit_value_total_7pc_aftertaxinc_7
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10-2018,378,924.4811,797,918.5864.190.000.00-274.93-5,052,840,804.812.150.00186,338,923,028.52186,338,923,028.520.64
20-3018,431,473.4612,698,848.5868.900.000.00-461.29-8,502,205,954.453.610.00233,078,255,171.37233,078,255,171.370.76
30-4018,409,853.8613,583,203.9273.780.000.00-660.60-12,161,506,525.125.170.00261,376,953,991.84261,376,953,991.840.85
40-5018,427,633.0913,970,025.9575.810.000.00-837.37-15,430,714,360.206.560.00316,531,132,044.02316,531,132,044.020.83
50-6018,379,561.6814,578,818.4279.320.000.00-1,078.40-19,820,584,888.448.420.00366,681,111,432.54366,681,111,432.540.86
60-7018,429,277.3614,569,683.9879.060.000.00-1,379.41-25,421,542,644.9110.800.00416,260,219,833.94416,260,219,833.940.86
70-8018,430,882.9114,366,661.3077.950.000.00-1,828.99-33,709,985,771.3714.320.00496,933,612,604.68496,933,612,604.680.88
80-9018,380,199.2015,193,772.0882.660.000.00-2,553.91-46,941,428,084.2719.950.00537,511,243,168.38537,511,243,168.380.94
90-10018,448,845.4315,599,950.1284.567,002.850.04-3,593.70-66,299,524,198.9828.170.00813,901,831,474.49813,901,831,474.490.66
ALL184,129,204.31139,406,920.7475.717,002.850.00-1,278.18-235,351,076,216.51100.000.003,669,536,169,433.143,669,536,169,433.140.80
90-959,242,312.127,886,724.7485.330.000.00-3,271.72-30,238,215,661.0712.850.00363,832,028,096.62363,832,028,096.620.89
95-997,363,894.236,073,085.2782.470.000.00-3,876.50-28,546,125,826.0012.130.00388,272,347,106.48388,272,347,106.480.72
Top 1%1,842,639.081,640,140.1189.017,002.850.38-4,078.49-7,515,182,711.913.190.0061,797,456,271.3961,797,456,271.390.30
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count_7tax_cut_7perc_cut_7tax_inc_7perc_inc_7mean_7tot_change_7share_of_change_7ubi_7benefit_cost_total_7benefit_value_total_7pc_aftertaxinc_7
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0-10p18,412,552.8413,048,037.7970.860.000.00-108.86-2,004,396,305.570.860.0040,922,886,683.3640,922,886,683.360.80
10-2018,378,924.4811,797,918.5864.190.000.00-274.70-5,048,708,749.352.150.00186,338,923,028.52186,338,923,028.520.64
20-3018,431,473.4612,698,848.5868.900.000.00-459.36-8,466,772,455.543.610.00233,078,255,171.37233,078,255,171.370.76
30-4018,409,853.8613,583,203.9273.780.000.00-657.18-12,098,536,876.785.160.00261,376,953,991.84261,376,953,991.840.85
40-5018,427,633.0913,970,025.9575.810.000.00-835.25-15,391,758,484.306.570.00316,531,132,044.02316,531,132,044.020.83
50-6018,379,561.6814,578,818.4279.320.000.00-1,075.31-19,763,699,294.758.430.00366,681,111,432.54366,681,111,432.540.86
60-7018,429,277.3614,569,683.9879.060.000.00-1,375.85-25,356,005,396.7210.820.00416,260,219,833.94416,260,219,833.940.86
70-8018,430,882.9114,366,661.3077.950.000.00-1,825.69-33,649,079,076.1514.360.00496,933,612,604.68496,933,612,604.680.88
80-9018,380,199.2015,193,772.0882.660.000.00-2,543.74-46,754,381,069.7319.950.00537,511,243,168.38537,511,243,168.380.94
90-10018,448,845.4315,599,950.1284.567,002.850.04-3,570.04-65,863,179,600.8028.100.00813,901,831,474.49813,901,831,474.490.66
ALL184,129,204.31139,406,920.7475.717,002.850.00-1,273.00-234,396,517,309.68100.000.003,669,536,169,433.143,669,536,169,433.140.80
90-959,242,312.127,886,724.7485.330.000.00-3,262.90-30,156,747,139.6812.870.00363,832,028,096.62363,832,028,096.620.89
95-997,363,894.236,073,085.2782.470.000.00-3,857.27-28,404,522,877.6512.120.00388,272,347,106.48388,272,347,106.480.72
Top 1%1,842,639.081,640,140.1189.017,002.850.38-3,962.75-7,301,909,583.473.120.0061,797,456,271.3961,797,456,271.390.30
"}, "taxcalc_version": "0.8.4-1973-g1b1a109c", "dropq_version": "0.8.4-1973-g1b1a109c"} diff --git a/webapp/apps/taxbrain/tests/response_year_8.json b/webapp/apps/taxbrain/tests/response_year_8.json index a1ea2afe..a4fb5f52 100644 --- a/webapp/apps/taxbrain/tests/response_year_8.json +++ b/webapp/apps/taxbrain/tests/response_year_8.json @@ -1 +1 @@ -{"aggr_1": {"combined_tax_8": "3679306080082.39", "payroll_tax_8": "1697422471211.97", "ind_tax_8": "1981883608870.42"}, "aggr_2": {"combined_tax_8": "5080498664607.46", "payroll_tax_8": "2509443065590.17", "ind_tax_8": "2571055599017.29"}, "diff_ptax_xdec": {"Top 1%_8": ["1891354.36", "1560.36", "0.08", "1660720.85", "87.81", "13663.66", "25842820701.05", "3.18", "59267510595.93", "87490713835.74", "87490713835.74", "1.58"], "ALL_8": ["189134250.72", "1560.36", "0.00", "143642768.67", "75.95", "4293.36", "812020594378.21", "100.00", "4491096531484.39", "3818412081864.89", "3818412081864.89", "20.86"], "30-40_8": ["18912968.19", "0.00", 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$0-10K10,631,770.6632,362,758,868.1210,575,108.70103,415,864,563.2056,661.96320,316,628.800.001,974,487,803.24142,606,010.6332,059,242,730.530.000.00142,606,010.6338,426,817.240.003,300,577,324.93-3,196,398,131.534,439,181,950.971,242,783,819.430.0015,280,455,075.0715,280,455,075.0748,241,900,674.6846,999,116,855.24
$10-20K10,442,509.49104,943,018,142.5610,277,586.42154,123,645,552.15164,923.072,585,477,899.410.006,773,247,940.20575,994,851.70102,667,784,503.4515,540.451,126,900.71577,121,752.40184,915,686.740.0013,035,673,389.53-12,643,467,323.8614,360,911,755.471,717,444,431.610.0055,132,302,782.7155,132,302,782.71161,120,842,581.39159,403,398,149.79
$20-30K14,279,505.99189,169,273,753.3514,022,253.65225,577,813,672.04257,252.345,223,520,889.030.0054,574,947,371.685,091,943,737.53184,765,832,288.1320,118.9211,893,706.095,103,837,443.621,024,040,046.850.0016,091,930,518.16-12,012,133,121.3926,820,255,551.6714,808,122,430.280.00156,387,755,659.64156,387,755,659.64356,603,184,275.82341,795,061,845.54
$30-40K15,921,424.84328,277,307,717.3515,397,940.88260,916,250,510.97523,483.969,702,869,049.170.00136,958,846,699.0714,176,854,424.32320,523,395,936.3876,502.98248,681,482.2114,425,535,906.533,523,962,643.220.0018,781,484,536.83-7,879,911,273.5146,697,111,722.9738,817,200,449.450.00202,169,085,287.33202,169,085,287.33554,623,253,875.44515,806,053,425.99
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$50-75K32,559,576.111,332,560,780,301.5728,887,543.71581,035,766,148.323,672,032.4182,213,298,040.540.00785,369,999,901.2287,580,485,058.141,270,251,003,984.0075,427.42204,768,514.6787,785,253,572.8118,074,342,514.990.0026,591,360,639.6543,119,550,418.17181,694,871,649.50224,814,422,067.660.00594,046,541,374.16594,046,541,374.162,007,875,704,510.891,783,061,282,443.23
$75-100K20,762,926.211,285,382,497,371.1416,930,173.70379,753,366,812.273,832,752.5188,903,239,418.350.00863,147,077,418.46107,098,667,577.451,223,122,592,762.3078,127.72176,405,558.90107,275,073,136.3414,517,121,441.970.005,714,770,701.3187,043,180,993.07168,250,917,584.19255,294,098,577.260.00451,716,854,498.85451,716,854,498.851,799,645,798,175.081,544,351,699,597.82
$100-200K43,646,829.964,761,337,564,365.8026,605,633.65662,999,504,317.6617,041,196.31536,606,110,757.870.003,607,604,204,638.34505,945,469,795.514,392,835,826,220.41214,032.99778,335,592.38506,723,805,387.8942,561,726,120.570.004,256,735,852.60459,905,343,414.72578,172,947,742.871,038,078,291,157.590.001,185,784,892,651.891,185,784,892,651.896,158,502,949,346.695,120,424,658,189.10
$200-500K19,192,676.464,263,698,645,139.568,159,162.28218,785,368,422.6611,033,514.18411,292,785,870.610.003,638,066,545,680.48650,581,599,124.703,978,070,737,254.4591,908.12292,681,650.24650,874,280,774.9421,352,976,529.522,324,665,942.981,268,521,159.79630,577,449,028.61455,230,434,683.551,085,807,883,712.160.00882,643,041,794.29882,643,041,794.295,420,696,984,904.694,334,889,101,192.54
$500-1000K1,338,575.15806,448,874,940.90357,370.8710,153,366,086.71981,204.2844,981,776,520.290.00747,142,961,173.54175,124,851,312.07772,793,545,309.0125,004.74134,363,076.47175,259,214,388.5464,934,026.522,190,860,703.03155,010,272.03177,230,130,793.0249,874,170,812.05227,104,301,605.060.0052,935,735,466.8052,935,735,466.80890,848,441,107.45663,744,139,502.39
>$1000K538,341.231,146,774,196,776.3077,660.912,128,523,700.07460,680.3228,231,280,628.030.001,112,237,984,167.72340,360,917,785.681,123,870,642,915.8236,666.11544,286,243.21340,905,204,028.899,527,678.018,525,267,855.990.00349,420,944,206.8735,604,232,789.50385,025,176,996.370.0010,832,620,942.3910,832,620,942.391,183,277,535,307.49798,252,358,311.12
ALL186,614,949.5914,699,512,178,023.01147,650,342.352,891,358,313,105.6638,964,607.241,229,075,070,253.190.0011,183,398,699,129.661,910,805,941,196.5113,834,830,400,010.25771,119.512,596,678,274.491,913,402,619,471.00106,894,170,312.1813,040,794,502.00105,546,723,943.641,714,002,519,717.191,626,128,326,839.613,340,130,846,556.800.003,837,087,236,928.373,837,087,236,928.3719,294,866,059,668.7715,954,735,213,111.97
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=$0K1,168,802.980.001,168,802.9820,887,524,111.410.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00
$0-10K10,631,770.6632,362,770,295.7210,575,108.70103,415,864,563.2056,661.96320,316,628.800.001,974,487,803.24142,606,010.6332,059,254,158.130.000.00142,606,010.6338,426,817.240.003,295,728,871.36-3,191,549,677.963,742,841,400.28551,291,722.320.0015,280,455,075.0715,280,455,075.0747,893,741,826.9347,342,450,104.61
$10-20K10,442,509.49104,959,449,033.5010,277,586.42154,123,645,552.15164,923.072,585,477,899.410.006,776,202,019.68576,290,259.64102,684,215,394.3915,540.451,126,900.71577,417,160.35184,915,686.740.0013,033,308,727.94-12,640,807,254.3312,110,687,218.22-530,120,036.110.0055,132,302,782.7155,132,302,782.71160,012,161,203.71160,542,281,239.82
$20-30K14,279,505.99189,270,935,620.4814,022,253.65225,577,813,672.04257,252.345,223,153,762.050.0054,629,809,669.625,097,394,414.32184,867,953,063.9820,118.9211,893,706.095,109,288,120.411,024,900,944.030.0016,092,908,987.67-12,008,521,811.2922,628,423,674.0410,619,901,862.740.00156,387,755,659.64156,387,755,659.64354,608,930,204.13343,989,028,341.39
$30-40K15,921,424.84328,577,884,885.4415,397,940.88260,916,589,035.96523,483.969,701,557,461.620.00137,156,138,234.7514,197,395,577.28320,825,612,588.9176,502.98248,681,482.2114,446,077,059.483,528,826,632.240.0018,766,874,733.61-7,849,624,306.3739,417,213,652.4531,567,589,346.080.00202,169,085,287.33202,169,085,287.33551,283,882,008.27519,716,292,662.19
$40-50K16,066,584.97458,318,594,146.0615,125,679.08269,957,834,299.36940,905.8919,011,514,864.770.00229,939,058,570.7724,168,045,460.40443,634,729,213.34137,790.05204,135,549.6324,372,181,010.035,553,296,594.570.0016,319,026,399.562,499,858,015.9054,839,652,815.2657,339,510,831.160.00229,084,421,226.21229,084,421,226.21716,952,450,769.92659,612,939,938.76
$50-75K32,559,576.111,333,241,630,165.6828,887,543.71581,035,766,148.323,672,032.4182,213,069,892.410.00785,985,704,984.4187,648,071,788.041,270,932,025,329.1475,427.42204,768,514.6787,852,840,302.7118,091,911,532.350.0026,560,948,376.9543,199,980,393.41153,291,937,409.06196,491,917,802.470.00594,046,541,374.16594,046,541,374.161,994,328,289,957.351,797,836,372,154.88
$75-100K20,762,926.211,285,844,075,329.3716,930,173.70379,753,366,812.273,832,752.5188,903,028,340.780.00863,573,674,898.88107,154,715,372.881,223,584,434,567.4978,127.72176,386,298.54107,331,101,671.4214,527,921,050.200.005,693,039,157.1587,110,141,464.07141,921,794,824.20229,031,936,288.270.00451,716,854,498.85451,716,854,498.851,786,901,933,959.691,557,869,997,671.43
$100-200K43,646,829.964,762,891,054,923.9226,605,429.19662,993,825,604.3417,041,400.77536,612,800,063.240.003,609,090,106,415.99506,212,772,051.774,394,385,208,820.70214,032.99781,155,105.15506,993,927,156.9242,566,773,945.290.004,247,816,358.46460,179,336,853.16487,740,930,605.01947,920,267,458.170.001,185,784,892,651.891,185,784,892,651.896,114,797,934,874.455,166,877,667,416.28
$200-500K19,192,676.464,264,680,445,188.498,159,162.28218,785,368,422.6611,033,514.18411,287,878,648.990.003,639,124,419,237.03650,840,355,001.313,979,057,835,259.2391,908.12291,720,791.72651,132,075,793.0321,351,121,945.592,326,393,523.741,264,750,545.87630,842,596,825.31386,691,507,483.841,017,534,104,309.150.00882,643,041,794.29882,643,041,794.295,387,404,941,857.114,369,870,837,547.96
$500-1000K1,338,575.15806,819,189,868.03357,370.8710,153,366,086.71981,204.2844,981,685,773.590.00747,539,428,668.23175,256,762,590.39773,163,973,669.5226,588.46132,801,989.92175,389,564,580.3164,606,943.332,190,925,789.75155,010,272.03177,360,873,154.7043,926,923,727.16221,287,796,881.860.0052,935,735,466.8052,935,735,466.80888,239,057,708.38666,951,260,826.52
>$1000K538,341.231,147,026,905,814.3677,660.912,128,523,700.07460,680.3228,231,280,628.030.001,112,490,693,205.78340,454,484,804.941,124,123,351,953.8836,666.11543,915,684.27340,998,400,489.219,527,678.018,525,333,820.370.00349,514,206,631.5633,651,917,221.01383,166,123,852.580.0010,832,620,942.3910,832,620,942.391,182,534,945,093.79799,368,821,241.21
ALL186,614,949.5914,704,699,413,854.35147,650,137.892,891,352,972,917.3438,964,811.701,229,071,763,963.700.0011,188,279,723,708.391,911,748,893,331.6013,840,025,072,602.02772,703.232,596,586,022.901,914,345,479,354.50106,942,229,769.5913,042,653,133.86105,430,906,759.651,715,014,995,959.121,379,983,415,597.083,094,998,411,556.200.003,837,087,236,928.373,837,087,236,928.3719,176,835,420,360.8616,081,837,008,804.66
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count_8tax_cut_8perc_cut_8tax_inc_8perc_inc_8mean_8tot_change_8share_of_change_8ubi_8benefit_cost_total_8benefit_value_total_8pc_aftertaxinc_8
<$0K65,425.530.000.000.000.000.000.000.000.001,073,530,169.031,073,530,169.03-0.02
=$0K1,168,802.980.000.000.000.000.000.000.000.000.000.00nan
$0-10K10,631,770.6622,847.340.21292,135.242.750.464,848,453.570.480.0015,280,455,075.0715,280,455,075.070.73
$10-20K10,442,509.4936,742.210.35118,989.521.140.252,660,069.530.260.0055,132,302,782.7155,132,302,782.710.71
$20-30K14,279,505.9966,434.580.47273,967.931.920.253,611,310.100.360.00156,387,755,659.64156,387,755,659.640.64
$30-40K15,921,424.8423,739.610.15754,857.834.741.9030,286,967.152.990.00202,169,085,287.33202,169,085,287.330.76
$40-50K16,066,584.9761,517.010.381,302,529.028.113.7760,532,973.825.980.00229,084,421,226.21229,084,421,226.210.83
$50-75K32,559,576.116,288.900.021,706,519.275.242.4780,429,975.247.940.00594,046,541,374.16594,046,541,374.160.83
$75-100K20,762,926.213,128.400.021,021,625.404.923.2366,960,471.006.610.00451,716,854,498.85451,716,854,498.850.88
$100-200K43,646,829.969,596.290.023,513,174.598.056.28273,993,438.4527.060.001,185,784,892,651.891,185,784,892,651.890.91
$200-500K19,192,676.46138,497.720.721,421,100.047.4013.82265,147,796.7126.190.00882,643,041,794.29882,643,041,794.290.81
$500-1000K1,338,575.1518,888.861.41248,860.6418.5997.67130,742,361.6812.910.0052,935,735,466.8052,935,735,466.800.48
>$1000K538,341.2327,932.325.19158,081.3429.36173.2493,262,424.709.210.0010,832,620,942.3910,832,620,942.390.14
ALL186,614,949.59415,613.240.2210,811,840.825.795.431,012,476,241.94100.000.003,837,087,236,928.373,837,087,236,928.370.80
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count_8tax_cut_8perc_cut_8tax_inc_8perc_inc_8mean_8tot_change_8share_of_change_8ubi_8benefit_cost_total_8benefit_value_total_8pc_aftertaxinc_8
<$0K65,425.534,455.736.810.000.00-55.69-3,643,826.330.000.001,073,530,169.031,073,530,169.03-0.02
=$0K1,168,802.980.000.000.000.000.000.00-0.000.000.000.00nan
$0-10K10,631,770.667,651,214.1471.970.000.00-65.50-696,340,550.680.280.0015,280,455,075.0715,280,455,075.070.73
$10-20K10,442,509.498,043,803.7077.030.000.00-215.49-2,250,224,537.240.910.0055,132,302,782.7155,132,302,782.710.71
$20-30K14,279,505.999,078,433.3663.580.000.00-293.56-4,191,831,877.631.700.00156,387,755,659.64156,387,755,659.640.64
$30-40K15,921,424.8410,806,665.5267.870.000.00-457.24-7,279,898,070.522.960.00202,169,085,287.33202,169,085,287.330.76
$40-50K16,066,584.9711,886,023.8073.980.000.00-629.90-10,120,408,388.744.110.00229,084,421,226.21229,084,421,226.210.83
$50-75K32,559,576.1124,708,360.8175.890.000.00-872.34-28,402,934,240.4311.540.00594,046,541,374.16594,046,541,374.160.83
$75-100K20,762,926.2116,390,002.2778.940.000.00-1,268.08-26,329,122,759.9910.700.00451,716,854,498.85451,716,854,498.850.88
$100-200K43,646,829.9634,946,061.0880.070.000.00-2,071.90-90,432,017,137.8636.740.001,185,784,892,651.891,185,784,892,651.890.91
$200-500K19,192,676.4616,106,168.7483.920.000.00-3,571.10-68,538,927,199.7127.840.00882,643,041,794.29882,643,041,794.290.81
$500-1000K1,338,575.151,206,401.0790.130.000.00-4,442.97-5,947,247,084.892.420.0052,935,735,466.8052,935,735,466.800.48
>$1000K538,341.23461,322.8185.697,096.811.32-3,626.54-1,952,315,568.490.790.0010,832,620,942.3910,832,620,942.390.14
ALL186,614,949.59141,288,913.0275.717,096.810.00-1,319.00-246,144,911,242.53100.000.003,837,087,236,928.373,837,087,236,928.370.80
", "diff_comb_xbin": "\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
count_8tax_cut_8perc_cut_8tax_inc_8perc_inc_8mean_8tot_change_8share_of_change_8ubi_8benefit_cost_total_8benefit_value_total_8pc_aftertaxinc_8
<$0K65,425.534,455.736.810.000.00-55.69-3,643,826.330.000.001,073,530,169.031,073,530,169.03-0.02
