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{
"cells": [
{
"cell_type": "code",
"execution_count": 263,
"metadata": {},
"outputs": [],
"source": [
"from invoke import task\n",
"from marshmallow import Schema, fields\n",
"import json\n",
"from pathlib import Path\n",
"import os\n",
"import seaborn as sns\n",
"import pandas as pd\n",
"import matplotlib\n",
"from matplotlib import pyplot\n",
"from ast import literal_eval\n",
"from collections import deque\n",
"from io import StringIO\n",
"\n",
"PROJECT_DIR = Path('.').parent\n",
"\n",
"CONTAINER_NAME = \"model_serving_local_runner\"\n",
"FRAUD_RESULTS_JSON_PATH = PROJECT_DIR / \"verification\" / \"fraud\" / \"tests\" / \"versions\" / \"13.0\" / \"results.json\"\n",
"\n",
"FIELDS_TO_EXCLUDE_FROM_TYPE_CHECKS = [\"initial_debt_source_info\"]\n",
"\n",
"def search_for_file_name(directory=None, file_name=None):\n",
" for cur_path, directories, files in os.walk(directory):\n",
" if file_name in files:\n",
" yield os.path.join(PROJECT_DIR, cur_path, file_name)\n",
"\n",
"\n",
"def get_verification_validation_json():\n",
" return search_for_file_name(PROJECT_DIR / \"verification\", \"results.json\")\n",
"\n",
"\n",
"def json_path_to_dict(file_path):\n",
" with open(file_path) as f:\n",
" return json.load(f)\n",
"\n",
" \n",
"def dicts_to_types(dicts):\n",
" all_keys = set()\n",
" for d in dicts:\n",
" all_keys.update(list(d.keys()))\n",
" result = {}\n",
" for d in dicts:\n",
" for k in all_keys:\n",
" t = 'not found' if k not in d else type(d.get(k))\n",
" if k in result:\n",
" result[k].append(t)\n",
" else:\n",
" result[k] = [t]\n",
" return result\n",
"\n",
"def ensure_max_2_types_per_feature(df):\n",
" for col, row in df.iterrows():\n",
" if col in FIELDS_TO_EXCLUDE_FROM_TYPE_CHECKS:\n",
" continue\n",
" if sum(1 for i, t_count in enumerate(row) if t_count > 0 and df.columns[i] != \"not found\") > 2:\n",
" raise ValueError(\"More than 2 types in row \" + col)\n",
"\n",
"def plot_heatmap(grid):\n",
" grid_kws = {\"height_ratios\": (.9,.05), \"hspace\": .3}\n",
" pyplot.figure(figsize=(10, 30))\n",
" sns.heatmap(grid,linewidths=.1,cmap=\"YlGnBu\")\n",
" \n",
"def dicts_to_keys_by_type_counts(dicts):\n",
" types = dicts_to_types(dicts)\n",
" df = pd.DataFrame(types)\n",
" return df.apply(pd.value_counts).transpose().fillna(0)\n",
"\n",
"def sample_model_inputs(path, n):\n",
" inputs = pd.read_csv(path, sep='|', header=None, nrows=n)\n",
" json_inputs = list(inputs[1])\n",
" return [json.loads(j) for j in json_inputs]\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Retrieve upstarts used in validation set for fraud model v13. Transform them into a grid where the rows are the feature names and columns are the types. An element in the grid is the number of values for that feature that have that type"
]
},
{
"cell_type": "code",
"execution_count": 269,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x2160 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"dicts = sample_model_inputs('./10000_model_inputs', n=10000)\n",
"df = dicts_to_keys_by_type_counts(dicts)\n",
"plot_heatmap(df.drop(columns=['not found']))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It's hard to tell how many types there are per column so we run a script to make sure there's just two types per feature"
]
},
{
"cell_type": "code",
"execution_count": 287,
"metadata": {},
"outputs": [],
"source": [
"ensure_max_2_types_per_feature(df)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Bill Question** In order to be sure that we're not including deprecated types in our schema find out if any of the types have changed recently\n",
"\n",
"We found that `initial_debt_source_info` was changed recently because of this PR . Every other field type's distribution looks reasonable"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Bill Question** Are there any fields with more than 2 types excluding the \"not found\" type\n",
"\n",
"Answer: Yes, `initial_debt_source_info`, which was accidentally set to a string when the feature was added then corrected to a list"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we'll generate some schema using our types"
]
},
{
"cell_type": "code",
"execution_count": 280,
"metadata": {},
"outputs": [],
