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Plaid sync domain improvements (#2267)
Breaks our Plaid sync process out into more manageable classes. Notably, this moves the sync process to a distinct, 2-step flow: 1. Import stage - we first make API calls and import Plaid data to "mirror" tables 2. Processing stage - read the raw data, apply business rules, build internal domain models and sync balances This provides several benefits: - Plaid syncs can now be "replayed" without fetching API data again - Mirror tables provide better audit and debugging capabilities - Eliminates the "all or nothing" sync behavior that is currently in place, which is brittle
This commit is contained in:
Zach Gollwitzer
109
app/models/plaid_account/transactions/category_matcher.rb
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109
app/models/plaid_account/transactions/category_matcher.rb
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@@ -0,0 +1,109 @@
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# The purpose of this matcher is to auto-match Plaid categories to
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# known internal user categories. Since we allow users to define their own
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# categories we cannot directly assign Plaid categories as this would overwrite
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# user data and create a confusing experience.
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#
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# Automated category matching in the Maybe app has a hierarchy:
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# 1. Naive string matching via CategoryAliasMatcher
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# 2. Rules-based matching set by user
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# 3. AI-powered matching (also enabled by user via rules)
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#
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# This class is simply a FAST and CHEAP way to match categories that are high confidence.
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# Edge cases will be handled by user-defined rules.
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class PlaidAccount::Transactions::CategoryMatcher
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include PlaidAccount::Transactions::CategoryTaxonomy
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def initialize(user_categories = [])
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@user_categories = user_categories
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end
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def match(plaid_detailed_category)
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plaid_category_details = get_plaid_category_details(plaid_detailed_category)
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return nil unless plaid_category_details
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# Try exact name matches first
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exact_match = normalized_user_categories.find do |category|
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category[:name] == plaid_category_details[:key].to_s
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end
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return user_categories.find { |c| c.id == exact_match[:id] } if exact_match
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# Try detailed aliases matches with fuzzy matching
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alias_match = normalized_user_categories.find do |category|
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name = category[:name]
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plaid_category_details[:aliases].any? do |a|
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alias_str = a.to_s
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# Try exact match
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next true if name == alias_str
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# Try plural forms
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next true if name.singularize == alias_str || name.pluralize == alias_str
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next true if alias_str.singularize == name || alias_str.pluralize == name
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# Try common forms
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normalized_name = name.gsub(/(and|&|\s+)/, "").strip
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normalized_alias = alias_str.gsub(/(and|&|\s+)/, "").strip
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normalized_name == normalized_alias
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end
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end
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return user_categories.find { |c| c.id == alias_match[:id] } if alias_match
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# Try parent aliases matches with fuzzy matching
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parent_match = normalized_user_categories.find do |category|
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name = category[:name]
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plaid_category_details[:parent_aliases].any? do |a|
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alias_str = a.to_s
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# Try exact match
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next true if name == alias_str
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# Try plural forms
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next true if name.singularize == alias_str || name.pluralize == alias_str
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next true if alias_str.singularize == name || alias_str.pluralize == name
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# Try common forms
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normalized_name = name.gsub(/(and|&|\s+)/, "").strip
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normalized_alias = alias_str.gsub(/(and|&|\s+)/, "").strip
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normalized_name == normalized_alias
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end
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end
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return user_categories.find { |c| c.id == parent_match[:id] } if parent_match
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nil
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end
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private
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attr_reader :user_categories
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def get_plaid_category_details(plaid_category_name)
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detailed_plaid_categories.find { |c| c[:key] == plaid_category_name.downcase.to_sym }
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end
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def detailed_plaid_categories
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CATEGORIES_MAP.flat_map do |parent_key, parent_data|
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parent_data[:detailed_categories].map do |child_key, child_data|
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{
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key: child_key,
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classification: child_data[:classification],
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aliases: child_data[:aliases],
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parent_key: parent_key,
