by Déborah Mesquita
import pandas as pd
file_path = 'Leis_1992_2016.csv'
leis = pd.read_csv(file_path)
leis.ementa = leis.ementa.astype(str)
leis.ementa = leis.ementa.str.lower()# Durante a análise descobri que algumas ementas estavam com a primeira palavra duplicada
def clear_first_word_duplicate(ementa):
words = ementa.split(" ")
if(len(words) > 2 and words[0] == words[1]):
return " ".join(words[1:])
else:
return ementa
leis['ementa'] = leis.apply(lambda row: clear_first_word_duplicate(row['ementa']), axis=1)
leis.ementa = leis.ementa.astype(str)print("Quantidade de leis: ", len(leis))Quantidade de leis: 821
leis.head()| numero | ano | ementa | |
|---|---|---|---|
| 0 | 1012 | 1992 | reajusta os vencimentos do pessoal da prefeitu... |
| 1 | 1013 | 1992 | autoriza ao poder executivo desafetar áreas de... |
| 2 | 1014 | 1992 | concede pensão financeira à viuva do ex-vice-p... |
| 3 | 1015 | 1992 | cria cargos (funções) para efeito de concursos... |
| 4 | 1016 | 1992 | dá nova redação à alínea "a" do artigo 1º da l... |
Ao explorar o dataset, foi possível notar que a primeira palavra de cada ementa representa bem uma categorização inicial
from collections import Counter
total_word_frequency = Counter()
for index,row in leis.iterrows():
ementa = row['ementa']
for word in ementa.split(" "):
total_word_frequency[word] += 1total_word_frequency.most_common()[('de', 1280),
('e', 908),
('do', 735),
('outras', 590),
('dá', 585),
('providências.', 483),
('a', 475),
('o', 426),
('da', 385),
('municipal', 274),
('município', 223),
('sobre', 209),
('lei', 200),
('dispõe', 191),
('para', 188),
('no', 167),
('ipojuca', 158),
...
('(funções)', 1),
...]
total_words_reduced = Counter()
for index,row in leis.iterrows():
ementa = row['ementa']
for word in ementa.split(" ")[:1]:
total_words_reduced[word] += 1print("Quantidade de palavras diferentes utilizando todas as palavras das ementas: ",len(total_word_frequency))
print("Quantiade de palavras diferentes utilizando apenas a primeira palavra: ",len(total_words_reduced))Quantidade de palavras diferentes utilizando todas as palavras das ementas: 2427
Quantiade de palavras diferentes utilizando apenas a primeira palavra: 67
total_words_reduced.most_common()[('dispõe', 166),
('altera', 108),
('autoriza', 93),
('cria', 77),
('institui', 55),
('denomina', 53),
('estabelece', 29),
('reajusta', 25),
('concede', 25),
('dá', 17),
('fixa', 17),
('atribui', 13),
('estima', 12),
('?', 10),
('revoga', 9),
('modifica', 8),
('desafeta', 7),
('disciplina', 6),
('institui,', 6),
('dota', 5),
('abre', 5),
('aprova', 5),
('reestrutura', 5),
('orça', 4),
('acrescenta', 4),
('lei', 4),
('prorroga', 3),
('nan', 3),
('implanta', 3),
('regulamenta', 3),
('oferece', 2),
('declara', 2),
('aumente', 2),
('introduz', 2),
('insere', 1),
('autorizo', 1),
('da', 1),
('adapta', 1),
('autorizao', 1),
('eleva', 1),
('dispõeõe', 1),
('isenta', 1),
('reorganiza,', 1),
('adequa', 1),
('converte,', 1),
('define', 1),
('criação', 1),
('redefine', 1),
('vigilância', 1),
('designa', 1),
('aletera', 1),
('aumenta', 1),
('equipara', 1),
('incentiva', 1),
('reduz', 1),
('revisa', 1),
('doa', 1),
('colocação', 1),
('complementa', 1),
('suspensão', 1),
('disposições', 1),
('amplia', 1),
('-', 1),
('proíbe', 1),
('prevê', 1),
('determina', 1),
('extingue', 1)]
Usar apenas a primeira palavra apresentou um bom resultado em classificar as leis;
Vamos usar as palavras com no mínimo 6 ocorrências e criar uma nova coluna no dataset, representando a classificação das leis
categorias = [x for x,cnt in total_words_reduced.most_common() if cnt > 5 ]
def get_categoria(ementa):
first_word = ementa.split(" ")[0]
if (first_word in categorias):
return first_word
else:
return "outra"
leis['categoria_geral'] = leis.apply(lambda row: get_categoria(row['ementa']), axis=1)import numpy as np
from bokeh.models import ColumnDataSource, LabelSet
from bokeh.plotting import figure, show, output_file
from bokeh.io import output_notebook
from bokeh.charts import Bar, show
output_notebook()<div class="bk-root">
<a href="http://bokeh.pydata.org" target="_blank" class="bk-logo bk-logo-small bk-logo-notebook"></a>
<span id="f8efd7b9-bb77-4f46-8b2f-038e8d44e36a">Loading BokehJS ...</span>
</div>
p = Bar(leis, 'categoria_geral', values='index', agg='count', title="Quantidade de Leis por categoria", legend='bottom_right')
show(p)<div class="bk-root">
<div class="bk-plotdiv" id="e27ca5d0-e540-423d-ad1b-ca1415599c04"></div>
</div>
\n"+
"
"}};
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\n"+ "BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \n"+ "may be due to a slow or bad network connection. Possible fixes:\n"+ "
\n"+ "- \n"+
"
- re-rerun `output_notebook()` to attempt to load from CDN again, or \n"+ "
- use INLINE resources instead, as so: \n"+ "
\n"+
"from bokeh.resources import INLINE\n"+
"output_notebook(resources=INLINE)\n"+
"\n"+