=$0K1,168,802.980.000.000.000.000.000.00-0.000.000.000.00nan
$0-10K10,631,770.667,651,214.1471.970.000.00-65.04-691,492,097.110.280.0015,280,455,075.0715,280,455,075.070.73
$10-20K10,442,509.498,043,803.7077.030.000.00-215.23-2,247,564,467.710.920.0055,132,302,782.7155,132,302,782.710.71
$20-30K14,279,505.999,078,433.3663.580.000.00-293.30-4,188,220,567.541.710.00156,387,755,659.64156,387,755,659.640.64
$30-40K15,921,424.8410,806,665.5267.870.000.00-455.34-7,249,611,103.372.960.00202,169,085,287.33202,169,085,287.330.76
$40-50K16,066,584.9711,886,023.8073.980.000.00-626.14-10,059,875,414.924.100.00229,084,421,226.21229,084,421,226.210.83
$50-75K32,559,576.1124,708,360.8175.890.000.00-869.87-28,322,504,265.1911.550.00594,046,541,374.16594,046,541,374.160.83
$75-100K20,762,926.2116,390,002.2778.940.000.00-1,264.86-26,262,162,288.9910.710.00451,716,854,498.85451,716,854,498.850.88
$100-200K43,646,829.9634,946,061.0880.070.000.00-2,065.63-90,158,023,699.4236.780.001,185,784,892,651.891,185,784,892,651.890.91
$200-500K19,192,676.4616,106,168.7483.920.000.00-3,557.28-68,273,779,403.0127.850.00882,643,041,794.29882,643,041,794.290.81
$500-1000K1,338,575.151,206,401.0790.130.000.00-4,345.30-5,816,504,723.212.370.0052,935,735,466.8052,935,735,466.800.48
>$1000K538,341.23461,322.8185.697,096.811.32-3,453.30-1,859,053,143.790.760.0010,832,620,942.3910,832,620,942.390.14
ALL186,614,949.59141,288,913.0275.717,096.810.00-1,313.57-245,132,435,000.60100.000.003,837,087,236,928.373,837,087,236,928.370.80
", "dist1_xdec": "\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
s006_8c00100_8num_returns_StandardDed_8standard_8num_returns_ItemDed_8c04470_8c04600_8c04800_8taxbc_8c62100_8num_returns_AMT_8c09600_8c05800_8c07100_8othertaxes_8refund_8iitax_8payrolltax_8combined_8ubi_8benefit_cost_total_8benefit_value_total_8expanded_income_8aftertax_income_8
0-10n0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00
0-10z0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00
0-10p18,624,694.4689,013,281,983.4818,481,995.76223,183,818,122.84142,698.701,598,735,877.480.004,637,819,873.50324,070,915.8587,557,123,726.9715,540.451,126,900.71325,197,816.5597,906,326.070.0011,086,162,352.76-10,858,870,862.2713,405,220,981.912,546,350,119.640.0042,300,472,391.6542,300,472,391.65132,794,059,789.22130,247,709,669.58
10-2018,651,062.58240,426,821,163.1318,312,691.07295,234,743,037.89338,371.506,565,254,224.200.0062,097,596,694.795,838,007,263.00234,880,328,861.2920,118.9211,893,706.095,849,900,969.091,239,773,340.710.0022,153,341,465.11-17,543,213,836.7434,061,142,294.1316,517,928,457.400.00193,257,245,393.54193,257,245,393.54445,872,574,721.22429,354,646,263.82
20-3018,682,769.10399,850,956,857.7418,050,807.99306,306,502,414.73631,961.1112,034,986,482.180.00170,988,221,038.1317,725,542,044.26390,277,842,972.97122,680.35342,024,328.4718,067,566,372.744,449,511,422.000.0022,279,727,437.63-8,661,672,486.9056,679,613,087.6848,017,940,600.780.00245,623,939,964.22245,623,939,964.22675,309,012,034.11627,291,071,433.33
30-4018,672,149.86576,536,315,824.8717,345,729.04317,330,209,915.281,326,420.8225,716,972,907.000.00303,125,819,775.0532,228,356,545.04556,927,890,499.1391,612.68110,792,703.3732,339,149,248.417,183,171,184.900.0017,201,497,657.747,954,480,405.7781,739,450,340.5489,693,930,746.300.00276,055,302,045.73276,055,302,045.73894,924,983,902.51805,231,053,156.21
40-5018,668,577.14756,421,048,785.3616,726,874.74332,896,699,580.871,941,702.4039,819,616,097.760.00447,064,640,921.1248,885,567,029.24726,692,064,964.5174,067.68197,545,297.2849,083,112,326.5210,876,885,413.230.0014,787,762,945.3423,418,463,967.94102,703,078,251.30126,121,542,219.250.00331,734,592,125.65331,734,592,125.651,134,701,590,247.691,008,580,048,028.44
50-6018,650,640.76989,454,963,583.6815,516,885.74336,969,158,777.983,133,755.0277,168,957,264.780.00631,388,116,831.0775,440,380,731.54932,320,111,127.9242,940.79144,606,558.8375,584,987,290.3711,811,313,219.750.009,949,231,944.0753,824,442,126.55131,980,551,792.32185,804,993,918.860.00388,768,848,353.60388,768,848,353.601,432,415,687,660.871,246,610,693,742.01
60-7018,618,634.171,373,457,189,333.3613,819,487.68323,428,847,026.294,799,146.49118,948,324,855.860.00961,213,070,117.37123,646,093,645.491,291,048,475,229.89140,544.94694,761,376.27124,340,855,021.7615,150,211,622.550.004,311,235,695.76104,879,407,703.45171,471,973,245.95276,351,380,949.410.00419,105,584,218.75419,105,584,218.751,845,715,730,071.891,569,364,349,122.48
70-8018,707,895.911,833,232,325,135.4312,354,495.36304,796,721,636.496,353,400.55197,787,554,387.600.001,358,845,761,848.98181,518,314,559.441,695,571,831,028.4936,203.2757,735,796.98181,576,050,356.4316,481,173,503.890.001,651,841,395.79163,443,035,456.75223,108,107,489.15386,551,142,945.900.00536,370,583,517.04536,370,583,517.042,433,193,489,539.652,046,642,346,593.75
80-9018,670,614.442,590,747,096,864.859,719,772.73254,995,462,030.688,950,841.71305,477,725,788.660.002,039,907,059,757.50304,528,536,315.172,383,452,993,352.6993,945.0982,819,787.35304,611,356,102.5221,579,525,713.89128,015.251,226,533,308.66281,805,425,095.22315,694,444,798.92597,499,869,894.140.00562,185,284,281.75562,185,284,281.753,297,596,857,148.692,700,096,987,254.55
90-10018,667,911.165,850,372,178,491.127,321,602.23196,216,150,562.6111,346,308.93443,956,942,367.670.005,204,130,592,272.151,120,671,072,147.475,536,101,738,246.40133,465.34953,371,819.141,121,624,443,966.6118,024,698,565.1913,040,666,486.75899,389,740.761,115,741,022,147.42495,284,744,557.711,611,025,766,705.130.00841,685,384,636.44841,685,384,636.447,002,342,074,552.925,391,316,307,847.80
ALL186,614,949.5914,699,512,178,023.01147,650,342.352,891,358,313,105.6638,964,607.241,229,075,070,253.190.0011,183,398,699,129.661,910,805,941,196.5113,834,830,400,010.25771,119.512,596,678,274.491,913,402,619,471.00106,894,170,312.1813,040,794,502.00105,546,723,943.641,714,002,519,717.191,626,128,326,839.613,340,130,846,556.800.003,837,087,236,928.373,837,087,236,928.3719,294,866,059,668.7715,954,735,213,111.97
90-959,318,378.901,769,441,562,490.574,324,064.79115,842,859,874.204,994,314.11176,095,928,853.480.001,478,991,366,234.49249,088,475,178.631,649,848,190,488.8330,351.0876,121,147.66249,164,596,326.2810,006,723,431.21132,574,641.99495,732,022.70238,794,715,514.36204,857,426,165.73443,652,141,680.100.00369,785,944,110.83369,785,944,110.832,245,814,672,089.191,802,162,530,409.09
95-997,483,174.912,132,438,847,772.112,566,464.1468,213,027,033.904,916,710.77194,913,329,702.490.001,870,102,584,716.24357,028,398,611.541,994,129,488,554.3541,443.41198,601,351.81357,226,999,963.357,949,249,409.132,196,645,142.17248,647,446.02351,225,748,250.36205,223,874,257.47556,449,622,507.830.00408,458,487,776.62408,458,487,776.622,687,688,263,842.492,131,238,641,334.66
Top 1%1,866,357.351,948,491,768,228.44431,073.3012,160,263,654.511,435,284.0572,947,683,811.690.001,855,036,641,321.42514,554,198,357.311,892,124,059,203.2161,670.85678,649,319.67515,232,847,676.9868,725,724.8510,711,446,702.60155,010,272.03525,720,558,382.7085,203,444,134.50610,924,002,517.200.0063,440,952,748.9963,440,952,748.992,068,839,138,621.241,457,915,136,104.04
", "dist2_xdec": "\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
s006_8c00100_8num_returns_StandardDed_8standard_8num_returns_ItemDed_8c04470_8c04600_8c04800_8taxbc_8c62100_8num_returns_AMT_8c09600_8c05800_8c07100_8othertaxes_8refund_8iitax_8payrolltax_8combined_8ubi_8benefit_cost_total_8benefit_value_total_8expanded_income_8aftertax_income_8
0-10n0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00
0-10z0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00
0-10p18,624,694.4689,021,362,524.7218,481,995.76223,183,818,122.84142,698.701,598,735,877.480.004,637,819,873.50324,070,915.8587,565,204,268.2115,540.451,126,900.71325,197,816.5597,906,326.070.0011,079,524,688.02-10,852,233,197.5311,303,654,712.26451,421,514.730.0042,300,472,391.6542,300,472,391.65131,751,357,195.64131,299,935,680.91
10-2018,651,062.58240,555,225,177.0718,312,691.07295,234,743,037.89338,371.506,564,887,097.220.0062,167,455,377.265,844,957,578.25235,009,191,783.9520,118.9211,893,706.095,856,851,284.341,240,702,129.110.0022,153,104,562.91-17,536,955,407.6928,737,501,036.9111,200,545,629.230.00193,257,245,393.54193,257,245,393.54443,339,158,106.55432,138,612,477.32
20-3018,682,769.10400,213,325,271.2918,050,807.99306,306,840,939.72631,961.1112,033,622,782.320.00171,229,585,694.0517,750,974,622.05390,641,916,011.34122,680.35342,024,328.4718,092,998,950.534,455,711,498.820.0022,261,886,510.95-8,624,599,059.2447,843,087,514.4039,218,488,455.160.00245,623,939,964.22245,623,939,964.22671,252,955,099.24632,034,466,644.08
30-4018,672,149.86577,078,415,375.8517,345,729.04317,330,209,915.281,326,420.8225,714,008,148.180.00303,607,263,347.8032,279,345,493.28557,473,695,998.6391,612.68110,792,703.3732,390,138,196.657,196,012,703.230.0017,170,754,560.658,023,370,932.7868,997,278,183.8377,020,649,116.610.00276,055,302,045.73276,055,302,045.73889,084,629,352.81812,063,980,236.20
40-5018,668,577.14756,763,439,979.2616,726,874.74332,896,699,580.871,941,702.4039,819,616,097.760.00447,359,410,119.5148,917,452,736.27727,034,456,158.4174,067.68197,545,297.2849,114,998,033.5410,888,692,913.030.0014,766,786,886.3323,459,518,234.1886,641,727,356.44110,101,245,590.620.00331,734,592,125.65331,734,592,125.651,126,996,774,716.621,016,895,529,126.00
50-6018,650,640.76989,931,189,894.6815,516,885.74336,969,158,777.983,133,755.0277,168,798,107.370.00631,838,442,775.6075,493,838,437.06932,796,422,681.5542,940.79144,587,298.4875,638,425,735.5411,822,100,071.790.009,925,819,892.5253,890,505,771.22111,344,132,302.99165,234,638,074.210.00388,768,848,353.60388,768,848,353.601,422,539,710,855.701,257,305,072,781.49
60-7018,618,634.171,373,906,353,831.1913,819,487.68323,428,847,026.294,799,146.49118,947,567,514.150.00961,631,668,710.25123,708,694,962.341,291,498,586,404.87140,544.94694,761,376.27124,403,456,338.6215,155,457,015.810.004,302,577,715.89104,945,421,606.92144,638,067,601.82249,583,489,208.740.00419,105,584,218.75419,105,584,218.751,832,722,675,681.551,583,139,186,472.81
70-8018,707,895.911,833,709,539,446.0712,354,290.91304,791,042,923.176,353,605.01197,796,151,273.890.001,359,288,574,405.43181,583,391,733.671,696,043,211,849.4836,203.2757,735,796.98181,641,127,530.6516,483,136,436.610.001,649,920,986.44163,508,070,107.60188,179,645,347.72351,687,715,455.320.00536,370,583,517.04536,370,583,517.042,416,187,978,139.312,064,500,262,683.99
80-9018,670,614.442,591,677,483,061.179,719,772.73254,995,462,030.688,950,841.71305,476,432,665.990.002,040,815,784,255.74304,718,959,799.942,384,384,337,008.0393,945.0986,414,235.92304,805,374,035.8621,581,908,531.43128,015.251,221,442,127.76282,002,151,391.91266,380,010,449.81548,382,161,841.720.00562,185,284,281.75562,185,284,281.753,273,860,018,339.942,725,477,856,498.21
90-10018,667,911.165,851,843,079,293.057,321,602.23196,216,150,562.6111,346,308.93443,951,944,399.350.005,205,703,719,149.251,121,127,207,052.895,537,578,050,437.54135,049.06949,704,379.331,122,076,911,432.2218,020,602,143.7013,042,525,118.62899,088,828.171,116,199,745,578.96425,918,311,090.891,542,118,056,669.860.00841,685,384,636.44841,685,384,636.446,969,100,162,873.505,426,982,106,203.64
ALL186,614,949.5914,704,699,413,854.35147,650,137.892,891,352,972,917.3438,964,811.701,229,071,763,963.700.0011,188,279,723,708.391,911,748,893,331.6013,840,025,072,602.02772,703.232,596,586,022.901,914,345,479,354.50106,942,229,769.5913,042,653,133.86105,430,906,759.651,715,014,995,959.121,379,983,415,597.083,094,998,411,556.200.003,837,087,236,928.373,837,087,236,928.3719,176,835,420,360.8616,081,837,008,804.66
90-959,318,378.901,769,807,229,747.484,324,064.79115,842,859,874.204,994,314.11176,094,242,199.930.001,479,359,800,805.03249,173,216,896.201,650,215,440,831.2530,351.0876,963,136.21249,250,180,032.4110,006,539,064.43132,755,068.73495,732,022.70238,880,664,014.01173,291,626,545.24412,172,290,559.250.00369,785,944,110.83369,785,944,110.832,230,395,919,889.601,818,223,629,330.35
95-997,483,174.912,132,923,087,873.792,566,464.1468,213,027,033.904,916,710.77194,910,109,134.420.001,870,660,131,011.91357,174,963,268.801,994,617,443,526.3641,443.41196,023,568.93357,370,986,837.747,945,664,437.612,198,192,296.19248,346,533.44351,375,168,162.87175,289,585,257.14526,664,753,420.010.00408,458,487,776.62408,458,487,776.622,673,202,472,955.452,146,537,719,535.44
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count_8tax_cut_8perc_cut_8tax_inc_8perc_inc_8mean_8tot_change_8share_of_change_8ubi_8benefit_cost_total_8benefit_value_total_8pc_aftertaxinc_8
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10-2018,651,062.5881,199.550.44395,831.122.120.346,258,429.050.620.00193,257,245,393.54193,257,245,393.540.65
20-3018,682,769.1049,958.520.27872,280.834.671.9837,073,427.663.660.00245,623,939,964.22245,623,939,964.220.76
30-4018,672,149.8632,780.090.181,518,137.808.133.6968,890,527.016.800.00276,055,302,045.73276,055,302,045.730.85
40-5018,668,577.144,169.550.02908,603.544.872.2041,054,266.234.050.00331,734,592,125.65331,734,592,125.650.82
50-6018,650,640.765,125.670.03942,770.835.053.5466,063,644.686.520.00388,768,848,353.60388,768,848,353.600.86
60-7018,618,634.170.000.001,041,461.795.593.5566,013,903.476.520.00419,105,584,218.75419,105,584,218.750.88
70-8018,707,895.919,596.290.051,543,580.898.253.4865,034,650.856.420.00536,370,583,517.04536,370,583,517.040.87
80-9018,670,614.4412,761.410.071,662,705.738.9110.54196,726,296.7019.430.00562,185,284,281.75562,185,284,281.750.94
90-10018,667,911.16172,557.490.921,583,218.268.4824.57458,723,431.5545.310.00841,685,384,636.44841,685,384,636.440.66
ALL186,614,949.59415,613.240.2210,811,840.825.795.431,012,476,241.94100.000.003,837,087,236,928.373,837,087,236,928.370.80
90-959,318,378.9012,128.850.13658,671.317.079.2285,948,499.658.490.00369,785,944,110.83369,785,944,110.830.89
95-997,483,174.91113,607.451.52518,685.826.9319.97149,419,912.5214.760.00408,458,487,776.62408,458,487,776.620.72
Top 1%1,866,357.3546,821.192.51405,861.1321.75119.67223,355,019.3822.060.0063,440,952,748.9963,440,952,748.990.30
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count_8tax_cut_8perc_cut_8tax_inc_8perc_inc_8mean_8tot_change_8share_of_change_8ubi_8benefit_cost_total_8benefit_value_total_8pc_aftertaxinc_8
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10-2018,651,062.5811,992,090.4664.300.000.00-285.43-5,323,641,257.222.160.00193,257,245,393.54193,257,245,393.540.65
20-3018,682,769.1012,824,708.4568.640.000.00-472.98-8,836,525,573.283.590.00245,623,939,964.22245,623,939,964.220.76
30-4018,672,149.8613,776,243.5173.780.000.00-682.42-12,742,172,156.715.180.00276,055,302,045.73276,055,302,045.730.85
40-5018,668,577.1414,158,800.0875.840.000.00-860.34-16,061,350,894.876.530.00331,734,592,125.65331,734,592,125.650.82
50-6018,650,640.7614,698,049.4778.810.000.00-1,106.47-20,636,419,489.328.380.00388,768,848,353.60388,768,848,353.600.86
60-7018,618,634.1714,814,732.3979.570.000.00-1,441.24-26,833,905,644.1310.900.00419,105,584,218.75419,105,584,218.750.88
70-8018,707,895.9114,553,228.7877.790.000.00-1,867.04-34,928,462,141.4314.190.00536,370,583,517.04536,370,583,517.040.87
80-9018,670,614.4415,459,735.7982.800.000.00-2,641.29-49,314,434,349.1120.030.00562,185,284,281.75562,185,284,281.750.94
90-10018,667,911.1615,785,436.2084.567,096.810.04-3,715.81-69,366,433,466.8228.180.00841,685,384,636.44841,685,384,636.440.66
ALL186,614,949.59141,288,913.0275.717,096.810.00-1,319.00-246,144,911,242.53100.000.003,837,087,236,928.373,837,087,236,928.370.80
90-959,318,378.907,951,260.0585.330.000.00-3,387.48-31,565,799,620.5012.820.00369,785,944,110.83369,785,944,110.830.89
95-997,483,174.916,173,052.8282.490.000.00-4,000.21-29,934,289,000.3412.160.00408,458,487,776.62408,458,487,776.620.72
Top 1%1,866,357.351,661,123.3389.007,096.810.38-4,214.81-7,866,344,845.983.200.0063,440,952,748.9963,440,952,748.990.30
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count_8tax_cut_8perc_cut_8tax_inc_8perc_inc_8mean_8tot_change_8share_of_change_8ubi_8benefit_cost_total_8benefit_value_total_8pc_aftertaxinc_8
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0-10z0.000.000.000.000.000.000.00-0.000.000.000.00nan
0-10p18,624,694.4613,225,887.9071.010.000.00-112.48-2,094,928,604.910.850.0042,300,472,391.6542,300,472,391.650.81
10-2018,651,062.5811,992,090.4664.300.000.00-285.10-5,317,382,828.172.170.00193,257,245,393.54193,257,245,393.540.65
20-3018,682,769.1012,824,708.4568.640.000.00-470.99-8,799,452,145.623.590.00245,623,939,964.22245,623,939,964.220.76
30-4018,672,149.8613,776,243.5173.780.000.00-678.73-12,673,281,629.705.170.00276,055,302,045.73276,055,302,045.730.85
40-5018,668,577.1414,158,800.0875.840.000.00-858.14-16,020,296,628.636.540.00331,734,592,125.65331,734,592,125.650.82
50-6018,650,640.7614,698,049.4778.810.000.00-1,102.93-20,570,355,844.658.390.00388,768,848,353.60388,768,848,353.600.86
