diff --git a/rule.ipynb b/rule.ipynb index 0e2938c..4402a92 100644 --- a/rule.ipynb +++ b/rule.ipynb @@ -36,7 +36,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 142, "id": "310c031d", "metadata": {}, "outputs": [], @@ -47,19 +47,19 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 143, "id": "cc6821d0", "metadata": {}, "outputs": [], "source": [ - "df = pd.read_excel(\"training-nltk-mapping3.xlsx\")\n", + "df = pd.read_excel(\"training-ner-mapping3.xlsx\")\n", "cnt = df.groupby(\"CASISTICA_MOTIVAZIONE\").count() \\\n", ".rename(columns={\"Unnamed: 0\": \"count\"})[\"count\"]" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "4b8cbd26", "metadata": {}, "outputs": [], @@ -75,7 +75,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 5, "id": "3903d9da", "metadata": {}, "outputs": [], @@ -92,7 +92,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 194, "id": "c0d08201", "metadata": {}, "outputs": [ @@ -100,7 +100,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\a.torchi\\AppData\\Local\\Temp\\ipykernel_31116\\2333237563.py:5: SettingWithCopyWarning: \n", + "C:\\Users\\a.torchi\\AppData\\Local\\Temp\\ipykernel_21580\\3455914512.py:3: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_cp['NOTE_OPERATORE'] = df_cp['NOTE_OPERATORE'].apply(str)\n", + "C:\\Users\\a.torchi\\AppData\\Local\\Temp\\ipykernel_21580\\3455914512.py:6: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", @@ -130,7 +136,7 @@ " \n", " \n", " CASISTICA_MOTIVAZIONE\n", - " NOTE_OPERATORE_2gram_unique_words\n", + " NOTE_OPERATORE_1gram_unique_words\n", " ngram_occurrencies\n", " record_per_class\n", " \n", @@ -138,240 +144,240 @@ " \n", " \n", " 0\n", - " Periodo diverso\n", - " allega vers\n", - " 28\n", - " 831\n", + " Generica\n", + " crs\n", + " 19\n", + " 2889\n", " \n", " \n", " 1\n", " Generica\n", - " veicolo intestato\n", - " 15\n", - " 2763\n", + " fallimento\n", + " 19\n", + " 2889\n", " \n", " \n", " 2\n", " Generica\n", - " essere mai\n", - " 14\n", - " 2763\n", + " libretto\n", + " 18\n", + " 2889\n", " \n", " \n", " 3\n", - " Periodo diverso\n", - " periodi tributari\n", - " 14\n", - " 831\n", + " Generica\n", + " mandato\n", + " 16\n", + " 2889\n", " \n", " \n", " 4\n", - " Periodo diverso\n", - " scansiona versamento\n", - " 14\n", - " 831\n", + " Generica\n", + " storica\n", + " 15\n", + " 2889\n", " \n", " \n", " 5\n", - " Furto non annotato\n", - " furto trascritto\n", - " 12\n", - " 116\n", + " Generica\n", + " modalità\n", + " 13\n", + " 2889\n", " \n", " \n", " 6\n", - " Periodo diverso\n", - " relativa vers.\n", - " 12\n", - " 831\n", + " Ricevuta non valida\n", + " prescontrino\n", + " 11\n", + " 69\n", " \n", " \n", " 7\n", - " Periodo diverso\n", - " versamento periodo\n", - " 12\n", - " 831\n", + " Generica\n", + " carente\n", + " 11\n", + " 2889\n", " \n", " \n", " 8\n", - " Periodo diverso\n", - " relativa anno\n", + " Generica\n", + " dato\n", " 11\n", - " 831\n", + " 2889\n", " \n", " \n", " 9\n", " Generica\n", - " dichiara vendita\n", - " 10\n", - " 2763\n", + " immatricolazione\n", + " 11\n", + " 2889\n", " \n", " \n", " 10\n", " Generica\n", - " intestato società\n", + " intestazione\n", " 10\n", - " 2763\n", + " 2889\n", " \n", " \n", " 11\n", " Generica\n", - " modalità pagamento\n", + " autocarro\n", " 10\n", - " 2763\n", + " 2889\n", " \n", " \n", " 12\n", " Generica\n", - " scrive essere\n", + " confisca\n", " 10\n", - " 2763\n", + " 2889\n", " \n", " \n", " 13\n", - " Periodo diverso\n", - " diverso periodo\n", + " Generica\n", + " eredi\n", " 10\n", - " 831\n", + " 2889\n", " \n", " \n", " 14\n", - " Vendita tardiva\n", - " lombardo mese\n", - " 9\n", - " 257\n", + " Generica\n", + " sanzioni\n", + " 10\n", + " 2889\n", " \n", " \n", " 15\n", - " Periodo diverso\n", - " successivo versamento\n", + " Generica\n", + " incompleto\n", " 9\n", - " 831\n", + " 2889\n", " \n", " \n", " 16\n", " Generica\n", - " annotazione carta\n", + " inserire\n", " 9\n", - " 2763\n", + " 2889\n", " \n", " \n", " 17\n", " Generica\n", - " demolizione annotata\n", + " perso\n", " 9\n", - " 2763\n", + " 2889\n", " \n", " \n", " 18\n", " Generica\n", - " dichiara demolizione\n", + " richiede\n", " 9\n", - " 2763\n", + " 2889\n", " \n", " \n", " 19\n", " Generica\n", - " documentazione carente\n", + " storici\n", " 9\n", - " 2763\n", + " 2889\n", " \n", " \n", " 20\n", - " Generica\n", - " nessun atto\n", + " Periodo diverso\n", + " riferiti\n", " 9\n", - " 2763\n", + " 794\n", " \n", " \n", " 21\n", " Generica\n", - " risulta intestatario\n", - " 9\n", - " 2763\n", + " verifiche\n", + " 8\n", + " 2889\n", " \n", " \n", " 22\n", " Generica\n", - " documento didentità\n", + " versare\n", " 8\n", - " 2763\n", + " 2889\n", " \n", " \n", " 23\n", " Generica\n", - " on line\n", + " ciclo\n", " 8\n", - " 2763\n", + " 2889\n", " \n", " \n", " 24\n", - " Vendita tardiva\n", - " venduta dopo\n", + " Generica\n", + " aggiornato\n", " 8\n", - " 257\n", + " 2889\n", " \n", " \n", "\n", "" ], "text/plain": [ - " CASISTICA_MOTIVAZIONE NOTE_OPERATORE_2gram_unique_words \\\n", - "0 Periodo diverso allega vers \n", - "1 Generica veicolo intestato \n", - "2 Generica essere mai \n", - "3 Periodo diverso periodi tributari \n", - "4 Periodo diverso scansiona versamento \n", - "5 Furto non annotato furto trascritto \n", - "6 Periodo diverso relativa vers. \n", - "7 Periodo diverso versamento periodo \n", - "8 Periodo diverso relativa anno \n", - "9 Generica dichiara vendita \n", - "10 Generica intestato società \n", - "11 Generica modalità pagamento \n", - "12 Generica scrive essere \n", - "13 Periodo diverso diverso periodo \n", - "14 Vendita tardiva lombardo mese \n", - "15 Periodo diverso successivo versamento \n", - "16 Generica annotazione carta \n", - "17 Generica demolizione annotata \n", - "18 Generica dichiara demolizione \n", - "19 Generica documentazione carente \n", - "20 Generica nessun atto \n", - "21 Generica risulta intestatario \n", - "22 Generica documento didentità \n", - "23 Generica on line \n", - "24 Vendita tardiva venduta dopo \n", + " CASISTICA_MOTIVAZIONE NOTE_OPERATORE_1gram_unique_words \\\n", + "0 Generica crs \n", + "1 Generica fallimento \n", + "2 Generica libretto \n", + "3 Generica mandato \n", + "4 Generica storica \n", + "5 Generica modalità \n", + "6 Ricevuta non valida prescontrino \n", + "7 Generica carente \n", + "8 Generica dato \n", + "9 Generica immatricolazione \n", + "10 Generica intestazione \n", + "11 Generica autocarro \n", + "12 Generica confisca \n", + "13 Generica eredi \n", + "14 Generica sanzioni \n", + "15 Generica incompleto \n", + "16 Generica inserire \n", + "17 Generica perso \n", + "18 Generica richiede \n", + "19 Generica storici \n", + "20 Periodo diverso riferiti \n", + "21 Generica verifiche \n", + "22 Generica versare \n", + "23 Generica ciclo \n", + "24 Generica aggiornato \n", "\n", " ngram_occurrencies record_per_class \n", - "0 28 831 \n", - "1 15 2763 \n", - "2 14 2763 \n", - "3 14 831 \n", - "4 14 831 \n", - "5 12 116 \n", - "6 12 831 \n", - "7 12 831 \n", - "8 11 831 \n", - "9 10 2763 \n", - "10 10 2763 \n", - "11 10 2763 \n", - "12 10 2763 \n", - "13 10 831 \n", - "14 9 257 \n", - "15 9 831 \n", - "16 9 2763 \n", - "17 9 2763 \n", - "18 9 2763 \n", - "19 9 2763 \n", - "20 9 2763 \n", - "21 9 2763 \n", - "22 8 2763 \n", - "23 8 2763 \n", - "24 8 257 " + "0 19 2889 \n", + "1 19 2889 \n", + "2 18 2889 \n", + "3 16 2889 \n", + "4 15 2889 \n", + "5 13 2889 \n", + "6 11 69 \n", + "7 11 2889 \n", + "8 11 2889 \n", + "9 11 2889 \n", + "10 10 2889 \n", + "11 10 2889 \n", + "12 10 2889 \n", + "13 10 2889 \n", + "14 10 2889 \n", + "15 9 2889 \n", + "16 9 2889 \n", + "17 9 2889 \n", + "18 9 2889 \n", + "19 9 2889 \n", + "20 9 794 \n", + "21 8 2889 \n", + "22 8 2889 \n", + "23 8 2889 \n", + "24 8 2889 " ] }, - "execution_count": 12, + "execution_count": 194, "metadata": {}, "output_type": "execute_result" } @@ -379,6 +385,7 @@ "source": [ "def get_unique_ngrams(df: pd.DataFrame, n:int):\n", " df_cp = df[[\"CASISTICA_LAVORAZIONE\",\"NOTE_OPERATORE\",\"CASISTICA_MOTIVAZIONE\"]]\n", + " df_cp['NOTE_OPERATORE'] = df_cp['NOTE_OPERATORE'].apply(str)\n", "\n", " #make all strings lowercase\n", " df_cp[\"NOTE_OPERATORE_lower\"] = df_cp[\"NOTE_OPERATORE\"].str.lower()\n", @@ -440,17 +447,814 @@ " return res\n", "\n", "\n", - "gram_dim = 2\n", + "gram_dim = 1\n", "res= get_unique_ngrams(df, gram_dim)\n", "\n", "res.iloc[:25]\n" ] }, + { + "cell_type": "code", + "execution_count": 147, + "id": "c749be4d", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "<>:59: SyntaxWarning: invalid escape sequence '\\s'\n", + "<>:59: SyntaxWarning: invalid escape sequence '\\s'\n", + "C:\\Users\\a.torchi\\AppData\\Local\\Temp\\ipykernel_21580\\2433266376.py:59: SyntaxWarning: invalid escape sequence '\\s'\n", + " res[\"cat\"] = res[\"cat\"].str.replace(r\"\\s+\", \" \", regex=True) \"\"\"\n" + ] + } + ], + "source": [ + "def replace_punct(text):\n", + " text = ''.join([char for char in text if char not in string.punctuation])\n", + " return text\n", + "\n", + "def remove_stopwords(text):\n", + " ita_stop_words = get_stop_words('italian')\n", + " pattern = r'\\b(?:' + '|'.join(re.escape(s) for s in ita_stop_words) + r')\\b'\n", + " return re.sub(pattern, '', text)\n", + "\n", + "\n", + "\n", + "def get_word_count_df(df):\n", + " df_cp=df.copy()\n", + " df_cp[\"NOTE_OPERATORE\"] = df_cp[\"NOTE_OPERATORE\"].fillna(\"NULL\")\n", + "\n", + " df_cp[\"NOTE_OPERATORE\"] = df_cp[\"NOTE_OPERATORE\"]\n", + " df_cp[\"NOTE_OPERATORE\"] = df_cp[\"NOTE_OPERATORE\"].str.replace(\"x000d\", \" \")\n", + " df_cp[\"NOTE_OPERATORE\"] = df_cp[\"NOTE_OPERATORE\"].str.replace(\"000d\", \" \")\n", + "\n", + " df_cp[\"NOTE_OPERATORE\"] = df_cp[\"NOTE_OPERATORE\"].apply(lambda x: remove_stopwords(x))\n", + " df_cp[\"NOTE_OPERATORE\"] = df_cp[\"NOTE_OPERATORE\"].apply(lambda x: replace_punct(x))\n", + "\n", + " df_cp[\"NOTE_OPERATORE\"] = df_cp[\"NOTE_OPERATORE\"].str.replace(\"/\", \" \", regex=True) \n", + " df_cp[\"NOTE_OPERATORE\"] = df_cp[\"NOTE_OPERATORE\"].str.replace(r\"\\s+\", \" \", regex=True) \n", + " #df_cp[\"NOTE_OPERATORE\"] = df_cp[\"NOTE_OPERATORE\"].str.replace({\"à\":\"a\", \"è\":\"e\", \"ì\":\"i\", \"ò\":\"o\", \"ù\":\"u\"}) \n", + " df_cp[\"NOTE_OPERATORE\"] = df_cp[\"NOTE_OPERATORE\"].str.lower()\n", + "\n", + "\n", + " vectorizer = CountVectorizer(ngram_range=(1, 1))\n", + " X = vectorizer.fit_transform(df_cp[\"NOTE_OPERATORE\"])\n", + " word_count_df = pd.DataFrame({\"word\":vectorizer.get_feature_names_out(), \"word_count_per_doc\" : X.toarray().transpose().tolist() })\n", + "\n", + " word_count_df[\"word_count\"] = word_count_df[\"word_count_per_doc\"].apply(lambda x: sum(x))\n", + " word_count_df[\"word_document_count\"] = word_count_df[\"word_count_per_doc\"].apply(lambda x: sum([min(1,i) for i in x]))\n", + "\n", + " return word_count_df\n", + " #word_count_df[[\"word\",\"word_count\", \"word_document_count\"]].sort_values(\"word_count\", ascending=False).iloc[:25]\n", + " #word_count_df[word_count_df[\"word_count\"] / word_count_df[\"word_document_count\"] > 1.2][[\"word\",\"word_count\", \"word_document_count\"]]\n", + "\n", + "\n", + "def remove_common_words(df, top_n = 5):\n", + " res = df.copy()\n", + " word_count_df = get_word_count_df(res)\n", + " word_count_df = word_count_df.sort_values(\"word_count\", ascending=False).iloc[:top_n]\n", + " remove_words = word_count_df[\"word\"].tolist()\n", + " print(remove_words)\n", + " pattern = r'\\b(?:' + '|'.join(map(re.escape, remove_words)) + r')\\b'\n", + " res['cat'] = res['cat'].apply(lambda x: re.sub(pattern, '', x).strip())\n", + " res[\"cat\"] = res[\"cat\"].str.replace(r\"\\s+\", \" \", regex=True) \n", + "\n", + " \"\"\"for i in range(top_n):\n", + "\n", + " remove_words = word_count_df[\"word\"].tolist()\n", + " pattern = r'\\b(?:' + '|'.join(map(re.escape, remove_words)) + r')\\b'\n", + " res['cat'] = res['cat'].apply(lambda x: re.sub(pattern, '', x).strip())\n", + "\n", + " word = word_count_df[[\"word\",\"word_count\", \"word_document_count\"]].sort_values(\"word_count\", ascending=False).iloc[i][\"word\"]\n", + " res[\"cat\"] = res[\"cat\"].str.replace(word, \"\")\n", + " res[\"cat\"] = res[\"cat\"].str.replace(r\"\\s+\", \" \", regex=True) \"\"\"\n", + "\n", + " return res" + ] + }, { "cell_type": "code", "execution_count": null, "id": "f05a5897", "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['data', 'allega', 'bollo', 'versamento', 'esenzione', 'veicolo', 'atto', 'pagamento', 'pra', 'luogo', 'vendita', 'periodo', 'anno', 'documentazione', 'dichiara']\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\a.torchi\\AppData\\Local\\Temp\\ipykernel_21580\\2368892003.py:50: FutureWarning: DataFrameGroupBy.apply operated on the grouping columns. This behavior is deprecated, and in a future version of pandas the grouping columns will be excluded from the operation. Either pass `include_groups=False` to exclude the groupings or explicitly select the grouping columns after groupby to silence this warning.\n", + " a = unigrams.drop_duplicates([\"CASISTICA_MOTIVAZIONE\",\"NOTE_OPERATORE_split_1gram\"]).groupby(['CASISTICA_MOTIVAZIONE']).apply(lambda x: x.nlargest(10,['metric'])).reset_index(drop=True)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['data', 'allega', 'bollo', 'versamento', 'esenzione', 'veicolo', 'atto', 'pagamento', 'pra', 'luogo', 'vendita', 'periodo', 'anno', 'documentazione', 'dichiara']\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\a.torchi\\AppData\\Local\\Temp\\ipykernel_21580\\2368892003.py:55: FutureWarning: DataFrameGroupBy.apply operated on the grouping columns. This behavior is deprecated, and in a future version of pandas the grouping columns will be excluded from the operation. Either pass `include_groups=False` to exclude the groupings or explicitly select the grouping columns after groupby to silence this warning.\n", + " b = bigrams.drop_duplicates([\"CASISTICA_MOTIVAZIONE\",\"NOTE_OPERATORE_split_2gram\"]).groupby(['CASISTICA_MOTIVAZIONE']).apply(lambda x: x.nlargest(10,['metric'])).reset_index(drop=True)\n" + ] + }, + { + "data": { + "text/html": [ + "
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CASISTICA_MOTIVAZIONEn-gramcount_placeholdersum_selfjoinmetric
248Versamento annullato(versamenti, allegato)122.335375
292Versamento annullato(allegato,)3237-5.927289
286Versamento annullato(dettaglio,)122.397895
287Versamento annullato(viene,)151.704748
288Versamento annullato(annullamento,)191.193922
289Versamento annullato(annullato,)6270.985818
290Versamento annullato(effettuato,)155-0.528844
291Versamento annullato(versamenti,)270-1.532345
293Versamento annullato(risulta,)4214-7.496522
245Versamento annullato(risulta, annullato)318.222520
246Versamento annullato(versamenti, risulta)112.740840
247Versamento annullato(allegato, risulta)282.473525
283Vendita tardiva(avvenuta,)7126.520907
244Vendita tardiva(dovuto, venduto)4110.963360
239Vendita tardiva(dopo, scadenza)11714.900002
285Vendita tardiva(vende,)466.202390
284Vendita tardiva(giorno,)7126.520907
282Vendita tardiva(autenticato,)7126.520907
242Vendita tardiva(decorrenza, richiesta)4110.963360
281Vendita tardiva(lombardo,)687.795698
280Vendita tardiva(dopo,)13177.879765
279Vendita tardiva(registrata,)438.440853
278Vendita tardiva(venduta,)242010.847643
277Vendita tardiva(formato,)4111.213442
276Vendita tardiva(decorrenza,)171611.276002
243Vendita tardiva(tributario, già)4110.963360
240Vendita tardiva(soggetto, lombardo)6214.012249
241Vendita tardiva(venduta, mese)6214.012249
236Vendita tardiva(decorrenza, scadenza)10418.245493
238Vendita tardiva(venduta, dopo)7216.347624
237Vendita tardiva(mese, dovuto)9416.420944
235Vendita tardiva(venduto, mese)8218.682999
228Veicolo diverso(versamenti, altra)224.670750
225Veicolo diverso(targa, altra)5113.704200
268Veicolo diverso(diversa,)3103.295837
269Veicolo diverso(rimborso,)292.387845
270Veicolo diverso(tg,)132.110213
272Veicolo diverso(motoveicolo,)151.704748
273Veicolo diverso(effettuati,)161.550597
274Veicolo diverso(moto,)161.550597
275Veicolo diverso(vettura,)171.417066
226Veicolo diverso(targa, diversa)336.143079
229Veicolo diverso(targa, file)224.670750
227Veicolo diverso(targa, riferito)215.481680
266Veicolo diverso(bic,)215.606721
234Veicolo diverso(può, richiedere)112.740840
233Veicolo diverso(controlli, effettuati)112.740840
232Veicolo diverso(riferito, altra)3103.108276
231Veicolo diverso(altra, targa)18243.872005
230Veicolo diverso(riferita, altra)234.095386
267Veicolo diverso(proprieta,)224.795791
271Veicolo diverso(correzione,)141.887070
264Variazioni tecniche(uso,)1180.552069
265Variazioni tecniche(cambio,)1300.062520
262Variazioni tecniche(pv,)112.803360
\n", + "
" + ], + "text/plain": [ + " CASISTICA_MOTIVAZIONE n-gram count_placeholder \\\n", + "248 Versamento annullato (versamenti, allegato) 1 \n", + "292 Versamento annullato (allegato,) 3 \n", + "286 Versamento annullato (dettaglio,) 1 \n", + "287 Versamento annullato (viene,) 1 \n", + "288 Versamento annullato (annullamento,) 1 \n", + "289 Versamento annullato (annullato,) 6 \n", + "290 Versamento annullato (effettuato,) 1 \n", + "291 Versamento annullato (versamenti,) 2 \n", + "293 Versamento annullato (risulta,) 4 \n", + "245 Versamento annullato (risulta, annullato) 3 \n", + "246 Versamento annullato (versamenti, risulta) 1 \n", + "247 Versamento annullato (allegato, risulta) 2 \n", + "283 Vendita tardiva (avvenuta,) 7 \n", + "244 Vendita tardiva (dovuto, venduto) 4 \n", + "239 Vendita tardiva (dopo, scadenza) 11 \n", + "285 Vendita tardiva (vende,) 4 \n", + "284 Vendita tardiva (giorno,) 7 \n", + "282 Vendita tardiva (autenticato,) 7 \n", + "242 Vendita tardiva (decorrenza, richiesta) 4 \n", + "281 Vendita tardiva (lombardo,) 6 \n", + "280 Vendita tardiva (dopo,) 13 \n", + "279 Vendita tardiva (registrata,) 4 \n", + "278 Vendita tardiva (venduta,) 24 \n", + "277 Vendita tardiva (formato,) 4 \n", + "276 Vendita tardiva (decorrenza,) 17 \n", + "243 Vendita tardiva (tributario, già) 4 \n", + "240 Vendita tardiva (soggetto, lombardo) 6 \n", + "241 Vendita tardiva (venduta, mese) 6 \n", + "236 Vendita tardiva (decorrenza, scadenza) 10 \n", + "238 Vendita tardiva (venduta, dopo) 7 \n", + "237 Vendita tardiva (mese, dovuto) 9 \n", + "235 Vendita tardiva (venduto, mese) 8 \n", + "228 Veicolo diverso (versamenti, altra) 2 \n", + "225 Veicolo diverso (targa, altra) 5 \n", + "268 Veicolo diverso (diversa,) 3 \n", + "269 Veicolo diverso (rimborso,) 2 \n", + "270 Veicolo diverso (tg,) 1 \n", + "272 Veicolo diverso (motoveicolo,) 1 \n", + "273 Veicolo diverso (effettuati,) 1 \n", + "274 Veicolo diverso (moto,) 1 \n", + "275 Veicolo diverso (vettura,) 1 \n", + "226 Veicolo diverso (targa, diversa) 3 \n", + "229 Veicolo diverso (targa, file) 2 \n", + "227 Veicolo diverso (targa, riferito) 2 \n", + "266 Veicolo diverso (bic,) 2 \n", + "234 Veicolo diverso (può, richiedere) 1 \n", + "233 Veicolo diverso (controlli, effettuati) 1 \n", + "232 Veicolo diverso (riferito, altra) 3 \n", + "231 Veicolo diverso (altra, targa) 18 \n", + "230 Veicolo diverso (riferita, altra) 2 \n", + "267 Veicolo diverso (proprieta,) 2 \n", + "271 Veicolo diverso (correzione,) 1 \n", + "264 Variazioni tecniche (uso,) 1 \n", + "265 Variazioni tecniche (cambio,) 1 \n", + "262 Variazioni tecniche (pv,) 1 \n", + "\n", + " sum_selfjoin metric \n", + "248 2 2.335375 \n", + "292 237 -5.927289 \n", + "286 2 2.397895 \n", + "287 5 1.704748 \n", + "288 9 1.193922 \n", + "289 27 0.985818 \n", + "290 55 -0.528844 \n", + "291 70 -1.532345 \n", + "293 214 -7.496522 \n", + "245 1 8.222520 \n", + "246 1 2.740840 \n", + "247 8 2.473525 \n", + "283 12 6.520907 \n", + "244 1 10.963360 \n", + "239 7 14.900002 \n", + "285 6 6.202390 \n", + "284 12 6.520907 \n", + "282 12 6.520907 \n", + "242 1 10.963360 \n", + "281 8 7.795698 \n", + "280 17 7.879765 \n", + "279 3 8.440853 \n", + "278 20 10.847643 \n", + "277 1 11.213442 \n", + "276 16 11.276002 \n", + "243 1 10.963360 \n", + "240 2 14.012249 \n", + "241 2 14.012249 \n", + "236 4 18.245493 \n", + "238 2 16.347624 \n", + "237 4 16.420944 \n", + "235 2 18.682999 \n", + "228 2 4.670750 \n", + "225 1 13.704200 \n", + "268 10 3.295837 \n", + "269 9 2.387845 \n", + "270 3 2.110213 \n", + "272 5 1.704748 \n", + "273 6 1.550597 \n", + "274 6 1.550597 \n", + "275 7 1.417066 \n", + "226 3 6.143079 \n", + "229 2 4.670750 \n", + "227 1 5.481680 \n", + "266 1 5.606721 \n", + "234 1 2.740840 \n", + "233 1 2.740840 \n", + "232 10 3.108276 \n", + "231 24 3.872005 \n", + "230 3 4.095386 \n", + "267 2 4.795791 \n", + "271 4 1.887070 \n", + "264 18 0.552069 \n", + "265 30 0.062520 \n", + "262 1 2.803360 " + ] + }, + "execution_count": 228, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def get_most_relevant_ngrams(df, n):\n", + " splitted_col_name = \"NOTE_OPERATORE_split_{}gram\".format(str(n))\n", + " df_cp=df.copy()\n", + "\n", + " #concatenate every string within the same class\n", + " df_cp = df_cp.sort_values(by=\"CASISTICA_MOTIVAZIONE\")\n", + " df_cp['NOTE_OPERATORE'] = df_cp['NOTE_OPERATORE'].apply(str)\n", + " df_cp[\"cat\"] = df_cp.groupby(['CASISTICA_MOTIVAZIONE'])['NOTE_OPERATORE'].transform(lambda x : ' '.join(x))\n", + " df_cp[\"cat\"] = df_cp[\"cat\"].str.lower()\n", + "\n", + " df_cp = remove_common_words(df_cp, top_n=15)\n", + "\n", + " df_cp = df_cp.groupby([\"CASISTICA_MOTIVAZIONE\", \"cat\"]).count().reset_index()\n", + "\n", + " #make column as a list of words (1-gram), then create a column of n-grams\n", + " df_cp[splitted_col_name] = df_cp[\"cat\"].str.split(\" \").apply(lambda x: apply_ngram(x, n))\n", + "\n", + " #count the occurrences for every n-gram for every class\n", + " df_cp[\"count_placeholder\"] = 1\n", + " df_cp = df_cp[[\"CASISTICA_MOTIVAZIONE\", splitted_col_name, \"count_placeholder\"]].explode(splitted_col_name)\\\n", + " .groupby([\"CASISTICA_MOTIVAZIONE\", splitted_col_name]).count() \\\n", + " .reset_index() \\\n", + " .sort_values(by=\"count_placeholder\")\n", + "\n", + " #self-join to find which classes (except the currently considerated one) have a given n-gram, for every n-gram and every class\n", + " df_cp_selfjoin = df_cp[[\"CASISTICA_MOTIVAZIONE\", splitted_col_name, \"count_placeholder\"]].rename(columns={\"CASISTICA_MOTIVAZIONE\": \"CASISTICA_MOTIVAZIONE_selfjoin\", \"count_placeholder\":\"count_selfjoin\"})\n", + " df_cp = df_cp.merge(df_cp_selfjoin, on=splitted_col_name)\n", + " df_cp = df_cp[df_cp[\"CASISTICA_MOTIVAZIONE\"] != df_cp[\"CASISTICA_MOTIVAZIONE_selfjoin\"]]\n", + "\n", + " # find how many occurrences of a given n-gram exist in every other class (except the currently considerated one), for every n-gram and every class\n", + " df_cp_tfidf = df_cp[[\"CASISTICA_MOTIVAZIONE\", splitted_col_name, \"count_selfjoin\"]].groupby([\"CASISTICA_MOTIVAZIONE\", splitted_col_name]).sum(\"count_selfjoin\") \\\n", + " .rename(columns={\"count_selfjoin\": \"sum_selfjoin\"})\n", + " df_cp = df_cp.merge(df_cp_tfidf, on=[\"CASISTICA_MOTIVAZIONE\", splitted_col_name])\n", + "\n", + " #for every n-gram and every class, divide the occurrences of that n-gram in that class by the sum of the occurrences of that n-gram in every other class\n", + " df_cp[\"tf_idf\"] = df_cp[\"count_placeholder\"] / df_cp[\"sum_selfjoin\"]\n", + "\n", + " df_cp = df_cp.sort_values(by=\"tf_idf\")\n", + "\n", + " num_classes = df_cp[\"CASISTICA_MOTIVAZIONE\"].drop_duplicates().count().item()\n", + " df_cp[\"metric\"] = df_cp[\"count_placeholder\"] * np.log( num_classes / (1 + df_cp[\"sum_selfjoin\"] ))\n", + " return df_cp\n", + "\n", + "\n", + "\n", + "n=1\n", + "df_cp = df.copy()\n", + "unigrams = get_most_relevant_ngrams(df_cp, 1)\n", + "\n", + "a = unigrams.drop_duplicates([\"CASISTICA_MOTIVAZIONE\",\"NOTE_OPERATORE_split_1gram\"]).groupby(['CASISTICA_MOTIVAZIONE']).apply(lambda x: x.nlargest(10,['metric'])).reset_index(drop=True)\n", + "a = a[[\"CASISTICA_MOTIVAZIONE\",\"NOTE_OPERATORE_split_1gram\", \"count_placeholder\", \"sum_selfjoin\", \"metric\"]]\n", + "a.rename(columns={\"NOTE_OPERATORE_split_1gram\": \"n-gram\"}, inplace=True)\n", + "bigrams = get_most_relevant_ngrams(df_cp, 2)\n", + "\n", + "b = bigrams.drop_duplicates([\"CASISTICA_MOTIVAZIONE\",\"NOTE_OPERATORE_split_2gram\"]).groupby(['CASISTICA_MOTIVAZIONE']).apply(lambda x: x.nlargest(10,['metric'])).reset_index(drop=True)\n", + "b = b[[\"CASISTICA_MOTIVAZIONE\",\"NOTE_OPERATORE_split_2gram\", \"count_placeholder\", \"sum_selfjoin\", \"metric\"]]\n", + "b.rename(columns={\"NOTE_OPERATORE_split_2gram\": \"n-gram\"}, inplace=True)\n", + "\n", + "res = pd.concat([a,b])\n", + "res.sort_values(by=\"CASISTICA_MOTIVAZIONE\", ascending=False).iloc[:55]\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 232, + "id": "2e89a89e", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\a.torchi\\AppData\\Local\\Temp\\ipykernel_21580\\173629697.py:3: FutureWarning: DataFrameGroupBy.apply operated on the grouping columns. This behavior is deprecated, and in a future version of pandas the grouping columns will be excluded from the operation. Either pass `include_groups=False` to exclude the groupings or explicitly select the grouping columns after groupby to silence this warning.\n", + " res = res.groupby([\"CASISTICA_MOTIVAZIONE\"]).apply(lambda x: x.sort_values(by=\"metric\")).drop(\"CASISTICA_MOTIVAZIONE\", axis=1)\n" + ] + } + ], + "source": [ + "res = pd.concat([a,b])\n", + "res.sort_values(by=\"CASISTICA_MOTIVAZIONE\", ascending=False).iloc[:55]\n", + "res = res.groupby([\"CASISTICA_MOTIVAZIONE\"]).apply(lambda x: x.sort_values(by=\"metric\")).drop(\"CASISTICA_MOTIVAZIONE\", axis=1)\n", + "res.to_excel(\"most_relevane_ngrams.xlsx\")" + ] + }, + { + "cell_type": "code", + "execution_count": 227, + "id": "f526078a", + "metadata": {}, "outputs": [ { "data": { @@ -474,1681 +1278,763 @@ " \n", " \n", " CASISTICA_MOTIVAZIONE\n", - " NOTE_OPERATORE_split_3gram\n", + " n-gram\n", " count_placeholder\n", - " CASISTICA_MOTIVAZIONE_selfjoin\n", - " count_selfjoin\n", " sum_selfjoin\n", - " tf_idf\n", + " metric\n", " \n", " \n", " \n", " \n", - " 2627\n", + " 119\n", " Generica\n", - " (mai, stato, proprietario)\n", - " 11\n", - " Periodo diverso\n", - " 2\n", - " 3\n", - " 3.666667\n", - " \n", - " \n", - " 2626\n", - " Generica\n", - " (mai, stato, proprietario)\n", - " 11\n", - " No esenzione PH\n", - " 1\n", - " 3\n", - " 3.666667\n", - " \n", - " \n", - " 2625\n", - " Periodo diverso\n", - " (manca, vers, allega)\n", - " 11\n", - " Generica\n", - " 3\n", - " 3\n", - " 3.666667\n", - " \n", - " \n", - " 2587\n", - " Furto non annotato\n", - " (annotata, pra, già)\n", - " 8\n", - " Esportazione non annotata\n", - " 1\n", - " 2\n", - " 4.000000\n", - " \n", - " \n", - " 2588\n", - " Furto non annotato\n", - " (annotata, pra, già)\n", - " 8\n", - " Generica\n", - " 1\n", - " 2\n", - " 4.000000\n", - " \n", - " \n", - " 2386\n", - " Periodo diverso\n", - " (periodo, tributario, versamento)\n", - " 4\n", - " Generica\n", - " 1\n", - " 1\n", - " 4.000000\n", - " \n", - " \n", - " 2335\n", - " Regione diversa\n", - " (versamento, favore, regione)\n", - " 4\n", - " Periodo diverso\n", - " 1\n", - " 1\n", - " 4.000000\n", - " \n", - " \n", - " 2347\n", - " Furto non annotato\n", - " (furto, allega, denuncia)\n", - " 4\n", - " Generica\n", - " 1\n", - " 1\n", - " 4.000000\n", - " \n", - " \n", - " 2356\n", - " Vendita