"Podemos ver que a categoria 'dispõe' parece ser a mais geral, portanto vamos começar a criar sub-categorias para este grupo;
Também é possível ver que algumas categorias podem ser combinadas
leis[leis['categoria_geral'] == 'dispõe'].head()| numero | ano | ementa | categoria_geral | |
|---|---|---|---|---|
| 9 | 1021 | 1992 | dispõe sobre as diretrizes orçamentárias para ... | dispõe |
| 38 | 1050 | 1993 | dispõe sobre as diretrizes para elaboraçãao do... | dispõe |
| 58 | 1070 | 1994 | dispõe sobre as diretizes para a elaboração de... | dispõe |
| 70 | 1083 | 1995 | dispõe sobre a revalidação dos certames públic... | dispõe |
| 72 | 1085 | 1995 | dispõe sobre as diretrizes para elaboração e e... | dispõe |
A quarta palavra das ementas pertencentes a categoria 'dispõe' parece identificar o propósito da lei, vamos usar isto como sub-categoria
sub_categoria_dispoe = Counter()
for index,row in leis.iterrows():
if (row['categoria_geral'] == 'dispõe'):
ementa = row['ementa'].split(" ")
fourth_word = ementa[3]
sub_categoria_dispoe[fourth_word] += 1
print("Quantidade de sub-categorias: ",len(sub_categoria_dispoe))
sub_categoria_dispoe.most_common()Quantidade de sub-categorias: 64
[('criação', 27),
('plano', 10),
('abertura', 9),
('revisão', 8),
('de', 7),
('instituição', 7),
('alteração', 7),
('estrutura', 6),
('diretrizes', 5),
('denominação', 5),
('reajuste', 4),
('vencimentos', 4),
('contratação', 3),
('aumento', 3),
('reestruturação', 3),
('reorganização', 2),
('interveniência', 2),
('verba', 2),
('destinação', 2),
('isenção', 2),
('regime', 2),
('do', 2),
('conselho', 2),
('dos', 2),
('diretizes', 1),
('revalidação', 1),
('feriados', 1),
('adicionais', 1),
('percentual', 1),
('programa', 1),
('adequação', 1),
('de~crédito', 1),
('de^rédito', 1),
('direírizes', 1),
('introdução', 1),
('plantio,', 1),
('atendimento', 1),
('conselhos', 1),
('aplicação', 1),
('estatuto', 1),
('estruturação', 1),
('inclusão', 1),
('piano', 1),
('municipal', 1),
('para', 1),
('regulamentação', 1),
('nos', 1),
('concessão', 1),
('ampliação', 1),
('e', 1),
('criação,', 1),
('obrigatoriedade', 1),
('proibição', 1),
('licenciamento', 1),
('auxílios,', 1),
('cancelamento', 1),
('doação', 1),
('parcelamento', 1),
('lei', 1),
('extinção', 1),
('turísticas', 1),
('gratificação', 1),
('remuneração', 1),
('organizações', 1)]
A categoria 'de' ficou com um número considerável de ocorrências, vamos remover as stop_words e usar a próxima palavra da ementa nesses casos
sub_categoria_dispoe = Counter()
stop_words = ['a', 'o' , 'de', 'as', 'do', 'e', 'os' , 'dos', 'no', 'da', 'para']
for index,row in leis.iterrows():
if (row['categoria_geral'] == 'dispõe'):
ementa = row['ementa'].split(" ")
fourth_word = ementa[3]
fifth_word = ementa[4]
if (fourth_word in stop_words):
sub_categoria_dispoe[fifth_word] += 1
else:
sub_categoria_dispoe[fourth_word] += 1
print("Quantidade de sub-categorias: ",len(sub_categoria_dispoe))
sub_categoria_dispoe.most_common()Quantidade de sub-categorias: 65
[('criação', 27),
('plano', 10),
('abertura', 9),
('revisão', 8),
('instituição', 7),
('alteração', 7),
('estrutura', 6),
('vencimentos', 6),
('diretrizes', 5),
('crédito', 5),
('denominação', 5),
('reajuste', 4),
('contratação', 3),
('aumento', 3),
('reestruturação', 3),
('reorganização', 2),
('interveniência', 2),
('verba', 2),
('destinação', 2),
('isenção', 2),
('regime', 2),
('conselho', 2),
('doação', 2),
('diretizes', 1),
('revalidação', 1),
('feriados', 1),
('adicionais', 1),
('percentual', 1),
('programa', 1),
('créditos', 1),
('adequação', 1),
('de~crédito', 1),
('de^rédito', 1),
('direírizes', 1),
('introdução', 1),
('plantio,', 1),
('atendimento', 1),
('diagnóstico', 1),
('conselhos', 1),
('aplicação', 1),
('estatuto', 1),
('estruturação', 1),
('inclusão', 1),
('piano', 1),
('municipal', 1),
('regulamentação', 1),
('nos', 1),
('concessão', 1),
('ampliação', 1),
('competência', 1),
('remanejamento', 1),
('criação,', 1),
('obrigatoriedade', 1),
('uso', 1),
('proibição', 1),
('licenciamento', 1),
('auxílios,', 1),
('cancelamento', 1),
('parcelamento', 1),
('lei', 1),
('extinção', 1),
('turísticas', 1),
('gratificação', 1),
('remuneração', 1),
('organizações', 1)]
Agora sim estamos com um resultado legal, vamos usar como sub-categorias as palavras com mais de 2 ocorrências
sub_categorias_dispoe = [x for x,cnt in sub_categoria_dispoe.most_common() if cnt > 2 ]
def get_sub_categoria_dispoe(ementa):
if (len(ementa.split(" ")) > 3):
fourth_word = ementa.split(" ")[3]
fifth_word = ementa.split(" ")[4]
if (fourth_word in sub_categorias_dispoe):
return fourth_word
elif (fifth_word in sub_categorias_dispoe):
return fifth_word
else:
return "outra"
else:
return "outra"
leis['sub_categoria'] = leis.apply(lambda row: get_sub_categoria_dispoe(row['ementa']), axis=1)p = Bar(leis, 'categoria_geral', values='index', agg='count', title="Quantidade de Leis por sub-categoria", stack='sub_categoria')