"source": [
"types = {k: set(t for t in ts if t != 'not found') for k, ts in dicts_to_types(dicts).items()}\n",
"\n",
"# Remove str type from initial_debt_source. It's the only obviously errouneous field\n",
"types['initial_debt_source_info'].remove(str)"
]
},
{
"cell_type": "code",
"execution_count": 286,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'has_ida_95_stacker_reason': {NoneType, bool},\n",
" 'distribution_of_jobs': {dict},\n",
" 'first_ida_95_score': {NoneType, int},\n",
" 'has_job_offer_income': {bool},\n",
" 'first_plaid_transactions_response': {str},\n",
" 'number_of_risk_signals_for_duplicated_phone': {int},\n",
" 'get_fico_score': {NoneType, int},\n",
" 'highest_school_auto_verified': {NoneType, bool},\n",
" 'fraud_score': {str},\n",
" 'initial_job_info': {list},\n",
" 'use_of_funds': {str},\n",
" 'first_job_standardized_id_str': {NoneType, str},\n",
" 'has_ida_stacker_reason': {NoneType, bool},\n",
" 'first_emailage_score': {NoneType, int},\n",
" 'last_pricing_date': {str},\n",
" 'has_self_employment_income': {bool},\n",
" 'number_of_risk_signals_for_duplicated_address': {int},\n",
" 'number_of_risk_signals_for_duplicated_email': {int},\n",
" 'number_of_risk_signals_for_duplicated_ssn': {int},\n",
" 'rti_percent': {float},\n",
" 'has_past_upstart_loans': {bool},\n",
" 'year_of_last_accredited_degree': {int},\n",
" 'overall_cost_of_living_in_zip_code': {NoneType, float},\n",
" 'any_income_optimistically_verified_by_plaid_fixed': {NoneType, bool},\n",
" 'has_salary_income': {bool},\n",
" 'contract_5_year_max_loan_amount': {int},\n",
" 'first_ida_score': {NoneType, int},\n",
" 'any_income_optimistically_verified_by_plaid': {bool},\n",
" 'any_bank_verified_by_giact': {NoneType, bool},\n",
" 'initial_income_source_info': {list},\n",
" 'first_job_optimistically_verified': {NoneType, bool},\n",
" 'revolving_balance': {int},\n",
" 'giact_customer_response_codes': {NoneType, list},\n",
" 'monthly_debt': {int},\n",
" 'highest_graduation_year_auto_verified': {NoneType, bool},\n",
" 'school_sat_1600': {NoneType, int},\n",
" 'contract_3_year_max_loan_amount': {int},\n",
" 'employment_years': {NoneType, float},\n",
" 'bank_accountholder_name_matches_user_name': {NoneType, bool},\n",
" 'first_job_standardized_id': {NoneType, int},\n",
" 'highest_degree': {NoneType, str},\n",
" 'device': {str},\n",
" 'initial_requested': {int},\n",
" 'last_name_in_email_username': {bool},\n",
" 'number_of_risk_signals_for_duplicated_personal_information': {int},\n",
" 'first_job_company_found_in_equifax': {NoneType, bool},\n",
" 'zip_code': {str},\n",
" 'monthly_income': {float},\n",
" 'highest_area_of_study_auto_verified': {NoneType, bool},\n",
" 'total_num_open_accounts': {int},\n",
" 'first_job_salary_found_in_equifax': {NoneType, bool},\n",
" 'first_name_in_email_username': {bool},\n",
" 'has_matured_upstart_loans': {bool},\n",
" 'number_of_risk_signals_for_duplicated_ip': {int},\n",
" 'only_hourly_jobs': {bool},\n",
" 'utm_source': {NoneType, str},\n",
" 'initial_income': {NoneType, float},\n",
" 'upstart_application_created_at_year': {int},\n",
" 'application_created_at_timestamp': {int},\n",
" 'any_bank_verified_by_plaid': {bool},\n",
" 'has_contractor_income': {bool},\n",
" 'initial_debt_source_info': {NoneType, list},\n",
" 'domain_name': {str},\n",
" 'first_job_plaid_income_verification_failure_reason': {NoneType, str},\n",
" 'liar_score': {str},\n",
" 'fraud_alert': {bool},\n",
" 'sum_of_individual_account_duration_days': {int},\n",
" 'first_job_plaid_income_verification_stated_salary': {NoneType, float},\n",
" 'bb_major': {NoneType, str},\n",
" 'individual_credit_history_days': {int},\n",
" 'address_verified_by_tu': {NoneType, bool},\n",
" 'first_job_plaid_income_verification_verified_salary': {NoneType, float},\n",
" 'raising_amount': {int},\n",
" 'high_risk_zipcodes': {list},\n",
" 'num_trade_accounts': {int},\n",
" 'has_hourly_income': {bool},\n",
" 'address_verified_by_plaid': {NoneType, bool},\n",
" 'stacker_score': {str},\n",
" 'contract_years': {NoneType, int}}"
]
},
"execution_count": 286,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"types"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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