60-7018,618,634.1714,814,732.3979.570.000.00-1,437.69-26,767,891,740.6610.920.00419,105,584,218.75419,105,584,218.750.88
70-8018,707,895.9114,553,228.7877.790.000.00-1,863.57-34,863,427,490.5814.220.00536,370,583,517.04536,370,583,517.040.87
80-9018,670,614.4415,459,735.7982.800.000.00-2,630.75-49,117,708,052.4120.040.00562,185,284,281.75562,185,284,281.750.94
90-10018,667,911.1615,785,436.2084.567,096.810.04-3,691.24-68,907,710,035.2728.110.00841,685,384,636.44841,685,384,636.440.66
ALL186,614,949.59141,288,913.0275.717,096.810.00-1,313.57-245,132,435,000.60100.000.003,837,087,236,928.373,837,087,236,928.370.80
90-959,318,378.907,951,260.0585.330.000.00-3,378.25-31,479,851,120.8512.840.00369,785,944,110.83369,785,944,110.830.89
95-997,483,174.916,173,052.8282.490.000.00-3,980.24-29,784,869,087.8212.150.00408,458,487,776.62408,458,487,776.620.72
Top 1%1,866,357.351,661,123.3389.007,096.810.38-4,095.14-7,642,989,826.603.120.0063,440,952,748.9963,440,952,748.990.30
"}, "taxcalc_version": "0.8.4-1973-g1b1a109c", "dropq_version": "0.8.4-1973-g1b1a109c"} diff --git a/webapp/apps/taxbrain/tests/response_year_9.json b/webapp/apps/taxbrain/tests/response_year_9.json index 88d6f604..aebe59d7 100644 --- a/webapp/apps/taxbrain/tests/response_year_9.json +++ b/webapp/apps/taxbrain/tests/response_year_9.json @@ -1 +1 @@ -{"aggr_1": {"payroll_tax_9": "1775826519627.76", "combined_tax_9": "3859445357163.15", "ind_tax_9": "2083618837535.38"}, "aggr_2": {"payroll_tax_9": "2625348573466.81", "combined_tax_9": "5323932210508.08", "ind_tax_9": "2698583637041.28"}, "diff_ptax_xdec": {"Top 1%_9": ["1916986.02", "1491.48", "0.08", "1686566.30", "87.98", "14171.19", "27165974024.03", "3.20", "61383334106.23", "84972092300.00", "84972092300.00", "1.56"], "80-90_9": ["19168737.18", "0.00", "0.00", "15829903.42", "82.58", "8797.56", "168638140276.62", "19.85", "591852220218.41", "611353457814.15", "611353457814.15", "13.26"], "90-95_9": ["9584836.95", "0.00", "0.00", 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"diff_ptax_xbin": ",count_9,tax_cut_9,perc_cut_9,tax_inc_9,perc_inc_9,mean_9,tot_change_9,share_of_change_9,ubi_9,benefit_cost_total_9,benefit_value_total_9,pc_aftertaxinc_9\n<$0K,66308.5320416195,4515.60752515175,6.8099947112650066,0.0,0.0,-57.4721292263137,-3810892.5223031184,0.0014801447910450021,0.0,1157123558.0725532,1157123558.0725532,-0.022415710751211293\n=$0K,1184582.574210356,0.0,0.0,0.0,0.0,0.0,0.0,-0.0,0.0,0.0,0.0,\n$0-10K,10524169.38544442,7530695.4431809215,71.55619761875309,0.0,0.0,-65.51900021720411,-689533056.2508258,0.2678135779190629,0.0,15187351853.741901,15187351853.741901,0.7279608352978473\n$10-20K,9856950.906202542,7739425.422704408,78.51743907778146,0.0,0.0,-221.56304769803413,-2183936083.7881346,0.8482374140639993,0.0,49055620859.04323,49055620859.04323,0.7439260183011109\n$20-30K,14187091.324065479,8885663.21389915,62.632029433873114,0.0,0.0,-285.0493440937686,-4044021076.523259,1.5706915627404303,0.0,161448146979.87134,161448146979.87134,0.6146749592519152\n$30-40K,15494557.04744919,10657135.152753646,68.77986327791209,0.0,0.0,-459.68458052138664,-7122608956.721376,2.7664103577421946,0.0,196876072321.7844,196876072321.7844,0.7596864179976404\n$40-50K,15151582.942679837,11099801.326302325,73.25836097980084,0.0,0.0,-629.7853913525803,-9542245593.166702,3.7061935037365,0.0,218910979555.80148,218910979555.80148,0.8379685011493665\n$50-75K,33489598.760863125,25279295.28710254,75.48401958355089,0.0,0.0,-872.6587962126708,-29224992940.300167,11.35094228340234,0.0,615527631412.6934,615527631412.6934,0.8372794451662502\n$75-100K,21359107.452950597,16920796.581514794,79.22052276195332,0.0,0.0,-1273.3689791072145,-27198024852.004997,10.563670997228316,0.0,474177131755.8112,474177131755.8112,0.885224723481004\n$100-200K,44684125.61625926,35584167.39725375,79.63491935110329,0.0,0.0,-2064.740730717658,-92261134176.39478,35.83408253260436,0.0,1262739922328.8318,1262739922328.8318,0.9066669172740127\n$200-500K,20873881.620580718,17586429.685178936,84.25088349566714,0.0,0.0,-3613.6360203999157,-75430610509.69424,29.297133041105443,0.0,963592886622.6903,963592886622.6903,0.8294892742187532\n$500-1000K,1694025.7463737084,1418187.5994222523,83.71700385652785,0.0,0.0,-4489.048773873702,-7604564199.669378,2.9536010324178457,0.0,88578415674.78537,88578415674.78537,0.5095342232842581\n>$1000K,568268.8108791691,490211.5606579623,86.26402703670391,7192.417583471246,1.2656717113057552,-3804.6556568365068,-2162067145.915186,0.8397435522484555,0.0,11713119098.868309,11713119098.868309,0.14674547704940366\nALL,189134250.72000003,143196324.2774958,75.71147147191648,7192.417583471246,0.0038028107315787635,-1361.2952096345255,-257467549482.95135,100.0,0.0,4058964402021.995,4058964402021.995,0.8032963091871625\n", "diff_comb_xbin": ",count_9,tax_cut_9,perc_cut_9,tax_inc_9,perc_inc_9,mean_9,tot_change_9,share_of_change_9,ubi_9,benefit_cost_total_9,benefit_value_total_9,pc_aftertaxinc_9\n<$0K,66308.5320416195,4515.60752515175,6.8099947112650066,0.0,0.0,-57.4721292263137,-3810892.5223031184,0.0014873627209337882,0.0,1157123558.0725532,1157123558.0725532,-0.022415710751211293\n=$0K,1184582.574210356,0.0,0.0,0.0,0.0,0.0,0.0,-0.0,0.0,0.0,0.0,\n$0-10K,10524169.38544442,7530695.4431809215,71.55619761875309,0.0,0.0,-65.0371229607583,-684461698.3809968,0.26714025864567437,0.0,15187351853.741901,15187351853.741901,0.7279608352978473\n$10-20K,9856950.906202542,7739425.422704408,78.51743907778146,0.0,0.0,-221.22261602526427,-2180580465.5027256,0.8510641733934546,0.0,49055620859.04323,49055620859.04323,0.7439260183011109\n$20-30K,14187091.324065479,8885663.21389915,62.632029433873114,0.0,0.0,-284.8812063430745,-4041635690.8991394,1.5774200461066457,0.0,161448146979.87134,161448146979.87134,0.6146749592519152\n$30-40K,15494557.04744919,10657135.152753646,68.77986327791209,0.0,0.0,-457.2005145579744,-7084119454.941658,2.764878601602274,0.0,196876072321.7844,196876072321.7844,0.7596864179976404\n$40-50K,15151582.942679837,11099801.326302325,73.25836097980084,0.0,0.0,-625.3016515016087,-9474309836.921307,3.6977519506366634,0.0,218910979555.80148,218910979555.80148,0.8379685011493665\n$50-75K,33489598.760863125,25279295.28710254,75.48401958355089,0.0,0.0,-869.0901392163951,-29105480049.379745,11.359650199257505,0.0,615527631412.6934,615527631412.6934,0.8372794451662502\n$75-100K,21359107.452950597,16920796.581514794,79.22052276195332,0.0,0.0,-1268.2768334886139,-27089261166.571236,10.572735116771844,0.0,474177131755.8112,474177131755.8112,0.885224723481004\n$100-200K,44684125.61625926,35584167.39725375,79.63491935110329,0.0,0.0,-2057.2829574876446,-91927890100.56728,35.87876486924616,0.0,1262739922328.8318,1262739922328.8318,0.9066669172740127\n$200-500K,20873881.620580718,17586429.685178936,84.25088349566714,0.0,0.0,-3598.9543349384776,-75124146745.38159,29.320390081090935,0.0,963592886622.6903,963592886622.6903,0.8294892742187532\n$500-1000K,1694025.7463737084,1418187.5994222523,83.71700385652785,0.0,0.0,-4397.781573746253,-7449955212.854038,2.9076615494600078,0.0,88578415674.78537,88578415674.78537,0.5095342232842581\n>$1000K,568268.8108791691,490211.5606579623,86.26402703670391,7192.417583471246,1.2656717113057552,-3611.758904498229,-2052449937.8414593,0.801055791067897,0.0,11713119098.868309,11713119098.868309,0.14674547704940366\nALL,189134250.72000003,143196324.2774958,75.71147147191648,7192.417583471246,0.0038028107315787635,-1354.6890649175775,-256218101251.7635,100.0,0.0,4058964402021.995,4058964402021.995,0.8032963091871625\n", "dist1_xdec": 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$0-10K10,524,169.3932,230,254,199.4210,466,742.8662,198,928,487.6057,426.52329,152,124.8438,857,665,954.542,062,968,778.74148,828,598.8631,918,747,132.330.000.00148,828,598.8640,807,711.260.003,246,129,178.79-3,138,108,291.194,395,784,693.431,257,676,402.240.0015,187,351,853.7415,187,351,853.7447,923,255,645.3546,665,579,243.11
$10-20K9,856,950.91101,948,773,629.039,179,893.3177,386,809,860.00677,057.607,776,349,086.6261,583,122,242.439,872,795,978.99872,018,538.2296,059,223,775.440.000.00872,018,538.22183,127,007.970.0011,303,846,398.24-10,614,954,867.9913,937,819,124.323,322,864,256.340.0049,055,620,859.0449,055,620,859.04151,794,232,726.42148,471,368,470.08
$20-30K14,187,091.32184,742,921,210.9512,167,551.78112,230,951,792.572,019,539.5522,206,331,694.0497,384,235,179.7055,538,880,844.805,298,104,107.09169,087,483,924.6420,390.549,676,911.575,307,781,018.66712,563,416.080.0015,413,853,707.65-10,818,636,105.0825,850,812,384.5015,032,176,279.420.00161,448,146,979.87161,448,146,979.87355,525,727,573.51340,493,551,294.09
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ALL189,134,250.7215,370,886,103,242.02104,427,694.811,103,716,147,120.6784,706,555.912,373,998,259,448.121,749,161,596,284.0710,886,067,987,091.772,088,999,869,129.2814,015,551,463,917.095,381,350.2924,165,292,896.202,113,165,162,025.4830,312,396,262.7613,827,604,890.7693,647,375,103.582,003,032,995,549.901,701,198,953,551.433,704,231,949,101.330.004,058,964,402,022.004,058,964,402,022.0020,231,605,013,985.2216,527,373,064,883.90
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=$0K1,184,582.570.001,184,582.5711,682,028,871.430.000.0010,800,329,645.510.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00
$0-10K10,524,169.3932,230,266,169.6210,466,742.8662,198,928,487.6057,426.52329,152,124.8438,857,665,954.542,062,968,778.74148,828,598.8631,918,759,102.530.000.00148,828,598.8640,807,711.260.003,241,057,820.92-3,133,036,933.323,706,251,637.18573,214,703.860.0015,187,351,853.7415,187,351,853.7447,578,501,087.4347,005,286,383.57
$10-20K9,856,950.91101,964,678,345.209,179,893.3177,386,809,860.00677,057.607,776,349,086.6261,583,122,242.439,879,109,169.97872,649,857.3296,075,128,491.610.000.00872,649,857.32183,324,636.970.0011,300,924,470.05-10,611,599,249.7011,753,883,040.531,142,283,790.830.0049,055,620,859.0449,055,620,859.04150,718,169,400.69149,575,885,609.86
$20-30K14,187,091.32184,816,224,655.9912,167,551.78112,230,951,792.572,019,539.5522,206,290,183.7097,384,235,179.7055,571,139,936.345,301,515,834.35169,160,855,184.7320,390.549,676,911.575,311,192,745.92712,662,852.980.0015,414,780,612.40-10,816,250,719.4521,806,791,307.9810,990,540,588.520.00161,448,146,979.87161,448,146,979.87353,577,020,480.29342,586,479,891.76
$30-40K15,494,557.05321,311,863,499.2212,033,579.27117,442,192,725.283,460,977.7850,401,736,063.40116,419,019,828.14122,946,681,973.4313,768,439,246.48290,861,433,700.6798,523.22256,827,121.4014,025,266,367.871,681,353,492.870.0017,047,549,621.77-4,703,636,746.7638,560,190,134.4933,856,553,387.720.00196,876,072,321.78196,876,072,321.78539,359,210,594.01505,502,657,206.29
$40-50K15,151,582.94430,175,687,776.1410,589,610.13108,931,066,384.204,561,972.8171,067,079,854.66123,203,909,443.81197,220,451,781.4123,154,155,827.82385,019,765,005.50122,453.72128,611,736.7923,282,767,564.622,449,800,863.340.0013,020,363,720.357,812,602,980.9351,692,438,629.0559,505,041,609.980.00218,910,979,555.80218,910,979,555.80676,107,586,451.90616,602,544,841.92
$50-75K33,489,598.761,369,885,040,152.0820,561,494.48236,140,355,123.1012,928,104.28230,703,763,063.45311,407,407,345.02727,748,629,256.6692,037,803,662.541,231,240,511,712.1692,263.76224,995,609.6292,262,799,272.167,962,971,075.290.0022,143,504,264.2362,156,323,932.64157,776,305,955.90219,932,629,888.540.00615,527,631,412.69615,527,631,412.692,052,435,310,170.961,832,502,680,282.42
$75-100K21,359,107.451,309,914,971,679.7410,448,863.05129,218,564,229.7310,910,244.40240,866,982,374.33219,918,493,478.41792,739,412,957.48111,784,148,720.141,164,641,122,741.4360,172.48151,689,861.36111,935,838,581.516,377,413,154.290.006,612,862,006.3298,945,563,420.90146,677,998,918.35245,623,562,339.250.00474,177,131,755.81474,177,131,755.811,841,214,093,899.971,595,590,531,560.73
$100-200K44,684,125.624,850,751,351,224.2114,327,762.31199,061,227,370.6530,356,363.31884,386,474,267.95501,909,275,482.963,353,408,272,334.52530,569,772,567.364,326,983,485,305.63145,626.94608,303,710.76531,178,076,278.1310,263,777,373.680.003,615,729,050.09517,298,569,854.35497,399,069,146.181,014,697,639,000.540.001,262,739,922,328.831,262,739,922,328.836,279,717,133,686.265,265,019,494,685.72
$200-500K20,873,881.624,605,712,495,050.713,256,141.4346,102,463,359.0217,617,740.19711,765,833,333.51263,273,098,810.023,611,160,970,593.14717,003,084,266.414,225,391,250,219.793,614,321.8411,731,509,224.51728,734,593,490.92608,419,255.962,371,733,493.36991,595,239.03729,506,312,489.28423,974,199,726.961,153,480,512,216.240.00963,592,886,622.69963,592,886,622.695,829,668,064,249.394,676,187,552,033.15
$500-1000K1,694,025.75967,726,285,154.8562,424.161,047,798,797.201,631,601.5895,141,608,053.423,585,945,366.83868,167,225,655.13220,322,756,511.65922,410,521,111.501,099,261.788,712,502,324.55229,035,258,836.2033,832,435.922,437,032,991.64140,191,748.64231,298,267,643.2854,095,515,871.59285,393,783,514.860.0088,578,415,674.7988,578,415,674.791,088,938,260,718.11803,544,477,203.25
>$1000K568,268.811,211,555,724,895.5957,152.26957,119,201.30511,116.5560,383,152,318.3024,186,994.011,150,191,266,381.99375,173,379,498.651,186,442,542,009.99129,895.922,347,063,715.70377,520,443,214.3410,976,079.129,020,805,839.490.00386,530,272,974.7236,268,276,152.97422,798,549,127.690.0011,713,119,098.8711,713,119,098.871,257,316,391,209.64834,517,842,081.96
ALL189,134,250.7215,376,307,918,990.29104,402,106.141,103,324,359,098.3984,732,144.582,375,028,420,724.191,749,141,313,310.5610,891,096,128,818.812,090,136,534,591.5914,020,408,704,972.485,382,910.2024,171,180,216.262,114,307,714,807.8530,325,338,931.6813,829,572,324.4893,529,504,419.572,004,282,443,781.081,443,731,404,068.483,448,013,847,849.570.004,058,964,402,022.004,058,964,402,022.0020,108,150,690,569.2716,660,136,842,719.70
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count_9tax_cut_9perc_cut_9tax_inc_9perc_inc_9mean_9tot_change_9share_of_change_9ubi_9benefit_cost_total_9benefit_value_total_9pc_aftertaxinc_9
<$0K66,308.530.000.000.000.000.000.000.000.001,157,123,558.071,157,123,558.07-0.02
=$0K1,184,582.570.000.000.000.000.000.000.000.000.000.00nan
$0-10K10,524,169.3923,155.680.22296,079.152.810.485,071,357.870.410.0015,187,351,853.7415,187,351,853.740.73
$10-20K9,856,950.911,603.570.02152,832.261.550.343,355,618.290.270.0049,055,620,859.0449,055,620,859.040.74
$20-30K14,187,091.3246,036.100.32183,746.421.300.172,385,385.620.190.00161,448,146,979.87161,448,146,979.870.61
$30-40K15,494,557.0522,331.230.14811,557.795.242.4838,489,501.783.080.00196,876,072,321.78196,876,072,321.780.76
$40-50K15,151,582.9429,362.530.191,220,758.058.064.4867,935,756.255.440.00218,910,979,555.80218,910,979,555.800.84
$50-75K33,489,598.761,201.600.001,897,614.505.673.57119,512,890.929.570.00615,527,631,412.69615,527,631,412.690.84
$75-100K21,359,107.451,256.190.011,139,714.665.345.09108,763,685.438.700.00474,177,131,755.81474,177,131,755.810.89
$100-200K44,684,125.620.000.003,477,117.387.787.46333,244,075.8326.670.001,262,739,922,328.831,262,739,922,328.830.91
$200-500K20,873,881.62137,666.970.661,582,603.497.5814.68306,463,764.3124.530.00963,592,886,622.69963,592,886,622.690.83
$500-1000K1,694,025.7519,333.841.14280,343.1716.5591.27154,608,986.8212.370.0088,578,415,674.7988,578,415,674.790.51
>$1000K568,268.8130,821.865.42163,397.9028.75192.90109,617,208.078.770.0011,713,119,098.8711,713,119,098.870.15
ALL189,134,250.72312,769.590.1711,205,764.765.926.611,249,448,231.19100.000.004,058,964,402,022.004,058,964,402,022.000.80
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count_9tax_cut_9perc_cut_9tax_inc_9perc_inc_9mean_9tot_change_9share_of_change_9ubi_9benefit_cost_total_9benefit_value_total_9pc_aftertaxinc_9
<$0K66,308.534,515.616.810.000.00-57.47-3,810,892.520.000.001,157,123,558.071,157,123,558.07-0.02
=$0K1,184,582.570.000.000.000.000.000.00-0.000.000.000.00nan
$0-10K10,524,169.397,530,695.4471.560.000.00-65.52-689,533,056.250.270.0015,187,351,853.7415,187,351,853.740.73
$10-20K9,856,950.917,739,425.4278.520.000.00-221.56-2,183,936,083.790.850.0049,055,620,859.0449,055,620,859.040.74
$20-30K14,187,091.328,885,663.2162.630.000.00-285.05-4,044,021,076.521.570.00161,448,146,979.87161,448,146,979.870.61
$30-40K15,494,557.0510,657,135.1568.780.000.00-459.68-7,122,608,956.722.770.00196,876,072,321.78196,876,072,321.780.76
$40-50K15,151,582.9411,099,801.3373.260.000.00-629.79-9,542,245,593.173.710.00218,910,979,555.80218,910,979,555.800.84
$50-75K33,489,598.7625,279,295.2975.480.000.00-872.66-29,224,992,940.3011.350.00615,527,631,412.69615,527,631,412.690.84
$75-100K21,359,107.4516,920,796.5879.220.000.00-1,273.37-27,198,024,852.0010.560.00474,177,131,755.81474,177,131,755.810.89
$100-200K44,684,125.6235,584,167.4079.630.000.00-2,064.74-92,261,134,176.3935.830.001,262,739,922,328.831,262,739,922,328.830.91
$200-500K20,873,881.6217,586,429.6984.250.000.00-3,613.64-75,430,610,509.6929.300.00963,592,886,622.69963,592,886,622.690.83
$500-1000K1,694,025.751,418,187.6083.720.000.00-4,489.05-7,604,564,199.672.950.0088,578,415,674.7988,578,415,674.790.51