show(p)<div class="bk-root">
<div class="bk-plotdiv" id="7685b1c0-8beb-4763-96aa-6f0b5b4783ad"></div>
</div>
\n"+
"
"}};
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console.log("Bokeh: injecting script tag for BokehJS library: ", url);
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\n"+ "BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \n"+ "may be due to a slow or bad network connection. Possible fixes:\n"+ "
\n"+ "- \n"+
"
- re-rerun `output_notebook()` to attempt to load from CDN again, or \n"+ "
- use INLINE resources instead, as so: \n"+ "
\n"+
"from bokeh.resources import INLINE\n"+
"output_notebook(resources=INLINE)\n"+
"\n"+
"Vamos investigar se as categorias 'altera' e 'modifica' podem ser combinadas
print(leis[leis['categoria_geral'] == 'altera']['ementa'].head())
print(leis[leis['categoria_geral'] == 'modifica']['ementa'].head())89 altera o art.2 da lei municipal 1046/93 e dá o...
130 altera classificação de cargos comissionados d...
134 altera a lei n° 1.100/95 e dá outras providenc...
135 altera vantagens dos professores do ensino de ...
153 altera simbologia de cargo de provimento em co...
Name: ementa, dtype: object
353 modifica e renumera a lei municipal n° 1.139/9...
355 modifica a lei municipal n.° 1.312/02 e dá out...
392 modifica os deveres e atribuições dos cargos d...
402 modifica o anexo único da lei 1414/2005, crian...
415 modifica o artigo 4° da lei 1337/2002 e dá out...
Name: ementa, dtype: object
As duas parecem alterar Leis, vamos combiná-las
def change_category_label(to_change, old_category, new_category):
if(old_category == to_change):
return new_category
else:
return old_category
leis['categoria_geral'] = leis.apply(lambda row: change_category_label('modifica', row['categoria_geral'],'altera'), axis=1)p = Bar(leis, 'categoria_geral', values='index', agg='count', title="Quantidade de Leis por sub-categoria", stack='sub_categoria')
show(p)<div class="bk-root">
<div class="bk-plotdiv" id="d3c09797-a4ba-45f0-914a-1f319b1a7d14"></div>
</div>
\n"+
"
"}};
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}
function run_callbacks() {
window._bokeh_onload_callbacks.forEach(function(callback) { callback() });
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}
function load_libs(js_urls, callback) {
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if (window._bokeh_is_loading > 0) {
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}
if (js_urls == null || js_urls.length === 0) {
run_callbacks();
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}
console.log("Bokeh: BokehJS not loaded, scheduling load and callback at", now());
window._bokeh_is_loading = js_urls.length;
for (var i = 0; i < js_urls.length; i++) {
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var s = document.createElement('script');
s.src = url;
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s.onreadystatechange = s.onload = function() {
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console.log("Bokeh: all BokehJS libraries loaded");
run_callbacks()
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};
s.onerror = function() {
console.warn("failed to load library " + url);
};
console.log("Bokeh: injecting script tag for BokehJS library: ", url);
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}
};var element = document.getElementById("d3c09797-a4ba-45f0-914a-1f319b1a7d14");
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return false;
}
var js_urls = [];
var inline_js = [
function(Bokeh) {
(function() {
var fn = function() {
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\n"+ "BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \n"+ "may be due to a slow or bad network connection. Possible fixes:\n"+ "
\n"+ "- \n"+
"
- re-rerun `output_notebook()` to attempt to load from CDN again, or \n"+ "
- use INLINE resources instead, as so: \n"+ "
\n"+
"from bokeh.resources import INLINE\n"+
"output_notebook(resources=INLINE)\n"+
"\n"+
"Aparentemente todas as leis com 'altera' na primeira palavra da ementa alteram uma lei, vamos investigar isso
def get_counter_with_category(category, keyword, index_word):
counter = Counter()
for index,row in leis.iterrows():
if (row[category] == keyword):
ementa = row['ementa'].split(" ")
if(len(ementa) > index_word):
word = ementa[index_word]
counter[word] += 1
return counter
sub_categoria_altera = get_counter_with_category('categoria_geral','altera',2)
sub_categoria_altera.most_common()[('lei', 31),
('anexo', 15),
('da', 11),
('art.', 10),
('artigo', 6),
('redação', 5),
('§', 4),
('composição', 3),
('arts.', 3),
('estrutura', 3),
('§§', 3),
('de', 2),
('dos', 2),
('inciso', 2),
('acrescenta', 2),
('incisos', 2),
('art.2', 1),
('introduz', 1),
('valor', 1),
('renumera', 1),
('deveres', 1),
('artigos', 1),
('anexos', 1),
('disposições', 1),
('alíquota', 1),
('att', 1),
('parágrafo', 1),
