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Teste final e análise (tarefas 63–74): resultados, gráficos e README

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Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
This commit is contained in:
Marcos Lohmann
2026-10-07 20:53:56 -03:00
parent 20ddea6850
commit 98f042c68a
67 changed files with 38860 additions and 526 deletions
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129
analysis/charts.py
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@@ -42,7 +42,9 @@ def save(fig, path: Path):
def load(dest: Path) -> dict: def load(dest: Path) -> dict:
out = {} out = {}
for f in dest.glob("summary-*.json"): for f in dest.glob(f"summary-*{REP}.json"):
if not REP and "-r" in f.stem.rsplit("-", 1)[-1]:
continue
s = json.loads(f.read_text()) s = json.loads(f.read_text())
out[(s["candidate"]["name"], s["device"])] = s out[(s["candidate"]["name"], s["device"])] = s
return out return out
@@ -56,6 +58,7 @@ def style(ax, grid_axis="x"):
LABEL = "piloto, 50 exemplos de dev" LABEL = "piloto, 50 exemplos de dev"
REP = "" # "-r1" no teste final (coletado com --all-reps)
def accuracy_chart(data, dest): def accuracy_chart(data, dest):
@@ -63,8 +66,22 @@ def accuracy_chart(data, dest):
key=lambda r: r[1]) key=lambda r: r[1])
fig, ax = plt.subplots(figsize=(7, 2.8)) fig, ax = plt.subplots(figsize=(7, 2.8))
bars = ax.barh([r[0] for r in rows], [r[1] for r in rows], height=0.55, color=GPU) bars = ax.barh([r[0] for r in rows], [r[1] for r in rows], height=0.55, color=GPU)
for bar, (_, v) in zip(bars, rows): analysis = dest / "analysis.json"
ax.text(v + 1, bar.get_y() + bar.get_height() / 2, f"{v:.0f}%", va="center", color=INK, fontsize=11) ci = {}
if analysis.exists():
inv = {v: k for k, v in NAMES.items()}
a = json.loads(analysis.read_text())["candidates"]
ci = {name: a[inv[name]]["cuda"]["quality"]["accuracy_ci95"] for name, _ in rows}
for bar, (name, v) in zip(bars, rows):
y = bar.get_y() + bar.get_height() / 2
x_text = v + 1
if name in ci:
lo, hi = ci[name][0] * 100, ci[name][1] * 100
ax.plot([lo, hi], [y, y], color=INK, linewidth=1.2)
ax.plot([lo, lo], [y - 0.1, y + 0.1], color=INK, linewidth=1.2)
ax.plot([hi, hi], [y - 0.1, y + 0.1], color=INK, linewidth=1.2)
x_text = hi + 1
ax.text(x_text, y, f"{v:.1f}%" if ci else f"{v:.0f}%", va="center", color=INK, fontsize=11)
ax.set_xlim(0, 105) ax.set_xlim(0, 105)
ax.set_xlabel("Acurácia (%)") ax.set_xlabel("Acurácia (%)")
ax.set_title(f"Acurácia por candidato — {LABEL}", loc="left", fontsize=12, color=INK) ax.set_title(f"Acurácia por candidato — {LABEL}", loc="left", fontsize=12, color=INK)
@@ -112,7 +129,9 @@ def tradeoff_chart(data, dest):
continue continue
x, y = s["latency_ms"]["p95"], s["quality"]["accuracy"] * 100 x, y = s["latency_ms"]["p95"], s["quality"]["accuracy"] * 100
ax.scatter(x, y, s=80, color=GPU, edgecolor=SURFACE, linewidth=2, zorder=3) ax.scatter(x, y, s=80, color=GPU, edgecolor=SURFACE, linewidth=2, zorder=3)
ax.annotate(NAMES[c], (x, y), xytext=(8, -4), textcoords="offset points", color=INK, fontsize=10) offset = {"semif": (6, 7), "rizzo_flow": (6, -15), "laya": (-6, 8), "gliner": (6, -15)}[c]
ax.annotate(NAMES[c], (x, y), xytext=offset, textcoords="offset points", color=INK, fontsize=10,
ha="right" if offset[0] < 0 else "left")
ax.set_xlim(0, 220) ax.set_xlim(0, 220)
ax.set_ylim(30, 104) ax.set_ylim(30, 104)
ax.set_xlabel("Latência p95 por decisão em GPU A10 (ms)") ax.set_xlabel("Latência p95 por decisão em GPU A10 (ms)")
@@ -127,16 +146,19 @@ def tradeoff_chart(data, dest):
def options_chart(dest): def options_chart(dest):
"""Acurácia por número de opções (GPU), uma linha por candidato com cor fixa e rótulo direto.""" """Acurácia por número de opções (GPU), uma linha por candidato com cor fixa e rótulo direto."""
from collections import defaultdict from collections import defaultdict
order = [c for c in ("semif", "rizzo_flow", "laya", "gliner") if (dest / f"predictions-{c}-cuda.jsonl").exists()] order = [c for c in ("semif", "rizzo_flow", "laya", "gliner") if (dest / f"predictions-{c}-cuda{REP}.jsonl").exists()]
if len(order) < 2: if len(order) < 2:
return return
fig, ax = plt.subplots(figsize=(7, 3.8)) fig, ax = plt.subplots(figsize=(7, 3.8))
ends = [] ends = []
for c in order: for c in order:
byk = defaultdict(list) byk = defaultdict(list)
for l in (dest / f"predictions-{c}-cuda.jsonl").open(): for l in (dest / f"predictions-{c}-cuda{REP}.jsonl").open():
r = json.loads(l) r = json.loads(l)
byk[r["n_options"]].append(r["pred"] == r["gold"]) byk[r["n_options"]].append(r["pred"] == r["gold"])
if sum(len(v) for v in byk.values()) < 200: # amostra pequena demais para cortes
plt.close(fig)
return
ks = sorted(byk) ks = sorted(byk)
ys = [sum(byk[k]) / len(byk[k]) * 100 for k in ks] ys = [sum(byk[k]) / len(byk[k]) * 100 for k in ks]
ax.plot(ks, ys, color=ENTITY[c], linewidth=2, marker="o", markersize=7, ax.plot(ks, ys, color=ENTITY[c], linewidth=2, marker="o", markersize=7,
@@ -159,6 +181,52 @@ def options_chart(dest):
plt.close(fig) plt.close(fig)
def coverage_chart(dest, cal, order, observed=False):
"""Cobertura × risco com probabilidades calibradas; ponto = limiar congelado (observado no próprio conjunto)."""
from analysis.calibrate import apply_temperature
from analysis.metrics import selective
fig, ax = plt.subplots(figsize=(7, 4.2))
ax.axvline(2, color=INK_2, linewidth=1, linestyle=(0, (4, 3)))
ax.axhline(80, color=INK_2, linewidth=1, linestyle=(0, (1, 3)))
ax.text(2.15, 33, "risco máx. 2%", color=INK_2, fontsize=9)
label_at = {"semif": (0.25, 90), "rizzo_flow": (4.2, 47), "gliner": (4.6, 12), "laya": (4.6, 4)}
ax.text(15.8, 81.5, "meta de cobertura 80%", color=INK_2, fontsize=9, ha="right")
for c in order:
preds = [json.loads(l) for l in (dest / f"predictions-{c}-cuda{REP}.jsonl").open()]
t = cal[c]["cuda"]["temperature"]
rows_c = []
for r in preds:
if r.get("probabilities"):
p = apply_temperature(r["probabilities"], t)
rows_c.append({**r, "probabilities": p, "pred": max(p, key=p.get)})
xs, ys = [], []
for thr in [i / 200 for i in range(0, 201)]:
sres = selective(rows_c, thr)
xs.append(sres["confident_wrong_rate"] * 100)
ys.append(sres["coverage"] * 100)
ax.plot(xs, ys, color=ENTITY[c], linewidth=2)
chosen = cal[c]["cuda"]
if observed:
obs = selective(rows_c, chosen["threshold"])
chosen = {"coverage": obs["coverage"], "confident_wrong_rate": obs["confident_wrong_rate"]}
ax.scatter(chosen["confident_wrong_rate"] * 100, chosen["coverage"] * 100, s=60, color=ENTITY[c],
edgecolor=SURFACE, linewidth=2, zorder=3)
ax.annotate(f"{NAMES[c]}: {chosen['coverage'] * 100:.0f}% de cobertura",
(chosen["confident_wrong_rate"] * 100, chosen["coverage"] * 100),
xytext=label_at[c], textcoords="data", color=INK, fontsize=10,
arrowprops={"arrowstyle": "-", "color": INK_2, "linewidth": 0.8})
ax.set_xlim(0, 16)
ax.set_ylim(0, 102)
ax.set_xlabel("Rota errada com confiança alta (% do total)")
ax.set_ylabel("Cobertura (% decidido sem desambiguar)")
ax.set_title(f"Cobertura × risco por limiar de confiança — {LABEL}", loc="left", fontsize=12, color=INK)
style(ax, grid_axis="both")
fig.tight_layout()
save(fig, dest / "chart-cobertura-risco.svg")
plt.close(fig)
def calibration_charts(dest): def calibration_charts(dest):
from analysis.calibrate import apply_temperature from analysis.calibrate import apply_temperature
from analysis.metrics import selective from analysis.metrics import selective
@@ -203,43 +271,7 @@ def calibration_charts(dest):
save(fig, dest / "chart-ece.svg") save(fig, dest / "chart-ece.svg")
plt.close(fig) plt.close(fig)
# 3. Cobertura × risco (rota errada com confiança alta), probabilidades calibradas coverage_chart(dest, cal, order)
fig, ax = plt.subplots(figsize=(7, 4.2))
ax.axvline(2, color=INK_2, linewidth=1, linestyle=(0, (4, 3)))
ax.axhline(80, color=INK_2, linewidth=1, linestyle=(0, (1, 3)))
ax.text(2.15, 33, "risco máx. 2%", color=INK_2, fontsize=9)
label_at = {"semif": (0.25, 90), "rizzo_flow": (4.2, 47), "gliner": (4.6, 12), "laya": (4.6, 4)}
ax.text(15.8, 81.5, "meta de cobertura 80%", color=INK_2, fontsize=9, ha="right")
for c in order:
preds = [json.loads(l) for l in (dest / f"predictions-{c}-cuda.jsonl").open()]
t = cal[c]["cuda"]["temperature"]
rows_c = []
for r in preds:
if r.get("probabilities"):
p = apply_temperature(r["probabilities"], t)
rows_c.append({**r, "probabilities": p, "pred": max(p, key=p.get)})
xs, ys = [], []
for thr in [i / 200 for i in range(0, 201)]:
sres = selective(rows_c, thr)
xs.append(sres["confident_wrong_rate"] * 100)
ys.append(sres["coverage"] * 100)
ax.plot(xs, ys, color=ENTITY[c], linewidth=2)
chosen = cal[c]["cuda"]
ax.scatter(chosen["confident_wrong_rate"] * 100, chosen["coverage"] * 100, s=60, color=ENTITY[c],
edgecolor=SURFACE, linewidth=2, zorder=3)
ax.annotate(f"{NAMES[c]}: {chosen['coverage'] * 100:.0f}% de cobertura",
(chosen["confident_wrong_rate"] * 100, chosen["coverage"] * 100),
xytext=label_at[c], textcoords="data", color=INK, fontsize=10,
arrowprops={"arrowstyle": "-", "color": INK_2, "linewidth": 0.8})
ax.set_xlim(0, 16)
ax.set_ylim(0, 102)
ax.set_xlabel("Rota errada com confiança alta (% do total)")
ax.set_ylabel("Cobertura (% decidido sem desambiguar)")
ax.set_title("Cobertura × risco ao variar o limiar de confiança (GPU)", loc="left", fontsize=12, color=INK)
style(ax, grid_axis="both")
fig.tight_layout()
save(fig, dest / "chart-cobertura-risco.svg")
plt.close(fig)
def main(): def main():
@@ -250,6 +282,17 @@ def main():
LABEL = sys.argv[sys.argv.index("--label") + 1] LABEL = sys.argv[sys.argv.index("--label") + 1]
if kind == "calibration": if kind == "calibration":
calibration_charts(dest) calibration_charts(dest)
elif kind == "test":
global REP
REP = "-r1"
data = load(dest)
accuracy_chart(data, dest)
latency_chart(data, dest)
tradeoff_chart(data, dest)
options_chart(dest)
cal = json.loads((Path(__file__).resolve().parents[1] / "config" / "calibration.json").read_text())["candidates"]
coverage_chart(dest, cal, [c for c in ("semif", "rizzo_flow", "laya", "gliner") if (c, "cuda") in data],
observed=True)
else: else:
data = load(dest) data = load(dest)
accuracy_chart(data, dest) accuracy_chart(data, dest)

37
docs/03-plano-de-tarefas.md
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@@ -20,7 +20,7 @@ flowchart LR
As fases F0–F1 (infra) e F2–F3 (dados) podem andar em paralelo. As fases F0–F1 (infra) e F2–F3 (dados) podem andar em paralelo.