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parent_aliases: parent_data[:aliases]
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}
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end
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end
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end
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def normalized_user_categories
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user_categories.map do |user_category|
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{
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id: user_category.id,
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classification: user_category.classification,
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name: normalize_user_category_name(user_category.name)
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}
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end
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end
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def normalize_user_category_name(name)
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name.to_s.downcase.gsub(/[^a-z0-9]/, " ").strip
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end
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end
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461
app/models/plaid_account/transactions/category_taxonomy.rb
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461
app/models/plaid_account/transactions/category_taxonomy.rb
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@@ -0,0 +1,461 @@
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# https://plaid.com/documents/transactions-personal-finance-category-taxonomy.csv
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module PlaidAccount::Transactions::CategoryTaxonomy
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CATEGORIES_MAP = {
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income: {
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classification: :income,
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aliases: [ "income", "revenue", "earnings" ],
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detailed_categories: {
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income_dividends: {
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classification: :income,
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aliases: [ "dividend", "stock income", "dividend income", "dividend earnings" ]
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},
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income_interest_earned: {
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classification: :income,
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aliases: [ "interest", "bank interest", "interest earned", "interest income" ]
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},
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income_retirement_pension: {
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classification: :income,
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aliases: [ "retirement", "pension" ]
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},
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income_tax_refund: {
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classification: :income,
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aliases: [ "tax refund" ]
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},
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income_unemployment: {
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classification: :income,
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aliases: [ "unemployment" ]
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},
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income_wages: {
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classification: :income,
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aliases: [ "wage", "salary", "paycheck" ]
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},
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income_other_income: {
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classification: :income,
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aliases: [ "other income", "misc income" ]
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}
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}
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},
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loan_payments: {
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classification: :expense,
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aliases: [ "loan payment", "debt payment", "loan", "debt", "payment" ],
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detailed_categories: {
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loan_payments_car_payment: {
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classification: :expense,
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aliases: [ "car payment", "auto loan" ]
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},
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loan_payments_credit_card_payment: {
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classification: :expense,
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aliases: [ "credit card", "card payment" ]
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},
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loan_payments_personal_loan_payment: {
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classification: :expense,
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aliases: [ "personal loan", "loan payment" ]
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},
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loan_payments_mortgage_payment: {
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classification: :expense,
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aliases: [ "mortgage", "home loan" ]
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},
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loan_payments_student_loan_payment: {
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classification: :expense,
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aliases: [ "student loan", "education loan" ]
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},
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loan_payments_other_payment: {
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classification: :expense,
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aliases: [ "loan", "loan payment" ]
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}
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}
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},
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bank_fees: {
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classification: :expense,
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aliases: [ "bank fee", "service charge", "fee", "misc fees" ],
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detailed_categories: {
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bank_fees_atm_fees: {
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classification: :expense,
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aliases: [ "atm fee", "withdrawal fee" ]
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},
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bank_fees_foreign_transaction_fees: {
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classification: :expense,
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aliases: [ "foreign fee", "international fee" ]
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},
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bank_fees_insufficient_funds: {