('suprime', 1)]
Confirmado, as leis com 'altera' sempre se referem a leis
Vamos mudar a label de 'altera' para 'altera lei', assim deixamos mais claro; outra obervação é que nesse caso não precisamos de sub-categoria, então substituimos esse campo com '-'
def change_category_label(to_change, old_category, new_category):
if(old_category == to_change):
return new_category
else:
return old_category
def change_sub_category_label(to_change, category,old_sub_category, new_sub_category):
if (category == to_change):
return new_sub_category
else:
return old_sub_category
leis['categoria_geral'] = leis.apply(lambda row: change_category_label('altera', row['categoria_geral'],'altera lei'), axis=1)
leis['sub_categoria'] = leis.apply(lambda row: change_sub_category_label('altera lei',row['categoria_geral'],row['sub_categoria'],'-'), axis=1)p = Bar(leis, 'categoria_geral', values='index', agg='count', title="Quantidade de Leis por sub-categoria", stack='sub_categoria')
show(p)<div class="bk-root">
<div class="bk-plotdiv" id="311292f3-0b03-431d-a77b-46a80bcac038"></div>
</div>
\n"+
"
"}};
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}
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if (window._bokeh_is_loading === 0) {
console.log("Bokeh: all BokehJS libraries loaded");
run_callbacks()
}
};
s.onerror = function() {
console.warn("failed to load library " + url);
};
console.log("Bokeh: injecting script tag for BokehJS library: ", url);
document.getElementsByTagName("head")[0].appendChild(s);
}
};var element = document.getElementById("311292f3-0b03-431d-a77b-46a80bcac038");
if (element == null) {
console.log("Bokeh: ERROR: autoload.js configured with elementid '311292f3-0b03-431d-a77b-46a80bcac038' but no matching script tag was found. ")
return false;
}
var js_urls = [];
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function(Bokeh) {
(function() {
var fn = function() {
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</script>
\n"+ "BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \n"+ "may be due to a slow or bad network connection. Possible fixes:\n"+ "
\n"+ "- \n"+
"
- re-rerun `output_notebook()` to attempt to load from CDN again, or \n"+ "
- use INLINE resources instead, as so: \n"+ "
\n"+
"from bokeh.resources import INLINE\n"+
"output_notebook(resources=INLINE)\n"+
"\n"+
"Todas as leis com 'autoriza' se referem ao poder executiva, vamos mudar a label para 'autoriza poder executivo'
leis[leis['categoria_geral'] == 'autoriza'].head()| numero | ano | ementa | categoria_geral | sub_categoria | |
|---|---|---|---|---|---|
| 1 | 1013 | 1992 | autoriza ao poder executivo desafetar áreas de... | autoriza | outra |
| 11 | 1023 | 1992 | autoriza ao poder executivo desmembrar e desaf... | autoriza | outra |
| 13 | 1025 | 1992 | autoriza a abertura de crédito especial e dá o... | autoriza | crédito |
| 22 | 1034 | 1993 | autoriza a dispensa de multa, juros e redução ... | autoriza | outra |
| 23 | 1035 | 1993 | autoriza os chefes dos poderes executivos e le... | autoriza | outra |
sub_categoria_autoriza = get_counter_with_category('categoria_geral','autoriza',2)
sub_categoria_autoriza.most_common()[('poder', 44),
('abertura', 13),
('de', 8),
('reajuste', 6),
('contratação', 5),
('chefe', 3),
('município', 3),
('cessão', 2),
('dispensa', 1),
('chefes', 1),
('concessão', 1),
('poderes', 1),
('pbcfer', 1),
('da', 1),
('pagamento', 1),
('câmara', 1),
('celebração', 1)]
Podemos ver que 'poder' tem quase todas as ocorrências (referente ao poder executivo); vamos mudar a label para 'autoriza poder executivo'
leis['categoria_geral'] = leis.apply(lambda row: change_category_label('autoriza', row['categoria_geral'],'autoriza poder executivo'), axis=1)p = Bar(leis, 'categoria_geral', values='index', agg='count', title="Quantidade de Leis por sub-categoria", stack='sub_categoria')
show(p)<div class="bk-root">
<div class="bk-plotdiv" id="5c081063-2c27-4f64-97c6-d3bee031ad76"></div>
</div>
\n"+
"
"}};
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};
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}
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return false;
}
var js_urls = [];
var inline_js = [
function(Bokeh) {
(function() {
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Bokeh.embed.embed_items(docs_json, render_items);
};
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\n"+ "BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \n"+ "may be due to a slow or bad network connection. Possible fixes:\n"+ "
\n"+ "- \n"+
"
- re-rerun `output_notebook()` to attempt to load from CDN again, or \n"+ "
- use INLINE resources instead, as so: \n"+ "
\n"+
"from bokeh.resources import INLINE\n"+
"output_notebook(resources=INLINE)\n"+
"\n"+
"Esta categoria pode ter sub-categorizas interessantes, vamos investigar isso
leis[leis['categoria_geral'] == 'cria'].head()| numero | ano | ementa | categoria_geral | sub_categoria | |