<!-- PROGRESSO:INICIO --> <!-- PROGRESSO:INICIO -->
**Andamento em 2026-10-07:** 58 de 78 tarefas concluídas (74%), 2 em andamento. **Andamento em 2026-10-07:** 70 de 78 tarefas concluídas (89%), 2 em andamento.
| Fase | Concluídas | Em andamento | Pendentes | | Fase | Concluídas | Em andamento | Pendentes |
|------|-----------|--------------|-----------| |------|-----------|--------------|-----------|
@@ -32,10 +32,10 @@ As fases F0–F1 (infra) e F2–F3 (dados) podem andar em paralelo.
| F5 — Controle de execução | 3 | 0 | 0 | | F5 — Controle de execução | 3 | 0 | 0 |
| F6 — Piloto | 4 | 0 | 0 | | F6 — Piloto | 4 | 0 | 0 |
| F7 — Desenvolvimento e calibração | 4 | 0 | 0 | | F7 — Desenvolvimento e calibração | 4 | 0 | 0 |
| F8 — Teste final | 0 | 0 | 4 | | F8 — Teste final | 4 | 0 | 0 |
| F9 — Métricas e análise | 0 | 0 | 8 | | F9 — Métricas e análise | 8 | 0 | 0 |
| F10 — Relatório e encerramento | 0 | 0 | 4 | | F10 — Relatório e encerramento | 0 | 0 | 4 |
| **Total** | **58** | **2** | **18** | | **Total** | **70** | **2** | **6** |
Legenda: `[x]` concluída · `[~]` em andamento ou parcial · `[ ]` pendente. Legenda: `[x]` concluída · `[~]` em andamento ou parcial · `[ ]` pendente.
<!-- PROGRESSO:FIM --> <!-- PROGRESSO:FIM -->
@@ -196,27 +196,32 @@ Legenda: `[x]` concluída · `[~]` em andamento ou parcial · `[ ]` pendente.
## F8 — Teste final ## F8 — Teste final
- [ ] **63.** Executar uma rodada de acurácia no teste final com lote 1. - [x] **63.** Executar uma rodada de acurácia no teste final com lote 1.
- [ ] **64.** Executar uma rodada de acurácia no teste final com o lote de produção definido. *(Q6)* - ↳ 1.744 exemplos, sem erros: SemIf 87,2%, Rizzo Flow 85,4%, GLiNER 57,0%, Laya 56,8% (GPU). [`reports/test/`](../reports/test/README.md)
- [x] **64.** Executar uma rodada de acurácia no teste final com o lote de produção definido. *(Q6)*
- ↳ Lote de produção = 1 (contrato por requisição): coincide com a rodada da tarefa 63. - ↳ Lote de produção = 1 (contrato por requisição): coincide com a rodada da tarefa 63.
- [ ] **65.** Executar uma rodada de várias decisões sobre o mesmo texto, quando esse padrão existir no caso de uso. - [x] **65.** Executar uma rodada de várias decisões sobre o mesmo texto, quando esse padrão existir no caso de uso.
- ↳ Corresponde a D4 e a combinações por turno (por exemplo, D2 + D1). Medir a latência somada por turno. - ↳ Corresponde a D4 e a combinações por turno (por exemplo, D2 + D1). Medir a latência somada por turno.
- ↳ Não se aplica neste ciclo: só D1 é avaliada; D4 depende de agentes implementados. - ↳ Não se aplica neste ciclo: só D1 é avaliada; D4 depende de agentes implementados.
- [ ] **66.** Repetir cada medição de desempenho depois do aquecimento, em pelo menos três execuções independentes. - [x] **66.** Repetir cada medição de desempenho depois do aquecimento, em pelo menos três execuções independentes.
- ↳ Três jobs independentes por candidato e dispositivo: predições idênticas e desvio-padrão do p95 abaixo de 2 ms em GPU.
## F9 — Métricas e análise ## F9 — Métricas e análise
- [ ] **67.** Coletar accuracy, macro F1, precision, recall e matriz de confusão. - [x] **67.** Coletar accuracy, macro F1, precision, recall e matriz de confusão.
- ↳ Acrescentar a taxa de rota errada com confiança alta. - ↳ Acrescentar a taxa de rota errada com confiança alta.
- [ ] **68.** Coletar Brier score, ECE, cobertura e acurácia seletiva quando houver probabilidades ou abstenção. - [x] **68.** Coletar Brier score, ECE, cobertura e acurácia seletiva quando houver probabilidades ou abstenção.
- [ ] **69.** Coletar latência p50, p95 e p99, vazão, uso de GPU, uso de RAM e consumo de armazenamento. - [x] **69.** Coletar latência p50, p95 e p99, vazão, uso de GPU, uso de RAM e consumo de armazenamento.
- ↳ Reportar a latência por decisão e por turno. - ↳ Reportar a latência por decisão e por turno.
- [ ] **70.** Calcular o custo estimado por mil decisões em cada cenário de execução. - [x] **70.** Calcular o custo estimado por mil decisões em cada cenário de execução.
- [ ] **71.** Criar cortes dos resultados por domínio, número de opções, comprimento e dificuldade do texto. - ↳ Preços públicos em `config/pricing.yaml`: GPU A10 ≈ US$ 0,07 (modelos de 4B) e US$ 0,012 (encoders) por mil decisões.
- [x] **71.** Criar cortes dos resultados por domínio, número de opções, comprimento e dificuldade do texto.
- ↳ Acrescentar os cortes por tarefa de decisão, posição do turno, com ou sem agente ativo e categoria adversarial. - ↳ Acrescentar os cortes por tarefa de decisão, posição do turno, com ou sem agente ativo e categoria adversarial.
- [ ] **72.** Inspecionar manualmente os erros de alto impacto e as discordâncias entre os modelos. - [x] **72.** Inspecionar manualmente os erros de alto impacto e as discordâncias entre os modelos.
- [ ] **73.** Classificar os erros em: taxonomia, contexto insuficiente, ambiguidade, linguagem, truncamento, instrução ou desempenho do modelo. - ↳ A maior classe de rotas erradas com confiança alta é "intenção correta fora das opções elegíveis"; recomendação de aplicar a elegibilidade depois da classificação.
- [ ] **74.** Gerar tabelas comparativas e gráficos a partir dos arquivos de resultados versionados. *(Q9)* - [x] **73.** Classificar os erros em: taxonomia, contexto insuficiente, ambiguidade, linguagem, truncamento, instrução ou desempenho do modelo.
- [x] **74.** Gerar tabelas comparativas e gráficos a partir dos arquivos de resultados versionados. *(Q9)*
- ↳ `analysis/report.py` e `analysis/charts.py`. O baseline LLM (Q9) não foi executado neste ciclo; H1 usa o critério absoluto.
- ↳ Incluir intervalos de confiança (bootstrap) e testes pareados entre candidatos. - ↳ Incluir intervalos de confiança (bootstrap) e testes pareados entre candidatos.
## F10 — Relatório e encerramento ## F10 — Relatório e encerramento

48
reports/calibration/chart-acuracia.svg
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@@ -6,7 +6,7 @@
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<cc:Work> <cc:Work>
<dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/> <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
<dc:date>2026-10-07T22:03:02.533983</dc:date> <dc:date>2026-10-07T23:50:49.911019</dc:date>
<dc:format>image/svg+xml</dc:format> <dc:format>image/svg+xml</dc:format>
<dc:creator> <dc:creator>
<cc:Agent> <cc:Agent>
@@ -42,16 +42,16 @@ z
<g id="line2d_1"> <g id="line2d_1">
<path d="M 76.48 156.76 <path d="M 76.48 156.76
L 76.48 28.32 L 76.48 28.32
" clip-path="url(#p37b456cabc)" style="fill: none; stroke: #e6e5e1; stroke-width: 0.8; stroke-linecap: square"/> " clip-path="url(#p4ec5d252a2)" style="fill: none; stroke: #e6e5e1; stroke-width: 0.8; stroke-linecap: square"/>
</g> </g>
<g id="line2d_2"> <g id="line2d_2">
<defs> <defs>
<path id="mea58be30b0" d="M 0 0 <path id="md86ba00f91" d="M 0 0
L 0 3.5 L 0 3.5
" style="stroke: #52514e; stroke-width: 0.8"/> " style="stroke: #52514e; stroke-width: 0.8"/>
</defs> </defs>
<g> <g>
<use xlink:href="#mea58be30b0" x="76.48" y="156.76" style="fill: #52514e; stroke: #52514e; stroke-width: 0.8"/> <use xlink:href="#md86ba00f91" x="76.48" y="156.76" style="fill: #52514e; stroke: #52514e; stroke-width: 0.8"/>
</g> </g>
</g> </g>
<g id="text_1"> <g id="text_1">
@@ -62,11 +62,11 @@ L 0 3.5
<g id="line2d_3"> <g id="line2d_3">
<path d="M 155.649524 156.76 <path d="M 155.649524 156.76
L 155.649524 28.32 L 155.649524 28.32
" clip-path="url(#p37b456cabc)" style="fill: none; stroke: #e6e5e1; stroke-width: 0.8; stroke-linecap: square"/> " clip-path="url(#p4ec5d252a2)" style="fill: none; stroke: #e6e5e1; stroke-width: 0.8; stroke-linecap: square"/>
</g> </g>
<g id="line2d_4"> <g id="line2d_4">
<g> <g>
<use xlink:href="#mea58be30b0" x="155.649524" y="156.76" style="fill: #52514e; stroke: #52514e; stroke-width: 0.8"/> <use xlink:href="#md86ba00f91" x="155.649524" y="156.76" style="fill: #52514e; stroke: #52514e; stroke-width: 0.8"/>
</g> </g>
</g> </g>
<g id="text_2"> <g id="text_2">
@@ -77,11 +77,11 @@ L 155.649524 28.32
<g id="line2d_5"> <g id="line2d_5">
<path d="M 234.819048 156.76 <path d="M 234.819048 156.76
L 234.819048 28.32 L 234.819048 28.32
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</g> </g>
<g id="line2d_6"> <g id="line2d_6">
<g> <g>
<use xlink:href="#mea58be30b0" x="234.819048" y="156.76" style="fill: #52514e; stroke: #52514e; stroke-width: 0.8"/> <use xlink:href="#md86ba00f91" x="234.819048" y="156.76" style="fill: #52514e; stroke: #52514e; stroke-width: 0.8"/>
</g> </g>
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<g id="text_3"> <g id="text_3">
@@ -92,11 +92,11 @@ L 234.819048 28.32
<g id="line2d_7"> <g id="line2d_7">
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# Teste final — 1.744 exemplos, configuração congelada
## Sumário executivo
O teste final mediu os quatro candidatos sobre a partição de teste congelada, com a configuração, a calibração e os limiares fixados antes de qualquer acesso ao teste (tag `congelamento-d1-v1`). Cada medição foi repetida três vezes.
- **Qualidade:** **SemIf 87,2%** (IC 95%: 85,0–89,4) e **Rizzo Flow 85,4%** (83,2–87,6) **empatam estatisticamente**: a diferença de 1,8 p.p. tem intervalo que inclui zero. Os dois superam **GLiNER (57,0%)** e **Laya (56,8%)** por cerca de 30 p.p., com alta significância.
- **Critério de qualidade (H1, macro F1 ≥ 0,80):** atendido pelo SemIf (0,889) e pelo Rizzo Flow (0,877); não atendido por Laya (0,590) e GLiNER (0,580).
- **Critério de latência (H3, p95 ≤ 150 ms em GPU A10):** atendido por Laya (23 ms) e GLiNER (32 ms); **não atendido** pelo SemIf (187 ms) nem pelo Rizzo Flow (181 ms).
- **Critério de risco (H2, cobertura ≥ 80% com ≤ 2% de rotas erradas com confiança alta):** **nenhum candidato atende**. Com os limiares congelados, o SemIf decide sozinho 62% dos casos com 97,4% de acerto, e o Rizzo Flow 47% com 96,7%.
- **Custo:** em GPU A10, cerca de **US$ 0,07 por mil decisões** para os modelos de 4B e **US$ 0,012** para os encoders. Em CPU, o Laya custa US$ 0,013 por mil decisões.
- **Principal causa de erro grave:** quando a intenção correta não está entre as opções elegíveis, os modelos escolhem a opção mais próxima em vez de `sem_correspondencia`. É a maior classe de rotas erradas com confiança alta e aponta uma mudança de arquitetura (ver Conclusão).
- **Reprodutibilidade:** as predições são idênticas nas três repetições, e o desvio-padrão da latência p95 fica abaixo de 2 ms em GPU.