>$1000K568,268.81490,211.5686.267,192.421.27-3,804.66-2,162,067,145.920.840.0011,713,119,098.8711,713,119,098.870.15
ALL189,134,250.72143,196,324.2875.717,192.420.00-1,361.30-257,467,549,482.95100.000.004,058,964,402,022.004,058,964,402,022.000.80
", "diff_comb_xbin": "\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
count_9tax_cut_9perc_cut_9tax_inc_9perc_inc_9mean_9tot_change_9share_of_change_9ubi_9benefit_cost_total_9benefit_value_total_9pc_aftertaxinc_9
<$0K66,308.534,515.616.810.000.00-57.47-3,810,892.520.000.001,157,123,558.071,157,123,558.07-0.02
=$0K1,184,582.570.000.000.000.000.000.00-0.000.000.000.00nan
$0-10K10,524,169.397,530,695.4471.560.000.00-65.04-684,461,698.380.270.0015,187,351,853.7415,187,351,853.740.73
$10-20K9,856,950.917,739,425.4278.520.000.00-221.22-2,180,580,465.500.850.0049,055,620,859.0449,055,620,859.040.74
$20-30K14,187,091.328,885,663.2162.630.000.00-284.88-4,041,635,690.901.580.00161,448,146,979.87161,448,146,979.870.61
$30-40K15,494,557.0510,657,135.1568.780.000.00-457.20-7,084,119,454.942.760.00196,876,072,321.78196,876,072,321.780.76
$40-50K15,151,582.9411,099,801.3373.260.000.00-625.30-9,474,309,836.923.700.00218,910,979,555.80218,910,979,555.800.84
$50-75K33,489,598.7625,279,295.2975.480.000.00-869.09-29,105,480,049.3811.360.00615,527,631,412.69615,527,631,412.690.84
$75-100K21,359,107.4516,920,796.5879.220.000.00-1,268.28-27,089,261,166.5710.570.00474,177,131,755.81474,177,131,755.810.89
$100-200K44,684,125.6235,584,167.4079.630.000.00-2,057.28-91,927,890,100.5735.880.001,262,739,922,328.831,262,739,922,328.830.91
$200-500K20,873,881.6217,586,429.6984.250.000.00-3,598.95-75,124,146,745.3829.320.00963,592,886,622.69963,592,886,622.690.83
$500-1000K1,694,025.751,418,187.6083.720.000.00-4,397.78-7,449,955,212.852.910.0088,578,415,674.7988,578,415,674.790.51
>$1000K568,268.81490,211.5686.267,192.421.27-3,611.76-2,052,449,937.840.800.0011,713,119,098.8711,713,119,098.870.15
ALL189,134,250.72143,196,324.2875.717,192.420.00-1,354.69-256,218,101,251.76100.000.004,058,964,402,022.004,058,964,402,022.000.80
", "dist1_xdec": "\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
s006_9c00100_9num_returns_StandardDed_9standard_9num_returns_ItemDed_9c04470_9c04600_9c04800_9taxbc_9c62100_9num_returns_AMT_9c09600_9c05800_9c07100_9othertaxes_9refund_9iitax_9payrolltax_9combined_9ubi_9benefit_cost_total_9benefit_value_total_9expanded_income_9aftertax_income_9
0-10n0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00
0-10z0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00
0-10p18,888,876.2793,936,918,256.1318,405,907.08129,762,811,222.82482,969.195,736,078,992.9493,781,032,188.647,399,568,131.76585,478,147.3689,633,380,113.550.000.00585,478,147.36144,962,426.530.0011,163,004,445.05-10,722,488,724.2214,138,334,389.073,415,845,664.850.0044,008,702,947.4744,008,702,947.47139,486,608,542.27136,070,762,877.42
10-2018,929,169.02252,125,490,409.1416,294,511.03150,439,832,102.522,634,657.9931,193,013,419.79129,624,464,288.0271,344,517,059.986,941,007,758.51229,483,780,565.7520,390.549,676,911.576,950,684,670.08912,565,737.340.0020,903,249,021.71-14,865,130,088.9735,699,817,770.5520,834,687,681.580.00204,093,047,723.67204,093,047,723.67468,682,647,898.33447,847,960,216.75
20-3018,915,167.63425,361,827,108.8314,396,657.99142,494,265,304.224,518,509.6464,920,809,158.12145,389,318,232.18172,285,536,762.7419,711,976,579.15387,076,245,271.02145,323.56335,537,932.1720,047,514,511.322,418,858,284.490.0020,347,653,528.00-2,718,997,301.1760,430,021,598.8757,711,024,297.700.00251,015,791,489.47251,015,791,489.47708,088,409,119.80650,377,384,822.10
30-4018,904,017.40602,242,628,333.5312,619,072.83133,598,005,186.646,284,944.57101,884,388,812.21156,763,135,851.17294,821,637,513.1235,474,168,041.80540,103,221,772.4692,849.3584,546,479.3435,558,714,521.143,277,602,123.340.0013,763,295,849.0218,517,816,548.7785,287,344,255.50103,805,160,804.270.00293,204,075,010.11293,204,075,010.11938,615,817,194.41834,810,656,390.14
40-5018,894,183.57787,331,774,013.8011,532,891.73131,427,883,451.167,361,291.84134,238,734,869.44180,063,761,829.13417,209,296,335.1452,325,312,104.68705,844,997,424.0875,067.80190,350,056.3052,515,662,160.984,938,016,748.940.0013,231,001,460.9734,346,643,951.07106,623,364,620.98140,970,008,572.040.00353,650,288,835.13353,650,288,835.131,187,499,365,662.481,046,529,357,090.43
50-6018,944,501.051,040,506,332,228.899,776,756.11120,988,118,658.569,167,744.94193,448,468,942.08193,485,541,923.26606,016,921,996.8782,688,281,469.99919,926,174,600.5823,132.19101,896,094.0282,790,177,564.015,170,723,008.920.007,629,467,158.1569,989,987,396.93138,539,106,602.01208,529,093,998.950.00409,544,698,397.55409,544,698,397.551,506,128,863,424.971,297,599,769,426.03
60-7018,911,488.711,440,335,906,770.358,168,219.89110,035,120,921.7510,743,268.82256,055,071,025.51199,653,777,890.86917,768,461,373.40134,923,821,778.761,290,288,726,856.39142,617.63558,084,232.35135,481,906,011.106,353,650,152.020.003,694,627,037.57125,433,628,821.52179,440,801,522.53304,874,430,344.050.00446,235,973,262.29446,235,973,262.291,939,912,155,536.191,635,037,725,192.14
70-8018,904,619.851,927,862,594,657.376,178,127.9083,005,245,657.6112,726,491.95359,276,127,452.84208,640,404,466.431,316,343,185,600.37203,552,634,579.421,710,181,998,776.497,695.2945,975,778.11203,598,610,357.535,005,932,021.630.001,309,798,511.00197,282,879,824.90236,028,262,937.58433,311,142,762.480.00546,945,784,281.27546,945,784,281.272,547,133,745,702.972,113,822,602,940.48
80-9018,924,796.672,704,845,404,412.854,519,773.7766,247,607,082.8414,405,022.90478,275,040,883.94233,034,761,725.601,960,226,586,488.05329,209,334,219.922,429,570,347,630.5434,940.4655,847,798.11329,265,182,018.031,648,906,028.476,040,706.81701,280,606.98326,921,036,089.40328,532,775,052.45655,453,811,141.840.00604,741,503,300.38604,741,503,300.383,458,578,895,721.132,803,125,084,579.28
90-10018,917,430.566,096,337,227,051.132,535,776.4835,717,257,532.5416,381,654.08748,970,525,891.24208,725,397,888.775,122,652,275,830.331,223,587,854,449.695,713,442,590,906.224,839,333.4822,783,377,614.241,246,371,232,063.93441,179,731.0913,821,564,183.95903,997,485.131,258,847,619,031.67516,479,124,801.901,775,326,743,833.560.00905,524,536,774.66905,524,536,774.667,337,478,505,182.695,562,151,761,349.12
ALL189,134,250.7215,370,886,103,242.02104,427,694.811,103,716,147,120.6784,706,555.912,373,998,259,448.121,749,161,596,284.0710,886,067,987,091.772,088,999,869,129.2814,015,551,463,917.095,381,350.2924,165,292,896.202,113,165,162,025.4830,312,396,262.7613,827,604,890.7693,647,375,103.582,003,032,995,549.901,701,198,953,551.433,704,231,949,101.330.004,058,964,402,022.004,058,964,402,022.0020,231,605,013,985.2216,527,373,064,883.89
90-959,459,705.811,847,992,070,289.471,499,534.0421,339,709,156.187,960,171.77298,790,601,417.07117,406,350,629.361,418,950,226,299.26267,495,127,987.751,690,268,542,106.43357,720.88483,704,281.50267,978,832,269.24256,273,504.16195,852,522.78522,883,344.39267,395,527,943.47213,817,763,058.33481,213,291,001.800.00401,484,089,620.96401,484,089,620.962,360,313,271,098.021,879,099,980,096.22
95-997,565,269.002,222,435,534,952.52942,049.5612,875,299,604.386,623,219.45310,964,410,515.6689,947,023,318.911,819,743,798,540.10393,005,631,940.662,059,435,698,883.363,465,180.0811,944,548,972.12404,950,180,912.78141,987,503.072,380,038,921.73240,922,392.09406,947,309,939.35213,714,717,686.54620,662,027,625.890.00436,645,439,247.49436,645,439,247.492,815,365,542,642.262,194,703,515,016.37
Top 1%1,892,455.752,025,909,621,809.1594,192.881,502,248,771.981,798,262.87139,215,513,958.511,372,023,940.511,883,958,250,990.98563,087,094,521.291,963,738,349,916.441,016,432.5210,355,124,360.62573,442,218,881.9142,918,723.8511,245,672,739.44140,191,748.64584,504,781,148.8588,946,644,057.02673,451,425,205.870.0067,395,007,906.2167,395,007,906.212,161,799,691,442.411,488,348,266,236.54
", "dist2_xdec": "\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
s006_9c00100_9num_returns_StandardDed_9standard_9num_returns_ItemDed_9c04470_9c04600_9c04800_9taxbc_9c62100_9num_returns_AMT_9c09600_9c05800_9c07100_9othertaxes_9refund_9iitax_9payrolltax_9combined_9ubi_9benefit_cost_total_9benefit_value_total_9expanded_income_9aftertax_income_9
0-10n0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00
0-10z0.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.000.00
0-10p18,888,876.2793,945,285,512.3918,405,907.08129,762,811,222.82482,969.195,736,078,992.9493,781,032,188.647,400,934,973.65585,614,831.5589,641,747,369.810.000.00585,614,831.55144,962,426.530.0011,155,599,920.36-10,714,947,515.3411,921,812,995.231,206,865,479.890.0044,008,702,947.4744,008,702,947.47138,386,715,101.61137,179,849,621.72
10-2018,929,169.02252,260,123,916.2216,294,511.03150,439,832,102.522,634,657.9931,192,806,641.13129,624,464,288.0271,416,951,344.806,949,283,581.70229,618,591,155.9520,390.549,676,911.576,958,960,493.27913,116,120.390.0020,900,963,649.96-14,855,119,277.0830,120,064,891.5515,264,945,614.470.00204,093,047,723.67204,093,047,723.67466,027,404,965.91450,762,459,351.43
20-3018,915,167.63425,757,068,281.9514,396,657.99142,494,265,304.224,518,509.6464,918,580,177.95145,389,318,232.18172,558,982,351.9119,745,749,757.15387,473,735,914.71145,323.56335,537,932.1720,081,287,689.322,424,728,994.670.0020,318,001,854.32-2,661,443,159.6851,010,070,657.7448,348,627,498.070.00251,015,791,489.47251,015,791,489.47703,773,095,094.40655,424,467,596.33
30-4018,904,017.40602,794,951,093.9212,617,670.41133,576,532,700.686,286,346.99101,906,346,096.42156,763,135,851.17295,294,466,515.8935,535,549,148.66540,642,192,779.1692,849.3584,546,479.3435,620,095,627.993,281,550,748.190.0013,733,904,250.2818,604,640,629.5371,989,957,608.1990,594,598,237.720.00293,204,075,010.11293,204,075,010.11932,506,631,104.64841,912,032,866.92
40-5018,894,183.57787,693,787,064.5011,510,457.60131,084,394,592.277,383,725.97135,243,293,605.67180,063,761,829.13417,523,872,992.0252,368,079,590.54705,676,338,561.0275,067.80190,350,056.3052,558,429,646.854,941,479,668.070.0013,213,831,492.1134,403,118,486.6689,949,865,109.60124,352,983,596.270.00353,650,288,835.13353,650,288,835.131,179,507,109,231.251,055,154,125,634.98
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40-5018,894,183.571,201.600.01975,673.615.162.9956,474,535.604.520.00353,650,288,835.13353,650,288,835.130.82
50-6018,944,501.051,256.190.01981,343.845.185.0996,389,020.627.710.00409,544,698,397.55409,544,698,397.550.86
60-7018,911,488.710.000.001,048,409.995.544.6688,123,785.847.050.00446,235,973,262.29446,235,973,262.290.88
70-8018,904,619.850.000.001,572,862.958.324.8391,231,026.397.300.00546,945,784,281.27546,945,784,281.270.89
80-9018,924,796.6712,933.780.071,638,192.548.6612.53237,198,144.2218.980.00604,741,503,300.38604,741,503,300.380.94
90-10018,917,430.56174,888.890.921,629,027.998.6127.39518,101,475.5041.470.00905,524,536,774.66905,524,536,774.660.67
ALL189,134,250.72312,769.590.1711,205,764.765.926.611,249,448,231.19100.000.004,058,964,402,022.004,058,964,402,022.000.80
90-959,459,705.8112,292.620.13692,142.167.3211.32107,085,680.338.570.00401,484,089,620.96401,484,089,620.960.89
95-997,565,269.00115,142.201.52525,925.526.9521.82165,084,399.5513.210.00436,645,439,247.49436,645,439,247.490.72
Top 1%1,892,455.7547,454.082.51410,960.3221.72129.95245,931,395.6119.680.0067,395,007,906.2167,395,007,906.210.30
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count_9tax_cut_9perc_cut_9tax_inc_9perc_inc_9mean_9tot_change_9share_of_change_9ubi_9benefit_cost_total_9benefit_value_total_9pc_aftertaxinc_9
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20-3018,915,167.6313,110,463.8369.310.000.00-498.01-9,419,950,941.123.660.00251,015,791,489.47251,015,791,489.470.78
30-4018,904,017.4013,898,909.6173.520.000.00-703.42-13,297,386,647.315.160.00293,204,075,010.11293,204,075,010.110.85
40-5018,894,183.5714,279,001.0975.570.000.00-882.47-16,673,499,511.376.480.00353,650,288,835.13353,650,288,835.130.82
50-6018,944,501.0514,869,675.2478.490.000.00-1,143.46-21,662,243,225.848.410.00409,544,698,397.55409,544,698,397.550.86
60-7018,911,488.7115,050,798.4579.590.000.00-1,484.87-28,081,144,475.7610.910.00446,235,973,262.29446,235,973,262.290.88
70-8018,904,619.8514,836,133.2378.480.000.00-1,954.66-36,952,123,050.9714.350.00546,945,784,281.27546,945,784,281.270.89
80-9018,924,796.6715,564,447.2382.240.000.00-2,711.14-51,307,701,705.2119.930.00604,741,503,300.38604,741,503,300.380.94
90-10018,917,430.5615,947,069.6284.307,192.420.04-3,820.67-72,277,225,652.5228.070.00905,524,536,774.66905,524,536,774.660.67
ALL189,134,250.72143,196,324.2875.717,192.420.00-1,361.30-257,467,549,482.95100.000.004,058,964,402,022.004,058,964,402,022.000.80
90-959,459,705.818,034,320.5084.930.000.00-3,482.45-32,942,938,323.8112.790.00401,484,089,620.96401,484,089,620.960.89
95-997,565,269.006,230,988.2082.360.000.00-4,112.81-31,114,497,244.7812.080.00436,645,439,247.49436,645,439,247.490.72
Top 1%1,892,455.751,681,760.9288.877,192.420.38-4,343.45-8,219,790,083.943.190.0067,395,007,906.2167,395,007,906.210.30
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count_9tax_cut_9perc_cut_9tax_inc_9perc_inc_9mean_9tot_change_9share_of_change_9ubi_9benefit_cost_total_9benefit_value_total_9pc_aftertaxinc_9
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10-2018,929,169.0212,222,640.9364.570.000.00-294.24-5,569,742,067.112.170.00204,093,047,723.67204,093,047,723.670.65
20-3018,915,167.6313,110,463.8369.310.000.00-494.97-9,362,396,799.643.650.00251,015,791,489.47251,015,791,489.470.78
30-4018,904,017.4013,898,909.6173.520.000.00-698.82-13,210,562,566.555.160.00293,204,075,010.11293,204,075,010.110.85
40-5018,894,183.5714,279,001.0975.570.000.00-879.48-16,617,024,975.776.490.00353,650,288,835.13353,650,288,835.130.82
50-6018,944,501.0514,869,675.2478.490.000.00-1,138.37-21,565,854,205.228.420.00409,544,698,397.55409,544,698,397.550.86
60-7018,911,488.7115,050,798.4579.590.000.00-1,480.21-27,993,020,689.9210.930.00446,235,973,262.29446,235,973,262.290.88
70-8018,904,619.8514,836,133.2378.480.000.00-1,949.84-36,860,892,024.5814.390.00546,945,784,281.27546,945,784,281.270.89
80-9018,924,796.6715,564,447.2382.240.000.00-2,698.60-51,070,503,560.9919.930.00604,741,503,300.38604,741,503,300.380.94
90-10018,917,430.5615,947,069.6284.307,192.420.04-3,793.28-71,759,124,177.0228.010.00905,524,536,774.66905,524,536,774.660.67
ALL189,134,250.72143,196,324.2875.717,192.420.00-1,354.69-256,218,101,251.76100.000.004,058,964,402,022.004,058,964,402,022.000.80
90-959,459,705.818,034,320.5084.930.000.00-3,471.13-32,835,852,643.4712.820.00401,484,089,620.96401,484,089,620.960.89
95-997,565,269.006,230,988.2082.360.000.00-4,090.99-30,949,412,845.2312.080.00436,645,439,247.49436,645,439,247.490.72
Top 1%1,892,455.751,681,760.9288.877,192.420.38-4,213.50-7,973,858,688.323.110.0067,395,007,906.2167,395,007,906.210.30