|---|---|---|---|---|---|
| 3 | 1015 | 1992 | cria cargos (funções) para efeito de concursos... | cria | outra |
| 21 | 1033 | 1993 | cria cargos de assessores dos secretarios muni... | cria | outra |
| 26 | 1038 | 1993 | cria o departamento de agricultura, cargos com... | cria | outra |
| 35 | 1047 | 1993 | cria cargos em comissão e dá outras providências | cria | outra |
| 52 | 1064 | 1994 | cria o conselho municipal de defesa do meio am... | cria | outra |
sub_categoria_cria = Counter()
for index,row in leis.iterrows():
if (row['categoria_geral'] == 'cria'):
ementa = row['ementa'].split(" ")
fourth_word = ementa[1]
fifth_word = ementa[2]
if (fourth_word in stop_words):
sub_categoria_cria[fifth_word] += 1
else:
sub_categoria_cria[fourth_word] += 1
sub_categoria_cria.most_common()[('cargos', 25),
('nome', 17),
('conselho', 9),
('secretaria', 4),
('cargo', 3),
('fundo', 3),
('plano', 2),
('sistema', 2),
('departamento', 1),
('diretoria', 1),
('medalha', 1),
('trofeu', 1),
('duas', 1),
('guarda', 1),
('programa', 1),
('coordenadoria', 1),
('âmbito', 1),
('reserva', 1),
('02', 1),
('2', 1)]
Vamos utilizar as sub-categorias com mais de 3 ocorrências
categorias_cria = [x for x,cnt in sub_categoria_cria.most_common() if cnt > 3 ]
def get_sub_categoria_cria(ementa):
ementa = ementa.split(" ")
fourth_word = ementa[1]
fifth_word = ementa[2]
if (fourth_word in categorias_cria):
return fourth_word
elif (fifth_word in categorias_cria):
return fifth_word
else:
return "outra"
def change_sub_category_label_cria(to_change, category,old_sub_category, ementa):
if (category == to_change):
return get_sub_categoria_cria(ementa)
else:
return old_sub_category
leis['sub_categoria'] = leis.apply(lambda row: change_sub_category_label_cria('cria',row['categoria_geral'],row['sub_categoria'],row['ementa']), axis=1)leis[leis['categoria_geral'] == 'cria'].head()| numero | ano | ementa | categoria_geral | sub_categoria | |
|---|---|---|---|---|---|
| 3 | 1015 | 1992 | cria cargos (funções) para efeito de concursos... | cria | cargos |
| 21 | 1033 | 1993 | cria cargos de assessores dos secretarios muni... | cria | cargos |
| 26 | 1038 | 1993 | cria o departamento de agricultura, cargos com... | cria | outra |
| 35 | 1047 | 1993 | cria cargos em comissão e dá outras providências | cria | cargos |
| 52 | 1064 | 1994 | cria o conselho municipal de defesa do meio am... | cria | conselho |
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\n"+ "BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \n"+ "may be due to a slow or bad network connection. Possible fixes:\n"+ "
\n"+ "- \n"+
"
- re-rerun `output_notebook()` to attempt to load from CDN again, or \n"+ "
- use INLINE resources instead, as so: \n"+ "
\n"+
"from bokeh.resources import INLINE\n"+
"output_notebook(resources=INLINE)\n"+
"\n"+
"Primeiro vamos combinar 'institui,' e 'institui'
leis['categoria_geral'] = leis.apply(lambda row: change_category_label('institui,', row['categoria_geral'],'institui'), axis=1)p = Bar(leis, 'categoria_geral', values='index', agg='count', title="Quantidade de Leis por sub-categoria", stack='sub_categoria')
show(p)<div class="bk-root">
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\n"+
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\n"+ "BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \n"+ "may be due to a slow or bad network connection. Possible fixes:\n"+ "
\n"+ "- \n"+
"
- re-rerun `output_notebook()` to attempt to load from CDN again, or \n"+ "
- use INLINE resources instead, as so: \n"+ "
\n"+
"from bokeh.resources import INLINE\n"+
"output_notebook(resources=INLINE)\n"+
"\n"+
"leis[leis['categoria_geral'] == 'institui'].head()| numero | ano | ementa | categoria_geral | sub_categoria | |
|---|---|---|---|---|---|
| 87 | 1100 | 1995 | institui a gratificação de produtividade fisca... | institui | outra |
| 125 | 1138 | 1997 | institui o fundo municipal de saúde e dá outra... | institui | outra |
| 168 | 1181 | 1998 | institui o código tributário do município do i... | institui | outra |
| 184 | 1197 | 1999 | institui o programa de garantia de renda mínim... | institui | outra |
| 185 | 1198 | 1999 | institui a gratificação adicional de risco de ... | institui | outra |
sub_categoria_institui = get_counter_with_category('categoria_geral','institui',2)
sub_categoria_institui.most_common()[('programa', 11),
('fundo', 5),
('código', 5),
('dia', 4),
('âmbito', 4),
('"dia', 3),
('gratificação', 2),
('rede', 2),
('município,', 2),
('semana', 2),
('auxílio-transporte', 2),
('e', 1),
('para', 1),
('plano', 1),
('contribuição', 1),
('percentual', 1),
('calendário', 1),
('verba', 1),
('de', 1),
('auxilio', 1),
('gratificações', 1),
('"prêmio', 1),
('sistema', 1),
('auxílio-saúde', 1),
('regulamenta', 1),
('comissão', 1),
('suprimento', 1),
('tratamento', 1),
('“semana', 1),
('município', 1)]