## Resultados gerais
| Candidato | Acurácia (IC 95%) | Macro F1 | `sem_correspondencia` reconhecido | Cobertura no limiar congelado | Acurácia nos casos decididos | Rotas erradas com confiança alta | p50 / p95 GPU | Vazão GPU | Custo GPU por mil decisões |
|---|---|---|---|---|---|---|---|---|---|
| SemIf | **87,2%** (85,0–89,4) | 0,889 | 76,7% | 62,2% | 97,4% | 1,6% | 121 / 187 ms | 7,8/s | US$ 0,071 |
| Rizzo Flow | **85,4%** (83,2–87,6) | 0,877 | 62,4% | 46,8% | 96,7% | 1,5% | 115 / 181 ms | 7,9/s | US$ 0,070 |
| GLiNER | 57,0% (52,6–61,5) | 0,580 | 58,7% | 12,8% | 84,8% | 1,9% | 21 / 32 ms | 46,0/s | US$ 0,012 |
| Laya | 56,8% (52,9–60,5) | 0,590 | 28,6% | 10,3% | 86,6% | 1,4% | 22 / 23 ms | 45,9/s | US$ 0,012 |
![Acurácia por candidato, com IC 95%](chart-acuracia.svg)
![Qualidade × latência em GPU](chart-qualidade-latencia.svg)
![Cobertura × risco por limiar de confiança](chart-cobertura-risco.svg)
![Acurácia por número de opções](chart-acuracia-por-opcoes.svg)
![Latência por decisão: GPU × CPU](chart-latencia.svg)
**Critérios pré-registrados** ([Q5](../../docs/04-decisoes-de-projeto.md#q5--critérios-de-sucesso-pré-registrados))
| Candidato | H1 · macro F1 ≥ 0,80 | H2 · cobertura ≥ 80% com risco ≤ 2% | H3 · p95 ≤ 150 ms em GPU |
|---|---|---|---|
| SemIf | ✅ 0,889 | ❌ 62,2% | ❌ 187 ms |
| Rizzo Flow | ✅ 0,877 | ❌ 46,8% | ❌ 181 ms |
| GLiNER | ❌ 0,580 | ❌ 12,8% | ✅ 32 ms |
| Laya | ❌ 0,590 | ❌ 10,3% | ✅ 23 ms |
*(O baseline LLM previsto na Q9 não foi executado neste ciclo; por isso H1 usa o critério absoluto de macro F1.)*
**Comparações pareadas contra o SemIf (GPU)**
| Candidato | Diferença de acurácia (IC 95%, bootstrap por lote) | Acertos só do SemIf / só do candidato | McNemar (p) |
|---|---|---|---|
| Rizzo Flow | +1,8 p.p. (−0,5 a +4,2) | 127 / 96 | 0,044 |
| GLiNER | +30,2 p.p. (+26,1 a +34,3) | 603 / 76 | < 10⁻¹⁰⁰ |
| Laya | +30,5 p.p. (+26,5 a +34,6) | 605 / 74 | < 10⁻¹⁰⁰ |
O McNemar trata cada exemplo como independente. Com o bootstrap por lote de geração, que respeita o agrupamento, a diferença entre SemIf e Rizzo Flow não é robusta.
**Classes de erro (GPU, tarefa 73)**
| Classe | SemIf | Rizzo Flow | GLiNER | Laya |
|---|---|---|---|---|
| Intenção correta fora das opções (escolheu a mais próxima) | 84 | 106 | 88 | 128 |
| Par difícil da taxonomia | 62 | 69 | 100 | 182 |
| Pedido válido marcado como `sem_correspondencia` | 49 | 10 | 329 | 61 |
| Ambiguidade (anotação dividida ou com várias intenções) | 17 | 18 | 46 | 71 |
| Pedido fora de escopo aceito como intenção | 4 | 35 | 66 | 140 |
| Linguagem (erros de digitação, regionalismo, informalidade) | 3 | 8 | 56 | 82 |
| Desempenho do modelo (sem outra causa identificada) | 4 | 8 | 65 | 90 |
| **Total de erros** | **223** | **254** | **750** | **754** |
**Erros de alto impacto (tarefa 72).** São as rotas erradas acima do limiar de confiança: 28 no SemIf e 27 no Rizzo Flow. A inspeção manual mostra três padrões:
1. **Intenção fora das opções** (12 no SemIf, 20 no Rizzo). O pedido é claro, mas a intenção certa não estava entre as elegíveis, e o modelo escolhe a vizinha com alta confiança. Por exemplo, "Quero fazer portabilidade do meu número para outra operadora", com `portabilidade` fora das opções, vira `troca_numero`; "tem algum pacote de roaming?" vira `roaming_duvida`.
2. **Pares difíceis da taxonomia** (8 no SemIf). Exemplos: cobrança de roaming lida como contestação de fatura; cancelar uma assinatura lido como contestar a cobrança.
3. **Rótulos discutíveis.** Alguns casos têm duas leituras razoáveis, como "Estou sem internet e preciso saber se ainda tenho saldo" (`internet_consumo` ou `recarga_saldo`). Isso reflete o limite de uma referência anotada por modelos.
Listas completas em `errors-high-impact-<candidato>-<dispositivo>.jsonl`; matrizes de confusão em `confusion-<candidato>-<dispositivo>.csv`.
## Resultados detalhados
**Por execução** (três repetições por candidato e dispositivo; probabilidades brutas; latências sem os 5 exemplos de aquecimento)
<!-- TABELA:INICIO -->
| Candidato | Disp. | Precisão | n | Acurácia | Macro F1 | ECE (bruto) | p50 ms | p95 ms | p99 ms | Carga s | RAM pico MiB | GPU pico MiB | Erros | Truncados |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| gliner | cpu r1 | float32 | 1744 | 57.0% | 57.9% | 0.099 | 265.1 | 468.2 | 520.2 | 19.7 | 3272 | — | 0 | 0 |
| gliner | cpu r2 | float32 | 1744 | 57.0% | 57.9% | 0.099 | 272.9 | 490.7 | 550.1 | 19.7 | 3257 | — | 0 | 0 |
| gliner | cpu r3 | float32 | 1744 | 57.0% | 57.9% | 0.099 | 264.0 | 485.0 | 541.3 | 20.2 | 3276 | — | 0 | 0 |
| gliner | cuda r1 | float32 | 1744 | 57.0% | 57.9% | 0.099 | 20.6 | 31.6 | 33.8 | 21.6 | 3255 | 1807 | 0 | 0 |
| gliner | cuda r2 | float32 | 1744 | 57.0% | 57.9% | 0.099 | 20.6 | 31.7 | 33.7 | 21.6 | 3277 | 1807 | 0 | 0 |
| gliner | cuda r3 | float32 | 1744 | 57.0% | 57.9% | 0.099 | 21.2 | 31.7 | 34.0 | 21.8 | 3254 | 1807 | 0 | 0 |
| laya | cpu r1 | float32 | 1744 | 56.8% | 59.0% | 0.269 | 156.9 | 190.4 | 240.6 | 9.3 | 2682 | — | 0 | 0 |
| laya | cpu r2 | float32 | 1744 | 56.8% | 59.0% | 0.269 | 158.7 | 198.9 | 261.8 | 8.3 | 2682 | — | 0 | 0 |
| laya | cpu r3 | float32 | 1744 | 56.8% | 59.0% | 0.269 | 175.2 | 213.3 | 268.6 | 9.4 | 2689 | — | 0 | 0 |
| laya | cuda r1 | float32 | 1744 | 56.8% | 59.0% | 0.271 | 21.5 | 22.9 | 25.0 | 9.4 | 2794 | 1811 | 0 | 0 |
| laya | cuda r2 | float32 | 1744 | 56.8% | 59.0% | 0.271 | 21.9 | 23.4 | 24.5 | 10.8 | 2795 | 1811 | 0 | 0 |
| laya | cuda r3 | float32 | 1744 | 56.8% | 59.0% | 0.271 | 21.7 | 23.3 | 25.8 | 9.3 | 2791 | 1811 | 0 | 0 |
| rizzo_flow | cuda r1 | gguf-q8_0 | 1744 | 85.4% | 87.7% | 0.037 | 114.6 | 181.1 | 185.6 | 5.3 | 4532 | 5115 | 0 | 0 |
| rizzo_flow | cuda r2 | gguf-q8_0 | 1744 | 85.4% | 87.7% | 0.037 | 114.7 | 181.1 | 185.3 | 5.8 | 4535 | 5115 | 0 | 0 |
| rizzo_flow | cuda r3 | gguf-q8_0 | 1744 | 85.4% | 87.7% | 0.037 | 114.7 | 180.3 | 185.1 | 5.3 | 4533 | 5115 | 0 | 0 |
| semif | cuda r1 | bfloat16 | 1744 | 87.2% | 88.9% | 0.042 | 119.5 | 185.1 | 187.9 | 7.1 | 9029 | 8513 | 0 | 0 |
| semif | cuda r2 | bfloat16 | 1744 | 87.2% | 88.9% | 0.042 | 121.0 | 188.0 | 190.7 | 7.2 | 9029 | 8513 | 0 | 0 |
| semif | cuda r3 | bfloat16 | 1744 | 87.2% | 88.9% | 0.042 | 121.6 | 188.2 | 190.8 | 7.7 | 9028 | 8513 | 0 | 0 |
<!-- TABELA:FIM -->
**Desempenho consolidado** (média ± desvio-padrão das três repetições)
| Candidato | Disp. | p50 ms | p95 ms | Vazão (decisões/s) | Custo por mil decisões | Carga s | RAM pico | GPU pico | Pesos | Ambiente |
|---|---|---|---|---|---|---|---|---|---|---|
| SemIf | GPU | 120,7 ± 1,1 | 187,1 ± 1,8 | 7,8 | US$ 0,071 | 7,3 | 8,8 GiB | 8,3 GiB | 8,7 GiB | 4,0 GiB |
| Rizzo Flow | GPU | 114,7 ± 0,1 | 180,8 ± 0,4 | 7,9 | US$ 0,070 | 5,4 | 4,4 GiB | 5,0 GiB | 4,1 GiB | 0,6 GiB |
| GLiNER | GPU | 20,8 ± 0,4 | 31,7 ± 0,1 | 46,0 | US$ 0,012 | 21,6 | 3,2 GiB | 1,8 GiB | 1,1 GiB | 4,0 GiB |
| GLiNER | CPU | 267,3 ± 4,9 | 481,3 ± 11,7 | 3,6 | US$ 0,023 | 19,9 | 3,2 GiB | — | 1,1 GiB | 4,0 GiB |
| Laya | GPU | 21,7 ± 0,2 | 23,2 ± 0,3 | 45,9 | US$ 0,012 | 9,8 | 2,7 GiB | 1,8 GiB | 0,6 GiB | 4,0 GiB |
| Laya | CPU | 163,6 ± 10,1 | 200,9 ± 11,6 | 6,5 | US$ 0,013 | 9,0 | 2,6 GiB | — | 0,6 GiB | 4,0 GiB |
Vazão por instância com lote 1 (1 / latência média). Custo = preço público por hora do shape × tempo médio por decisão ([config/pricing.yaml](../../config/pricing.yaml): A10 a US$ 2,00/h; E4 com 8 OCPU e 64 GB a US$ 0,296/h). O ambiente inclui PyTorch com CUDA, exceto no Rizzo Flow, que usa llama.cpp.
**Acurácia por corte (GPU)**
| Corte | SemIf | Rizzo Flow | GLiNER | Laya |
|---|---|---|---|---|
| 4 opções (451) | 88,7% | 90,2% | 60,3% | 69,4% |
| 8 opções (431) | 89,1% | 88,9% | 61,0% | 57,8% |
| 12 opções (422) | 85,8% | 83,4% | 55,2% | 51,4% |
| 16 opções (440) | 85,2% | 79,1% | 51,4% | 48,0% |
| Pedido dentro do escopo (1.508) | 85,6% | 85,5% | 54,8% | 59,4% |
| Pedido fora de escopo (236) | 97,5% | 84,8% | 71,2% | 39,8% |
| Intenção correta fora das opções (142) | 40,9% | 24,6% | 38,0% | 9,2% |
| Curto e neutro | 90,4% | 89,2% | 56,2% | 60,2% |
| Informal, com abreviações | 86,6% | 85,2% | 60,7% | 59,3% |
| Erros de digitação | 88,6% | 84,7% | 49,6% | 57,0% |
| Regionalismo | 93,6% | 87,6% | 62,0% | 53,6% |
| Emocional | 85,8% | 85,4% | 60,8% | 58,6% |
| Longo, com contexto | 86,9% | 86,9% | 60,2% | 55,4% |
| Indireto ou com várias intenções | 78,7% | 78,7% | 48,1% | 53,1% |
Todos os cortes, por candidato e dispositivo, estão em [`analysis.json`](analysis.json).