tardiva\n", - " (vendita, bollo, dovuto)\n", - " 4\n", - " Generica\n", - " 1\n", - " 1\n", - " 4.000000\n", - " \n", - " \n", - " 2384\n", - " Periodo diverso\n", - " (versamento, allegato, relativo)\n", - " 4\n", - " Vendita tardiva\n", - " 1\n", - " 1\n", - " 4.000000\n", - " \n", - " \n", - " 2379\n", - " Vendita tardiva\n", - " (periodo, tributario, già)\n", - " 4\n", - " Periodo diverso\n", - " 1\n", - " 1\n", - " 4.000000\n", - " \n", - " \n", - " 2345\n", - " Furto non annotato\n", - " (denuncia, furto, mai)\n", - " 4\n", - " Generica\n", - " 1\n", - " 1\n", - " 4.000000\n", - " \n", - " \n", - " 2302\n", - " Periodo diverso\n", - " (allega, bollo, pagato)\n", - " 4\n", - " Generica\n", - " 1\n", - " 1\n", - " 4.000000\n", - " \n", - " \n", - " 2340\n", - " Generica\n", - " (presa, carico, demolitore)\n", - " 4\n", - " Fermo\n", - " 1\n", - " 1\n", - " 4.000000\n", - " \n", - " \n", - " 2315\n", - " No esenzione PH\n", - " (invalidità, idoneo, rilascio)\n", - " 4\n", - " Generica\n", - " 1\n", - " 1\n", - " 4.000000\n", - " \n", - " \n", - " 2295\n", - " Periodo diverso\n", - " (non, presente, bollo)\n", - " 4\n", - " Vendita tardiva\n", - " 1\n", - " 1\n", - " 4.000000\n", - " \n", - " \n", - " 2296\n", - " Generica\n", - " (altra, regione, periodo)\n", - " 4\n", - " Acquisto nel mese di rinnovo; concessionario\n", - " 1\n", - " 1\n", - " 4.000000\n", - " \n", - " \n", - " 2317\n", - " Generica\n", - " (nessun, versamento, presente)\n", - " 4\n", - " Periodo diverso\n", - " 1\n", - " 1\n", - " 4.000000\n", - " \n", - " \n", - " 2316\n", - " Esenzione PH senza istanza\n", - " (presente, cliente, avvisato)\n", - " 4\n", - " Generica\n", - " 1\n", - " 1\n", - " 4.000000\n", - " \n", - " \n", - " 2336\n", - " Periodo diverso\n", - " (non, presente, ricevuta)\n", - " 4\n", - " Ricevuta non valida\n", - " 1\n", - " 1\n", - " 4.000000\n", - " \n", - " \n", - " 2355\n", - " Generica\n", - " (domiciliazione, bancaria, attiva)\n", - " 4\n", - " Domiciliazione tardiva\n", - " 1\n", - " 1\n", - " 4.000000\n", - " \n", - " \n", - " 2282\n", - " Generica\n", - " (visura, pra, risulta)\n", - " 4\n", - " Vendita tardiva\n", - " 1\n", - " 1\n", - " 4.000000\n", - " \n", - " \n", - " 2280\n", - " Vendita tardiva\n", - " (veicolo, venduto, mese)\n", - " 4\n", - " Generica\n", - " 1\n", - " 1\n", - " 4.000000\n", - " \n", - " \n", - " 2273\n", - " Generica\n", - " (bollo, dovuto, cliente)\n", - " 4\n", - " Demolizione\n", - " 1\n", - " 1\n", - " 4.000000\n", - " \n", - " \n", - " 2277\n", - " Generica\n", - " (perdita, possesso, trascritta)\n", - " 4\n", - " Sequestro non annotato\n", - " 1\n", - " 1\n", - " 4.000000\n", - " \n", - " \n", - " 2330\n", - " Regione diversa\n", - " (versamento, effettuato, favore)\n", - " 4\n", - " Periodo diverso\n", - " 1\n", - " 1\n", - " 4.000000\n", - " \n", - " \n", - " 2383\n", - " Vendita tardiva\n", - " (utile, atto, di)\n", - " 4\n", - " Acquisto nel mese di rinnovo; privato\n", - " 1\n", - " 1\n", - " 4.000000\n", - " \n", - " \n", - " 2272\n", - " Periodo diverso\n", - " (non, congruo, versamento)\n", - " 4\n", - " Veicolo diverso\n", - " 1\n", - " 1\n", - " 4.000000\n", - " \n", - " \n", - " 2270\n", - " Generica\n", - " (pratica, lavorata, nuovo)\n", - " 4\n", - " Periodo diverso\n", - " 1\n", - " 1\n", - " 4.000000\n", - " \n", - " \n", - " 2309\n", - " Generica\n", - " (veicolo, demolito, periodo)\n", - " 4\n", - " Demolizione\n", - " 1\n", - " 1\n", - " 4.000000\n", - " \n", - " \n", - " 2279\n", - " Generica\n", - " (targa, errata, targa)\n", - " 4\n", - " Regione diversa\n", - " 1\n", - " 1\n", - " 4.000000\n", - " \n", - " \n", - " 2304\n", - " Periodo diverso\n", - " (presente, allega, versamenti)\n", - " 4\n", - " Veicolo diverso\n", - " 1\n", - " 1\n", - " 4.000000\n", - " \n", - " \n", - " 2645\n", - " Vendita tardiva\n", - " (vendita, tardivo, veicolo)\n", - " 13\n", - " Acquisto nel mese di rinnovo; concessionario\n", - " 1\n", - " 3\n", - " 4.333333\n", - " \n", - " \n", - " 2646\n", - " Vendita tardiva\n", - " (vendita, tardivo, veicolo)\n", - " 13\n", - " Acquisto nel mese di rinnovo; privato\n", - " 2\n", - " 3\n", - " 4.333333\n", - " \n", - " \n", - " 2607\n", - " Generica\n", - " (veicolo, targato, targa)\n", - " 9\n", - " No esenzione PH\n", - " 1\n", - " 2\n", - " 4.500000\n", - " \n", - " \n", - " 2608\n", - " Generica\n", - " (veicolo, targato, targa)\n", - " 9\n", - " Veicolo diverso\n", - " 1\n", - " 2\n", - " 4.500000\n", - " \n", - " \n", - " 2463\n", - " Periodo diverso\n", - " (regione, versamento, non)\n", - " 5\n", - " Regione diversa\n", - " 1\n", - " 1\n", - " 5.000000\n", - " \n", - " \n", - " 2616\n", - " Periodo diverso\n", - " (versamento, riferito, altra)\n", - " 10\n", - " Veicolo diverso\n", - " 1\n", - " 2\n", - " 5.000000\n", - " \n", - " \n", - " 2615\n", - " Periodo diverso\n", - " (versamento, riferito, altra)\n", - " 10\n", - " Generica\n", - " 1\n", - " 2\n", - " 5.000000\n", - " \n", - " \n", - " 2467\n", - " Periodo diverso\n", - " (richiesta, versamento, non)\n", - " 5\n", - " Esenzione PH senza istanza\n", - " 1\n", - " 1\n", - " 5.000000\n", - " \n", - " \n", - " 2462\n", - " Generica\n", - " (atto, altra, regione)\n", - " 5\n", - " Acquisto nel mese di rinnovo; privato\n", - " 1\n", - " 1\n", - " 5.000000\n", - " \n", - " \n", - " 2390\n", - " Vendita tardiva\n", - " (bollo, dovuto, vendita)\n", - " 5\n", - " Generica 2_non allegata documentazione\n", - " 1\n", - " 1\n", - " 5.000000\n", - " \n", - " \n", - " 2612\n", - " Furto non annotato\n", - " (perdita, possesso, furto)\n", - " 10\n", - " Rientro in possesso\n", - " 1\n", - " 2\n", - " 5.000000\n", - " \n", - " \n", - " 2395\n", - " Generica\n", - " (rientro, possesso, data)\n", - " 5\n", - " Rientro in possesso\n", - " 1\n", - " 1\n", - " 5.000000\n", - " \n", - " \n", - " 2394\n", - " Periodo diverso\n", - " (presente, aci/tabaccaio/agenzia, versamento)\n", - " 5\n", - " Ricevuta non valida\n", - " 1\n", - " 1\n", - " 5.000000\n", - " \n", - " \n", - " 2476\n", - " Periodo diverso\n", - " (allega, ricevuta, pagamento)\n", - " 5\n", - " Generica\n", - " 1\n", - " 1\n", - " 5.000000\n", - " \n", - " \n", - " 2448\n", - " Generica\n", - " (dichiara, aver, pagato)\n", - " 5\n", - " Vendita tardiva\n", - " 1\n", - " 1\n", - " 5.000000\n", - " \n", - " \n", - " 2446\n", - " Generica\n", - " (disabile, fiscalmente, carico)\n", - " 5\n", - " No esenzione PH\n", - " 1\n", - " 1\n", - " 5.000000\n", - " \n", - " \n", - " 2420\n", - " Esenzione PH senza istanza\n", - " (disabile, respinta, manca)\n", - " 5\n", - " No esenzione PH\n", - " 1\n", - " 1\n", - " 5.000000\n", - " \n", - " \n", - " 2611\n", - " Furto non annotato\n", - " (perdita, possesso, furto)\n", - " 10\n", - " Generica\n", - " 1\n", - " 2\n", - " 5.000000\n", - " \n", - " \n", - " 2662\n", - " Generica\n", - " (cliente, dichiara, aver)\n", - " 16\n", - " Vendita tardiva\n", - " 1\n", - " 3\n", - " 5.333333\n", - " \n", - " \n", - " 2664\n", - " Generica\n", - " (allega, carta, circolazione)\n", - " 16\n", - " Esenzione PH senza istanza\n", - " 1\n", - " 3\n", - " 5.333333\n", - " \n", - " \n", - " 2665\n", - " Generica\n", - " (allega, carta, circolazione)\n", - " 16\n", - " Esportazione non annotata\n", - " 1\n", - " 3\n", - " 5.333333\n", - " \n", - " \n", - " 2666\n", - " Generica\n", - " (allega, carta, circolazione)\n", - " 16\n", - " Vendita tardiva\n", - " 1\n", - " 3\n", - " 5.333333\n", - " \n", - " \n", - " 2663\n", - " Generica\n", - " (cliente, dichiara, aver)\n", - " 16\n", - " Esportazione non annotata\n", - " 2\n", - " 3\n", - " 5.333333\n", - " \n", - " \n", - " 2635\n", - " Periodo diverso\n", - " (non, presente, versamento)\n", - " 11\n", - " Regione diversa\n", - " 1\n", - " 2\n", - " 5.500000\n", - " \n", - " \n", - " 2636\n", - " Periodo diverso\n", - " (non, presente, versamento)\n", - " 11\n", - " Veicolo diverso\n", - " 1\n", - " 2\n", - " 5.500000\n", - " \n", - " \n", - " 2483\n", - " Generica\n", - " (documentazione, allegata, targa)\n", - " 6\n", - " Periodo diverso\n", - " 1\n", - " 1\n", - " 6.000000\n", - " \n", - " \n", - " 2639\n", - " Generica\n", - " (allega, certificato, storico)\n", - " 12\n", - " Esenzione PH senza istanza\n", - " 2\n", - " 2\n", - " 6.000000\n", - " \n", - " \n", - " 2534\n", - " Periodo diverso\n", - " (x, periodo, tributario)\n", - " 6\n", - " Generica\n", - " 1\n", - " 1\n", - " 6.000000\n", - " \n", - " \n", - " 2512\n", - " Periodo diverso\n", - " (versamento, allegato, anno)\n", - " 6\n", - " Generica\n", - " 1\n", - " 1\n", - " 6.000000\n", - " \n", - " \n", - " 2533\n", - " Generica\n", - " (carta, circolazione, annotazione)\n", - " 6\n", - " Esenzione PH senza istanza\n", - " 1\n", - " 1\n", - " 6.000000\n", - " \n", - " \n", - " 2518\n", - " Vendita tardiva\n", - " (pagamento, atto, di)\n", - " 6\n", - " Acquisto nel mese di rinnovo; privato\n", - " 1\n", - " 1\n", - " 6.000000\n", - " \n", - " \n", - " 2482\n", - " Periodo diverso\n", - " (non, presente, allegato)\n", - " 6\n", - " Esenzione PH senza istanza\n", - " 1\n", - " 1\n", - " 6.000000\n", - " \n", - " \n", - " 2642\n", - " Periodo