categorias_institui = [x for x,cnt in sub_categoria_institui.most_common() if cnt > 3 ]
def get_sub_categoria_institui(ementa):
ementa = ementa.split(" ")
word = ementa[2]
if (word in categorias_institui):
return word
elif (word == '"dia'):
return 'dia'
else:
return "outra"
def change_sub_category_label_institui(to_change, category,old_sub_category, ementa):
if (category == to_change):
return get_sub_categoria_institui(ementa)
else:
return old_sub_category
leis['sub_categoria'] = leis.apply(lambda row: change_sub_category_label_institui('institui',row['categoria_geral'],row['sub_categoria'],row['ementa']), axis=1)leis[leis['categoria_geral'] == 'institui'].head()| numero | ano | ementa | categoria_geral | sub_categoria | |
|---|---|---|---|---|---|
| 87 | 1100 | 1995 | institui a gratificação de produtividade fisca... | institui | outra |
| 125 | 1138 | 1997 | institui o fundo municipal de saúde e dá outra... | institui | fundo |
| 168 | 1181 | 1998 | institui o código tributário do município do i... | institui | código |
| 184 | 1197 | 1999 | institui o programa de garantia de renda mínim... | institui | programa |
| 185 | 1198 | 1999 | institui a gratificação adicional de risco de ... | institui | outra |
Vamos mudar estas categorias para 'receitas e despesas'
print(leis[leis['categoria_geral'] == 'estima']['ementa'].head())
print(leis[leis['categoria_geral'] == 'fixa']['ementa'].head())
print(leis[leis['categoria_geral'] == 'estabelece']['ementa'].head())136 estima a receita e fixa a despesa para o exerc...
187 estima a reita e fixa a despesa para o exercíc...
219 estima a receita e fixa despesas para o exercí...
321 estima a receita e fixa a despesa da prefeitur...
351 estima a receita e fixa a despesa da prefeitur...
Name: ementa, dtype: object
49 fixa o salário mínimo em urv e dá outras provi...
69 fixa o valor do salário mínimo para os funcion...
170 fixa o subsídio dos vereadores deste município...
171 fixa os subsídios do prefeito, do viceprefeito...
210 fixa os subsídios do prefeito, do vice-prefeit...
Name: ementa, dtype: object
123 estabelece as diretrizes orçamen tárias do nün...
155 estabelece as diretrizes orçamentárias do muni...
206 estabelece as diretrizes orçamentarias para o ...
214 estabelece o chancfélamento do ingressos para ...
215 estabelece o subsfi|uto tributário do iss e dá...
Name: ementa, dtype: object
leis['categoria_geral'] = leis.apply(lambda row: change_category_label('estima', row['categoria_geral'],'receitas e despesas'), axis=1)
leis['categoria_geral'] = leis.apply(lambda row: change_category_label('fixa', row['categoria_geral'],'receitas e despesas'), axis=1)
leis['categoria_geral'] = leis.apply(lambda row: change_category_label('estabelece', row['categoria_geral'],'receitas e despesas'), axis=1)leis[leis['categoria_geral'] == 'receitas e despesas'].head()| numero | ano | ementa | categoria_geral | sub_categoria | |
|---|---|---|---|---|---|
| 49 | 1061 | 1994 | fixa o salário mínimo em urv e dá outras provi... | receitas e despesas | outra |
| 69 | 1082 | 1995 | fixa o valor do salário mínimo para os funcion... | receitas e despesas | outra |
| 123 | 1136 | 1997 | estabelece as diretrizes orçamen tárias do nün... | receitas e despesas | outra |
| 136 | 1149 | 1997 | estima a receita e fixa a despesa para o exerc... | receitas e despesas | outra |
| 155 | 1168 | 1998 | estabelece as diretrizes orçamentárias do muni... | receitas e despesas | outra |
categorias_receitas_despesas = ['estima', 'fixa', 'estabelece']
def get_sub_categoria_receita_despesas(ementa):
ementa = ementa.split(" ")
word = ementa[0]
return word
def change_sub_category_label_cria(to_change, category,old_sub_category, ementa):
if (category == to_change):
return get_sub_categoria_receita_despesas(ementa)
else:
return old_sub_category
leis['sub_categoria'] = leis.apply(lambda row: change_sub_category_label_cria('receitas e despesas',row['categoria_geral'],row['sub_categoria'],row['ementa']), axis=1)leis[leis['categoria_geral'] == 'receitas e despesas'].head()| numero | ano | ementa | categoria_geral | sub_categoria | |
|---|---|---|---|---|---|
| 49 | 1061 | 1994 | fixa o salário mínimo em urv e dá outras provi... | receitas e despesas | fixa |
| 69 | 1082 | 1995 | fixa o valor do salário mínimo para os funcion... | receitas e despesas | fixa |
| 123 | 1136 | 1997 | estabelece as diretrizes orçamen tárias do nün... | receitas e despesas | estabelece |
| 136 | 1149 | 1997 | estima a receita e fixa a despesa para o exerc... | receitas e despesas | estima |
| 155 | 1168 | 1998 | estabelece as diretrizes orçamentárias do muni... | receitas e despesas | estabelece |
Vamos combinar a categoria 'atribui' com a categoria 'denomina'
print(leis[leis['categoria_geral'] == 'atribui']['ementa'].head())
print(leis[leis['categoria_geral'] == 'denomina']['ementa'].head())77 atribui denominação a bem público municipal e ...