## Metodologia
**Dados.** A partição de teste do conjunto congelado `d1-v1` inteira, sem amostragem: 1.744 exemplos de 146 lotes de geração, com os 43 rótulos. São 236 pedidos fora de escopo, 142 exemplos com a intenção correta fora das opções e opções por pergunta distribuídas entre 4 (451), 8 (431), 12 (422) e 16 (440). A partição é disjunta da de desenvolvimento e da de calibração por lote de geração, e ficou congelada (SHA-256) antes de qualquer ajuste. O tamanho atende à análise de poder pré-registrada (≥ 1.300 decisões, [Q12](../../docs/04-decisoes-de-projeto.md#q12--tamanho-do-conjunto-de-teste-final)).
**Configuração congelada.** Contrato `jev-compat-v1`, adaptadores, partições, temperatura e limiar de cada candidato ficaram fixos em `config/frozen.json` antes da abertura do teste (tarefa 62). O executor só abre a partição de teste se todos os hashes conferirem.
**Execução.** Lote 1 (o lote de produção, [Q6](../../docs/04-decisoes-de-projeto.md#q6--lote-de-produção)), precisão nativa de cada candidato e inferência isolada de fontes externas. Três repetições independentes por candidato e dispositivo, cada uma num job novo. GPU `VM.GPU.A10.1` (sa-saopaulo-1) para os quatro; CPU `VM.Standard.E4.Flex` com 8 OCPU e 64 GB (us-chicago-1) para Laya e GLiNER, os viáveis em CPU.
**Métricas** (`analysis/report.py`, tarefas 67–74):
- **Qualidade:** acurácia, macro F1, precisão e revocação macro, e matriz de confusão, calculadas na repetição 1. As três repetições têm predições idênticas.
- **Incerteza:** IC 95% por bootstrap agrupado por lote de geração (2.000 reamostragens). Comparações pareadas com bootstrap da diferença e McNemar exato.
- **Calibração e abstenção:** probabilidades calibradas com a temperatura congelada; cobertura e rotas erradas com confiança alta medidas no limiar congelado.
- **Desempenho:** latência média ± desvio entre as três repetições, vazão por instância, pico de RAM e de GPU, armazenamento de pesos e ambiente, e custo por mil decisões a preço público.
- **Erros:** classificação automática por regras (par difícil da taxonomia, intenção fora das opções, ambiguidade de anotação, perfil de linguagem etc.) e inspeção manual das rotas erradas acima do limiar.
## Conclusão
1. **Qualidade: os modelos de 4B vencem com folga.** SemIf e Rizzo Flow acertam cerca de 86% das decisões e são os únicos que atendem ao critério de qualidade; entre eles, a diferença não é estatisticamente robusta. Os encoders compactos ficam cerca de 30 p.p. abaixo.
2. **Latência: os encoders vencem.** Laya e GLiNER respondem em cerca de 20 ms em GPU e são viáveis em CPU. Os modelos de 4B passam do limite de p95 de 150 ms na A10 (181 a 187 ms).
3. **Nenhum candidato cumpre os três critérios ao mesmo tempo**, e nenhum atinge a meta de abstenção (80% de cobertura com risco ≤ 2%).
4. **Recomendação para o orquestrador:**
- **Modelo de decisão:** **SemIf** como primeira opção, pela maior acurácia, pelo melhor reconhecimento de pedidos sem correspondência (77%) e pela maior cobertura com risco controlado (62%). **Rizzo Flow** é a alternativa equivalente em qualidade, com metade da memória de GPU (5 GiB contra 8,3 GiB) e menos falsas abstenções.
- **Latência:** para cumprir o p95 de 150 ms, avaliar uma GPU mais rápida que a A10 ou otimizações de inferência (quantização, compilação, cache do prefixo da pergunta). Na A10, a mediana já fica em cerca de 120 ms.
- **Elegibilidade depois da classificação:** classificar contra o catálogo completo de intenções e aplicar a elegibilidade depois, de forma determinística, em vez de oferecer ao modelo só as opções elegíveis. Isso remove a maior classe de erros de alto impacto (intenção fora das opções).
- **Abstenção:** usar o limiar calibrado para encaminhar à desambiguação os casos de baixa confiança (cerca de 38% com o SemIf), com 97% de acerto nos casos decididos.
- **Encoders compactos:** Laya e GLiNER não servem como roteador principal neste domínio. Podem atuar como filtro rápido de primeira camada, se combinados com um modelo de 4B nos casos incertos.
5. **Limitações:** os dados são sintéticos e os rótulos vêm do consenso de três modelos generativos; não houve baseline LLM neste ciclo; a latência foi medida em uma única GPU (A10) e com lote 1; o Rizzo Flow roda em Q8_0 enquanto os demais rodam na precisão nativa.

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gold,pred,n
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negociacao_divida,negociacao_religacao,1
negociacao_religacao,internet_pacote_adicional,1
negociacao_religacao,seguranca_perda_roubo,1
negociacao_religacao,plano_nova_linha,1
sem_correspondencia,recarga_saldo,1
recarga_realizar,plano_consulta,1
recarga_nao_creditada,recarga_saldo,1
recarga_saldo,vas_cancelamento,1
recarga_nao_creditada,suporte_sem_sinal,1
recarga_nao_creditada,internet_pacote_adicional,1
atendimento_humano,recarga_saldo,1
plano_consulta,beneficios_consulta,1
plano_consulta,internet_problema_conexao,1
plano_consulta,roaming_duvida,1
plano_consulta,internet_pacote_adicional,1
plano_troca,internet_pacote_adicional,1
plano_troca,beneficios_consulta,1
plano_troca,internet_consumo,1
plano_troca,recarga_realizar,1
plano_nova_linha,beneficios_consulta,1
plano_nova_linha,internet_pacote_adicional,1
plano_nova_linha,vas_consulta,1
plano_nova_linha,bonus_nao_recebido,1
internet_consumo,recarga_saldo,1
sem_correspondencia,suporte_configuracao,1
internet_problema_conexao,suporte_sem_sinal,1
vas_contratacao,internet_pacote_adicional,1
vas_contratacao,plano_consulta,1
vas_contratacao,parceiros_ofertas,1
vas_contratacao,beneficios_consulta,1
sem_correspondencia,recarga_realizar,1
conta_explicacao,conta_segunda_via,1
vas_consulta,plano_consulta,1
desconto_retencao,cancelamento_linha,1
fidelidade_pontos,parceiros_ofertas,1
fidelidade_resgate,internet_pacote_adicional,1
fidelidade_resgate,marketplace_compra,1
bonus_nao_recebido,sem_correspondencia,1
atendimento_humano,parceiros_ofertas,1
atendimento_humano,conta_contestacao,1
marketplace_compra,vas_consulta,1
marketplace_compra,beneficios_consulta,1
marketplace_compra,suporte_sem_sinal,1
marketplace_compra,reclamacao_atendimento,1
sem_correspondencia,marketplace_pedido,1
marketplace_compra,cadastro_atualizacao,1
marketplace_compra,plano_nova_linha,1
marketplace_compra,fidelidade_resgate,1
marketplace_pedido,seguranca_perda_roubo,1
marketplace_pedido,plano_consulta,1
marketplace_pedido,marketplace_compra,1
marketplace_pedido,internet_pacote_adicional,1
marketplace_pedido,reclamacao_atendimento,1
marketplace_pedido,seguranca_fraude,1
parceiros_ofertas,vas_consulta,1
suporte_sem_sinal,vas_consulta,1
suporte_sem_sinal,internet_problema_conexao,1
suporte_sem_sinal,sem_correspondencia,1
suporte_configuracao,suporte_sem_sinal,1
suporte_configuracao,internet_pacote_adicional,1
suporte_configuracao,internet_problema_conexao,1
suporte_chip_esim,internet_pacote_adicional,1
suporte_chip_esim,parceiros_ofertas,1
suporte_chip_esim,internet_consumo,1
suporte_chip_esim,recarga_nao_creditada,1
roaming_pacote,suporte_configuracao,1
roaming_pacote,sem_correspondencia,1
roaming_duvida,plano_consulta,1
roaming_duvida,vas_consulta,1
roaming_duvida,internet_problema_conexao,1
sem_correspondencia,roaming_pacote,1
roaming_cobranca,internet_pacote_adicional,1
cadastro_atualizacao,cancelamento_linha,1
portabilidade,internet_pacote_adicional,1
portabilidade,parceiros_ofertas,1
portabilidade,fidelidade_pontos,1
sem_correspondencia,cadastro_atualizacao,1
sem_correspondencia,plano_troca,1
reclamacao_atendimento,internet_pacote_adicional,1
reclamacao_atendimento,cancelamento_linha,1
reclamacao_atendimento,internet_problema_conexao,1
conta_explicacao,atendimento_humano,1
reclamacao_atendimento,suporte_sem_sinal,1
desconto_retencao,plano_nova_linha,1
atendimento_humano,suporte_sem_sinal,1
atendimento_humano,internet_consumo,1
atendimento_humano,fidelidade_resgate,1
sem_correspondencia,marketplace_compra,1
1 gold pred n
2 sem_correspondencia internet_pacote_adicional 49
3 conta_explicacao sem_correspondencia 30
4 roaming_pacote internet_pacote_adicional 22
5 marketplace_pedido sem_correspondencia 21
6 sem_correspondencia suporte_sem_sinal 20
7 conta_contestacao sem_correspondencia 19
8 negociacao_divida sem_correspondencia 17
9 conta_vencimento sem_correspondencia 16
10 conta_pagamento_confirmacao sem_correspondencia 16
11 recarga_saldo sem_correspondencia 16
12 roaming_cobranca sem_correspondencia 16
13 marketplace_compra sem_correspondencia 15
14 sem_correspondencia vas_consulta 13
15 conta_segunda_via sem_correspondencia 12
16 recarga_realizar sem_correspondencia 11
17 roaming_cobranca conta_contestacao 11
18 cadastro_atualizacao sem_correspondencia 11
19 portabilidade sem_correspondencia 11
20 vas_contratacao vas_consulta 10
21 cancelamento_linha vas_cancelamento 10
22 reclamacao_atendimento sem_correspondencia 10
23 recarga_nao_creditada sem_correspondencia 9
24 fidelidade_resgate fidelidade_pontos 9
25 vas_cancelamento vas_consulta 8
26 negociacao_religacao sem_correspondencia 7
27 recarga_realizar recarga_nao_creditada 7
28 sem_correspondencia plano_consulta 7
29 internet_consumo sem_correspondencia 7
30 vas_consulta sem_correspondencia 7
31 portabilidade troca_numero 7
32 atendimento_humano sem_correspondencia 7
33 plano_troca plano_consulta 6
34 vas_contratacao sem_correspondencia 6
35 beneficios_consulta plano_consulta 6
36 fidelidade_resgate sem_correspondencia 6
37 sem_correspondencia seguranca_fraude 6
38 seguranca_fraude sem_correspondencia 6
39 negociacao_religacao suporte_sem_sinal 5
40 sem_correspondencia seguranca_perda_roubo 5
41 plano_consulta sem_correspondencia 5
42 sem_correspondencia beneficios_consulta 5
43 plano_nova_linha sem_correspondencia 5
44 desconto_retencao sem_correspondencia 5
45 suporte_chip_esim sem_correspondencia 5
46 sem_correspondencia reclamacao_atendimento 5
47 conta_debito_automatico_digital sem_correspondencia 4
48 negociacao_religacao conta_pagamento_confirmacao 4
49 internet_consumo internet_pacote_adicional 4
50 internet_problema_conexao internet_pacote_adicional 4
51 beneficios_consulta sem_correspondencia 4
52 marketplace_pedido vas_consulta 4
53 sem_correspondencia internet_problema_conexao 4
54 roaming_duvida internet_pacote_adicional 4
55 roaming_duvida sem_correspondencia 4
56 roaming_cobranca roaming_duvida 4
57 conta_contestacao conta_debito_automatico_digital 3
58 recarga_realizar recarga_saldo 3
59 recarga_saldo vas_consulta 3
60 sem_correspondencia bonus_nao_recebido 3
61 sem_correspondencia internet_consumo 3
62 plano_troca sem_correspondencia 3
63 sem_correspondencia cancelamento_linha 3
64 sem_correspondencia fidelidade_pontos 3
65 sem_correspondencia parceiros_ofertas 3
66 sem_correspondencia atendimento_humano 3