diverso\n", - " (bollo, allegato, corrisponde)\n", - " 12\n", - " Generica\n", - " 2\n", - " 2\n", - " 6.000000\n", - " \n", - " \n", - " 2644\n", - " Periodo diverso\n", - " (bollo, pagato, x)\n", - " 12\n", - " Regione diversa\n", - " 1\n", - " 2\n", - " 6.000000\n", - " \n", - " \n", - " 2643\n", - " Periodo diverso\n", - " (bollo, pagato, x)\n", - " 12\n", - " Generica\n", - " 1\n", - " 2\n", - " 6.000000\n", - " \n", - " \n", - " 2479\n", - " Periodo diverso\n", - " (allegato, anno, manca)\n", - " 6\n", - " Generica\n", - " 1\n", - " 1\n", - " 6.000000\n", - " \n", - " \n", - " 2652\n", - " Generica\n", - " (atto, data, certa)\n", - " 13\n", - " Furto non annotato\n", - " 1\n", - " 2\n", - " 6.500000\n", - " \n", - " \n", - " 2651\n", - " Generica\n", - " (atto, data, certa)\n", - " 13\n", - " Esportazione non annotata\n", - " 1\n", - " 2\n", - " 6.500000\n", - " \n", - " \n", - " 2683\n", - " Periodo diverso\n", - " (presente, non, congruo)\n", - " 27\n", - " Veicolo diverso\n", - " 3\n", - " 4\n", - " 6.750000\n", - " \n", - " \n", - " 2680\n", - " Periodo diverso\n", - " (versam, presente, non)\n", - " 27\n", - " Versamento annullato\n", - " 1\n", - " 4\n", - " 6.750000\n", - " \n", - " \n", - " 2682\n", - " Periodo diverso\n", - " (presente, non, congruo)\n", - " 27\n", - " Versamento annullato\n", - " 1\n", - " 4\n", - " 6.750000\n", - " \n", - " \n", - " 2681\n", - " Periodo diverso\n", - " (versam, presente, non)\n", - " 27\n", - " Veicolo diverso\n", - " 3\n", - " 4\n", - " 6.750000\n", - " \n", - " \n", - " 2737\n", - " Vendita tardiva\n", - " (atto, di, vendita)\n", - " 152\n", - " Domiciliazione tardiva\n", - " 1\n", - " 22\n", - " 6.909091\n", - " \n", - " \n", - " 2740\n", - " Vendita tardiva\n", - " (atto, di, vendita)\n", - " 152\n", - " No minivoltura\n", - " 1\n", - " 22\n", - " 6.909091\n", - " \n", - " \n", - " 2745\n", - " Vendita tardiva\n", - " (atto, di, vendita)\n", - " 152\n", - " Acquisto nel mese di rinnovo; privato\n", + " (carta, circolazione)\n", + " 85\n", " 7\n", - " 22\n", - " 6.909091\n", + " 115.136381\n", " \n", " \n", - " 2744\n", - " Vendita tardiva\n", - " (atto, di, vendita)\n", - " 152\n", - " Periodo diverso\n", - " 6\n", - " 22\n", - " 6.909091\n", - " \n", - " \n", - " 2743\n", - " Vendita tardiva\n", - " (atto, di, vendita)\n", - " 152\n", - " Demolizione\n", - " 2\n", - " 22\n", - " 6.909091\n", - " \n", - " \n", - " 2739\n", - " Vendita tardiva\n", - " (atto, di, vendita)\n", - " 152\n", - " Generica 2_non allegata documentazione\n", - " 1\n", - " 22\n", - " 6.909091\n", - " \n", - " \n", - " 2738\n", - " Vendita tardiva\n", - " (atto, di, vendita)\n", - " 152\n", - " Esportazione non annotata\n", - " 1\n", - " 22\n", - " 6.909091\n", - " \n", - " \n", - " 2742\n", - " Vendita tardiva\n", - " (atto, di, vendita)\n", - " 152\n", - " Acquisto nel mese di rinnovo; concessionario\n", - " 2\n", - " 22\n", - " 6.909091\n", - " \n", - " \n", - " 2741\n", - " Vendita tardiva\n", - " (atto, di, vendita)\n", - " 152\n", - " Veicolo diverso\n", - " 1\n", - " 22\n", - " 6.909091\n", - " \n", - " \n", - " 2654\n", - " Vendita tardiva\n", - " (dovuto, versamento, non)\n", - " 14\n", - " Perdita possesso con DS successiva\n", - " 1\n", - " 2\n", - " 7.000000\n", - " \n", - " \n", - " 2653\n", - " Vendita tardiva\n", - " (dovuto, versamento, non)\n", - " 14\n", - " Esportazione non annotata\n", - " 1\n", - " 2\n", - " 7.000000\n", - " \n", - " \n", - " 2579\n", + " 120\n", " Generica\n", - " (allega, presa, carico)\n", - " 7\n", - " Fermo\n", - " 1\n", - " 1\n", - " 7.000000\n", - " \n", - " \n", - " 2572\n", - " Periodo diverso\n", - " (presente, allega, versamento)\n", - " 7\n", - " Veicolo diverso\n", - " 1\n", - " 1\n", - " 7.000000\n", - " \n", - " \n", - " 2576\n", - " Periodo diverso\n", - " (corrisponde, periodo, richiesto)\n", - " 7\n", - " Regione diversa\n", - " 1\n", - " 1\n", - " 7.000000\n", - " \n", - " \n", - " 2578\n", - " Periodo diverso\n", - " (pagato, x, periodo)\n", - " 7\n", - " Generica\n", - " 1\n", - " 1\n", - " 7.000000\n", - " \n", - " \n", - " 2566\n", - " Periodo diverso\n", - " (ricevuta, allegata, riferita)\n", - " 7\n", - " Veicolo diverso\n", - " 1\n", - " 1\n", - " 7.000000\n", - " \n", - " \n", - " 2731\n", - " Vendita tardiva\n", - " (di, vendita, tardivo)\n", - " 147\n", - " Domiciliazione tardiva\n", - " 1\n", + " (iscrizione, asi)\n", " 19\n", - " 7.736842\n", - " \n", - " \n", - " 2733\n", - " Vendita tardiva\n", - " (di, vendita, tardivo)\n", - " 147\n", - " Veicolo diverso\n", " 1\n", - " 19\n", - " 7.736842\n", + " 52.075960\n", " \n", " \n", - " 2732\n", - " Vendita tardiva\n", - " (di, vendita, tardivo)\n", - " 147\n", - " No minivoltura\n", - " 1\n", - " 19\n", - " 7.736842\n", - " \n", - " \n", - " 2735\n", - " Vendita tardiva\n", - " (di, vendita, tardivo)\n", - " 147\n", - " Periodo diverso\n", - " 6\n", - " 19\n", - " 7.736842\n", - " \n", - " \n", - " 2734\n", - " Vendita tardiva\n", - " (di, vendita, tardivo)\n", - " 147\n", - " Acquisto nel mese di rinnovo; concessionario\n", - " 2\n", - " 19\n", - " 7.736842\n", - " \n", - " \n", - " 2736\n", - " Vendita tardiva\n", - " (di, vendita, tardivo)\n", - " 147\n", - " Acquisto nel mese di rinnovo; privato\n", - " 7\n", - " 19\n", - " 7.736842\n", - " \n", - " \n", - " 2730\n", - " Vendita tardiva\n", - " (di, vendita, tardivo)\n", - " 147\n", - " Demolizione\n", - " 1\n", - " 19\n", - " 7.736842\n", - " \n", - " \n", - " 2591\n", - " Periodo diverso\n", - " (riferito, periodo, tributario)\n", - " 8\n", + " 121\n", " Generica\n", + " (codice, fiscale)\n", + " 18\n", " 1\n", - " 1\n", - " 8.000000\n", + " 49.335120\n", " \n", " \n", - " 2589\n", - " Fermo\n", - " (fermo, amministrativo, fermo)\n", - " 8\n", + " 122\n", " Generica\n", - " 1\n", - " 1\n", - " 8.000000\n", + " (presa, carico)\n", + " 23\n", + " 3\n", + " 47.096935\n", " \n", " \n", - " 2583\n", - " Furto non annotato\n", - " (furto, mai, trascritto)\n", - " 8\n", + " 123\n", " Generica\n", - " 1\n", - " 1\n", - " 8.000000\n", - " \n", - " \n", - " 2586\n", - " Vendita tardiva\n", - " (atto, vendita, atto)\n", - " 8\n", - " Generica 2_non allegata documentazione\n", - " 1\n", - " 1\n", - " 8.000000\n", - " \n", - " \n", - " 2590\n", - " Generica\n", - " (manca, carta, circolazione)\n", - " 8\n", - " Esportazione non annotata\n", - " 1\n", - " 1\n", - " 8.000000\n", - " \n", - " \n", - " 2602\n", - " Periodo diverso\n", - " (ricevuta, relativa, diverso)\n", - " 9\n", - " Veicolo diverso\n", - " 1\n", - " 1\n", - " 9.000000\n", - " \n", - " \n", - " 2610\n", - " Regione diversa\n", - " (regione, bollo, pagato)\n", - " 9\n", - " Generica\n", - " 1\n", - " 1\n", - " 9.000000\n", - " \n", - " \n", - " 2609\n", - " Generica\n", - " (dichiara, aver, venduto)\n", - " 9\n", - " Vendita tardiva\n", - " 1\n", - " 1\n", - " 9.000000\n", - " \n", - " \n", - " 2614\n", - " Vendita tardiva\n", - " (tardivo, veicolo, venduto)\n", - " 10\n", - " Generica\n", - " 1\n", - " 1\n", - " 10.000000\n", - " \n", - " \n", - " 2621\n", - " Periodo diverso\n", - " (allegato, corrisponde, periodo)\n", - " 10\n", - " Regione diversa\n", - " 1\n", - " 1\n", - " 10.000000\n", - " \n", - " \n", - " 2613\n", - " Vendita tardiva\n", - " (dovuto, atto, di)\n", - " 10\n", - " Periodo diverso\n", - " 1\n", - " 1\n", - " 10.000000\n", - " \n", - " \n", - " 2620\n", - " Periodo diverso\n", - " (non, congruo, allega)\n", - " 10\n", - " Veicolo diverso\n", - " 1\n", - " 1\n", - " 10.000000\n", - " \n", - " \n", - " 2637\n", - " Periodo diverso\n", - " (allega, versamento, anno)\n", - " 11\n", - " Veicolo diverso\n", - " 1\n", - " 1\n", - " 11.000000\n", - " \n", - " \n", - " 2624\n", - " Periodo diverso\n", - " (allegata, ricevuta, relativa)\n", - " 11\n", - " Veicolo diverso\n", - " 1\n", - " 1\n", - " 11.000000\n", - " \n", - " \n", - " 2650\n", - " Periodo diverso\n", - " (versamento, riferito, periodo)\n", - " 13\n", - " Generica\n", - " 1\n", - " 1\n", - " 13.000000\n", - " \n", - " \n", - " 2661\n", - " Periodo diverso\n", - " (versamento, allegato, riferito)\n", + " (x000d, x000d)\n", " 15\n", - " Veicolo diverso\n", " 1\n", - " 1\n", - " 15.000000\n", + " 41.112600\n", " \n", " \n", - " 2671\n", - " Vendita tardiva\n", - " (vendita, atto, di)\n", - " 17\n", - " Generica 2_non allegata documentazione\n", + " 124\n", + " Generica\n", + " (essere, mai)\n", + " 15\n", " 1\n", - " 1\n", - " 17.000000\n", + " 41.112600\n", " \n", " \n", - " 2693\n", - " Vendita tardiva\n", - " (vendita, tardivo, atto)\n", - " 29\n", - " Acquisto nel mese di rinnovo; privato\n", + " 125\n", + " Generica\n", + " (n, licenza)\n", + " 15\n", + " 2\n", + " 35.030624\n", + " \n", + " \n", + " 126\n", + " Generica\n", + " (stato, proprietario)\n", + " 12\n", " 1\n", + " 32.890080\n", + " \n", + " \n", + " 127\n", + " Generica\n", + " (documento, identità)\n", + " 12\n", " 1\n", - " 29.000000\n", + " 32.890080\n", + " \n", + " \n", + " 128\n", + " Generica\n", + " (cliente, aver)\n", + " 16\n", + " 3\n", + " 32.763085\n", " \n", " \n", "\n", "" ], "text/plain": [ - " CASISTICA_MOTIVAZIONE \\\n", - "2627 Generica \n", - "2626 Generica \n", - "2625 Periodo diverso \n", - "2587 Furto non annotato \n", - "2588 Furto non annotato \n", - "2386 Periodo diverso \n", - "2335 Regione diversa \n", - "2347 Furto non annotato \n", - "2356 Vendita tardiva \n", - "2384 Periodo diverso \n", - "2379 Vendita tardiva \n", - "2345 Furto non annotato \n", - "2302 Periodo diverso \n", - "2340 Generica \n", - "2315 No esenzione PH \n", - "2295 Periodo diverso \n", - "2296 Generica \n", - "2317 Generica \n", - "2316 Esenzione PH senza istanza \n", - "2336 Periodo diverso \n", - "2355 Generica \n", - "2282 Generica \n", - "2280 Vendita tardiva \n", - "2273 Generica \n", - "2277 Generica \n", - "2330 Regione diversa \n", - "2383 Vendita tardiva \n", - "2272 Periodo diverso \n", - "2270 Generica \n", - "2309 Generica \n", - "2279 Generica \n", - "2304 Periodo diverso \n", - "2645 Vendita tardiva \n", - "2646 Vendita tardiva \n", - "2607 Generica \n", - "2608 Generica \n", - "2463 Periodo diverso \n", - "2616 Periodo diverso \n", - "2615 Periodo diverso \n", - "2467 Periodo diverso \n", - "2462 Generica \n", - "2390 Vendita tardiva \n", - "2612 Furto non annotato \n", - "2395 Generica \n", - "2394 Periodo diverso \n", - "2476 Periodo diverso \n", - "2448 Generica \n", - "2446 Generica \n", - "2420 Esenzione PH senza istanza \n", - "2611 Furto non annotato \n", - "2662 Generica \n", - "2664 Generica \n", - "2665 Generica \n", - "2666 Generica \n", - "2663 Generica \n", - "2635 Periodo diverso \n", - "2636 Periodo diverso \n", - "2483 Generica \n", - "2639 Generica \n", - "2534 Periodo diverso \n", - "2512 Periodo diverso \n", - "2533 Generica \n", - "2518 Vendita tardiva \n", - "2482 Periodo diverso \n", - "2642 Periodo diverso \n", - "2644 Periodo diverso \n", - "2643 Periodo diverso \n", - "2479 Periodo diverso \n", - "2652 Generica \n", - "2651 Generica \n", - "2683 Periodo diverso \n", - "2680 Periodo diverso \n", - "2682 Periodo diverso \n", - "2681 Periodo diverso \n", - "2737 Vendita tardiva \n", - "2740 Vendita tardiva \n", - "2745 Vendita tardiva \n", - "2744 Vendita tardiva \n", - "2743 Vendita tardiva \n", - "2739 Vendita tardiva \n", - "2738 Vendita tardiva \n", - "2742 Vendita tardiva \n", - "2741 Vendita tardiva \n", - "2654 Vendita tardiva \n", - "2653 Vendita tardiva \n", - "2579 Generica \n", - "2572 Periodo diverso \n", - "2576 Periodo diverso \n", - "2578 Periodo diverso \n", - "2566 Periodo diverso \n", - "2731 Vendita tardiva \n", - "2733 Vendita tardiva \n", - "2732 Vendita tardiva \n", - "2735 Vendita tardiva \n", - "2734 Vendita tardiva \n", - "2736 Vendita tardiva \n", - "2730 Vendita tardiva \n", - "2591 Periodo diverso \n", - "2589 Fermo \n", - "2583 Furto non annotato \n", - "2586 Vendita tardiva \n", - "2590 Generica \n", - "2602 Periodo diverso \n", - "2610 Regione diversa \n", - "2609 Generica \n", - "2614 Vendita tardiva \n", - "2621 Periodo diverso \n", - "2613 Vendita tardiva \n", - "2620 Periodo diverso \n", - "2637 Periodo diverso \n", - "2624 Periodo diverso \n", - "2650 Periodo diverso \n", - "2661 Periodo diverso \n", - "2671 Vendita tardiva \n", - "2693 Vendita tardiva \n", + " CASISTICA_MOTIVAZIONE n-gram count_placeholder \\\n", + "119 Generica (carta, circolazione) 85 \n", + "120 Generica (iscrizione, asi) 19 \n", + "121 Generica (codice, fiscale) 18 \n", + "122 Generica (presa, carico) 23 \n", + "123 Generica (x000d, x000d) 15 \n", + "124 Generica (essere, mai) 15 \n", + "125 Generica (n, licenza) 15 \n", + "126 Generica (stato, proprietario) 12 \n", + "127 Generica (documento, identità) 12 \n", + "128 Generica (cliente, aver) 16 \n", "\n", - " NOTE_OPERATORE_split_3gram count_placeholder \\\n", - "2627 (mai, stato, proprietario) 11 \n", - "2626 (mai, stato, proprietario) 11 \n", - "2625 (manca, vers, allega) 11 \n", - "2587 (annotata, pra, già) 8 \n", - "2588 (annotata, pra, già) 8 \n", - "2386 (periodo, tributario, versamento) 4 \n", - "2335 (versamento, favore, regione) 4 \n", - "2347 (furto, allega, denuncia) 4 \n", - "2356 (vendita, bollo, dovuto) 4 \n", - "2384 (versamento, allegato, relativo) 4 \n", - "2379 (periodo, tributario, già) 4 \n", - "2345 (denuncia, furto, mai) 4 \n", - "2302 (allega, bollo, pagato) 4 \n", - "2340 (presa, carico, demolitore) 4 \n", - "2315 (invalidità, idoneo, rilascio) 4 \n", - "2295 (non, presente, bollo) 4 \n", - "2296 (altra, regione, periodo) 4 \n", - "2317 (nessun, versamento, presente) 4 \n", - "2316 (presente, cliente, avvisato) 4 \n", - "2336 (non, presente, ricevuta) 4 \n", - "2355 (domiciliazione, bancaria, attiva) 4 \n", - "2282 (visura, pra, risulta) 4 \n", - "2280 (veicolo, venduto, mese) 4 \n", - "2273 (bollo, dovuto, cliente) 4 \n", - "2277 (perdita, possesso, trascritta) 4 \n", - "2330 (versamento, effettuato, favore) 4 \n", - "2383 (utile, atto, di) 4 \n", - "2272 (non, congruo, versamento) 4 \n", - "2270 (pratica, lavorata, nuovo) 4 \n", - "2309 (veicolo, demolito, periodo) 4 \n", - "2279 (targa, errata, targa) 4 \n", - "2304 (presente, allega, versamenti) 4 \n", - "2645 (vendita, tardivo, veicolo) 13 \n", - "2646 (vendita, tardivo, veicolo) 13 \n", - "2607 (veicolo, targato, targa) 9 \n", - "2608 (veicolo, targato, targa) 9 \n", - "2463 (regione, versamento, non) 5 \n", - "2616 (versamento, riferito, altra) 10 \n", - "2615 (versamento, riferito, altra) 10 \n", - "2467 (richiesta, versamento, non) 5 \n", - "2462 (atto, altra, regione) 5 \n", - "2390 (bollo, dovuto, vendita) 5 \n", - "2612 (perdita, possesso, furto) 10 \n", - "2395 (rientro, possesso, data) 5 \n", - "2394 (presente, aci/tabaccaio/agenzia, versamento) 5 \n", - "2476 (allega, ricevuta, pagamento) 5 \n", - "2448 (dichiara, aver, pagato) 5 \n", - "2446 (disabile, fiscalmente, carico) 5 \n", - "2420 (disabile, respinta, manca) 5 \n", - "2611 (perdita, possesso, furto) 10 \n", - "2662 (cliente, dichiara, aver) 16 \n", - "2664 (allega, carta, circolazione) 16 \n", - "2665 (allega, carta, circolazione) 16 \n", - "2666 (allega, carta, circolazione) 16 \n", - "2663 (cliente, dichiara, aver) 16 \n", - "2635 (non, presente, versamento) 11 \n", - "2636 (non, presente, versamento) 11 \n", - "2483 (documentazione, allegata, targa) 6 \n", - "2639 (allega, certificato, storico) 12 \n", - "2534 (x, periodo, tributario) 6 \n", - "2512 (versamento, allegato, anno) 6 \n", - "2533 (carta, circolazione, annotazione) 6 \n", - "2518 (pagamento, atto, di) 6 \n", - "2482 (non, presente, allegato) 6 \n", - "2642 (bollo, allegato, corrisponde) 12 \n", - "2644 (bollo, pagato, x) 12 \n", - "2643 (bollo, pagato, x) 12 \n", - "2479 (allegato, anno, manca) 6 \n", - "2652 (atto, data, certa) 13 \n", - "2651 (atto, data, certa) 13 \n", - "2683 (presente, non, congruo) 27 \n", - "2680 (versam, presente, non) 27 \n", - "2682 (presente, non, congruo) 27 \n", - "2681 (versam, presente, non) 27 \n", - "2737 (atto, di, vendita) 152 \n", - "2740 (atto, di, vendita) 152 \n", - "2745 (atto, di, vendita) 152 \n", - "2744 (atto, di, vendita) 152 \n", - "2743 (atto, di, vendita) 152 \n", - "2739 (atto, di, vendita) 152 \n", - "2738 (atto, di, vendita) 152 \n", - "2742 (atto, di, vendita) 152 \n", - "2741 (atto, di, vendita) 152 \n", - "2654 (dovuto, versamento, non) 14 \n", - "2653 (dovuto, versamento, non) 14 \n", - "2579 (allega, presa, carico) 7 \n", - "2572 (presente, allega, versamento) 7 \n", - "2576 (corrisponde, periodo, richiesto) 7 \n", - "2578 (pagato, x, periodo) 7 \n", - "2566 (ricevuta, allegata, riferita) 7 \n", - "2731 (di, vendita, tardivo) 147 \n", - "2733 (di, vendita, tardivo) 147 \n", - "2732 (di, vendita, tardivo) 147 \n", - "2735 (di, vendita, tardivo) 147 \n", - "2734 (di, vendita, tardivo) 147 \n", - "2736 (di, vendita, tardivo) 147 \n", - "2730 (di, vendita, tardivo) 147 \n", - "2591 (riferito, periodo, tributario) 8 \n", - "2589 (fermo, amministrativo, fermo) 8 \n", - "2583 (furto, mai, trascritto) 8 \n", - "2586 (atto, vendita, atto) 8 \n", - "2590 (manca, carta, circolazione) 8 \n", - "2602 (ricevuta, relativa, diverso) 9 \n", - "2610 (regione, bollo, pagato) 9 \n", - "2609 (dichiara, aver, venduto) 9 \n", - "2614 (tardivo, veicolo, venduto) 10 \n", - "2621 (allegato, corrisponde, periodo) 10 \n", - "2613 (dovuto, atto, di) 10 \n", - "2620 (non, congruo, allega) 10 \n", - "2637 (allega, versamento, anno) 11 \n", - "2624 (allegata, ricevuta, relativa) 11 \n", - "2650 (versamento, riferito, periodo) 13 \n", - "2661 (versamento, allegato, riferito) 15 \n", - "2671 (vendita, atto, di) 17 \n", - "2693 (vendita, tardivo, atto) 29 \n", - "\n", - " CASISTICA_MOTIVAZIONE_selfjoin count_selfjoin \\\n", - "2627 Periodo diverso 2 \n", - "2626 No esenzione PH 1 \n", - "2625 Generica 3 \n", - "2587 Esportazione non annotata 1 \n", - "2588 Generica 1 \n", - "2386 Generica 1 \n", - "2335 Periodo diverso 1 \n", - "2347 Generica 1 \n", - "2356 Generica 1 \n", - "2384 Vendita tardiva 1 \n", - "2379 Periodo diverso 1 \n", - "2345 Generica 1 \n", - "2302 Generica 1 \n", - "2340 Fermo 1 \n", - "2315 Generica 1 \n", - "2295 Vendita tardiva 1 \n", - "2296 Acquisto nel mese di rinnovo; concessionario 1 \n", - "2317 Periodo diverso 1 \n", - "2316 Generica 1 \n", - "2336 Ricevuta non valida 1 \n", - "2355 Domiciliazione tardiva 1 \n", - "2282 Vendita tardiva 1 \n", - "2280 Generica 1 \n", - "2273 Demolizione 1 \n", - "2277 Sequestro non annotato 1 \n", - "2330 Periodo diverso 1 \n", - "2383 Acquisto nel mese di rinnovo; privato 1 \n", - "2272 Veicolo diverso 1 \n", - "2270 Periodo diverso 1 \n", - "2309 Demolizione 1 \n", - "2279 Regione diversa 1 \n", - "2304 Veicolo diverso 1 \n", - "2645 Acquisto nel mese di rinnovo; concessionario 1 \n", - "2646 Acquisto nel mese di rinnovo; privato 2 \n", - "2607 No esenzione PH 1 \n", - "2608 Veicolo diverso 1 \n", - "2463 Regione diversa 1 \n", - "2616 Veicolo diverso 1 \n", - "2615 Generica 1 \n", - "2467 Esenzione PH senza istanza 1 \n", - "2462 Acquisto nel mese di rinnovo; privato 1 \n", - "2390 Generica 2_non allegata documentazione 1 \n", - "2612 Rientro in possesso 1 \n", - "2395 Rientro in possesso 1 \n", - "2394 Ricevuta non valida 1 \n", - "2476 Generica 1 \n", - "2448 Vendita tardiva 1 \n", - "2446 No esenzione PH 1 \n", - "2420 No esenzione PH 1 \n", - "2611 Generica 1 \n", - "2662 Vendita tardiva 1 \n", - "2664 Esenzione PH senza istanza 1 \n", - "2665 Esportazione non annotata 1 \n", - "2666 Vendita tardiva 1 \n", - "2663 Esportazione non annotata 2 \n", - "2635 Regione diversa 1 \n", - "2636 Veicolo diverso 1 \n", - "2483 Periodo diverso 1 \n", - "2639 Esenzione PH senza istanza 2 \n", - "2534 Generica 1 \n", - "2512 Generica 1 \n", - "2533 Esenzione PH senza istanza 1 \n", - "2518 Acquisto nel mese di rinnovo; privato 1 \n", - "2482 Esenzione PH senza istanza 1 \n", - "2642 Generica 2 \n", - "2644 Regione diversa 1 \n", - "2643 Generica 1 \n", - "2479 Generica 1 \n", - "2652 Furto non annotato 1 \n", - "2651 Esportazione non annotata 1 \n", - "2683 Veicolo diverso 3 \n", - "2680 Versamento annullato 1 \n", - "2682 Versamento annullato 1 \n", - "2681 Veicolo diverso 3 \n", - "2737 Domiciliazione tardiva 1 \n", - "2740 No minivoltura 1 \n", - "2745 Acquisto nel mese di rinnovo; privato 7 \n", - "2744 Periodo diverso 6 \n", - "2743 Demolizione 2 \n", - "2739 Generica 2_non allegata documentazione 1 \n", - "2738 Esportazione non annotata 1 \n", - "2742 Acquisto nel mese di rinnovo; concessionario 2 \n", - "2741 Veicolo diverso 1 \n", - "2654 Perdita possesso con DS successiva 1 \n", - "2653 Esportazione non annotata 1 \n", - "2579 Fermo 1 \n", - "2572 Veicolo diverso 1 \n", - "2576 Regione diversa 1 \n", - "2578 Generica 1 \n", - "2566 Veicolo diverso 1 \n", - "2731 Domiciliazione tardiva 1 \n", - "2733 Veicolo diverso 1 \n", - "2732 No minivoltura 1 \n", - "2735 Periodo diverso 6 \n", - "2734 Acquisto nel mese di rinnovo; concessionario 2 \n", - "2736 Acquisto nel mese di rinnovo; privato 7 \n", - "2730 Demolizione 1 \n", - "2591 Generica 1 \n", - "2589 Generica 1 \n", - "2583 Generica 1 \n", - "2586 Generica 2_non allegata documentazione 1 \n", - "2590 Esportazione non annotata 1 \n", - "2602 Veicolo diverso 1 \n", - "2610 Generica 1 \n", - "2609 Vendita tardiva 1 \n", - "2614 Generica 1 \n", - "2621 Regione diversa 1 \n", - "2613 Periodo diverso 1 \n", - "2620 Veicolo diverso 1 \n", - "2637 Veicolo diverso 1 \n", - "2624 Veicolo diverso 1 \n", - "2650 Generica 1 \n", - "2661 Veicolo diverso 1 \n", - "2671 Generica 2_non allegata documentazione 1 \n", - "2693 Acquisto nel mese di rinnovo; privato 1 \n", - "\n", - " sum_selfjoin tf_idf \n", - "2627 3 3.666667 \n", - "2626 3 3.666667 \n", - "2625 3 3.666667 \n", - "2587 2 4.000000 \n", - "2588 2 4.000000 \n", - "2386 1 4.000000 \n", - "2335 1 4.000000 \n", - "2347 1 4.000000 \n", - "2356 1 4.000000 \n", - "2384 1 4.000000 \n", - "2379 1 4.000000 \n", - "2345 1 4.000000 \n", - "2302 1 4.000000 \n", - "2340 1 4.000000 \n", - "2315 1 4.000000 \n", - "2295 1 4.000000 \n", - "2296 1 4.000000 \n", - "2317 1 4.000000 \n", - "2316 1 4.000000 \n", - "2336 1 4.000000 \n", - "2355 1 4.000000 \n", - "2282 1 4.000000 \n", - "2280 1 4.000000 \n", - "2273 1 4.000000 \n", - "2277 1 4.000000 \n", - "2330 1 4.000000 \n", - "2383 1 4.000000 \n", - "2272 1 4.000000 \n", - "2270 1 4.000000 \n", - "2309 1 4.000000 \n", - "2279 1 4.000000 \n", - "2304 1 4.000000 \n", - "2645 3 4.333333 \n", - "2646 3 4.333333 \n", - "2607 2 4.500000 \n", - "2608 2 4.500000 \n", - "2463 1 5.000000 \n", - "2616 2 5.000000 \n", - "2615 2 5.000000 \n", - "2467 1 5.000000 \n", - "2462 1 5.000000 \n", - "2390 1 5.000000 \n", - "2612 2 5.000000 \n", - "2395 1 5.000000 \n", - "2394 1 5.000000 \n", - "2476 1 5.000000 \n", - "2448 1 5.000000 \n", - "2446 1 5.000000 \n", - "2420 1 5.000000 \n", - "2611 2 5.000000 \n", - "2662 3 5.333333 \n", - "2664 3 5.333333 \n", - "2665 3 5.333333 \n", - "2666 3 5.333333 \n", - "2663 3 5.333333 \n", - "2635 2 5.500000 \n", - "2636 2 5.500000 \n", - "2483 1 6.000000 \n", - "2639 2 6.000000 \n", - "2534 1 6.000000 \n", - "2512 1 6.000000 \n", - "2533 1 6.000000 \n", - "2518 1 6.000000 \n", - "2482 1 6.000000 \n", - "2642 2 6.000000 \n", - "2644 2 6.000000 \n", - "2643 2 6.000000 \n", - "2479 1 6.000000 \n", - "2652 2 6.500000 \n", - "2651 2 6.500000 \n", - "2683 4 6.750000 \n", - "2680 4 6.750000 \n", - "2682 4 6.750000 \n", - "2681 4 6.750000 \n", - "2737 22 6.909091 \n", - "2740 22 6.909091 \n", - "2745 22 6.909091 \n", - "2744 22 6.909091 \n", - "2743 22 6.909091 \n", - "2739 22 6.909091 \n", - "2738 22 6.909091 \n", - "2742 22 6.909091 \n", - "2741 22 6.909091 \n", - "2654 2 7.000000 \n", - "2653 2 7.000000 \n", - "2579 1 7.000000 \n", - "2572 1 7.000000 \n", - "2576 1 7.000000 \n", - "2578 1 7.000000 \n", - "2566 1 7.000000 \n", - "2731 19 7.736842 \n", - "2733 19 7.736842 \n", - "2732 19 7.736842 \n", - "2735 19 7.736842 \n", - "2734 19 7.736842 \n", - "2736 19 7.736842 \n", - "2730 19 7.736842 \n", - "2591 1 8.000000 \n", - "2589 1 8.000000 \n", - "2583 1 8.000000 \n", - "2586 1 8.000000 \n", - "2590 1 8.000000 \n", - "2602 1 9.000000 \n", - "2610 1 9.000000 \n", - "2609 1 9.000000 \n", - "2614 1 10.000000 \n", - "2621 1 10.000000 \n", - "2613 1 10.000000 \n", - "2620 1 10.000000 \n", - "2637 1 11.000000 \n", - "2624 1 11.000000 \n", - "2650 1 13.000000 \n", - "2661 1 15.000000 \n", - "2671 1 17.000000 \n", - "2693 1 29.000000 " + " sum_selfjoin metric \n", + "119 7 115.136381 \n", + "120 1 52.075960 \n", + "121 1 49.335120 \n", + "122 3 47.096935 \n", + "123 1 41.112600 \n", + "124 1 41.112600 \n", + "125 2 35.030624 \n", + "126 1 32.890080 \n", + "127 1 32.890080 \n", + "128 3 32.763085 " ] }, - "execution_count": 91, + "execution_count": 227, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "n=3\n", - "splitted_col_name = \"NOTE_OPERATORE_split_{}gram\".format(str(n))\n", + "b[b[\"CASISTICA_MOTIVAZIONE\"]==\"Generica\"]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a788c9fe", + "metadata": {}, + "outputs": [], + "source": [ "df_cp=df.copy()\n", + "df_cp[\"NOTE_OPERATORE\"] = df_cp[\"NOTE_OPERATORE\"].fillna(\"NULL\")\n", + "\n", + "df_cp[\"NOTE_OPERATORE\"] = df_cp[\"NOTE_OPERATORE\"]\n", + "df_cp[\"NOTE_OPERATORE\"] = df_cp[\"NOTE_OPERATORE\"].str.replace(\"x000d\", \" \")\n", + "df_cp[\"NOTE_OPERATORE\"] = df_cp[\"NOTE_OPERATORE\"].str.replace(\"000d\", \" \")\n", + "\n", + "df_cp[\"NOTE_OPERATORE\"] = df_cp[\"NOTE_OPERATORE\"].apply(lambda x: remove_stopwords(x))\n", + "df_cp[\"NOTE_OPERATORE\"] = df_cp[\"NOTE_OPERATORE\"].apply(lambda x: replace_punct(x))\n", + "\n", + "df_cp[\"NOTE_OPERATORE\"] = df_cp[\"NOTE_OPERATORE\"].str.replace(\"/\", \" \", regex=True) \n", + "df_cp[\"NOTE_OPERATORE\"] = df_cp[\"NOTE_OPERATORE\"].str.replace(r\"\\s+\", \" \", regex=True) \n", + "#df_cp[\"NOTE_OPERATORE\"] = df_cp[\"NOTE_OPERATORE\"].str.replace({\"à\":\"a\", \"è\":\"e\", \"ì\":\"i\", \"ò\":\"o\", \"ù\":\"u\"}) \n", + "df_cp[\"NOTE_OPERATORE\"] = df_cp[\"NOTE_OPERATORE\"].str.lower()\n", + "\n", + "\n", + "vectorizer = CountVectorizer(ngram_range=(1, 1))\n", + "X = vectorizer.fit_transform(df_cp[\"NOTE_OPERATORE\"])\n", + "word_count_df = pd.DataFrame({\"word\":vectorizer.get_feature_names_out(), \"word_count_per_doc\" : X.toarray().transpose().tolist() })\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "af067ccd", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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wordword_countword_document_count
507data24211638
64allega792781
256bollo657621
2037versamento515507
697esenzione503478
2013veicolo500449
187atto394377
1206pagamento365346
1315pra346339
1038luogo343297
2017vendita325317
1256periodo306303
98anno299288
611documentazione261256
557dichiara261260
1050manca260260
1540ricevuta258252
1855targa257191
72allegato240239
1645risulta218213
79altra212212
350cliente211189
632dovuto204203
1474regione197196
1212pagato186183
\n", + "