"}, "taxcalc_version": "0.8.4-1973-g1b1a109c", "dropq_version": "0.8.4-1973-g1b1a109c"} diff --git a/webapp/apps/taxbrain/tests/test_all.py b/webapp/apps/taxbrain/tests/test_all.py index ace68104..ff37db28 100644 --- a/webapp/apps/taxbrain/tests/test_all.py +++ b/webapp/apps/taxbrain/tests/test_all.py @@ -1,6 +1,5 @@ from django.test import TestCase -from ..models import WorkerNodesCounter from ..helpers import (expand_1D, expand_2D, expand_list, package_up_vars, format_csv, arrange_totals_by_row, default_taxcalc_data) from ..param_displayers import default_policy @@ -12,45 +11,6 @@ FBY = 2015 -@pytest.mark.django_db -def test_compute(): - assert compute - compute.DROPQ_WORKERS = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10] - compute.NUM_BUDGET_YEARS = 5 - wnc, created = WorkerNodesCounter.objects.get_or_create( - singleton_enforce=1) - dropq_worker_offset = wnc.current_offset - hostnames = compute.DROPQ_WORKERS[dropq_worker_offset: - dropq_worker_offset + - compute.NUM_BUDGET_YEARS] - assert hostnames == [1, 2, 3, 4, 5] - wnc.current_offset = ((dropq_worker_offset + compute.NUM_BUDGET_YEARS) % - len(compute.DROPQ_WORKERS)) - wnc.save() - - assert wnc.current_offset == 5 - dropq_worker_offset = wnc.current_offset - hostnames = compute.DROPQ_WORKERS[dropq_worker_offset: - dropq_worker_offset + - compute.NUM_BUDGET_YEARS] - assert hostnames == [6, 7, 8, 9, 10] - wnc.current_offset = ((dropq_worker_offset + compute.NUM_BUDGET_YEARS) % - len(compute.DROPQ_WORKERS)) - wnc.save() - - assert wnc.current_offset == 0 - dropq_worker_offset = wnc.current_offset - hostnames = compute.DROPQ_WORKERS[dropq_worker_offset: - dropq_worker_offset + - compute.NUM_BUDGET_YEARS] - assert hostnames == [1, 2, 3, 4, 5] - # Reset to original values - compute.DROPQ_WORKERS = ['localhost:5050'] - wnc.current_offset = 0 - wnc.save() - compute.NUM_BUDGET_YEARS = 2 - - def test_convert_val(): field = '*,*,130000' out = [convert_val(x) for x in field.split(',')] diff --git a/webapp/apps/taxbrain/tests/test_views.py b/webapp/apps/taxbrain/tests/test_views.py index cf43543a..18138afa 100644 --- a/webapp/apps/taxbrain/tests/test_views.py +++ b/webapp/apps/taxbrain/tests/test_views.py @@ -5,7 +5,7 @@ import os import msgpack -from ..models import TaxSaveInputs, OutputUrl, WorkerNodesCounter +from ..models import TaxSaveInputs, OutputUrl from ..helpers import (expand_1D, expand_2D, expand_list, package_up_vars, format_csv, arrange_totals_by_row, default_taxcalc_data) from ...core.compute import Compute @@ -78,19 +78,9 @@ def test_taxbrain_quick_calc_post(self, data_source): data['II_em'] = ['4333'] data['ID_AmountCap_Switch_0'] = ['0'] data['data_source'] = data_source - wnc, created = WorkerNodesCounter.objects.get_or_create( - singleton_enforce=1) - current_dropq_worker_offset = wnc.current_offset result = do_micro_sim(CLIENT, data, compute_count=1) - wnc, created = WorkerNodesCounter.objects.get_or_create( - singleton_enforce=1) - next_dropq_worker_offset = wnc.current_offset - - # Check that quick calc does not advance the counter - assert current_dropq_worker_offset == next_dropq_worker_offset - # Check that data was saved properly truth_mods = {START_YEAR: {"_ID_BenefitSurtax_Switch": [[0.0, 1.0, 1.0, 1.0, 0.0, 1.0, 0.0]], @@ -126,9 +116,6 @@ def test_taxbrain_file_post_quick_calc(self, data_source): data = get_file_post_data(START_YEAR, self.r1, quick_calc=False) data.pop('data_source') data.pop('start_year') - wnc, created = WorkerNodesCounter.objects.get_or_create( - singleton_enforce=1) - current_dropq_worker_offset = wnc.current_offset post_url = '/taxbrain/file/?start_year={0}&data_source={1}'.format( START_YEAR, data_source) @@ -140,13 +127,6 @@ def test_taxbrain_file_post_quick_calc(self, data_source): post_url=post_url ) - wnc, created = WorkerNodesCounter.objects.get_or_create( - singleton_enforce=1) - next_dropq_worker_offset = wnc.current_offset - - # Check that quick calc does not advance the counter - assert current_dropq_worker_offset == next_dropq_worker_offset - # Check that data was saved properly truth_mods = taxcalc.Calculator.read_json_param_objects( self.r1, @@ -798,6 +778,7 @@ def test_taxbrain_old_data_gives_deprecation_errors(self): 'start_year,start_year_is_none', [(2018, False), (2017, True)] ) + @pytest.mark.xfail # Feature removed in new outputs module def test_get_not_avail_page_renders(self, start_year, start_year_is_none): """ Make sure not_avail.html page is rendered if exception is thrown diff --git a/webapp/apps/test_assets/utils.py b/webapp/apps/test_assets/utils.py index 08c5a8e7..cf08c15e 100644 --- a/webapp/apps/test_assets/utils.py +++ b/webapp/apps/test_assets/utils.py @@ -68,8 +68,6 @@ def do_micro_sim(client, data, tb_dropq_compute=None, dyn_dropq_compute=None, # TODO: check compute count once NUM_BUDGET_YEARS env variable issue is # resolved assert response2.status_code == 200 - if compute_count is not None: - assert tb_dropq_compute.count == compute_count # return response return {"response": response, "tb_dropq_compute": tb_dropq_compute, From 99be08e86d369731d6021e9c1c04d90a91e500ac Mon Sep 17 00:00:00 2001 From: Lucas Szwarcberg Date: Wed, 25 Jul 2018 14:27:51 -0400 Subject: [PATCH 15/66] Implement CoreRun --- webapp/apps/core/models.py | 109 ++++++++++++++++++++++++++++++--- webapp/apps/core/views.py | 79 +++++++++--------------- webapp/apps/dynamic/views.py | 4 +- webapp/apps/taxbrain/models.py | 90 +-------------------------- webapp/apps/taxbrain/urls.py | 2 +- webapp/apps/taxbrain/views.py | 23 +++---- 6 files changed, 147 insertions(+), 160 deletions(-) diff --git a/webapp/apps/core/models.py b/webapp/apps/core/models.py index c92becdf..54fe90d6 100644 --- a/webapp/apps/core/models.py +++ b/webapp/apps/core/models.py @@ -1,13 +1,108 @@ from django.db import models from django.contrib.postgres.fields import JSONField from django.contrib.auth.models import User +import datetime +from django.utils.timezone import make_aware +from django.core.urlresolvers import reverse import uuid -# class CoreRun(models.Model): -# outputs = JSONField(default=None, blank=True, null=True) -# uuid = models.UUIDField( -# default=uuid.uuid4, -# editable=False, -# max_length=32, -# unique=True) +class SeparatedValuesField(models.TextField): + def __init__(self, *args, **kwargs): + self.token = kwargs.pop('token', ',') + super(SeparatedValuesField, self).__init__(*args, **kwargs) + + def to_python(self, value): + if not value: + return + if isinstance(value, list): + return value + return value.split(self.token) + + def get_db_prep_value(self, value, connection=None, prepared=False): + if not value: + return + assert(isinstance(value, list) or isinstance(value, tuple)) + return self.token.join([str(s) for s in value]) + + def value_to_string(self, obj): + value = self._get_val_from_obj(obj) + return self.get_db_prep_value(value) + + def from_db_value(self, value, expression, connection, context): + return self.to_python(value) + + +class JSONReformTaxCalculator(models.Model): + ''' + This class holds all of the text for a JSON-based reform input + for TaxBrain. A TaxSavesInput Model will have a foreign key to + an instance of this model if the user created the TaxBrain job + through the JSON iput page. + ''' + reform_text = models.TextField(blank=True, null=False) + raw_reform_text = models.TextField(blank=True, null=False) + assumption_text = models.TextField(blank=True, null=False) + raw_assumption_text = models.TextField(blank=True, null=False) + errors_warnings_text = models.TextField(blank=True, null=False) + + def get_errors_warnings(self): + """ + Errors were only stored for the taxcalc.Policy class until PB 1.6.0 + This method ensures that old runs are parsed correctly + """ + ew = json.loads(self.errors_warnings_text) + if 'errors' in ew: + return {'policy': ew} + else: + return ew + + +class CoreInputs(models.Model): + # Starting Year of the reform calculation + first_year = models.IntegerField(default=None, null=True) + # JSON input text + json_text = models.ForeignKey( + JSONReformTaxCalculator, + null=True, + default=None, + blank=True) + # Record whether or not this was a quick calculation on a sample of data + quick_calc = models.BooleanField(default=False) + # Creation DateTime + creation_date = models.DateTimeField( + default=make_aware(datetime.datetime(2015, 1, 1)) + ) + # validated gui input + input_fields = JSONField(default=None, blank=True, null=True) + # raw gui input + raw_input_fields = JSONField(default=None, blank=True, null=True) + + +class CoreRun(models.Model): + inputs = models.OneToOneField( + CoreInputs, + on_delete=models.CASCADE + ) + renderable_outputs = JSONField(default=None, blank=True, null=True) + download_only_outputs = JSONField(default=None, blank=True, null=True) + uuid = models.UUIDField( + default=uuid.uuid1, + editable=False, + max_length=32, + unique=True, + primary_key=True) + error_text = models.CharField( + null=False, + blank=True, + max_length=4000) + user = models.ForeignKey(User, null=True, default=None) + exp_comp_datetime = models.DateTimeField( + default=make_aware(datetime.datetime(2015, 1, 1))) + job_ids = SeparatedValuesField(blank=True, default=None, null=True) + + def get_absolute_url(self): + kwargs = { + 'pk': self.pk + } + return reverse('output_detail', kwargs=kwargs) diff --git a/webapp/apps/core/views.py b/webapp/apps/core/views.py index 787ee0bd..66f32139 100644 --- a/webapp/apps/core/views.py +++ b/webapp/apps/core/views.py @@ -4,12 +4,12 @@ import json from django.utils import timezone # from .models import CoreRun -from ..taxbrain.models import OutputUrl +from .models import CoreRun from .compute import Compute, JobFailError from ..formatters import get_version from ..taxbrain.views import TAXCALC_VERSION, WEBAPP_VERSION, dropq_compute from ..taxbrain.param_formatters import to_json_reform -from ..taxbrain.models import ErrorMessageTaxCalculator +from ..taxbrain.models import TaxSaveInputs from django.shortcuts import (render, render_to_response, get_object_or_404, redirect) from django.template.context import RequestContext @@ -32,35 +32,20 @@ def output_detail(request, pk): case 3b: not all jobs have completed """ - try: - url = OutputUrl.objects.get(pk=pk) - except OutputUrl.DoesNotExist: - raise Http404 + model = get_object_or_404(CoreRun, uuid=pk) - model = url.unique_inputs - - taxcalc_vers_disp = get_version(url, 'taxcalc_vers', TAXCALC_VERSION) - webapp_vers_disp = get_version(url, 'webapp_vers', WEBAPP_VERSION) - - context_vers_disp = {'taxcalc_version': taxcalc_vers_disp, - 'webapp_version': webapp_vers_disp} - if model.tax_result: - # try to render table; if failure render not available page - context = get_result_context(model, request, url) - - context.update(context_vers_disp) + if model.renderable_outputs: + context = get_result_context(model, request) return render(request, 'taxbrain/results.html', context) elif model.error_text: return render(request, 'taxbrain/failed.html', - {"error_msg": model.error_text.text}) + {"error_msg": model.error_text}) else: job_ids = model.job_ids try: jobs_ready = dropq_compute.results_ready(job_ids) except JobFailError as jfe: - print(jfe) return render_to_response('taxbrain/failed.html') - print(job_ids) if any(j == 'FAIL' for j in jobs_ready): failed_jobs = [sub_id for (sub_id, job_ready) in zip(job_ids, jobs_ready) @@ -74,28 +59,24 @@ def output_detail(request, pk): else: error_msg = "Error: stack trace for this error is unavailable" val_err_idx = error_msg.rfind("Error") - error = ErrorMessageTaxCalculator() error_contents = error_msg[val_err_idx:].replace(" ", " ") - error.text = error_contents - error.save() - model.error_text = error + model.error_text = error_contents model.save() return render(request, 'taxbrain/failed.html', {"error_msg": error_contents}) if all(j == 'YES' for j in jobs_ready): results = dropq_compute.get_results(job_ids) - model.tax_result = results + model.renderable_outputs = results['renderable'] + model.download_only_outputs = results['download_only'] model.creation_date = timezone.now() model.save() - context = get_result_context(model, request, url) - context.update(context_vers_disp) + context = get_result_context(model, request) return render(request, 'taxbrain/results.html', context) - else: if request.method == 'POST': # if not ready yet, insert number of minutes remaining - exp_comp_dt = url.exp_comp_datetime + exp_comp_dt = model.exp_comp_datetime utc_now = timezone.now() dt = exp_comp_dt - utc_now exp_num_minutes = dt.total_seconds() / 60. @@ -108,7 +89,6 @@ def output_detail(request, pk): else: context = {'eta': '100'} - context.update(context_vers_disp) return render_to_response( 'taxbrain/not_ready.html', context, @@ -116,22 +96,23 @@ def output_detail(request, pk): ) -def get_result_context(model, request, url): - output = model.get_tax_result() - first_year = model.first_year - quick_calc = model.quick_calc - created_on = model.creation_date +def get_result_context(model, request): + inputs = model.inputs + first_year = inputs.first_year + quick_calc = inputs.quick_calc + created_on = inputs.creation_date - is_from_file = not model.raw_input_fields + is_from_file = not inputs.raw_input_fields - if (model.json_text is not None and (model.json_text.raw_reform_text or - model.json_text.raw_assumption_text)): - reform_file_contents = model.json_text.raw_reform_text + if (inputs.json_text is not None and + (inputs.json_text.raw_reform_text or + inputs.json_text.raw_assumption_text)): + reform_file_contents = inputs.json_text.raw_reform_text reform_file_contents = reform_file_contents.replace(" ", " ") - assump_file_contents = model.json_text.raw_assumption_text + assump_file_contents = inputs.json_text.raw_assumption_text assump_file_contents = assump_file_contents.replace(" ", " ") - elif model.input_fields is not None: - reform = to_json_reform(first_year, model.input_fields) + elif inputs.input_fields is not None: + reform = to_json_reform(first_year, inputs.input_fields) reform_file_contents = json.dumps(reform, indent=4) assump_file_contents = '{}' else: @@ -143,7 +124,7 @@ def get_result_context(model, request, url): context = { 'locals': locals(), - 'unique_url': url, + 'unique_url': model, 'created_on': created_on, 'first_year': first_year, 'quick_calc': quick_calc, @@ -154,13 +135,9 @@ def get_result_context(model, request, url): 'dynamic_file_contents': None, 'is_from_file': is_from_file, 'allow_dyn_links': not is_from_file, - 'results_type': "static" + 'results_type': "static", + 'renderable': model.renderable_outputs.values() + # 'download_only': model.download_only_outputs.values() } - if 'renderable' in output: - context.update({ - 'renderable': output['renderable'].values(), - # 'download_only': output['download_only'] - }) - return context diff --git a/webapp/apps/dynamic/views.py b/webapp/apps/dynamic/views.py index edebab62..3eac5212 100644 --- a/webapp/apps/dynamic/views.py +++ b/webapp/apps/dynamic/views.py @@ -22,8 +22,7 @@ DynamicBehaviorSaveInputs, DynamicBehaviorOutputUrl, DynamicElasticitySaveInputs, DynamicElasticityOutputUrl) from ..taxbrain.models import (TaxSaveInputs, OutputUrl, - ErrorMessageTaxCalculator, - JSONReformTaxCalculator) + ErrorMessageTaxCalculator) from ..taxbrain.views import (make_bool, dropq_compute, JOB_PROC_TIME_IN_SECONDS) from ..taxbrain.param_formatters import (to_json_reform, get_reform_from_gui, @@ -32,6 +31,7 @@ convert_val, json_int_key_encode) from ..taxbrain.param_displayers import default_behavior from ..core.compute import JobFailError +from ..core.models import JSONReformTaxCalculator from .helpers import (default_parameters, job_submitted, ogusa_results_to_tables, success_text, failure_text, strip_empty_lists, diff --git a/webapp/apps/taxbrain/models.py b/webapp/apps/taxbrain/models.py index 639503d4..5d5ac75a 100644 --- a/webapp/apps/taxbrain/models.py +++ b/webapp/apps/taxbrain/models.py @@ -10,6 +10,7 @@ from django.contrib.postgres.fields import JSONField, ArrayField import datetime from django.utils.timezone import make_aware +from ..core.models import CoreInputs, CoreRun, SeparatedValuesField import taxcalc @@ -38,58 +39,6 @@ def deconstruct(self): return name, path, args, kwargs -class SeparatedValuesField(models.TextField): - - def __init__(self, *args, **kwargs): - self.token = kwargs.pop('token', ',') - super(SeparatedValuesField, self).__init__(*args, **kwargs) - - def to_python(self, value): - if not value: - return - if isinstance(value, list): - return value - return value.split(self.token) - - def get_db_prep_value(self, value, connection=None, prepared=False): - if not value: - return - assert(isinstance(value, list) or isinstance(value, tuple)) - return self.token.join([str(s) for s in value]) - - def value_to_string(self, obj): - value = self._get_val_from_obj(obj) - return self.get_db_prep_value(value) - - def from_db_value(self, value, expression, connection, context): - return self.to_python(value) - - -class JSONReformTaxCalculator(models.Model): - ''' - This class holds all of the text for a JSON-based reform input - for TaxBrain. A TaxSavesInput Model will have a foreign key to - an instance of this model if the user created the TaxBrain job - through the JSON iput page. - ''' - reform_text = models.TextField(blank=True, null=False) - raw_reform_text = models.TextField(blank=True, null=False) - assumption_text = models.TextField(blank=True, null=False) - raw_assumption_text = models.TextField(blank=True, null=False) - errors_warnings_text = models.TextField(blank=True, null=False) - - def get_errors_warnings(self): - """ - Errors were only stored for the taxcalc.Policy class until PB 1.6.0 - This method ensures that old runs are parsed correctly - """ - ew = json.loads(self.errors_warnings_text) - if 'errors' in ew: - return {'policy': ew} - else: - return ew - - class ErrorMessageTaxCalculator(models.Model): ''' This class holds all of the text for an error message on @@ -100,8 +49,7 @@ class ErrorMessageTaxCalculator(models.Model): text = models.CharField(blank=True, null=False, max_length=4000) -class TaxSaveInputs(DataSourceable, Fieldable, Resultable, - models.Model): +class TaxSaveInputs(DataSourceable, Fieldable, Resultable, CoreInputs): """ This model contains all the parameters for the tax model and the tax result. @@ -889,15 +837,6 @@ class TaxSaveInputs(DataSourceable, Fieldable, Resultable, factor_target = CommaSeparatedField(default=None, blank=True, null=True) growth_choice = models.CharField(blank=True, default=None, null=True, max_length=50) - # Job IDs when running a job - job_ids = SeparatedValuesField(blank=True, default=None, null=True) - jobs_not_ready = SeparatedValuesField(blank=True, default=None, null=True) - - # Starting Year of the reform calculation - first_year = models.IntegerField(default=None, null=True) - - # Record whether or not this was a quick calculation on a sample of data - quick_calc = models.BooleanField(default=False) # generate fields from default param data # this may eventually be useful if we're able to ensure syncdb picks up @@ -919,12 +858,6 @@ class TaxSaveInputs(DataSourceable, Fieldable, Resultable, # Result tax_result = JSONField(default=None, blank=True, null=True) - # # raw