67 sem_correspondencia vas_cancelamento 3
68 cancelamento_linha sem_correspondencia 3
69 reclamacao_atendimento atendimento_humano 3
70 atendimento_humano internet_pacote_adicional 3
71 negociacao_divida conta_segunda_via 2
72 negociacao_divida vas_consulta 2
73 negociacao_religacao vas_consulta 2
74 sem_correspondencia recarga_nao_creditada 2
75 recarga_nao_creditada conta_pagamento_confirmacao 2
76 plano_consulta internet_consumo 2
77 plano_troca parceiros_ofertas 2
78 plano_nova_linha plano_consulta 2
79 internet_pacote_adicional plano_consulta 2
80 internet_pacote_adicional sem_correspondencia 2
81 internet_consumo vas_consulta 2
82 internet_problema_conexao sem_correspondencia 2
83 vas_cancelamento sem_correspondencia 2
84 vas_consulta internet_pacote_adicional 2
85 desconto_retencao beneficios_consulta 2
86 fidelidade_resgate desconto_retencao 2
87 sem_correspondencia desconto_retencao 2
88 marketplace_compra internet_pacote_adicional 2
89 marketplace_pedido suporte_sem_sinal 2
90 parceiros_ofertas sem_correspondencia 2
91 suporte_configuracao sem_correspondencia 2
92 sem_correspondencia suporte_chip_esim 2
93 sem_correspondencia conta_contestacao 2
94 seguranca_fraude vas_consulta 2
95 cadastro_atualizacao internet_pacote_adicional 2
96 sem_correspondencia portabilidade 2
97 sem_correspondencia troca_numero 2
98 troca_numero sem_correspondencia 2
99 atendimento_humano beneficios_consulta 2
100 conta_contestacao internet_pacote_adicional 1
101 conta_contestacao vas_cancelamento 1
102 conta_explicacao plano_consulta 1
103 conta_vencimento internet_pacote_adicional 1
104 conta_vencimento conta_segunda_via 1
105 conta_debito_automatico_digital vas_cancelamento 1
106 conta_debito_automatico_digital internet_pacote_adicional 1
107 conta_pagamento_confirmacao conta_segunda_via 1
108 sem_correspondencia conta_segunda_via 1
109 conta_pagamento_confirmacao conta_debito_automatico_digital 1
110 negociacao_divida conta_debito_automatico_digital 1
111 negociacao_divida plano_consulta 1
112 negociacao_divida internet_pacote_adicional 1
113 negociacao_divida suporte_sem_sinal 1
114 negociacao_divida conta_pagamento_confirmacao 1
115 negociacao_divida negociacao_religacao 1
116 negociacao_religacao internet_pacote_adicional 1
117 negociacao_religacao seguranca_perda_roubo 1
118 negociacao_religacao plano_nova_linha 1
119 sem_correspondencia recarga_saldo 1
120 recarga_realizar plano_consulta 1
121 recarga_nao_creditada recarga_saldo 1
122 recarga_saldo vas_cancelamento 1
123 recarga_nao_creditada suporte_sem_sinal 1
124 recarga_nao_creditada internet_pacote_adicional 1
125 atendimento_humano recarga_saldo 1
126 plano_consulta beneficios_consulta 1
127 plano_consulta internet_problema_conexao 1
128 plano_consulta roaming_duvida 1
129 plano_consulta internet_pacote_adicional 1
130 plano_troca internet_pacote_adicional 1
131 plano_troca beneficios_consulta 1
132 plano_troca internet_consumo 1
133 plano_troca recarga_realizar 1
134 plano_nova_linha beneficios_consulta 1
135 plano_nova_linha internet_pacote_adicional 1
136 plano_nova_linha vas_consulta 1
137 plano_nova_linha bonus_nao_recebido 1
138 internet_consumo recarga_saldo 1
139 sem_correspondencia suporte_configuracao 1
140 internet_problema_conexao suporte_sem_sinal 1
141 vas_contratacao internet_pacote_adicional 1
142 vas_contratacao plano_consulta 1
143 vas_contratacao parceiros_ofertas 1
144 vas_contratacao beneficios_consulta 1
145 sem_correspondencia recarga_realizar 1
146 conta_explicacao conta_segunda_via 1
147 vas_consulta plano_consulta 1
148 desconto_retencao cancelamento_linha 1
149 fidelidade_pontos parceiros_ofertas 1
150 fidelidade_resgate internet_pacote_adicional 1
151 fidelidade_resgate marketplace_compra 1
152 bonus_nao_recebido sem_correspondencia 1
153 atendimento_humano parceiros_ofertas 1
154 atendimento_humano conta_contestacao 1
155 marketplace_compra vas_consulta 1
156 marketplace_compra beneficios_consulta 1
157 marketplace_compra suporte_sem_sinal 1
158 marketplace_compra reclamacao_atendimento 1
159 sem_correspondencia marketplace_pedido 1
160 marketplace_compra cadastro_atualizacao 1
161 marketplace_compra plano_nova_linha 1
162 marketplace_compra fidelidade_resgate 1
163 marketplace_pedido seguranca_perda_roubo 1
164 marketplace_pedido plano_consulta 1
165 marketplace_pedido marketplace_compra 1
166 marketplace_pedido internet_pacote_adicional 1
167 marketplace_pedido reclamacao_atendimento 1
168 marketplace_pedido seguranca_fraude 1
169 parceiros_ofertas vas_consulta 1
170 suporte_sem_sinal vas_consulta 1
171 suporte_sem_sinal internet_problema_conexao 1
172 suporte_sem_sinal sem_correspondencia 1
173 suporte_configuracao suporte_sem_sinal 1
174 suporte_configuracao internet_pacote_adicional 1
175 suporte_configuracao internet_problema_conexao 1
176 suporte_chip_esim internet_pacote_adicional 1
177 suporte_chip_esim parceiros_ofertas 1
178 suporte_chip_esim internet_consumo 1
179 suporte_chip_esim recarga_nao_creditada 1
180 roaming_pacote suporte_configuracao 1
181 roaming_pacote sem_correspondencia 1
182 roaming_duvida plano_consulta 1
183 roaming_duvida vas_consulta 1
184 roaming_duvida internet_problema_conexao 1
185 sem_correspondencia roaming_pacote 1
186 roaming_cobranca internet_pacote_adicional 1
187 cadastro_atualizacao cancelamento_linha 1
188 portabilidade internet_pacote_adicional 1
189 portabilidade parceiros_ofertas 1
190 portabilidade fidelidade_pontos 1
191 sem_correspondencia cadastro_atualizacao 1
192 sem_correspondencia plano_troca 1
193 reclamacao_atendimento internet_pacote_adicional 1
194 reclamacao_atendimento cancelamento_linha 1
195 reclamacao_atendimento internet_problema_conexao 1
196 conta_explicacao atendimento_humano 1
197 reclamacao_atendimento suporte_sem_sinal 1
198 desconto_retencao plano_nova_linha 1
199 atendimento_humano suporte_sem_sinal 1
200 atendimento_humano internet_consumo 1
201 atendimento_humano fidelidade_resgate 1
202 sem_correspondencia marketplace_compra 1

202
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@@ -0,0 +1,202 @@
gold,pred,n
sem_correspondencia,internet_pacote_adicional,49
conta_explicacao,sem_correspondencia,30
roaming_pacote,internet_pacote_adicional,22
marketplace_pedido,sem_correspondencia,21
sem_correspondencia,suporte_sem_sinal,20
conta_contestacao,sem_correspondencia,19
negociacao_divida,sem_correspondencia,17
conta_vencimento,sem_correspondencia,16
conta_pagamento_confirmacao,sem_correspondencia,16
recarga_saldo,sem_correspondencia,16
roaming_cobranca,sem_correspondencia,16
marketplace_compra,sem_correspondencia,15
sem_correspondencia,vas_consulta,13
conta_segunda_via,sem_correspondencia,12
recarga_realizar,sem_correspondencia,11
roaming_cobranca,conta_contestacao,11
cadastro_atualizacao,sem_correspondencia,11
portabilidade,sem_correspondencia,11
vas_contratacao,vas_consulta,10
cancelamento_linha,vas_cancelamento,10
reclamacao_atendimento,sem_correspondencia,10
recarga_nao_creditada,sem_correspondencia,9
fidelidade_resgate,fidelidade_pontos,9
vas_cancelamento,vas_consulta,8
negociacao_religacao,sem_correspondencia,7
recarga_realizar,recarga_nao_creditada,7
sem_correspondencia,plano_consulta,7
internet_consumo,sem_correspondencia,7
vas_consulta,sem_correspondencia,7
portabilidade,troca_numero,7
atendimento_humano,sem_correspondencia,7
plano_troca,plano_consulta,6
vas_contratacao,sem_correspondencia,6
beneficios_consulta,plano_consulta,6
fidelidade_resgate,sem_correspondencia,6
sem_correspondencia,seguranca_fraude,6
seguranca_fraude,sem_correspondencia,6
negociacao_religacao,suporte_sem_sinal,5
sem_correspondencia,seguranca_perda_roubo,5
plano_consulta,sem_correspondencia,5
sem_correspondencia,beneficios_consulta,5
plano_nova_linha,sem_correspondencia,5
desconto_retencao,sem_correspondencia,5
suporte_chip_esim,sem_correspondencia,5
sem_correspondencia,reclamacao_atendimento,5
conta_debito_automatico_digital,sem_correspondencia,4
negociacao_religacao,conta_pagamento_confirmacao,4
internet_consumo,internet_pacote_adicional,4
internet_problema_conexao,internet_pacote_adicional,4
beneficios_consulta,sem_correspondencia,4
marketplace_pedido,vas_consulta,4
sem_correspondencia,internet_problema_conexao,4
roaming_duvida,internet_pacote_adicional,4
roaming_duvida,sem_correspondencia,4
roaming_cobranca,roaming_duvida,4
conta_contestacao,conta_debito_automatico_digital,3
recarga_realizar,recarga_saldo,3
recarga_saldo,vas_consulta,3
sem_correspondencia,bonus_nao_recebido,3
sem_correspondencia,internet_consumo,3
plano_troca,sem_correspondencia,3
sem_correspondencia,cancelamento_linha,3
sem_correspondencia,fidelidade_pontos,3
sem_correspondencia,parceiros_ofertas,3
sem_correspondencia,atendimento_humano,3
sem_correspondencia,vas_cancelamento,3
cancelamento_linha,sem_correspondencia,3
reclamacao_atendimento,atendimento_humano,3
atendimento_humano,internet_pacote_adicional,3
negociacao_divida,conta_segunda_via,2
negociacao_divida,vas_consulta,2
negociacao_religacao,vas_consulta,2
sem_correspondencia,recarga_nao_creditada,2
recarga_nao_creditada,conta_pagamento_confirmacao,2
plano_consulta,internet_consumo,2
plano_troca,parceiros_ofertas,2
plano_nova_linha,plano_consulta,2
internet_pacote_adicional,plano_consulta,2
internet_pacote_adicional,sem_correspondencia,2
internet_consumo,vas_consulta,2
internet_problema_conexao,sem_correspondencia,2
vas_cancelamento,sem_correspondencia,2
vas_consulta,internet_pacote_adicional,2
desconto_retencao,beneficios_consulta,2
fidelidade_resgate,desconto_retencao,2
sem_correspondencia,desconto_retencao,2
marketplace_compra,internet_pacote_adicional,2
marketplace_pedido,suporte_sem_sinal,2
parceiros_ofertas,sem_correspondencia,2
suporte_configuracao,sem_correspondencia,2
sem_correspondencia,suporte_chip_esim,2
sem_correspondencia,conta_contestacao,2
seguranca_fraude,vas_consulta,2
cadastro_atualizacao,internet_pacote_adicional,2
sem_correspondencia,portabilidade,2
sem_correspondencia,troca_numero,2
troca_numero,sem_correspondencia,2
atendimento_humano,beneficios_consulta,2
conta_contestacao,internet_pacote_adicional,1
conta_contestacao,vas_cancelamento,1
conta_explicacao,plano_consulta,1
conta_vencimento,internet_pacote_adicional,1
conta_vencimento,conta_segunda_via,1
conta_debito_automatico_digital,vas_cancelamento,1
conta_debito_automatico_digital,internet_pacote_adicional,1
conta_pagamento_confirmacao,conta_segunda_via,1
sem_correspondencia,conta_segunda_via,1
conta_pagamento_confirmacao,conta_debito_automatico_digital,1
negociacao_divida,conta_debito_automatico_digital,1
negociacao_divida,plano_consulta,1
negociacao_divida,internet_pacote_adicional,1
negociacao_divida,suporte_sem_sinal,1
negociacao_divida,conta_pagamento_confirmacao,1