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classification: :expense,
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aliases: [ "nsf fee", "overdraft" ]
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},
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bank_fees_interest_charge: {
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classification: :expense,
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aliases: [ "interest charge", "finance charge" ]
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},
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bank_fees_overdraft_fees: {
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classification: :expense,
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aliases: [ "overdraft fee" ]
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},
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bank_fees_other_bank_fees: {
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classification: :expense,
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aliases: [ "bank fee", "service charge" ]
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}
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}
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},
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entertainment: {
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classification: :expense,
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aliases: [ "entertainment", "recreation" ],
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detailed_categories: {
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entertainment_casinos_and_gambling: {
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classification: :expense,
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aliases: [ "casino", "gambling" ]
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},
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entertainment_music_and_audio: {
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classification: :expense,
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aliases: [ "music", "concert" ]
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},
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entertainment_sporting_events_amusement_parks_and_museums: {
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classification: :expense,
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aliases: [ "event", "amusement", "museum" ]
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},
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entertainment_tv_and_movies: {
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classification: :expense,
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aliases: [ "movie", "streaming" ]
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},
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entertainment_video_games: {
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classification: :expense,
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aliases: [ "game", "gaming" ]
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},
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entertainment_other_entertainment: {
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classification: :expense,
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aliases: [ "entertainment", "recreation" ]
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}
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}
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},
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food_and_drink: {
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classification: :expense,
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aliases: [ "food", "dining", "food and drink", "food & drink" ],
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detailed_categories: {
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food_and_drink_beer_wine_and_liquor: {
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classification: :expense,
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aliases: [ "alcohol", "liquor", "beer", "wine", "bar", "pub" ]
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},
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food_and_drink_coffee: {
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classification: :expense,
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aliases: [ "coffee", "cafe", "coffee shop" ]
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},
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food_and_drink_fast_food: {
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classification: :expense,
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aliases: [ "fast food", "takeout" ]
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},
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food_and_drink_groceries: {
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classification: :expense,
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aliases: [ "grocery", "supermarket", "grocery store" ]
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},
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food_and_drink_restaurant: {
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classification: :expense,
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aliases: [ "restaurant", "dining" ]
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},
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food_and_drink_vending_machines: {
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classification: :expense,
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aliases: [ "vending" ]
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},
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food_and_drink_other_food_and_drink: {
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classification: :expense,
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aliases: [ "food", "drink" ]
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}
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}
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},
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general_merchandise: {
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classification: :expense,
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aliases: [ "shopping", "retail" ],
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detailed_categories: {
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general_merchandise_bookstores_and_newsstands: {
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classification: :expense,
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aliases: [ "book", "newsstand" ]
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},
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general_merchandise_clothing_and_accessories: {
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classification: :expense,
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aliases: [ "clothing", "apparel" ]
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},
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general_merchandise_convenience_stores: {
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classification: :expense,
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aliases: [ "convenience" ]
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},
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general_merchandise_department_stores: {
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classification: :expense,
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aliases: [ "department store" ]
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},