81 atribui a bem público municipal e da outras pr...
93 atribui denominação a bem público e dá outras ...
94 atribui denominação a bem público e dá outras ...
95 atribui denominação a bem público e dá outras ...
Name: ementa, dtype: object
78 denomina rua josé hipolito monteiro a rua atua...
79 denomina rua theodomiro josé camargo silva a r...
80 denomina rua mário luiz cavalcanti a atualment...
164 denomina artéria pública e dá outras providênc...
174 denomina artéria pública e dá outras providênc...
Name: ementa, dtype: object
leis['categoria_geral'] = leis.apply(lambda row: change_category_label('atribui', row['categoria_geral'],'denomina'), axis=1)Podemos combinar estas categorias
print(leis[leis['categoria_geral'] == 'disciplina']['ementa'])251 disciplina a concessão de incentivos fiscais a...
391 disciplina a concessão de incentivos fiscais a...
479 disciplina a concessão de incentivos fiscais p...
489 disciplina a permissão de serviços de transpor...
545 disciplina a obrigatoriedade e a utilização do...
614 disciplina o regime de extinção dos empregos p...
Name: ementa, dtype: object
leis['categoria_geral'] = leis.apply(lambda row: change_category_label('disciplina', row['categoria_geral'],'concede'), axis=1)leis[leis['categoria_geral'] == 'dá']| numero | ano | ementa | categoria_geral | sub_categoria | |
|---|---|---|---|---|---|
| 4 | 1016 | 1992 | dá nova redação à alínea "a" do artigo 1º da l... | dá | outra |
| 10 | 1022 | 1992 | dá nova redação no artigo 1º da lei 1009 de 1.... | dá | outra |
| 24 | 1036 | 1993 | dá designação a logradouros públicos - rua hil... | dá | outra |
| 29 | 1041 | 1993 | dá designação a logradouros av. gilvan leonico... | dá | outra |
| 30 | 1042 | 1993 | dá designação ao estádio municipal de nossa se... | dá | outra |
| 31 | 1043 | 1993 | dá designação a bem público centro de saúde ve... | dá | outra |
| 43 | 1055 | 1993 | dá nova redação ao art.2 da lei 1052/93 de 10/... | dá | outra |
| 50 | 1062 | 1994 | dá nova redação do art. 1 da lei 1048/93 de 05... | dá | outra |
| 75 | 1088 | 1995 | dá nova redação aos arts. 72. da lei n. 1070/9... | dá | outra |
| 282 | 1296 | 2001 | dá nova redação a dispositivos da lei n.° 1279... | dá | outra |
| 349 | 1365 | 2003 | dá nova redação e acrescenta dispositivos à le... | dá | outra |
| 385 | 1406 | 2005 | dá o nome de escola modelo exprefeito jaime ag... | dá | outra |
| 442 | 1463 | 2007 | dá o nome de avenida dona maria do carmo pontu... | dá | outra |
| 443 | 1464 | 2007 | dá o nome de rua marcos pontual de petribú a r... | dá | outra |
| 444 | 1465 | 2007 | dá o nome de praça engenheiro pedro pessoa cav... | dá | outra |
| 449 | 1470 | 2007 | dá o nome de escola municipal luiz manoel nogu... | dá | outra |
| 636 | 1667 | 2013 | dá nova redação à ementa e ao art. 1º da lei m... | dá | outra |
def change_category_da(to_change, old_category, ementa):
if(old_category == to_change):
ementa = ementa.split(" ")
if(ementa[2] == 'nome' or ementa[1] == 'designação'):
return 'denomina'
elif(ementa[2] == 'redação'):
return 'altera lei'
else:
return 'outra'
else:
return old_category
leis['categoria_geral'] = leis.apply(lambda row: change_category_da('dá', row['categoria_geral'],row['ementa']), axis=1)
leis['sub_categoria'] = leis.apply(lambda row: change_sub_category_label('altera lei',row['categoria_geral'],row['sub_categoria'],'-'), axis=1)leis[leis['categoria_geral'] == 'denomina'].head()| numero | ano | ementa | categoria_geral | sub_categoria | |
|---|---|---|---|---|---|
| 24 | 1036 | 1993 | dá designação a logradouros públicos - rua hil... | denomina | outra |
| 29 | 1041 | 1993 | dá designação a logradouros av. gilvan leonico... | denomina | outra |
| 30 | 1042 | 1993 | dá designação ao estádio municipal de nossa se... | denomina | outra |
| 31 | 1043 | 1993 | dá designação a bem público centro de saúde ve... | denomina | outra |
| 77 | 1090 | 1995 | atribui denominação a bem público municipal e ... | denomina | outra |