negociacao_divida,negociacao_religacao,1
negociacao_religacao,internet_pacote_adicional,1
negociacao_religacao,seguranca_perda_roubo,1
negociacao_religacao,plano_nova_linha,1
sem_correspondencia,recarga_saldo,1
recarga_realizar,plano_consulta,1
recarga_nao_creditada,recarga_saldo,1
recarga_saldo,vas_cancelamento,1
recarga_nao_creditada,suporte_sem_sinal,1
recarga_nao_creditada,internet_pacote_adicional,1
atendimento_humano,recarga_saldo,1
plano_consulta,beneficios_consulta,1
plano_consulta,internet_problema_conexao,1
plano_consulta,roaming_duvida,1
plano_consulta,internet_pacote_adicional,1
plano_troca,internet_pacote_adicional,1
plano_troca,beneficios_consulta,1
plano_troca,internet_consumo,1
plano_troca,recarga_realizar,1
plano_nova_linha,beneficios_consulta,1
plano_nova_linha,internet_pacote_adicional,1
plano_nova_linha,vas_consulta,1
plano_nova_linha,bonus_nao_recebido,1
internet_consumo,recarga_saldo,1
sem_correspondencia,suporte_configuracao,1
internet_problema_conexao,suporte_sem_sinal,1
vas_contratacao,internet_pacote_adicional,1
vas_contratacao,plano_consulta,1
vas_contratacao,parceiros_ofertas,1
vas_contratacao,beneficios_consulta,1
sem_correspondencia,recarga_realizar,1
conta_explicacao,conta_segunda_via,1
vas_consulta,plano_consulta,1
desconto_retencao,cancelamento_linha,1
fidelidade_pontos,parceiros_ofertas,1
fidelidade_resgate,internet_pacote_adicional,1
fidelidade_resgate,marketplace_compra,1
bonus_nao_recebido,sem_correspondencia,1
atendimento_humano,parceiros_ofertas,1
atendimento_humano,conta_contestacao,1
marketplace_compra,vas_consulta,1
marketplace_compra,beneficios_consulta,1
marketplace_compra,suporte_sem_sinal,1
marketplace_compra,reclamacao_atendimento,1
sem_correspondencia,marketplace_pedido,1
marketplace_compra,cadastro_atualizacao,1
marketplace_compra,plano_nova_linha,1
marketplace_compra,fidelidade_resgate,1
marketplace_pedido,seguranca_perda_roubo,1
marketplace_pedido,plano_consulta,1
marketplace_pedido,marketplace_compra,1
marketplace_pedido,internet_pacote_adicional,1
marketplace_pedido,reclamacao_atendimento,1
marketplace_pedido,seguranca_fraude,1
parceiros_ofertas,vas_consulta,1
suporte_sem_sinal,vas_consulta,1
suporte_sem_sinal,internet_problema_conexao,1
suporte_sem_sinal,sem_correspondencia,1
suporte_configuracao,suporte_sem_sinal,1
suporte_configuracao,internet_pacote_adicional,1
suporte_configuracao,internet_problema_conexao,1
suporte_chip_esim,internet_pacote_adicional,1
suporte_chip_esim,parceiros_ofertas,1
suporte_chip_esim,internet_consumo,1
suporte_chip_esim,recarga_nao_creditada,1
roaming_pacote,suporte_configuracao,1
roaming_pacote,sem_correspondencia,1
roaming_duvida,plano_consulta,1
roaming_duvida,vas_consulta,1
roaming_duvida,internet_problema_conexao,1
sem_correspondencia,roaming_pacote,1
roaming_cobranca,internet_pacote_adicional,1
cadastro_atualizacao,cancelamento_linha,1
portabilidade,internet_pacote_adicional,1
portabilidade,parceiros_ofertas,1
portabilidade,fidelidade_pontos,1
sem_correspondencia,cadastro_atualizacao,1
sem_correspondencia,plano_troca,1
reclamacao_atendimento,internet_pacote_adicional,1
reclamacao_atendimento,cancelamento_linha,1
reclamacao_atendimento,internet_problema_conexao,1
conta_explicacao,atendimento_humano,1
reclamacao_atendimento,suporte_sem_sinal,1
desconto_retencao,plano_nova_linha,1
atendimento_humano,suporte_sem_sinal,1
atendimento_humano,internet_consumo,1
atendimento_humano,fidelidade_resgate,1
sem_correspondencia,marketplace_compra,1
1 gold pred n
2 sem_correspondencia internet_pacote_adicional 49
3 conta_explicacao sem_correspondencia 30
4 roaming_pacote internet_pacote_adicional 22
5 marketplace_pedido sem_correspondencia 21
6 sem_correspondencia suporte_sem_sinal 20
7 conta_contestacao sem_correspondencia 19
8 negociacao_divida sem_correspondencia 17
9 conta_vencimento sem_correspondencia 16
10 conta_pagamento_confirmacao sem_correspondencia 16
11 recarga_saldo sem_correspondencia 16
12 roaming_cobranca sem_correspondencia 16
13 marketplace_compra sem_correspondencia 15
14 sem_correspondencia vas_consulta 13
15 conta_segunda_via sem_correspondencia 12
16 recarga_realizar sem_correspondencia 11
17 roaming_cobranca conta_contestacao 11
18 cadastro_atualizacao sem_correspondencia 11
19 portabilidade sem_correspondencia 11
20 vas_contratacao vas_consulta 10
21 cancelamento_linha vas_cancelamento 10
22 reclamacao_atendimento sem_correspondencia 10
23 recarga_nao_creditada sem_correspondencia 9
24 fidelidade_resgate fidelidade_pontos 9
25 vas_cancelamento vas_consulta 8
26 negociacao_religacao sem_correspondencia 7
27 recarga_realizar recarga_nao_creditada 7
28 sem_correspondencia plano_consulta 7
29 internet_consumo sem_correspondencia 7
30 vas_consulta sem_correspondencia 7
31 portabilidade troca_numero 7
32 atendimento_humano sem_correspondencia 7
33 plano_troca plano_consulta 6
34 vas_contratacao sem_correspondencia 6
35 beneficios_consulta plano_consulta 6
36 fidelidade_resgate sem_correspondencia 6
37 sem_correspondencia seguranca_fraude 6
38 seguranca_fraude sem_correspondencia 6
39 negociacao_religacao suporte_sem_sinal 5
40 sem_correspondencia seguranca_perda_roubo 5
41 plano_consulta sem_correspondencia 5
42 sem_correspondencia beneficios_consulta 5
43 plano_nova_linha sem_correspondencia 5
44 desconto_retencao sem_correspondencia 5
45 suporte_chip_esim sem_correspondencia 5
46 sem_correspondencia reclamacao_atendimento 5
47 conta_debito_automatico_digital sem_correspondencia 4
48 negociacao_religacao conta_pagamento_confirmacao 4
49 internet_consumo internet_pacote_adicional 4
50 internet_problema_conexao internet_pacote_adicional 4
51 beneficios_consulta sem_correspondencia 4
52 marketplace_pedido vas_consulta 4
53 sem_correspondencia internet_problema_conexao 4
54 roaming_duvida internet_pacote_adicional 4
55 roaming_duvida sem_correspondencia 4
56 roaming_cobranca roaming_duvida 4
57 conta_contestacao conta_debito_automatico_digital 3
58 recarga_realizar recarga_saldo 3
59 recarga_saldo vas_consulta 3
60 sem_correspondencia bonus_nao_recebido 3
61 sem_correspondencia internet_consumo 3
62 plano_troca sem_correspondencia 3
63 sem_correspondencia cancelamento_linha 3
64 sem_correspondencia fidelidade_pontos 3
65 sem_correspondencia parceiros_ofertas 3
66 sem_correspondencia atendimento_humano 3
67 sem_correspondencia vas_cancelamento 3
68 cancelamento_linha sem_correspondencia 3
69 reclamacao_atendimento atendimento_humano 3
70 atendimento_humano internet_pacote_adicional 3
71 negociacao_divida conta_segunda_via 2
72 negociacao_divida vas_consulta 2
73 negociacao_religacao vas_consulta 2
74 sem_correspondencia recarga_nao_creditada 2
75 recarga_nao_creditada conta_pagamento_confirmacao 2
76 plano_consulta internet_consumo 2
77 plano_troca parceiros_ofertas 2
78 plano_nova_linha plano_consulta 2
79 internet_pacote_adicional plano_consulta 2
80 internet_pacote_adicional sem_correspondencia 2
81 internet_consumo vas_consulta 2
82 internet_problema_conexao sem_correspondencia 2
83 vas_cancelamento sem_correspondencia 2
84 vas_consulta internet_pacote_adicional 2
85 desconto_retencao beneficios_consulta 2
86 fidelidade_resgate desconto_retencao 2
87 sem_correspondencia desconto_retencao 2
88 marketplace_compra internet_pacote_adicional 2
89 marketplace_pedido suporte_sem_sinal 2
90 parceiros_ofertas sem_correspondencia 2
91 suporte_configuracao sem_correspondencia 2
92 sem_correspondencia suporte_chip_esim 2
93 sem_correspondencia conta_contestacao 2
94 seguranca_fraude vas_consulta 2
95 cadastro_atualizacao internet_pacote_adicional 2
96 sem_correspondencia portabilidade 2
97 sem_correspondencia troca_numero 2
98 troca_numero sem_correspondencia 2
99 atendimento_humano beneficios_consulta 2
100 conta_contestacao internet_pacote_adicional 1
101 conta_contestacao vas_cancelamento 1
102 conta_explicacao plano_consulta 1
103 conta_vencimento internet_pacote_adicional 1
104 conta_vencimento conta_segunda_via 1
105 conta_debito_automatico_digital vas_cancelamento 1
106 conta_debito_automatico_digital internet_pacote_adicional 1
107 conta_pagamento_confirmacao conta_segunda_via 1
108 sem_correspondencia conta_segunda_via 1
109 conta_pagamento_confirmacao conta_debito_automatico_digital 1
110 negociacao_divida conta_debito_automatico_digital 1
111 negociacao_divida plano_consulta 1
112 negociacao_divida internet_pacote_adicional 1
113 negociacao_divida suporte_sem_sinal 1
114 negociacao_divida conta_pagamento_confirmacao 1
115 negociacao_divida negociacao_religacao 1
116 negociacao_religacao internet_pacote_adicional 1
117 negociacao_religacao seguranca_perda_roubo 1
118 negociacao_religacao plano_nova_linha 1
119 sem_correspondencia recarga_saldo 1
120 recarga_realizar plano_consulta 1
121 recarga_nao_creditada recarga_saldo 1
122 recarga_saldo vas_cancelamento 1
123 recarga_nao_creditada suporte_sem_sinal 1
124 recarga_nao_creditada internet_pacote_adicional 1
125 atendimento_humano recarga_saldo 1
126 plano_consulta beneficios_consulta 1
127 plano_consulta internet_problema_conexao 1
128 plano_consulta roaming_duvida 1
129 plano_consulta internet_pacote_adicional 1
130 plano_troca internet_pacote_adicional 1
131 plano_troca beneficios_consulta 1
132 plano_troca internet_consumo 1
133 plano_troca recarga_realizar 1
134 plano_nova_linha beneficios_consulta 1
135 plano_nova_linha internet_pacote_adicional 1
136 plano_nova_linha vas_consulta 1
137 plano_nova_linha bonus_nao_recebido 1
138 internet_consumo recarga_saldo 1
139 sem_correspondencia suporte_configuracao 1
140 internet_problema_conexao suporte_sem_sinal 1
141 vas_contratacao internet_pacote_adicional 1
142 vas_contratacao plano_consulta 1
143 vas_contratacao parceiros_ofertas 1
144 vas_contratacao beneficios_consulta 1
145 sem_correspondencia recarga_realizar 1
146 conta_explicacao conta_segunda_via 1
147 vas_consulta plano_consulta 1
148 desconto_retencao cancelamento_linha 1
149 fidelidade_pontos parceiros_ofertas 1
150 fidelidade_resgate internet_pacote_adicional 1
151 fidelidade_resgate marketplace_compra 1
152 bonus_nao_recebido sem_correspondencia 1
153 atendimento_humano parceiros_ofertas 1
154 atendimento_humano conta_contestacao 1
155 marketplace_compra vas_consulta 1
156 marketplace_compra beneficios_consulta 1
157 marketplace_compra suporte_sem_sinal 1
158 marketplace_compra reclamacao_atendimento 1
159 sem_correspondencia marketplace_pedido 1
160 marketplace_compra cadastro_atualizacao 1
161 marketplace_compra plano_nova_linha 1
162 marketplace_compra fidelidade_resgate 1
163 marketplace_pedido seguranca_perda_roubo 1
164 marketplace_pedido plano_consulta 1
165 marketplace_pedido marketplace_compra 1
166 marketplace_pedido internet_pacote_adicional 1
167 marketplace_pedido reclamacao_atendimento 1