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general_merchandise_discount_stores: {
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classification: :expense,
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aliases: [ "discount store" ]
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},
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general_merchandise_electronics: {
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classification: :expense,
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aliases: [ "electronic", "computer" ]
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},
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general_merchandise_gifts_and_novelties: {
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classification: :expense,
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aliases: [ "gift", "souvenir" ]
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},
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general_merchandise_office_supplies: {
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classification: :expense,
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aliases: [ "office supply" ]
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},
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general_merchandise_online_marketplaces: {
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classification: :expense,
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aliases: [ "online shopping" ]
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},
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general_merchandise_pet_supplies: {
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classification: :expense,
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aliases: [ "pet supply", "pet food" ]
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},
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general_merchandise_sporting_goods: {
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classification: :expense,
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aliases: [ "sporting good", "sport" ]
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},
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general_merchandise_superstores: {
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classification: :expense,
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aliases: [ "superstore", "retail" ]
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},
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general_merchandise_tobacco_and_vape: {
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classification: :expense,
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aliases: [ "tobacco", "smoke" ]
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},
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general_merchandise_other_general_merchandise: {
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classification: :expense,
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aliases: [ "shopping", "merchandise" ]
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}
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}
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},
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home_improvement: {
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classification: :expense,
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aliases: [ "home", "house", "house renovation", "home improvement", "renovation" ],
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detailed_categories: {
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home_improvement_furniture: {
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classification: :expense,
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aliases: [ "furniture", "furnishing" ]
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},
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home_improvement_hardware: {
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classification: :expense,
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aliases: [ "hardware", "tool" ]
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},
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home_improvement_repair_and_maintenance: {
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classification: :expense,
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aliases: [ "repair", "maintenance" ]
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},
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home_improvement_security: {
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classification: :expense,
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aliases: [ "security", "alarm" ]
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},
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home_improvement_other_home_improvement: {
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classification: :expense,
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aliases: [ "home improvement", "renovation" ]
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}
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}
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},
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medical: {
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classification: :expense,
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aliases: [ "medical", "healthcare", "health" ],
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detailed_categories: {
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medical_dental_care: {
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classification: :expense,
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aliases: [ "dental", "dentist" ]
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},
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medical_eye_care: {
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classification: :expense,
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aliases: [ "eye", "optometrist" ]
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},
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medical_nursing_care: {
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classification: :expense,
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aliases: [ "nursing", "care" ]
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},
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medical_pharmacies_and_supplements: {
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classification: :expense,
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aliases: [ "pharmacy", "prescription" ]
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},
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medical_primary_care: {
|
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classification: :expense,
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aliases: [ "doctor", "medical" ]
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},
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medical_veterinary_services: {
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classification: :expense,
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aliases: [ "vet", "veterinary" ]
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},
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medical_other_medical: {
|
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classification: :expense,
|
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aliases: [ "medical", "healthcare" ]
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||||
}
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}
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},
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personal_care: {