gui input - raw_input_fields = JSONField(default=None, blank=True, null=True) - # - # # validated gui input - input_fields = JSONField(default=None, blank=True, null=True) - # deprecated fields list deprecated_fields = ArrayField( models.CharField(max_length=100, blank=True), @@ -932,25 +865,6 @@ class TaxSaveInputs(DataSourceable, Fieldable, Resultable, null=True ) - # JSON input text - json_text = models.ForeignKey( - JSONReformTaxCalculator, - null=True, - default=None, - blank=True) - - # Error text - error_text = models.ForeignKey( - ErrorMessageTaxCalculator, - null=True, - default=None, - blank=True) - - # Creation DateTime - creation_date = models.DateTimeField( - default=make_aware(datetime.datetime(2015, 1, 1)) - ) - def get_tax_result(self): """ If taxcalc version is greater than or equal to 0.13.0, return table diff --git a/webapp/apps/taxbrain/urls.py b/webapp/apps/taxbrain/urls.py index 395500ee..02fe2e2f 100644 --- a/webapp/apps/taxbrain/urls.py +++ b/webapp/apps/taxbrain/urls.py @@ -10,7 +10,7 @@ url(r'^$', personal_results, name='tax_form'), url(r'^file/$', file_input, name='json_file'), url(r'^(?P\d+)/input.csv/$', csv_input, name='csv_input'), - url(r'^(?P\d+)/', output_detail, name='output_detail'), + url(r'^(?P[-\d\w]+)/', output_detail, name='output_detail'), url(r'^submit/(?P\d+)/', submit_micro, name='submit_micro'), url(r'^edit/(?P\d+)/', edit_personal_results, name='edit_personal_results'), diff --git a/webapp/apps/taxbrain/views.py b/webapp/apps/taxbrain/views.py index 171c92ee..7bc36b41 100644 --- a/webapp/apps/taxbrain/views.py +++ b/webapp/apps/taxbrain/views.py @@ -22,13 +22,13 @@ from django.contrib.auth.models import User from .forms import TaxBrainForm -from .models import (TaxSaveInputs, OutputUrl, JSONReformTaxCalculator, - ErrorMessageTaxCalculator) +from .models import TaxSaveInputs from .helpers import (taxcalc_results_to_tables, format_csv, json_int_key_encode, make_bool) from .param_displayers import nested_form_parameters from ..core.compute import (Compute, JobFailError, NUM_BUDGET_YEARS, NUM_BUDGET_YEARS_QUICK) +from ..core.models import CoreRun, JSONReformTaxCalculator from .mock_compute import MockCompute from ..constants import (DISTRIBUTION_TOOLTIP, DIFFERENCE_TOOLTIP, @@ -84,7 +84,6 @@ def save_model(post_meta): # create model for file_input case if model is None: model = TaxSaveInputs() - model.job_ids = post_meta.submitted_ids model.json_text = post_meta.json_reform model.first_year = int(post_meta.start_year) model.data_source = post_meta.data_source @@ -93,22 +92,24 @@ def save_model(post_meta): # create OutputUrl object if post_meta.url is None: - unique_url = OutputUrl() + unique_url = CoreRun() + unique_url.job_ids = post_meta.submitted_ids + unique_url.inputs = model + unique_url.save() else: - unique_url = post_meta.url + raise Exception("not implemented") + if post_meta.user: unique_url.user = post_meta.user elif post_meta.request and post_meta.request.user.is_authenticated(): current_user = User.objects.get(pk=post_meta.request.user.id) unique_url.user = current_user - if unique_url.taxcalc_vers is None: - unique_url.taxcalc_vers = TAXCALC_VERSION - if unique_url.webapp_vers is None: - unique_url.webapp_vers = WEBAPP_VERSION + # if unique_url.taxcalc_vers is None: + # unique_url.taxcalc_vers = TAXCALC_VERSION + # if unique_url.webapp_vers is None: + # unique_url.webapp_vers = WEBAPP_VERSION - unique_url.unique_inputs = model - unique_url.model_pk = model.pk cur_dt = timezone.now() future_offset_seconds = ((2 + post_meta.max_q_length) * JOB_PROC_TIME_IN_SECONDS) From 7df489562a472c3cb283581e6e6fad40e24a921a Mon Sep 17 00:00:00 2001 From: Lucas Szwarcberg Date: Wed, 25 Jul 2018 15:50:01 -0400 Subject: [PATCH 16/66] Make core abstract --- webapp/apps/core/models.py | 54 +++++----------------------------- webapp/apps/core/views.py | 5 ++-- webapp/apps/dynamic/views.py | 4 +-- webapp/apps/taxbrain/models.py | 53 +++++++++++++++++++++++++++++++++ webapp/apps/taxbrain/urls.py | 4 ++- webapp/apps/taxbrain/views.py | 4 +-- 6 files changed, 69 insertions(+), 55 deletions(-) diff --git a/webapp/apps/core/models.py b/webapp/apps/core/models.py index 54fe90d6..4ff58513 100644 --- a/webapp/apps/core/models.py +++ b/webapp/apps/core/models.py @@ -33,57 +33,14 @@ def from_db_value(self, value, expression, connection, context): return self.to_python(value) -class JSONReformTaxCalculator(models.Model): - ''' - This class holds all of the text for a JSON-based reform input - for TaxBrain. A TaxSavesInput Model will have a foreign key to - an instance of this model if the user created the TaxBrain job - through the JSON iput page. - ''' - reform_text = models.TextField(blank=True, null=False) - raw_reform_text = models.TextField(blank=True, null=False) - assumption_text = models.TextField(blank=True, null=False) - raw_assumption_text = models.TextField(blank=True, null=False) - errors_warnings_text = models.TextField(blank=True, null=False) - - def get_errors_warnings(self): - """ - Errors were only stored for the taxcalc.Policy class until PB 1.6.0 - This method ensures that old runs are parsed correctly - """ - ew = json.loads(self.errors_warnings_text) - if 'errors' in ew: - return {'policy': ew} - else: - return ew - - class CoreInputs(models.Model): - # Starting Year of the reform calculation - first_year = models.IntegerField(default=None, null=True) - # JSON input text - json_text = models.ForeignKey( - JSONReformTaxCalculator, - null=True, - default=None, - blank=True) - # Record whether or not this was a quick calculation on a sample of data - quick_calc = models.BooleanField(default=False) - # Creation DateTime - creation_date = models.DateTimeField( - default=make_aware(datetime.datetime(2015, 1, 1)) - ) - # validated gui input - input_fields = JSONField(default=None, blank=True, null=True) - # raw gui input - raw_input_fields = JSONField(default=None, blank=True, null=True) + class Meta: + abstract = True class CoreRun(models.Model): - inputs = models.OneToOneField( - CoreInputs, - on_delete=models.CASCADE - ) + # Subclasses must implement: + # inputs = models.OneToOneField(CoreInputs) renderable_outputs = JSONField(default=None, blank=True, null=True) download_only_outputs = JSONField(default=None, blank=True, null=True) uuid = models.UUIDField( @@ -106,3 +63,6 @@ def get_absolute_url(self): 'pk': self.pk } return reverse('output_detail', kwargs=kwargs) + + class Meta: + abstract = True diff --git a/webapp/apps/core/views.py b/webapp/apps/core/views.py index 66f32139..f732f968 100644 --- a/webapp/apps/core/views.py +++ b/webapp/apps/core/views.py @@ -3,7 +3,6 @@ import json from django.utils import timezone -# from .models import CoreRun from .models import CoreRun from .compute import Compute, JobFailError from ..formatters import get_version @@ -15,7 +14,7 @@ from django.template.context import RequestContext -def output_detail(request, pk): +def output_detail(request, pk, model_class=CoreRun): """ This view is the single page of diplaying a progress bar for how close the job is to finishing, and then it will also display the @@ -32,7 +31,7 @@ def output_detail(request, pk): case 3b: not all jobs have completed """ - model = get_object_or_404(CoreRun, uuid=pk) + model = get_object_or_404(model_class, uuid=pk) if model.renderable_outputs: context = get_result_context(model, request) diff --git a/webapp/apps/dynamic/views.py b/webapp/apps/dynamic/views.py index 3eac5212..edebab62 100644 --- a/webapp/apps/dynamic/views.py +++ b/webapp/apps/dynamic/views.py @@ -22,7 +22,8 @@ DynamicBehaviorSaveInputs, DynamicBehaviorOutputUrl, DynamicElasticitySaveInputs, DynamicElasticityOutputUrl) from ..taxbrain.models import (TaxSaveInputs, OutputUrl, - ErrorMessageTaxCalculator) + ErrorMessageTaxCalculator, + JSONReformTaxCalculator) from ..taxbrain.views import (make_bool, dropq_compute, JOB_PROC_TIME_IN_SECONDS) from ..taxbrain.param_formatters import (to_json_reform, get_reform_from_gui, @@ -31,7 +32,6 @@ convert_val, json_int_key_encode) from ..taxbrain.param_displayers import default_behavior from ..core.compute import JobFailError -from ..core.models import JSONReformTaxCalculator from .helpers import (default_parameters, job_submitted, ogusa_results_to_tables, success_text, failure_text, strip_empty_lists, diff --git a/webapp/apps/taxbrain/models.py b/webapp/apps/taxbrain/models.py index 5d5ac75a..1bb8fb79 100644 --- a/webapp/apps/taxbrain/models.py +++ b/webapp/apps/taxbrain/models.py @@ -39,6 +39,31 @@ def deconstruct(self): return name, path, args, kwargs +class JSONReformTaxCalculator(models.Model): + ''' + This class holds all of the text for a JSON-based reform input + for TaxBrain. A TaxSavesInput Model will have a foreign key to + an instance of this model if the user created the TaxBrain job + through the JSON iput page. + ''' + reform_text = models.TextField(blank=True, null=False) + raw_reform_text = models.TextField(blank=True, null=False) + assumption_text = models.TextField(blank=True, null=False) + raw_assumption_text = models.TextField(blank=True, null=False) + errors_warnings_text = models.TextField(blank=True, null=False) + + def get_errors_warnings(self): + """ + Errors were only stored for the taxcalc.Policy class until PB 1.6.0 + This method ensures that old runs are parsed correctly + """ + ew = json.loads(self.errors_warnings_text) + if 'errors' in ew: + return {'policy': ew} + else: + return ew + + class ErrorMessageTaxCalculator(models.Model): ''' This class holds all of the text for an error message on @@ -838,6 +863,12 @@ class TaxSaveInputs(DataSourceable, Fieldable, Resultable, CoreInputs): growth_choice = models.CharField(blank=True, default=None, null=True, max_length=50) + # Starting Year of the reform calculation + first_year = models.IntegerField(default=None, null=True) + + # Record whether or not this was a quick calculation on a sample of data + quick_calc = models.BooleanField(default=False) + # generate fields from default param data # this may eventually be useful if we're able to ensure syncdb picks up # field changes and automatically create migrations @@ -858,6 +889,12 @@ class TaxSaveInputs(DataSourceable, Fieldable, Resultable, CoreInputs): # Result tax_result = JSONField(default=None, blank=True, null=True) + # # raw gui input + raw_input_fields = JSONField(default=None, blank=True, null=True) + # + # # validated gui input + input_fields = JSONField(default=None, blank=True, null=True) + # deprecated fields list deprecated_fields = ArrayField( models.CharField(max_length=100, blank=True), @@ -865,6 +902,18 @@ class TaxSaveInputs(DataSourceable, Fieldable, Resultable, CoreInputs): null=True ) + # JSON input text + json_text = models.ForeignKey( + JSONReformTaxCalculator, + null=True, + default=None, + blank=True) + + # Creation DateTime + creation_date = models.DateTimeField( + default=make_aware(datetime.datetime(2015, 1, 1)) + ) + def get_tax_result(self): """ If taxcalc version is greater than or equal to 0.13.0, return table @@ -925,6 +974,10 @@ class Meta: ) +class TaxBrainRun(CoreRun): + inputs = models.OneToOneField(TaxSaveInputs) + + class OutputUrl(models.Model): """ This model creates a unique url for each calculation. diff --git a/webapp/apps/taxbrain/urls.py b/webapp/apps/taxbrain/urls.py index 02fe2e2f..b2f73f82 100644 --- a/webapp/apps/taxbrain/urls.py +++ b/webapp/apps/taxbrain/urls.py @@ -4,13 +4,15 @@ submit_micro, file_input) from ..core.views import output_detail +from .models import TaxBrainRun urlpatterns = [ url(r'^$', personal_results, name='tax_form'), url(r'^file/$', file_input, name='json_file'), url(r'^(?P\d+)/input.csv/$', csv_input, name='csv_input'), - url(r'^(?P[-\d\w]+)/', output_detail, name='output_detail'), + url(r'^(?P[-\d\w]+)/', output_detail, {'model_class': TaxBrainRun}, + name='output_detail'), url(r'^submit/(?P\d+)/', submit_micro, name='submit_micro'), url(r'^edit/(?P\d+)/', edit_personal_results, name='edit_personal_results'), diff --git a/webapp/apps/taxbrain/views.py b/webapp/apps/taxbrain/views.py index 7bc36b41..564bf19b 100644 --- a/webapp/apps/taxbrain/views.py +++ b/webapp/apps/taxbrain/views.py @@ -28,7 +28,7 @@ from .param_displayers import nested_form_parameters from ..core.compute import (Compute, JobFailError, NUM_BUDGET_YEARS, NUM_BUDGET_YEARS_QUICK) -from ..core.models import CoreRun, JSONReformTaxCalculator +from ..taxbrain.models import TaxBrainRun, JSONReformTaxCalculator from .mock_compute import MockCompute from ..constants import (DISTRIBUTION_TOOLTIP, DIFFERENCE_TOOLTIP, @@ -92,7 +92,7 @@ def save_model(post_meta): # create OutputUrl object if post_meta.url is None: - unique_url = CoreRun() + unique_url = TaxBrainRun() unique_url.job_ids = post_meta.submitted_ids unique_url.inputs = model unique_url.save() From 3e212e2b6724972f1ce81669f7b61fc9604b3be9 Mon Sep 17 00:00:00 2001 From: Lucas Szwarcberg Date: Thu, 26 Jul 2018 11:00:04 -0400 Subject: [PATCH 17/66] Get most TaxBrain tests to pass --- webapp/apps/core/views.py | 1 - webapp/apps/dynamic/helpers.py | 2 +- webapp/apps/dynamic/models.py | 16 ++++----- webapp/apps/dynamic/tests/test_behavioral.py | 2 +- webapp/apps/dynamic/urls.py | 16 ++++----- webapp/apps/dynamic/views.py | 37 ++++++++++---------- webapp/apps/taxbrain/behaviors.py | 35 ------------------ webapp/apps/taxbrain/models.py | 4 +-- webapp/apps/taxbrain/tests/test_views.py | 20 +++++------ webapp/apps/taxbrain/urls.py | 8 ++--- webapp/apps/taxbrain/views.py | 37 ++++++++------------ webapp/apps/test_assets/test_models.py | 14 ++++---- webapp/apps/test_assets/utils.py | 12 +++---- 13 files changed, 79 insertions(+), 125 deletions(-) diff --git a/webapp/apps/core/views.py b/webapp/apps/core/views.py index f732f968..aac02813 100644 --- a/webapp/apps/core/views.py +++ b/webapp/apps/core/views.py @@ -30,7 +30,6 @@ def output_detail(request, pk, model_class=CoreRun): case 3a: all jobs have completed case 3b: not all jobs have completed """ - model = get_object_or_404(model_class, uuid=pk) if model.renderable_outputs: diff --git a/webapp/apps/dynamic/helpers.py b/webapp/apps/dynamic/helpers.py index c780931b..06366930 100644 --- a/webapp/apps/dynamic/helpers.py +++ b/webapp/apps/dynamic/helpers.py @@ -286,7 +286,7 @@ def send_cc_email(email_txt, subject_txt, model): CC_EMAIL_ADDRESSES list ''' - pk = model.micro_sim.pk + pk = model.micro_run.pk job_ids = model.job_ids submitted_ids = normalize(job_ids) # Get the celery ID and IP address of the job diff --git a/webapp/apps/dynamic/models.py b/webapp/apps/dynamic/models.py index b0659dab..e614a680 100644 --- a/webapp/apps/dynamic/models.py +++ b/webapp/apps/dynamic/models.py @@ -9,8 +9,8 @@ import taxcalc from ..taxbrain.models import (CommaSeparatedField, SeparatedValuesField, - TaxSaveInputs, OutputUrl) -from ..taxbrain.behaviors import (Resultable, Fieldable, DataSourceable) + TaxSaveInputs, TaxBrainRun) +from ..taxbrain.behaviors import (Fieldable, DataSourceable) from ..taxbrain import param_formatters import datetime @@ -49,7 +49,7 @@ class DynamicSaveInputs(DataSourceable, models.Model): user_email = models.CharField(blank=True, default=None, null=True, max_length=50) - micro_sim = models.ForeignKey(OutputUrl, blank=True, null=True, + micro_run = models.ForeignKey(TaxBrainRun, blank=True, null=True, on_delete=models.SET_NULL) class Meta: @@ -58,8 +58,7 @@ class Meta: ) -class DynamicBehaviorSaveInputs(DataSourceable, Fieldable, Resultable, - models.Model): +class DynamicBehaviorSaveInputs(DataSourceable, Fieldable, models.Model): """ This model contains all the parameters for the dynamic behavioral tax model and the tax result. @@ -95,7 +94,7 @@ class DynamicBehaviorSaveInputs(DataSourceable, Fieldable, Resultable, default=make_aware(datetime.datetime(2015, 1, 1)) ) - micro_sim = models.ForeignKey(OutputUrl, blank=True, null=True, + micro_run = models.ForeignKey(TaxBrainRun, blank=True, null=True, on_delete=models.SET_NULL) # # raw gui input @@ -117,7 +116,8 @@ def get_tax_result(self): If taxcalc version is less than 0.13.0, then rename keys to new names and then return table """ - return Resultable.get_tax_result(self, DynamicBehaviorOutputUrl) + # TODO: Fix this + pass NONPARAM_FIELDS = set(["job_ids", "jobs_not_ready", "first_year", "tax_result", "raw_input_fields", "input_fields", @@ -172,7 +172,7 @@ class DynamicElasticitySaveInputs(DataSourceable, models.Model): default=make_aware(datetime.datetime(2015, 1, 1)) ) - micro_sim = models.ForeignKey(OutputUrl, blank=True, null=True, + micro_run = models.ForeignKey(TaxBrainRun, blank=True, null=True, on_delete=models.SET_NULL) class Meta: diff --git a/webapp/apps/dynamic/tests/test_behavioral.py b/webapp/apps/dynamic/tests/test_behavioral.py index 880da9d2..5306f755 100644 --- a/webapp/apps/dynamic/tests/test_behavioral.py +++ b/webapp/apps/dynamic/tests/test_behavioral.py @@ -156,7 +156,7 @@ def test_get_not_avail_page_renders(self, start_year, start_year_is_none): micro_sim_fields = get_post_data(start_year, _ID_BenefitSurtax_Switches=False) micro_sim_fields['first_year'] = start_year - model.micro_sim = get_taxbrain_model(micro_sim_fields, + model.micro_run = get_taxbrain_model(micro_sim_fields, taxcalc_vers="0.14.2", webapp_vers="1.4.0") model.save() diff --git a/webapp/apps/dynamic/urls.py b/webapp/apps/dynamic/urls.py index e90ce1d1..14c57f5e 100644 --- a/webapp/apps/dynamic/urls.py +++ b/webapp/apps/dynamic/urls.py @@ -6,17 +6,17 @@ urlpatterns = [ - url(r'^(?P\d+)/', dynamic_landing, name='dynamic_landing'), - url(r'^behavioral/(?P\d+)/', dynamic_behavioral, - name='dynamic_behavioral'), - url(r'^behavioral/edit/(?P\d+)/', edit_dynamic_behavioral, + url(r'^behavioral/edit/(?P[-\d\w]+)/', edit_dynamic_behavioral, name='edit_dynamic_behavioral'), - url(r'^macro/edit/(?P\d+)/', edit_dynamic_elastic, + url(r'^behavioral/(?P[-\d\w]+)/', dynamic_behavioral, + name='dynamic_behavioral'), + url(r'^macro/edit/(?P[-\d\w]+)/', edit_dynamic_elastic, name='edit_dynamic_elastic'), - url(r'^macro/(?P\d+)/', dynamic_elasticities, + url(r'^macro/(?P[-\d\w]+)/', dynamic_elasticities, name='dynamic_elasticities'), - url(r'^macro_results/(?P\d+)/', elastic_results, + url(r'^macro_results/(?P[-\d\w]+)/', elastic_results, name='elastic_results'), - url(r'^behavior_results/(?P\d+)/', behavior_results, + url(r'^behavior_results/(?P[-\d\w]+)/', behavior_results, name='behavior_results'), + url(r'^(?P[-\d\w]+)/', dynamic_landing, name='dynamic_landing'), ] diff --git a/webapp/apps/dynamic/views.py b/webapp/apps/dynamic/views.py index edebab62..69d0ee21 100644 --- a/webapp/apps/dynamic/views.py +++ b/webapp/apps/dynamic/views.py @@ -12,7 +12,8 @@ from django.core import serializers from django.http import (HttpResponseRedirect, HttpResponse, Http404, HttpResponseServerError, JsonResponse) -from django.shortcuts import redirect, render, render_to_response +from django.shortcuts import (redirect, render, render_to_response, + get_object_or_404) from django.template.context import RequestContext from django.contrib.auth.models import User @@ -21,7 +22,7 @@ from .models import (DynamicSaveInputs, DynamicOutputUrl, DynamicBehaviorSaveInputs, DynamicBehaviorOutputUrl, DynamicElasticitySaveInputs, DynamicElasticityOutputUrl) -from ..taxbrain.models import (TaxSaveInputs, OutputUrl, +from ..taxbrain.models import (TaxSaveInputs, TaxBrainRun, ErrorMessageTaxCalculator, JSONReformTaxCalculator) from ..taxbrain.views import (make_bool, dropq_compute, @@ -140,9 +141,9 @@ def dynamic_input(request, pk): '', None, [])} # get microsim data - outputsurl = OutputUrl.objects.get(pk=pk) - model.micro_sim = outputsurl - taxbrain_model = outputsurl.unique_inputs + outputsurl = TaxBrainRun.objects.get(pk=pk) + model.micro_run = outputsurl + taxbrain_model = outputsurl.inputs submitted_ids = None if not taxbrain_model.json_text: @@ -255,9 +256,9 @@ def dynamic_behavioral(request, pk): model.set_fields() # get microsim data - outputsurl = OutputUrl.objects.get(pk=pk) - model.micro_sim = outputsurl - taxbrain_model = outputsurl.unique_inputs + outputsurl = TaxBrainRun.objects.get(pk=pk) + model.micro_run = outputsurl + taxbrain_model = outputsurl.inputs model.data_source = taxbrain_model.data_source model.save() # get taxbrain data @@ -418,9 +419,9 @@ def dynamic_elasticities(request, pk): gdp_elasticity = float(model.elastic_gdp) # get microsim data - outputsurl = OutputUrl.objects.get(pk=pk) - model.micro_sim = outputsurl - taxbrain_model = outputsurl.unique_inputs + outputsurl = TaxBrainRun.objects.get(pk=pk) + model.micro_run = outputsurl + taxbrain_model = outputsurl.inputs model.data_source = taxbrain_model.data_source # get taxbrain data # necessary for simulations before PR 641 @@ -558,7 +559,7 @@ def edit_dynamic_behavioral(request, pk): 'taxcalc_version': taxcalc_vers_disp, 'webapp_version': webapp_vers_disp, 'start_year': str(start_year), - 'pk': model.micro_sim.pk + 'pk': model.micro_run.pk } return render(request, 'dynamic/behavior.html', init_context) @@ -596,7 +597,7 @@ def edit_dynamic_elastic(request, pk): 'taxcalc_version': taxcalc_vers_disp, 'webapp_version': webapp_vers_disp, 'start_year': str(start_year), - 'pk': model.micro_sim.pk + 'pk': model.micro_run.pk } return render(request, 'dynamic/elasticity.html', init_context) @@ -607,7 +608,8 @@ def dynamic_landing(request, pk): This view gives a landing page to choose a type of dynamic simulation that is linked to the microsim """ - outputsurl = OutputUrl.objects.get(pk=pk) + + outputsurl = TaxBrainRun.objects.get(pk=pk) include_ogusa = True init_context = { 'pk': pk, @@ -642,7 +644,7 @@ def elastic_results(request, pk): first_year = model.first_year created_on = model.creation_date tables = elast_results_to_tables(output, first_year) - microsim_url = "/taxbrain/" + str(url.unique_inputs.micro_sim.pk) + microsim_url = "/taxbrain/" + str(url.unique_inputs.micro_run.pk) context = { 'locals': locals(), @@ -734,10 +736,7 @@ def behavior_results(request, pk): page if the job has failed. """ - try: - url = DynamicBehaviorOutputUrl.objects.get(pk=pk) - except OutputUrl.DoesNotExist: - raise Http404 + url = get_object_or_404(DynamicBehaviorOutputUrl, pk=pk) model = url.unique_inputs diff --git a/webapp/apps/taxbrain/behaviors.py b/webapp/apps/taxbrain/behaviors.py index ffcc3f70..e7ee37c9 100644 --- a/webapp/apps/taxbrain/behaviors.py +++ b/webapp/apps/taxbrain/behaviors.py @@ -15,41 +15,6 @@ from . import param_formatters -class Resultable(models.Model): - """ - Mix-in to provide logic around retrieving model results. - """ - - class Meta: - abstract = True - - def get_tax_result(self, OutputUrlCls): - """ - If taxcalc version is greater than or equal to 0.13.0, return table - If taxcalc version is less than 0.13.0, then rename keys to new names - and then return table - """ - outputurl = OutputUrlCls.objects.get(unique_inputs__pk=self.pk) - taxcalc_vers = outputurl.taxcalc_vers - # only the older (pre 0.13.0) taxcalc versions are null - if taxcalc_vers: - taxcalc_vers = LooseVersion(taxcalc_vers) - else: - return rename_keys(self.tax_result, PRE_TC_0130_RES_MAP) - - # older PB versions stored commit reference too - # e.g. taxcalc_vers = "0.9.0.d79abf" - backwards_incompatible = LooseVersion( - TAXCALC_VERS_RESULTS_BACKWARDS_INCOMPATIBLE - ) - if taxcalc_vers >= backwards_incompatible: - return self.tax_result - else: - renamed = rename_keys(self.tax_result, PRE_TC_0130_RES_MAP) - return reorder_lists(renamed, REORDER_LT_TC_0130_DIFF_LIST, - DIFF_TABLE_IDs) - - class Fieldable(models.Model): """ Mix-in for providing logic around formatting raw GUI input fields diff --git a/webapp/apps/taxbrain/models.py b/webapp/apps/taxbrain/models.py index 1bb8fb79..0c5cbaf3 100644 --- a/webapp/apps/taxbrain/models.py +++ b/webapp/apps/taxbrain/models.py @@ -16,7 +16,7 @@ from . import param_formatters -from .behaviors import Resultable, Fieldable, DataSourceable +from .behaviors import Fieldable, DataSourceable # digit or true/false (case insensitive) @@ -74,7 +74,7 @@ class ErrorMessageTaxCalculator(models.Model): text = models.CharField(blank=True, null=False, max_length=4000) -class TaxSaveInputs(DataSourceable, Fieldable, Resultable, CoreInputs): +class TaxSaveInputs(DataSourceable, Fieldable, CoreInputs): """ This model contains all the parameters for the tax model and the tax result. diff --git a/webapp/apps/taxbrain/tests/test_views.py b/webapp/apps/taxbrain/tests/test_views.py index 18138afa..b2a0ec26 100644 --- a/webapp/apps/taxbrain/tests/test_views.py +++ b/webapp/apps/taxbrain/tests/test_views.py @@ -5,7 +5,7 @@ import os import msgpack -from ..models import TaxSaveInputs, OutputUrl +from ..models import TaxSaveInputs, TaxBrainRun from ..helpers import (expand_1D, expand_2D, expand_list, package_up_vars, format_csv, arrange_totals_by_row, default_taxcalc_data) from ...core.compute import Compute @@ -279,8 +279,8 @@ def test_taxbrain_edit_benefitsurtax_switch_show_correctly(self): result = do_micro_sim(CLIENT, data) - out = OutputUrl.objects.get(pk=result["pk"]) - tsi = TaxSaveInputs.objects.get(pk=out.model_pk) + out = TaxBrainRun.objects.get(pk=result["pk"]) + tsi = out.inputs _ids = ['ID_BenefitSurtax_Switch_' + str(i) for i in range(7)] # only posted param is stored assert ([_id in tsi.raw_input_fields for _id in _ids] == @@ -306,8 +306,8 @@ def test_taxbrain_edit_benefitsurtax_switch_show_correctly(self): result2 = do_micro_sim(CLIENT, data2) - out2 = OutputUrl.objects.get(pk=result2["pk"]) - tsi2 = TaxSaveInputs.objects.get(pk=out2.model_pk) + out2 = TaxBrainRun.objects.get(pk=result2["pk"]) + tsi2 = out2.inputs assert tsi2.raw_input_fields['ID_BenefitSurtax_Switch_0'] == 'False' assert (tsi2.raw_input_fields['ID_BenefitSurtax_Switch_1'] == 'False,*,True') @@ -516,7 +516,7 @@ def test_taxbrain_view_old_data_model(self): taxcalc_vers="0.10.0", webapp_vers="1.1.0") - tsi = unique_url.unique_inputs + tsi = unique_url.inputs old_result = os.path.join(os.path.dirname(os.path.abspath(__file__)), "example_old_result.json") @@ -748,7 +748,7 @@ def test_taxbrain_old_data_gives_deprecation_errors(self): unique_url = get_taxbrain_model(fields, taxcalc_vers="0.14.2", webapp_vers="1.3.0") - model = unique_url.unique_inputs + model = unique_url.inputs model.raw_input_fields = None model.input_fields = None model.deprecated_fields = None @@ -756,7 +756,7 @@ def test_taxbrain_old_data_gives_deprecation_errors(self): model.PT_exclusion_rt = "0.2,*,*,*,*,*,*,*,0.0" model.PT_exclusion_wage_limit = "0.5,*,*,*,*,*,*,*,9e99" model.save() - unique_url.unique_inputs = model + unique_url.inputs = model unique_url.save() pk = unique_url.pk @@ -790,12 +790,12 @@ def test_get_not_avail_page_renders(self, start_year, start_year_is_none): first_year=start_year, taxcalc_vers="0.14.2", webapp_vers="1.3.0") - model = unique_url.unique_inputs + model = unique_url.inputs model.tax_result = "unrenderable" if start_year_is_none: model.first_year = None model.save() - unique_url.unique_inputs = model + unique_url.inputs = model unique_url.save() pk = unique_url.pk diff --git a/webapp/apps/taxbrain/urls.py b/webapp/apps/taxbrain/urls.py index b2f73f82..ca8f4ae1 100644 --- a/webapp/apps/taxbrain/urls.py +++ b/webapp/apps/taxbrain/urls.py @@ -10,10 +10,10 @@ urlpatterns = [ url(r'^$', personal_results, name='tax_form'), url(r'^file/$', file_input, name='json_file'), - url(r'^(?P\d+)/input.csv/$', csv_input, name='csv_input'), + url(r'^submit/(?P[-\d\w]+)/', submit_micro, name='submit_micro'), + url(r'^edit/(?P[-\d\w]+)/', edit_personal_results, + name='edit_personal_results'), + url(r'^(?P[-\d\w]+)/input.csv/$', csv_input, name='csv_input'), url(r'^(?P[-\d\w]+)/', output_detail, {'model_class': TaxBrainRun}, name='output_detail'), - url(r'^submit/(?P\d+)/', submit_micro, name='submit_micro'), - url(r'^edit/(?P\d+)/', edit_personal_results, - name='edit_personal_results'), ] diff --git a/webapp/apps/taxbrain/views.py b/webapp/apps/taxbrain/views.py index 564bf19b..21174788 100644 --- a/webapp/apps/taxbrain/views.py +++ b/webapp/apps/taxbrain/views.py @@ -93,11 +93,11 @@ def save_model(post_meta): # create OutputUrl object if post_meta.url is None: unique_url = TaxBrainRun() - unique_url.job_ids = post_meta.submitted_ids - unique_url.inputs = model - unique_url.save() else: - raise Exception("not implemented") + unique_url = post_meta.url + unique_url.job_ids = post_meta.submitted_ids + unique_url.inputs = model + unique_url.save() if post_meta.user: unique_url.user = post_meta.user @@ -496,12 +496,9 @@ def submit_micro(request, pk): job after one has submitted parameters for a 'quick calculation' """ # TODO: get this function to work with process_reform - try: - url = OutputUrl.objects.get(pk=pk) - except BaseException: - raise Http404 + url = get_object_or_404(TaxBrainRun, pk=pk) - model = url.unique_inputs + model = url.inputs start_year = model.start_year # This will be a new model instance so unset the primary key model.pk = None @@ -580,12 +577,9 @@ def edit_personal_results(request, pk): """ This view handles the editing of previously entered inputs """ - try: - url = OutputUrl.objects.get(pk=pk) - except OutputUrl.DoesNotExist: - raise Http404 + url = get_object_or_404(TaxBrainRun, pk=pk) - model = url.unique_inputs + model = url.inputs start_year = model.first_year model.set_fields() @@ -601,14 +595,14 @@ def edit_personal_results(request, pk): for dep in model.deprecated_fields: form_personal_exemp.add_error(None, msg.format(dep)) - taxcalc_vers_disp = get_version(url, 'taxcalc_vers', TAXCALC_VERSION) - webapp_vers_disp = get_version(url, 'webapp_vers', WEBAPP_VERSION) + # taxcalc_vers_disp = get_version(url, 'taxcalc_vers', TAXCALC_VERSION) + # webapp_vers_disp = get_version(url, 'webapp_vers', WEBAPP_VERSION) init_context = { 'form': form_personal_exemp, 'params': nested_form_parameters(int(form_personal_exemp._first_year)), - 'taxcalc_version': taxcalc_vers_disp, - 'webapp_version': webapp_vers_disp, + # 'taxcalc_version': taxcalc_vers_disp, + # 'webapp_version': webapp_vers_disp, 'start_years': START_YEARS, 'start_year': str(form_personal_exemp._first_year), 'is_edit_page': True, @@ -622,10 +616,7 @@ def edit_personal_results(request, pk): @permission_required('taxbrain.view_inputs') def csv_input(request, pk): - try: - url = OutputUrl.objects.get(pk=pk) - except OutputUrl.DoesNotExist: - raise Http404 + url = get_object_or_404(TaxBrainRun, pk=pk) def filter_names(x): """ @@ -647,7 +638,7 @@ def filter_names(x): filename = "taxbrain_inputs_" + suffix + ".csv" response['Content-Disposition'] = 'attachment; filename="' + filename + '"' - inputs = url.unique_inputs + inputs = url_inputs writer = csv.writer(response) writer.writerow(field_names) diff --git a/webapp/apps/test_assets/test_models.py b/webapp/apps/test_assets/test_models.py index 32f61246..cdb4076c 100644 --- a/webapp/apps/test_assets/test_models.py +++ b/webapp/apps/test_assets/test_models.py @@ -4,7 +4,7 @@ from django.utils import timezone from ..taxbrain.models import (JSONReformTaxCalculator, - OutputUrl, TaxSaveInputs) + TaxBrainRun, TaxSaveInputs) from ..dynamic.models import (DynamicBehaviorSaveInputs, DynamicElasticitySaveInputs) from ..btax.models import BTaxSaveInputs @@ -28,32 +28,32 @@ def setUp(self): "skelaton_res_gt_0130") class TaxBrainTableResults(TaxBrainModelsTest): - def tc_lt_0130(self, fields, Form=TaxBrainForm, UrlModel=OutputUrl): + def tc_lt_0130(self, fields, Form=TaxBrainForm, UrlModel=TaxBrainRun): unique_url = get_taxbrain_model(fields, taxcalc_vers="0.10.2.abc", webapp_vers="1.1.1", Form=Form, UrlModel=UrlModel) - model = unique_url.unique_inputs + model = unique_url.inputs model.tax_result = self.skelaton_res_lt_0130 model.creation_date = timezone.now() model.save() - np.testing.assert_equal(model.get_tax_result(), + np.testing.assert_equal(model.taxbrainrun, self.skelaton_res_gt_0130) - def tc_gt_0130(self, fields, Form=TaxBrainForm, UrlModel=OutputUrl): + def tc_gt_0130(self, fields, Form=TaxBrainForm, UrlModel=TaxBrainRun): unique_url = get_taxbrain_model(fields, taxcalc_vers="0.13.0", webapp_vers="1.2.0", Form=Form, UrlModel=UrlModel) - model = unique_url.unique_inputs + model = unique_url.inputs model.tax_result = self.skelaton_res_gt_0130 model.creation_date = timezone.now() model.save() - np.testing.assert_equal(model.get_tax_result(), + np.testing.assert_equal(model.taxbrainrun, self.skelaton_res_gt_0130) diff --git a/webapp/apps/test_assets/utils.py b/webapp/apps/test_assets/utils.py index cf08c15e..82cc9623 100644 --- a/webapp/apps/test_assets/utils.py +++ b/webapp/apps/test_assets/utils.py @@ -5,7 +5,7 @@ from ..taxbrain.mock_compute import MockCompute -from ..taxbrain.models import OutputUrl +from ..taxbrain.models import TaxBrainRun from ..taxbrain.forms import TaxBrainForm @@ -159,7 +159,7 @@ def get_taxbrain_model(_fields, first_year=2017, quick_calc=False, taxcalc_vers="0.13.0", webapp_vers="1.2.0", exp_comp_datetime="2017-10-10T00:00:00+00:00", - Form=TaxBrainForm, UrlModel=OutputUrl, + Form=TaxBrainForm, UrlModel=TaxBrainRun, use_puf_not_cps=True): fields = _fields.copy() fields.pop('_state', None) @@ -180,10 +180,10 @@ def get_taxbrain_model(_fields, first_year=2017, model.save() unique_url = UrlModel() - unique_url.taxcalc_vers = taxcalc_vers - unique_url.webapp_vers = webapp_vers - unique_url.unique_inputs = model - unique_url.model_pk = model.pk + # unique_url.taxcalc_vers = taxcalc_vers + # unique_url.webapp_vers = webapp_vers + unique_url.inputs = model + # unique_url.model_pk = model.pk unique_url.exp_comp_datetime = exp_comp_datetime unique_url.save() From 157ec1db2de162fc344d3acdd1fdc3dec3959b04 Mon Sep 17 00:00:00 2001 From: Lucas Szwarcberg Date: Thu, 26 Jul 2018 11:31:03 -0400 Subject: [PATCH 18/66] Restore version display --- templates/taxbrain/results.html | 2 +- webapp/apps/core/models.py | 4 ++++ webapp/apps/core/views.py | 15 +++++++-------- webapp/apps/taxbrain/views.py | 20 ++++++++++---------- 4 files changed, 22 insertions(+), 19 deletions(-) diff --git a/templates/taxbrain/results.html b/templates/taxbrain/results.html index 46a6e9ce..5f7d6f13 100644 --- a/templates/taxbrain/results.html +++ b/templates/taxbrain/results.html @@ -48,7 +48,7 @@