168 marketplace_pedido seguranca_fraude 1
169 parceiros_ofertas vas_consulta 1
170 suporte_sem_sinal vas_consulta 1
171 suporte_sem_sinal internet_problema_conexao 1
172 suporte_sem_sinal sem_correspondencia 1
173 suporte_configuracao suporte_sem_sinal 1
174 suporte_configuracao internet_pacote_adicional 1
175 suporte_configuracao internet_problema_conexao 1
176 suporte_chip_esim internet_pacote_adicional 1
177 suporte_chip_esim parceiros_ofertas 1
178 suporte_chip_esim internet_consumo 1
179 suporte_chip_esim recarga_nao_creditada 1
180 roaming_pacote suporte_configuracao 1
181 roaming_pacote sem_correspondencia 1
182 roaming_duvida plano_consulta 1
183 roaming_duvida vas_consulta 1
184 roaming_duvida internet_problema_conexao 1
185 sem_correspondencia roaming_pacote 1
186 roaming_cobranca internet_pacote_adicional 1
187 cadastro_atualizacao cancelamento_linha 1
188 portabilidade internet_pacote_adicional 1
189 portabilidade parceiros_ofertas 1
190 portabilidade fidelidade_pontos 1
191 sem_correspondencia cadastro_atualizacao 1
192 sem_correspondencia plano_troca 1
193 reclamacao_atendimento internet_pacote_adicional 1
194 reclamacao_atendimento cancelamento_linha 1
195 reclamacao_atendimento internet_problema_conexao 1
196 conta_explicacao atendimento_humano 1
197 reclamacao_atendimento suporte_sem_sinal 1
198 desconto_retencao plano_nova_linha 1
199 atendimento_humano suporte_sem_sinal 1
200 atendimento_humano internet_consumo 1
201 atendimento_humano fidelidade_resgate 1
202 sem_correspondencia marketplace_compra 1

282
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@@ -0,0 +1,282 @@
gold,pred,n
sem_correspondencia,cancelamento_linha,26
suporte_sem_sinal,internet_problema_conexao,25
sem_correspondencia,internet_problema_conexao,23
sem_correspondencia,vas_cancelamento,14
sem_correspondencia,reclamacao_atendimento,14
sem_correspondencia,internet_consumo,13
sem_correspondencia,seguranca_fraude,13
sem_correspondencia,atendimento_humano,13
seguranca_perda_roubo,seguranca_fraude,10
portabilidade,troca_numero,10
sem_correspondencia,plano_nova_linha,9
sem_correspondencia,troca_numero,9
conta_segunda_via,sem_correspondencia,8
plano_troca,plano_nova_linha,8
sem_correspondencia,vas_contratacao,8
fidelidade_resgate,fidelidade_pontos,8
sem_correspondencia,seguranca_perda_roubo,7
sem_correspondencia,portabilidade,7
vas_cancelamento,cancelamento_linha,7
sem_correspondencia,suporte_configuracao,7
reclamacao_atendimento,atendimento_humano,7
sem_correspondencia,conta_contestacao,6
sem_correspondencia,recarga_nao_creditada,6
sem_correspondencia,marketplace_compra,6
sem_correspondencia,desconto_retencao,6
sem_correspondencia,fidelidade_pontos,6
sem_correspondencia,marketplace_pedido,6
sem_correspondencia,roaming_duvida,6
sem_correspondencia,conta_debito_automatico_digital,5
conta_contestacao,roaming_cobranca,5
conta_explicacao,conta_segunda_via,5
negociacao_religacao,cancelamento_linha,5
sem_correspondencia,recarga_realizar,5
plano_nova_linha,plano_troca,5
vas_contratacao,vas_consulta,5
beneficios_consulta,plano_consulta,5
sem_correspondencia,fidelidade_resgate,5
marketplace_compra,plano_nova_linha,5
seguranca_fraude,sem_correspondencia,5
roaming_pacote,roaming_duvida,5
sem_correspondencia,internet_pacote_adicional,5
cancelamento_linha,vas_cancelamento,5
sem_correspondencia,conta_pagamento_confirmacao,4
conta_explicacao,sem_correspondencia,4
conta_contestacao,conta_explicacao,4
conta_contestacao,conta_debito_automatico_digital,4
sem_correspondencia,roaming_cobranca,4
conta_explicacao,conta_contestacao,4
conta_pagamento_confirmacao,sem_correspondencia,4
negociacao_divida,sem_correspondencia,4
negociacao_divida,negociacao_religacao,4
negociacao_religacao,suporte_sem_sinal,4
sem_correspondencia,recarga_saldo,4
internet_pacote_adicional,sem_correspondencia,4
internet_pacote_adicional,internet_problema_conexao,4
internet_consumo,internet_problema_conexao,4
sem_correspondencia,plano_consulta,4
beneficios_consulta,vas_contratacao,4
bonus_nao_recebido,recarga_nao_creditada,4
marketplace_compra,parceiros_ofertas,4
roaming_pacote,internet_pacote_adicional,4
cadastro_atualizacao,troca_numero,4
conta_segunda_via,conta_debito_automatico_digital,3
conta_contestacao,sem_correspondencia,3
conta_contestacao,vas_cancelamento,3
sem_correspondencia,conta_explicacao,3
conta_explicacao,conta_debito_automatico_digital,3
negociacao_religacao,internet_problema_conexao,3
negociacao_religacao,plano_nova_linha,3
sem_correspondencia,suporte_sem_sinal,3
recarga_realizar,recarga_nao_creditada,3
recarga_saldo,recarga_nao_creditada,3
recarga_nao_creditada,recarga_realizar,3
recarga_nao_creditada,recarga_saldo,3
plano_consulta,sem_correspondencia,3
plano_consulta,cancelamento_linha,3
sem_correspondencia,parceiros_ofertas,3
vas_consulta,plano_consulta,3
desconto_retencao,sem_correspondencia,3
sem_correspondencia,negociacao_religacao,3
suporte_chip_esim,suporte_configuracao,3
seguranca_perda_roubo,cancelamento_linha,3
seguranca_fraude,seguranca_perda_roubo,3
sem_correspondencia,conta_segunda_via,3
conta_segunda_via,conta_explicacao,2
sem_correspondencia,conta_vencimento,2
conta_vencimento,conta_segunda_via,2
conta_debito_automatico_digital,sem_correspondencia,2
conta_debito_automatico_digital,seguranca_perda_roubo,2
conta_debito_automatico_digital,vas_cancelamento,2
sem_correspondencia,suporte_chip_esim,2
conta_pagamento_confirmacao,conta_debito_automatico_digital,2
negociacao_divida,fidelidade_resgate,2
negociacao_religacao,vas_cancelamento,2
negociacao_religacao,conta_pagamento_confirmacao,2
negociacao_religacao,negociacao_divida,2
negociacao_religacao,roaming_cobranca,2
recarga_realizar,internet_problema_conexao,2
recarga_saldo,vas_contratacao,2
sem_correspondencia,bonus_nao_recebido,2
plano_troca,sem_correspondencia,2
internet_pacote_adicional,marketplace_pedido,2
internet_consumo,plano_consulta,2
vas_cancelamento,conta_contestacao,2
vas_contratacao,plano_nova_linha,2
vas_contratacao,beneficios_consulta,2
vas_contratacao,parceiros_ofertas,2
sem_correspondencia,vas_consulta,2
vas_consulta,sem_correspondencia,2
vas_consulta,vas_contratacao,2
desconto_retencao,plano_troca,2
sem_correspondencia,plano_troca,2
marketplace_compra,sem_correspondencia,2
marketplace_pedido,sem_correspondencia,2
marketplace_pedido,reclamacao_atendimento,2
marketplace_pedido,marketplace_compra,2
parceiros_ofertas,vas_contratacao,2
parceiros_ofertas,beneficios_consulta,2
suporte_sem_sinal,suporte_chip_esim,2
suporte_chip_esim,seguranca_perda_roubo,2
seguranca_perda_roubo,internet_problema_conexao,2
seguranca_perda_roubo,plano_nova_linha,2
seguranca_fraude,reclamacao_atendimento,2
seguranca_fraude,troca_numero,2
seguranca_fraude,cancelamento_linha,2
seguranca_fraude,suporte_configuracao,2
roaming_pacote,roaming_cobranca,2
roaming_pacote,suporte_configuracao,2
roaming_duvida,internet_problema_conexao,2
roaming_duvida,roaming_pacote,2
roaming_duvida,roaming_cobranca,2
roaming_cobranca,conta_contestacao,2
cadastro_atualizacao,cancelamento_linha,2
portabilidade,cancelamento_linha,2
reclamacao_atendimento,cancelamento_linha,2
atendimento_humano,sem_correspondencia,2
conta_segunda_via,conta_pagamento_confirmacao,1
conta_segunda_via,conta_vencimento,1
conta_segunda_via,internet_problema_conexao,1
conta_contestacao,seguranca_perda_roubo,1
conta_contestacao,bonus_nao_recebido,1
conta_contestacao,conta_pagamento_confirmacao,1
conta_contestacao,fidelidade_resgate,1
conta_explicacao,plano_consulta,1
conta_explicacao,atendimento_humano,1
conta_explicacao,reclamacao_atendimento,1
conta_explicacao,vas_contratacao,1
conta_explicacao,roaming_cobranca,1
conta_debito_automatico_digital,conta_segunda_via,1
conta_debito_automatico_digital,conta_contestacao,1
conta_pagamento_confirmacao,conta_explicacao,1
conta_pagamento_confirmacao,conta_contestacao,1
conta_pagamento_confirmacao,portabilidade,1
conta_pagamento_confirmacao,fidelidade_resgate,1
conta_pagamento_confirmacao,marketplace_pedido,1
conta_pagamento_confirmacao,seguranca_fraude,1
negociacao_divida,plano_consulta,1
negociacao_divida,conta_segunda_via,1
negociacao_divida,cancelamento_linha,1
negociacao_divida,recarga_realizar,1
negociacao_religacao,seguranca_perda_roubo,1
negociacao_religacao,internet_pacote_adicional,1
negociacao_religacao,seguranca_fraude,1
negociacao_religacao,sem_correspondencia,1
negociacao_religacao,troca_numero,1
recarga_realizar,marketplace_compra,1
recarga_realizar,recarga_saldo,1
recarga_realizar,reclamacao_atendimento,1
recarga_saldo,conta_pagamento_confirmacao,1
recarga_saldo,sem_correspondencia,1
recarga_saldo,internet_consumo,1
recarga_saldo,vas_cancelamento,1
plano_consulta,suporte_chip_esim,1
plano_consulta,plano_nova_linha,1
plano_consulta,internet_consumo,1
sem_correspondencia,beneficios_consulta,1
plano_consulta,portabilidade,1
plano_consulta,internet_problema_conexao,1
plano_consulta,marketplace_pedido,1
plano_consulta,vas_consulta,1
plano_consulta,roaming_duvida,1
plano_consulta,beneficios_consulta,1
plano_troca,parceiros_ofertas,1
plano_troca,internet_consumo,1
plano_troca,plano_consulta,1
plano_troca,recarga_realizar,1
plano_nova_linha,suporte_configuracao,1
plano_nova_linha,bonus_nao_recebido,1
internet_pacote_adicional,suporte_configuracao,1
internet_pacote_adicional,marketplace_compra,1
internet_pacote_adicional,internet_consumo,1
internet_pacote_adicional,cadastro_atualizacao,1
internet_pacote_adicional,roaming_pacote,1
internet_pacote_adicional,bonus_nao_recebido,1
internet_consumo,fidelidade_resgate,1
internet_consumo,recarga_saldo,1
vas_cancelamento,vas_contratacao,1
vas_cancelamento,sem_correspondencia,1
vas_cancelamento,recarga_nao_creditada,1
vas_contratacao,vas_cancelamento,1
vas_contratacao,seguranca_perda_roubo,1
vas_contratacao,sem_correspondencia,1
vas_consulta,troca_numero,1
vas_consulta,vas_cancelamento,1
vas_consulta,internet_consumo,1
vas_consulta,conta_explicacao,1
vas_consulta,bonus_nao_recebido,1
vas_consulta,plano_nova_linha,1
beneficios_consulta,sem_correspondencia,1
beneficios_consulta,parceiros_ofertas,1
desconto_retencao,fidelidade_resgate,1
desconto_retencao,negociacao_divida,1
desconto_retencao,fidelidade_pontos,1
desconto_retencao,conta_explicacao,1
desconto_retencao,roaming_cobranca,1
desconto_retencao,cancelamento_linha,1
fidelidade_pontos,fidelidade_resgate,1
fidelidade_pontos,plano_troca,1
fidelidade_pontos,sem_correspondencia,1
fidelidade_resgate,conta_segunda_via,1
fidelidade_resgate,atendimento_humano,1
fidelidade_resgate,marketplace_compra,1
fidelidade_resgate,seguranca_fraude,1
fidelidade_resgate,internet_pacote_adicional,1
bonus_nao_recebido,sem_correspondencia,1
atendimento_humano,seguranca_fraude,1
marketplace_compra,vas_contratacao,1
marketplace_compra,portabilidade,1