" + ], + "text/plain": [ + " word word_count word_document_count\n", + "507 data 2421 1638\n", + "64 allega 792 781\n", + "256 bollo 657 621\n", + "2037 versamento 515 507\n", + "697 esenzione 503 478\n", + "2013 veicolo 500 449\n", + "187 atto 394 377\n", + "1206 pagamento 365 346\n", + "1315 pra 346 339\n", + "1038 luogo 343 297\n", + "2017 vendita 325 317\n", + "1256 periodo 306 303\n", + "98 anno 299 288\n", + "611 documentazione 261 256\n", + "557 dichiara 261 260\n", + "1050 manca 260 260\n", + "1540 ricevuta 258 252\n", + "1855 targa 257 191\n", + "72 allegato 240 239\n", + "1645 risulta 218 213\n", + "79 altra 212 212\n", + "350 cliente 211 189\n", + "632 dovuto 204 203\n", + "1474 regione 197 196\n", + "1212 pagato 186 183" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "word_count_df[\"word_count\"] = word_count_df[\"word_count_per_doc\"].apply(lambda x: sum(x))\n", + "word_count_df[\"word_document_count\"] = word_count_df[\"word_count_per_doc\"].apply(lambda x: sum([min(1,i) for i in x]))\n", + "\n", + "word_count_df[[\"word\",\"word_count\", \"word_document_count\"]].sort_values(\"word_count\", ascending=False).iloc[:25]\n", + "#word_count_df[word_count_df[\"word_count\"] / word_count_df[\"word_document_count\"] > 1.2][[\"word\",\"word_count\", \"word_document_count\"]]" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "f9a71c24", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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data_per_class
CASISTICA_MOTIVAZIONE
Periodo diverso46
Generica12
Domiciliazione tardiva3
Demolizione2
Domiciliazione assente1
Vendita tardiva1
Acquisto nel mese di rinnovo; concessionario0
Doc. sanitaria scaduta0
Acquisto nel mese di rinnovo; privato0
Esenzione PH eredi0
Esenzione PH senza istanza0
Esenzione PH successiva0
Esenzione per ultratrentennale0
Esenzione successiva0
CRS intestata a soggetto diverso0
Ecoincentivo0
Eredi0
Furto non annotato0
Fermo0
Esportazione non annotata0
No esenzione PH0
No minivoltura0
Perdita possesso con DS successiva0
Rateizzazione0
Generica 2_non allegata documentazione0
Regione diversa0
Ricevuta non valida0
Rientro in possesso0
Rientro ecoincentivo0
Sequestro non annotato0
Variazioni tecniche0
Veicolo diverso0
Versamento annullato0
\n", + "
" + ], + "text/plain": [ + " data_per_class\n", + "CASISTICA_MOTIVAZIONE \n", + "Periodo diverso 46\n", + "Generica 12\n", + "Domiciliazione tardiva 3\n", + "Demolizione 2\n", + "Domiciliazione assente 1\n", + "Vendita tardiva 1\n", + "Acquisto nel mese di rinnovo; concessionario 0\n", + "Doc. sanitaria scaduta 0\n", + "Acquisto nel mese di rinnovo; privato 0\n", + "Esenzione PH eredi 0\n", + "Esenzione PH senza istanza 0\n", + "Esenzione PH successiva 0\n", + "Esenzione per ultratrentennale 0\n", + "Esenzione successiva 0\n", + "CRS intestata a soggetto diverso 0\n", + "Ecoincentivo 0\n", + "Eredi 0\n", + "Furto non annotato 0\n", + "Fermo 0\n", + "Esportazione non annotata 0\n", + "No esenzione PH 0\n", + "No minivoltura 0\n", + "Perdita possesso con DS successiva 0\n", + "Rateizzazione 0\n", + "Generica 2_non allegata documentazione 0\n", + "Regione diversa 0\n", + "Ricevuta non valida 0\n", + "Rientro in possesso 0\n", + "Rientro ecoincentivo 0\n", + "Sequestro non annotato 0\n", + "Variazioni tecniche 0\n", + "Veicolo diverso 0\n", + "Versamento annullato 0" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_cp[\"data_per_class\"] = df_cp.groupby(['CASISTICA_MOTIVAZIONE'])['NOTE_OPERATORE'].transform(lambda x : x.str.count(\"vers \"))\n", + "df_cp.groupby([\"CASISTICA_MOTIVAZIONE\"]).sum(\"data_per_class\")[[\"data_per_class\"]].sort_values(by=\"data_per_class\",ascending=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 156, + "id": "9f1e9db0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['Generica',\n", + " 'Furto non annotato',\n", + " 'Periodo diverso',\n", + " 'Veicolo diverso',\n", + " 'Fermo',\n", + " 'Ricevuta non valida',\n", + " 'Vendita tardiva',\n", + " 'Esportazione non annotata',\n", + " 'Acquisto nel mese di rinnovo; privato',\n", + " 'Sequestro non annotato',\n", + " 'Esenzione PH successiva',\n", + " 'Ecoincentivo',\n", + " 'Regione diversa',\n", + " 'Esenzione PH senza istanza',\n", + " 'Versamento annullato',\n", + " 'No esenzione PH',\n", + " 'Generica 2_non allegata documentazione',\n", + " 'Esenzione per ultratrentennale',\n", + " 'Acquisto nel mese di rinnovo; concessionario',\n", + " 'Domiciliazione tardiva',\n", + " 'Demolizione',\n", + " 'Domiciliazione assente',\n", + " 'Esenzione PH eredi',\n", + " 'No minivoltura',\n", + " 'Perdita possesso con DS successiva',\n", + " 'Rientro in possesso',\n", + " 'Rateizzazione',\n", + " 'CRS intestata a soggetto diverso',\n", + " 'Rientro ecoincentivo',\n", + " 'Esenzione successiva',\n", + " 'Eredi',\n", + " 'Doc. sanitaria scaduta',\n", + " 'Variazioni tecniche']" + ] + }, + "execution_count": 156, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['CASISTICA_MOTIVAZIONE'].drop_duplicates().tolist()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f3c42240", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['data', 'allega', 'bollo', 'versamento', 'esenzione', 'veicolo', 'atto', 'pagamento', 'pra', 'luogo', 'vendita', 'periodo', 'anno', 'documentazione', 'dichiara']\n", + "Count: 2889\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df_cp = df.copy()\n", + "\n", "\n", "#concatenate every string within the same class\n", "df_cp = df_cp.sort_values(by=\"CASISTICA_MOTIVAZIONE\")\n", + "df_cp['NOTE_OPERATORE'] = df_cp['NOTE_OPERATORE'].apply(str)\n", "df_cp[\"cat\"] = df_cp.groupby(['CASISTICA_MOTIVAZIONE'])['NOTE_OPERATORE'].transform(lambda x : ' '.join(x))\n", "df_cp[\"cat\"] = df_cp[\"cat\"].str.lower()\n", - "df_cp = df_cp.groupby([\"CASISTICA_MOTIVAZIONE\", \"cat\"]).count().reset_index()\n", "\n", - "#make column as a list of words (1-gram), then create a column of n-grams\n", - "df_cp[splitted_col_name] = df_cp[\"cat\"].str.split(\" \").apply(lambda x: apply_ngram(x, n))\n", "\n", - "#count the occurrences for every n-gram for every class\n", - "df_cp[\"count_placeholder\"] = 1\n", - "df_cp = df_cp[[\"CASISTICA_MOTIVAZIONE\", splitted_col_name, \"count_placeholder\"]].explode(splitted_col_name)\\\n", - " .groupby([\"CASISTICA_MOTIVAZIONE\", splitted_col_name]).count() \\\n", - " .reset_index() \\\n", - " .sort_values(by=\"count_placeholder\")\n", + "df_cp = remove_common_words(df_cp, top_n=15)\n", "\n", - "#self-join to find which classes (except the currently considerated one) have a given n-gram, for every n-gram and every class\n", - "df_cp_selfjoin = df_cp[[\"CASISTICA_MOTIVAZIONE\", splitted_col_name, \"count_placeholder\"]].rename(columns={\"CASISTICA_MOTIVAZIONE\": \"CASISTICA_MOTIVAZIONE_selfjoin\", \"count_placeholder\":\"count_selfjoin\"})\n", - "df_cp = df_cp.merge(df_cp_selfjoin, on=splitted_col_name)\n", - "df_cp = df_cp[df_cp[\"CASISTICA_MOTIVAZIONE\"] != df_cp[\"CASISTICA_MOTIVAZIONE_selfjoin\"]]\n", + "from wordcloud import WordCloud\n", + "class_name = \"Generica\"\n", + "df_cp = df_cp[df_cp[\"CASISTICA_MOTIVAZIONE\"] == class_name]\n", + "print(\"Count: {}\".format(df_cp.shape[0]))\n", + "wordcloud2 = WordCloud().generate(' '.join(df_cp['cat'].drop_duplicates().str.lower()))\n", "\n", - "# find how many occurrences of a given n-gram exist in every other class (except the currently considerated one), for every n-gram and every class\n", - "df_cp_tfidf = df_cp[[\"CASISTICA_MOTIVAZIONE\", splitted_col_name, \"count_selfjoin\"]].groupby([\"CASISTICA_MOTIVAZIONE\", splitted_col_name]).sum(\"count_selfjoin\") \\\n", - " .rename(columns={\"count_selfjoin\": \"sum_selfjoin\"})\n", - "df_cp = df_cp.merge(df_cp_tfidf, on=[\"CASISTICA_MOTIVAZIONE\", splitted_col_name])\n", + "plt.figure(figsize=(10, 5))\n", + "plt.imshow(wordcloud2, interpolation='bilinear')\n", + "plt.axis('off') \n", + "plt.title(class_name)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 164, + "id": "2f76df87", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['data', 'allega', 'bollo', 'versamento', 'esenzione', 'veicolo', 'atto', 'pagamento', 'pra', 'luogo', 'vendita', 'periodo', 'anno', 'documentazione', 'dichiara']\n", + "Count: 7\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df_cp = df.copy()\n", "\n", - "#for every n-gram and every class, divide the occurrences of that n-gram in that class by the sum of the occurrences of that n-gram in every other class\n", - "df_cp[\"tf_idf\"] = df_cp[\"count_placeholder\"] / df_cp[\"sum_selfjoin\"]\n", "\n", - "df_cp = df_cp.sort_values(by=\"tf_idf\")\n", + "#concatenate every string within the same class\n", + "df_cp = df_cp.sort_values(by=\"CASISTICA_MOTIVAZIONE\")\n", + "df_cp['NOTE_OPERATORE'] = df_cp['NOTE_OPERATORE'].apply(str)\n", + "df_cp[\"cat\"] = df_cp.groupby(['CASISTICA_MOTIVAZIONE'])['NOTE_OPERATORE'].transform(lambda x : ' '.join(x))\n", + "df_cp[\"cat\"] = df_cp[\"cat\"].str.lower()\n", "\n", - "df_cp.iloc[-115:]\n" + "\n", + "df_cp = remove_common_words(df_cp, top_n=15)\n", + "\n", + "from wordcloud import WordCloud\n", + "class_name = \"Ecoincentivo\"\n", + "df_cp = df_cp[df_cp[\"CASISTICA_MOTIVAZIONE\"] == class_name]\n", + "print(\"Count: {}\".format(df_cp.shape[0]))\n", + "wordcloud2 = WordCloud().generate(' '.join(df_cp['cat'].drop_duplicates().str.lower()))\n", + "\n", + "plt.figure(figsize=(10, 5))\n", + "plt.imshow(wordcloud2, interpolation='bilinear')\n", + "plt.axis('off') \n", + "plt.title(class_name)\n", + "plt.show()" ] } ], @@ -2168,7 +2054,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.13.3" + "version": "3.13.5" } }, "nbformat": 4,