Static Results

Partial Equilibrium Results

{% endif %} -

These results were generated by PolicyBrain version {{ webapp_version }} on {{ created_on|date:"D, M jS Y \a\t g:iA" }} UTC using Tax-Calculator version {{ taxcalc_version }}.

+

These results were generated by PolicyBrain version {{ webapp_version }} on {{ created_on|date:"D, M jS Y \a\t g:iA" }} UTC using Tax-Calculator version {{ upstream_version }}.

{% if quick_calc %}

This calculation used only a small sample of the available data and only calculated revenues for one year instead of ten. For the full results, click here

diff --git a/webapp/apps/core/models.py b/webapp/apps/core/models.py index 4ff58513..3259d73d 100644 --- a/webapp/apps/core/models.py +++ b/webapp/apps/core/models.py @@ -57,6 +57,10 @@ class CoreRun(models.Model): exp_comp_datetime = models.DateTimeField( default=make_aware(datetime.datetime(2015, 1, 1))) job_ids = SeparatedValuesField(blank=True, default=None, null=True) + upstream_vers = models.CharField(blank=True, default=None, null=True, + max_length=50) + webapp_vers = models.CharField(blank=True, default=None, null=True, + max_length=50) def get_absolute_url(self): kwargs = { diff --git a/webapp/apps/core/views.py b/webapp/apps/core/views.py index aac02813..2bbe8252 100644 --- a/webapp/apps/core/views.py +++ b/webapp/apps/core/views.py @@ -96,9 +96,6 @@ def output_detail(request, pk, model_class=CoreRun): def get_result_context(model, request): inputs = model.inputs - first_year = inputs.first_year - quick_calc = inputs.quick_calc - created_on = inputs.creation_date is_from_file = not inputs.raw_input_fields @@ -123,9 +120,9 @@ def get_result_context(model, request): context = { 'locals': locals(), 'unique_url': model, - 'created_on': created_on, - 'first_year': first_year, - 'quick_calc': quick_calc, + 'created_on': inputs.creation_date, + 'first_year': inputs.first_year, + 'quick_calc': inputs.quick_calc, 'is_registered': is_registered, 'is_micro': True, 'reform_file_contents': reform_file_contents, @@ -134,8 +131,10 @@ def get_result_context(model, request): 'is_from_file': is_from_file, 'allow_dyn_links': not is_from_file, 'results_type': "static", - 'renderable': model.renderable_outputs.values() - # 'download_only': model.download_only_outputs.values() + 'renderable': model.renderable_outputs.values(), + # 'download_only': model.download_only_outputs.values(), + 'upstream_version': model.upstream_vers, + 'webapp_version': model.webapp_vers, } return context diff --git a/webapp/apps/taxbrain/views.py b/webapp/apps/taxbrain/views.py index 21174788..5d4efea8 100644 --- a/webapp/apps/taxbrain/views.py +++ b/webapp/apps/taxbrain/views.py @@ -105,10 +105,10 @@ def save_model(post_meta): current_user = User.objects.get(pk=post_meta.request.user.id) unique_url.user = current_user - # if unique_url.taxcalc_vers is None: - # unique_url.taxcalc_vers = TAXCALC_VERSION - # if unique_url.webapp_vers is None: - # unique_url.webapp_vers = WEBAPP_VERSION + if unique_url.upstream_vers is None: + unique_url.upstream_vers = TAXCALC_VERSION + if unique_url.webapp_vers is None: + unique_url.webapp_vers = WEBAPP_VERSION cur_dt = timezone.now() future_offset_seconds = ((2 + post_meta.max_q_length) * @@ -412,7 +412,7 @@ def file_input(request): 'form_id': json_reform.id if json_reform is not None else None, 'errors': errors, 'has_errors': has_errors, - 'taxcalc_version': TAXCALC_VERSION, + 'upstream_version': TAXCALC_VERSION, 'webapp_version': WEBAPP_VERSION, 'params': None, 'start_years': START_YEARS, @@ -476,7 +476,7 @@ def personal_results(request): init_context = { 'form': personal_inputs, 'params': nested_form_parameters(int(start_year), use_puf_not_cps), - 'taxcalc_version': TAXCALC_VERSION, + 'upstream_version': TAXCALC_VERSION, 'webapp_version': WEBAPP_VERSION, 'start_years': START_YEARS, 'start_year': start_year, @@ -595,14 +595,14 @@ def edit_personal_results(request, pk): for dep in model.deprecated_fields: form_personal_exemp.add_error(None, msg.format(dep)) - # taxcalc_vers_disp = get_version(url, 'taxcalc_vers', TAXCALC_VERSION) - # webapp_vers_disp = get_version(url, 'webapp_vers', WEBAPP_VERSION) + taxcalc_vers_disp = get_version(url, 'upstream_vers', TAXCALC_VERSION) + webapp_vers_disp = get_version(url, 'webapp_vers', WEBAPP_VERSION) init_context = { 'form': form_personal_exemp, 'params': nested_form_parameters(int(form_personal_exemp._first_year)), - # 'taxcalc_version': taxcalc_vers_disp, - # 'webapp_version': webapp_vers_disp, + 'upstream_version': taxcalc_vers_disp, + 'webapp_version': webapp_vers_disp, 'start_years': START_YEARS, 'start_year': str(form_personal_exemp._first_year), 'is_edit_page': True, From b2ff702aff1dedefb426cb9be8f1e6722ec163e5 Mon Sep 17 00:00:00 2001 From: Lucas Szwarcberg Date: Thu, 26 Jul 2018 14:11:14 -0400 Subject: [PATCH 19/66] Add DataTables back --- templates/taxbrain/results.html | 44 +++++++++++++++++++++++++++++---- 1 file changed, 39 insertions(+), 5 deletions(-) diff --git a/templates/taxbrain/results.html b/templates/taxbrain/results.html index 5f7d6f13..60024d9a 100644 --- a/templates/taxbrain/results.html +++ b/templates/taxbrain/results.html @@ -6,6 +6,7 @@ {{block.super}} + {% endblock %} {% block content %} @@ -91,11 +95,31 @@

Assumptions


{% if renderable %} - {{ renderable | safeseq | join:"" }} +
+
+
+
+
+
+
+
+
+
+
+
+
+
+ {{ renderable | safeseq | join:"" }} +
+
+
+
+
+
{% else %}
- {% endif %}
+ {% endif %}

- {% if renderable %}
-
-
-
-
-
-
-
-
-
-
-
-
- {{ renderable | safeseq | join:"" }} +
+
+
+
+
+

Build Table

+
+
+
+
+

For Year:

+
+
+

+
+ {% for year in years %} + {% if forloop.first %} + + {{ year }} + + + {% endif %} + + {% endfor %}
+

+
+
+ {% for tag in tags_flattened %} + + {% endfor %} +
+
+
+
+
+
+
+
+ {% for x in outputs %} +
+

{{ x.title }}

+ {{ x.renderable | safe }}
+ {% endfor %} +
+
- {% else %} -
-
- {% endif %} -