sub_categoria_denomina = Counter()
for index,row in leis.iterrows():
if (row['categoria_geral'] == 'denomina'):
ementa = row['ementa'].split(" ")
second_word = ementa[1]
third_word = ementa[2]
if (second_word in stop_words):
sub_categoria_denomina[third_word] += 1
else:
if(second_word == 'designação' or second_word == 'denominação'):
word = ementa[3]
sub_categoria_denomina[word] +=1
else:
sub_categoria_denomina[second_word] += 1
sub_categoria_denomina.most_common()[('bem', 11),
('rua', 9),
('nome', 9),
('artéria', 3),
('praça', 3),
('ruas', 3),
('centro', 3),
('escola', 3),
('logradouros', 2),
('estádio', 2),
('rodovia', 2),
('biblioteca', 2),
('travessa', 2),
('quadra', 1),
('banda', 1),
('avenida', 1),
('hospital', 1),
("'conjunto", 1),
('"denomina', 1),
("'praça", 1),
('av.', 1),
('anexos', 1),
('ruas,', 1),
('creche', 1),
('por', 1),
('adnilson', 1),
('professora', 1),
('"rodovia', 1),
('amaro', 1),
('misael', 1),
('jonas', 1),
('josé', 1),
('unidade', 1),
('jorge', 1)]
categorias_denomina = [x for x,cnt in sub_categoria_denomina.most_common() if cnt > 2 ]
def get_sub_categoria_denomina(ementa):
ementa = ementa.split(" ")
second_word = ementa[1]
fifth_word = ementa[2]
if (second_word in categorias_denomina):
return second_word
else:
if(second_word == 'designação' or second_word == 'denominação'):
word = ementa[3]
return word
else:
return 'outra'
def change_sub_category_label_denomina(to_change, category,old_sub_category, ementa):
if (category == to_change):
return get_sub_categoria_denomina(ementa)
else:
return old_sub_category
leis['sub_categoria'] = leis.apply(lambda row: change_sub_category_label_denomina('denomina',row['categoria_geral'],row['sub_categoria'],row['ementa']), axis=1)leis[leis['categoria_geral'] == 'denomina'].head()| numero | ano | ementa | categoria_geral | sub_categoria | |
|---|---|---|---|---|---|
| 24 | 1036 | 1993 | dá designação a logradouros públicos - rua hil... | denomina | logradouros |
| 29 | 1041 | 1993 | dá designação a logradouros av. gilvan leonico... | denomina | logradouros |
| 30 | 1042 | 1993 | dá designação ao estádio municipal de nossa se... | denomina | estádio |
| 31 | 1043 | 1993 | dá designação a bem público centro de saúde ve... | denomina | bem |
| 77 | 1090 | 1995 | atribui denominação a bem público municipal e ... | denomina | bem |
p = Bar(leis, 'categoria_geral', values='index', agg='count', title="Quantidade de Leis por categoria")
show(p)<div class="bk-root">
<div class="bk-plotdiv" id="dc7f0dd4-0fb7-42bf-94c2-9ab13764aca2"></div>
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\n"+ "BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \n"+ "may be due to a slow or bad network connection. Possible fixes:\n"+ "
\n"+ "- \n"+
"
- re-rerun `output_notebook()` to attempt to load from CDN again, or \n"+ "
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"\n"+
"Esta categoria pode ser refinada, mas exige uma análise mais elaborda, então só vamos fazer isso no futuro
leis[leis['categoria_geral'] == 'outra'].head()| numero | ano | ementa | categoria_geral | sub_categoria | |
|---|---|---|---|---|---|
| 5 | 1017 | 1992 | insere parágrafo único do art. 1º da lei n. 97... | outra | outra |
| 6 | 1018 | 1992 | autorizo o poder executivo a firmar acordo de ... | outra | outra |
| 15 | 1027 | 1992 | oferece incentivos sobre iptu e dá outras prov... | outra | outra |
| 16 | 1028 | 1992 | da denominação a prédios e logradouros públicos. | outra | outra |
| 18 | 1030 | 1992 | orça a receita e fixa a despesa do município p... | outra | outra |
Os resultados foram satisfatórios para uma classificação simples, agora com este dataset com labels já é possível treinar um modelo para classificar as Leis de 2017
Em um segundo momento vamos trabalhar outros aspectos do processamento de linguagem natural para classificar as Leis da categoria 'outra'
leis['ementa'] = leis.apply(lambda row: (row['ementa']).capitalize(), axis=1)
leis.to_csv('Leis_2016_1992_categorizadas.csv')