|
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classification: :expense,
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aliases: [ "personal care", "grooming" ],
|
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detailed_categories: {
|
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personal_care_gyms_and_fitness_centers: {
|
||||
classification: :expense,
|
||||
aliases: [ "gym", "fitness", "exercise", "sport" ]
|
||||
},
|
||||
personal_care_hair_and_beauty: {
|
||||
classification: :expense,
|
||||
aliases: [ "salon", "beauty" ]
|
||||
},
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||||
personal_care_laundry_and_dry_cleaning: {
|
||||
classification: :expense,
|
||||
aliases: [ "laundry", "cleaning" ]
|
||||
},
|
||||
personal_care_other_personal_care: {
|
||||
classification: :expense,
|
||||
aliases: [ "personal care", "grooming" ]
|
||||
}
|
||||
}
|
||||
},
|
||||
general_services: {
|
||||
classification: :expense,
|
||||
aliases: [ "service", "professional service" ],
|
||||
detailed_categories: {
|
||||
general_services_accounting_and_financial_planning: {
|
||||
classification: :expense,
|
||||
aliases: [ "accountant", "financial advisor" ]
|
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},
|
||||
general_services_automotive: {
|
||||
classification: :expense,
|
||||
aliases: [ "auto repair", "mechanic", "vehicle", "car", "car care", "car maintenance", "vehicle maintenance" ]
|
||||
},
|
||||
general_services_childcare: {
|
||||
classification: :expense,
|
||||
aliases: [ "childcare", "daycare" ]
|
||||
},
|
||||
general_services_consulting_and_legal: {
|
||||
classification: :expense,
|
||||
aliases: [ "legal", "attorney" ]
|
||||
},
|
||||
general_services_education: {
|
||||
classification: :expense,
|
||||
aliases: [ "education", "tuition" ]
|
||||
},
|
||||
general_services_insurance: {
|
||||
classification: :expense,
|
||||
aliases: [ "insurance", "premium" ]
|
||||
},
|
||||
general_services_postage_and_shipping: {
|
||||
classification: :expense,
|
||||
aliases: [ "shipping", "postage" ]
|
||||
},
|
||||
general_services_storage: {
|
||||
classification: :expense,
|
||||
aliases: [ "storage" ]
|
||||
},
|
||||
general_services_other_general_services: {
|
||||
classification: :expense,
|
||||
aliases: [ "service" ]
|
||||
}
|
||||
}
|
||||
},
|
||||
government_and_non_profit: {
|
||||
classification: :expense,
|
||||
aliases: [ "government", "non-profit" ],
|
||||
detailed_categories: {
|
||||
government_and_non_profit_donations: {
|
||||
classification: :expense,
|
||||
aliases: [ "donation", "charity", "charitable", "charitable donation", "giving", "gifts and donations", "gifts & donations" ]
|
||||
},
|
||||
government_and_non_profit_government_departments_and_agencies: {
|
||||
classification: :expense,
|
||||
aliases: [ "government", "agency" ]
|
||||
},
|
||||
government_and_non_profit_tax_payment: {
|
||||
classification: :expense,
|
||||
aliases: [ "tax payment", "tax" ]
|
||||
},
|
||||
government_and_non_profit_other_government_and_non_profit: {
|
||||
classification: :expense,
|
||||
aliases: [ "government", "non-profit" ]
|
||||
}
|
||||
}
|
||||
},
|
||||
transportation: {
|
||||
classification: :expense,
|
||||
aliases: [ "transportation", "travel" ],
|
||||
detailed_categories: {
|
||||
transportation_bikes_and_scooters: {
|
||||
classification: :expense,
|
||||
aliases: [ "bike", "scooter" ]
|
||||
},
|
||||
transportation_gas: {
|
||||
classification: :expense,
|
||||
aliases: [ "gas", "fuel" ]
|
||||
},
|
||||
transportation_parking: {
|
||||
classification: :expense,
|
||||
aliases: [ "parking" ]
|
||||
},
|
||||
transportation_public_transit: {
|
||||
classification: :expense,
|
||||
aliases: [ "transit", "bus" ]
|
||||
},
|
||||
transportation_taxis_and_ride_shares: {
|
||||
classification: :expense,
|
||||
aliases: [ "taxi", "rideshare" ]
|
||||
},
|
||||
transportation_tolls: {
|
||||
classification: :expense,
|
||||
aliases: [ "toll" ]
|
||||
},
|
||||
transportation_other_transportation: {
|
||||
classification: :expense,
|
||||
aliases: [ "transportation", "travel" ]
|
||||
}
|
||||
}
|
||||
},
|
||||
travel: {
|
||||
classification: :expense,
|
||||
aliases: [ "travel", "vacation", "trip", "sabbatical" ],
|
||||
detailed_categories: {
|
||||
travel_flights: {
|
||||
classification: :expense,
|
||||
aliases: [ "flight", "airfare" ]
|
||||
},
|
||||
travel_lodging: {
|
||||
classification: :expense,
|
||||
aliases: [ "hotel", "lodging" ]
|
||||
},
|
||||
travel_rental_cars: {
|
||||
classification: :expense,
|
||||
aliases: [ "rental car" ]
|
||||
},
|
||||
travel_other_travel: {
|
||||
classification: :expense,
|
||||
aliases: [ "travel", "trip" ]
|
||||
}
|
||||
}
|
||||
},
|
||||
rent_and_utilities: {
|
||||
classification: :expense,
|
||||
aliases: [ "utilities", "housing", "house", "home", "rent", "rent & utilities" ],
|
||||
detailed_categories: {
|
||||
rent_and_utilities_gas_and_electricity: {
|
||||
classification: :expense,
|
||||
aliases: [ "utility", "electric" ]
|
||||
},
|
||||
rent_and_utilities_internet_and_cable: {
|
||||
classification: :expense,
|
||||
aliases: [ "internet", "cable" ]
|
||||
},
|
||||
rent_and_utilities_rent: {
|
||||
classification: :expense,
|
||||
aliases: [ "rent", "lease" ]
|
||||
},
|
||||
rent_and_utilities_sewage_and_waste_management: {
|
||||
classification: :expense,
|
||||
aliases: [ "sewage", "waste" ]
|
||||
},
|
||||
rent_and_utilities_telephone: {
|
||||
classification: :expense,
|
||||
aliases: [ "phone", "telephone" ]
|
||||
},
|
||||
rent_and_utilities_water: {
|
||||
classification: :expense,
|
||||
aliases: [ "water" ]
|
||||
},
|
||||
rent_and_utilities_other_utilities: {
|
||||
classification: :expense,
|
||||
aliases: [ "utility" ]
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
end
|
||||
60
app/models/plaid_account/transactions/processor.rb
Normal file
60
app/models/plaid_account/transactions/processor.rb
Normal file
@@ -0,0 +1,60 @@
|
||||
class PlaidAccount::Transactions::Processor
|
||||
def initialize(plaid_account)
|
||||
@plaid_account = plaid_account
|
||||
end
|
||||
|
||||
def process
|
||||
# Each entry is processed inside a transaction, but to avoid locking up the DB when
|
||||
# there are hundreds or thousands of transactions, we process them individually.
|
||||
modified_transactions.each do |transaction|
|
||||
PlaidEntry::Processor.new(
|
||||
transaction,
|
||||
plaid_account: plaid_account,
|
||||
category_matcher: category_matcher
|
||||
).process
|
||||
end
|
||||
|
||||
PlaidAccount.transaction do
|
||||
removed_transactions.each do |transaction|
|
||||
remove_plaid_transaction(transaction)
|
||||
end
|
||||
end
|
||||
end
|
||||
|
||||
private
|
||||
attr_reader :plaid_account
|
||||
|
||||
def category_matcher
|
||||
@category_matcher ||= PlaidAccount::Transactions::CategoryMatcher.new(family_categories)
|
||||
end
|
||||
|
||||
def family_categories
|
||||
@family_categories ||= begin
|
||||
if account.family.categories.none?
|
||||
account.family.categories.bootstrap!
|
||||
end
|
||||
|
||||
account.family.categories
|
||||
end
|
||||
end
|
||||
|
||||
def account
|
||||
plaid_account.account
|
||||
end
|
||||
|
||||
def remove_plaid_transaction(raw_transaction)
|
||||
account.entries.find_by(plaid_id: raw_transaction["transaction_id"])&.destroy
|
||||
end
|
||||
|
||||
# Since we find_or_create_by transactions, we don't need a distinction between added/modified
|
||||
def modified_transactions
|
||||
modified = plaid_account.raw_transactions_payload["modified"] || []
|
||||
added = plaid_account.raw_transactions_payload["added"] || []
|
||||
|
||||
modified + added
|
||||
end
|
||||
|
||||
def removed_transactions
|
||||
plaid_account.raw_transactions_payload["removed"] || []
|
||||
end
|
||||
end
|
||||
Reference in New Issue
Block a user