marketplace_compra,reclamacao_atendimento,1
marketplace_compra,plano_consulta,1
marketplace_compra,fidelidade_resgate,1
marketplace_compra,troca_numero,1
marketplace_pedido,internet_consumo,1
marketplace_pedido,atendimento_humano,1
marketplace_pedido,suporte_sem_sinal,1
marketplace_pedido,plano_consulta,1
marketplace_pedido,parceiros_ofertas,1
marketplace_pedido,cancelamento_linha,1
marketplace_pedido,seguranca_fraude,1
marketplace_pedido,negociacao_religacao,1
parceiros_ofertas,sem_correspondencia,1
parceiros_ofertas,bonus_nao_recebido,1
suporte_configuracao,internet_problema_conexao,1
suporte_chip_esim,parceiros_ofertas,1
suporte_chip_esim,internet_consumo,1
suporte_chip_esim,recarga_nao_creditada,1
seguranca_perda_roubo,roaming_cobranca,1
seguranca_perda_roubo,suporte_chip_esim,1
seguranca_perda_roubo,sem_correspondencia,1
seguranca_perda_roubo,suporte_configuracao,1
seguranca_fraude,roaming_duvida,1
seguranca_fraude,vas_cancelamento,1
seguranca_fraude,recarga_saldo,1
seguranca_fraude,plano_nova_linha,1
seguranca_fraude,plano_consulta,1
seguranca_fraude,internet_problema_conexao,1
roaming_pacote,negociacao_religacao,1
roaming_duvida,plano_consulta,1
sem_correspondencia,roaming_pacote,1
roaming_cobranca,roaming_pacote,1
roaming_cobranca,roaming_duvida,1
roaming_cobranca,conta_pagamento_confirmacao,1
roaming_cobranca,internet_problema_conexao,1
cadastro_atualizacao,conta_explicacao,1
cadastro_atualizacao,sem_correspondencia,1
portabilidade,internet_problema_conexao,1
portabilidade,conta_debito_automatico_digital,1
reclamacao_atendimento,seguranca_perda_roubo,1
reclamacao_atendimento,roaming_duvida,1
reclamacao_atendimento,roaming_cobranca,1
reclamacao_atendimento,seguranca_fraude,1
reclamacao_atendimento,fidelidade_resgate,1
reclamacao_atendimento,plano_consulta,1
atendimento_humano,reclamacao_atendimento,1
conta_explicacao,fidelidade_resgate,1
reclamacao_atendimento,vas_contratacao,1
atendimento_humano,internet_consumo,1
atendimento_humano,cadastro_atualizacao,1
atendimento_humano,roaming_pacote,1
atendimento_humano,fidelidade_resgate,1
sem_correspondencia,negociacao_divida,1
1 gold pred n
2 sem_correspondencia cancelamento_linha 26
3 suporte_sem_sinal internet_problema_conexao 25
4 sem_correspondencia internet_problema_conexao 23
5 sem_correspondencia vas_cancelamento 14
6 sem_correspondencia reclamacao_atendimento 14
7 sem_correspondencia internet_consumo 13
8 sem_correspondencia seguranca_fraude 13
9 sem_correspondencia atendimento_humano 13
10 seguranca_perda_roubo seguranca_fraude 10
11 portabilidade troca_numero 10
12 sem_correspondencia plano_nova_linha 9
13 sem_correspondencia troca_numero 9
14 conta_segunda_via sem_correspondencia 8
15 plano_troca plano_nova_linha 8
16 sem_correspondencia vas_contratacao 8
17 fidelidade_resgate fidelidade_pontos 8
18 sem_correspondencia seguranca_perda_roubo 7
19 sem_correspondencia portabilidade 7
20 vas_cancelamento cancelamento_linha 7
21 sem_correspondencia suporte_configuracao 7
22 reclamacao_atendimento atendimento_humano 7
23 sem_correspondencia conta_contestacao 6
24 sem_correspondencia recarga_nao_creditada 6
25 sem_correspondencia marketplace_compra 6
26 sem_correspondencia desconto_retencao 6
27 sem_correspondencia fidelidade_pontos 6
28 sem_correspondencia marketplace_pedido 6
29 sem_correspondencia roaming_duvida 6
30 sem_correspondencia conta_debito_automatico_digital 5
31 conta_contestacao roaming_cobranca 5
32 conta_explicacao conta_segunda_via 5
33 negociacao_religacao cancelamento_linha 5
34 sem_correspondencia recarga_realizar 5
35 plano_nova_linha plano_troca 5
36 vas_contratacao vas_consulta 5
37 beneficios_consulta plano_consulta 5
38 sem_correspondencia fidelidade_resgate 5
39 marketplace_compra plano_nova_linha 5
40 seguranca_fraude sem_correspondencia 5
41 roaming_pacote roaming_duvida 5
42 sem_correspondencia internet_pacote_adicional 5
43 cancelamento_linha vas_cancelamento 5
44 sem_correspondencia conta_pagamento_confirmacao 4
45 conta_explicacao sem_correspondencia 4
46 conta_contestacao conta_explicacao 4
47 conta_contestacao conta_debito_automatico_digital 4
48 sem_correspondencia roaming_cobranca 4
49 conta_explicacao conta_contestacao 4
50 conta_pagamento_confirmacao sem_correspondencia 4
51 negociacao_divida sem_correspondencia 4
52 negociacao_divida negociacao_religacao 4
53 negociacao_religacao suporte_sem_sinal 4
54 sem_correspondencia recarga_saldo 4
55 internet_pacote_adicional sem_correspondencia 4
56 internet_pacote_adicional internet_problema_conexao 4
57 internet_consumo internet_problema_conexao 4
58 sem_correspondencia plano_consulta 4
59 beneficios_consulta vas_contratacao 4
60 bonus_nao_recebido recarga_nao_creditada 4
61 marketplace_compra parceiros_ofertas 4
62 roaming_pacote internet_pacote_adicional 4
63 cadastro_atualizacao troca_numero 4
64 conta_segunda_via conta_debito_automatico_digital 3
65 conta_contestacao sem_correspondencia 3
66 conta_contestacao vas_cancelamento 3
67 sem_correspondencia conta_explicacao 3
68 conta_explicacao conta_debito_automatico_digital 3
69 negociacao_religacao internet_problema_conexao 3
70 negociacao_religacao plano_nova_linha 3
71 sem_correspondencia suporte_sem_sinal 3
72 recarga_realizar recarga_nao_creditada 3
73 recarga_saldo recarga_nao_creditada 3
74 recarga_nao_creditada recarga_realizar 3
75 recarga_nao_creditada recarga_saldo 3
76 plano_consulta sem_correspondencia 3
77 plano_consulta cancelamento_linha 3
78 sem_correspondencia parceiros_ofertas 3
79 vas_consulta plano_consulta 3
80 desconto_retencao sem_correspondencia 3
81 sem_correspondencia negociacao_religacao 3
82 suporte_chip_esim suporte_configuracao 3
83 seguranca_perda_roubo cancelamento_linha 3
84 seguranca_fraude seguranca_perda_roubo 3
85 sem_correspondencia conta_segunda_via 3
86 conta_segunda_via conta_explicacao 2
87 sem_correspondencia conta_vencimento 2
88 conta_vencimento conta_segunda_via 2
89 conta_debito_automatico_digital sem_correspondencia 2
90 conta_debito_automatico_digital seguranca_perda_roubo 2
91 conta_debito_automatico_digital vas_cancelamento 2
92 sem_correspondencia suporte_chip_esim 2
93 conta_pagamento_confirmacao conta_debito_automatico_digital 2
94 negociacao_divida fidelidade_resgate 2
95 negociacao_religacao vas_cancelamento 2
96 negociacao_religacao conta_pagamento_confirmacao 2
97 negociacao_religacao negociacao_divida 2
98 negociacao_religacao roaming_cobranca 2
99 recarga_realizar internet_problema_conexao 2
100 recarga_saldo vas_contratacao 2
101 sem_correspondencia bonus_nao_recebido 2
102 plano_troca sem_correspondencia 2
103 internet_pacote_adicional marketplace_pedido 2
104 internet_consumo plano_consulta 2
105 vas_cancelamento conta_contestacao 2
106 vas_contratacao plano_nova_linha 2
107 vas_contratacao beneficios_consulta 2
108 vas_contratacao parceiros_ofertas 2
109 sem_correspondencia vas_consulta 2
110 vas_consulta sem_correspondencia 2
111 vas_consulta vas_contratacao 2
112 desconto_retencao plano_troca 2
113 sem_correspondencia plano_troca 2
114 marketplace_compra sem_correspondencia 2
115 marketplace_pedido sem_correspondencia 2
116 marketplace_pedido reclamacao_atendimento 2
117 marketplace_pedido marketplace_compra 2
118 parceiros_ofertas vas_contratacao 2
119 parceiros_ofertas beneficios_consulta 2
120 suporte_sem_sinal suporte_chip_esim 2
121 suporte_chip_esim seguranca_perda_roubo 2
122 seguranca_perda_roubo internet_problema_conexao 2
123 seguranca_perda_roubo plano_nova_linha 2
124 seguranca_fraude reclamacao_atendimento 2
125 seguranca_fraude troca_numero 2
126 seguranca_fraude cancelamento_linha 2
127 seguranca_fraude suporte_configuracao 2
128 roaming_pacote roaming_cobranca 2
129 roaming_pacote suporte_configuracao 2
130 roaming_duvida internet_problema_conexao 2
131 roaming_duvida roaming_pacote 2
132 roaming_duvida roaming_cobranca 2
133 roaming_cobranca conta_contestacao 2
134 cadastro_atualizacao cancelamento_linha 2
135 portabilidade cancelamento_linha 2
136 reclamacao_atendimento cancelamento_linha 2
137 atendimento_humano sem_correspondencia 2
138 conta_segunda_via conta_pagamento_confirmacao 1
139 conta_segunda_via conta_vencimento 1
140 conta_segunda_via internet_problema_conexao 1
141 conta_contestacao seguranca_perda_roubo 1
142 conta_contestacao bonus_nao_recebido 1
143 conta_contestacao conta_pagamento_confirmacao 1
144 conta_contestacao fidelidade_resgate 1
145 conta_explicacao plano_consulta 1
146 conta_explicacao atendimento_humano 1
147 conta_explicacao reclamacao_atendimento 1
148 conta_explicacao vas_contratacao 1
149 conta_explicacao roaming_cobranca 1
150 conta_debito_automatico_digital conta_segunda_via 1
151 conta_debito_automatico_digital conta_contestacao 1
152 conta_pagamento_confirmacao conta_explicacao 1
153 conta_pagamento_confirmacao conta_contestacao 1
154 conta_pagamento_confirmacao portabilidade 1
155 conta_pagamento_confirmacao fidelidade_resgate 1
156 conta_pagamento_confirmacao marketplace_pedido 1
157 conta_pagamento_confirmacao seguranca_fraude 1
158 negociacao_divida plano_consulta 1
159 negociacao_divida conta_segunda_via 1
160 negociacao_divida cancelamento_linha 1
161 negociacao_divida recarga_realizar 1
162 negociacao_religacao seguranca_perda_roubo 1
163 negociacao_religacao internet_pacote_adicional 1
164 negociacao_religacao seguranca_fraude 1
165 negociacao_religacao sem_correspondencia 1
166 negociacao_religacao troca_numero 1
167 recarga_realizar marketplace_compra 1
168 recarga_realizar recarga_saldo 1
169 recarga_realizar reclamacao_atendimento 1
170 recarga_saldo conta_pagamento_confirmacao 1
171 recarga_saldo sem_correspondencia 1
172 recarga_saldo internet_consumo 1
173 recarga_saldo vas_cancelamento 1
174 plano_consulta suporte_chip_esim 1
175 plano_consulta plano_nova_linha 1
176 plano_consulta internet_consumo 1
177 sem_correspondencia beneficios_consulta 1
178 plano_consulta portabilidade 1
179 plano_consulta internet_problema_conexao 1
180 plano_consulta marketplace_pedido 1
181 plano_consulta vas_consulta 1
182 plano_consulta roaming_duvida 1
183 plano_consulta beneficios_consulta 1
184 plano_troca parceiros_ofertas 1
185 plano_troca internet_consumo 1
186 plano_troca plano_consulta 1
187 plano_troca recarga_realizar 1
188 plano_nova_linha suporte_configuracao 1
189 plano_nova_linha bonus_nao_recebido 1
190 internet_pacote_adicional suporte_configuracao 1
191 internet_pacote_adicional marketplace_compra 1
192 internet_pacote_adicional internet_consumo 1
193 internet_pacote_adicional cadastro_atualizacao 1
194 internet_pacote_adicional roaming_pacote 1
195 internet_pacote_adicional bonus_nao_recebido 1
196 internet_consumo fidelidade_resgate 1
197 internet_consumo recarga_saldo 1
198 vas_cancelamento vas_contratacao 1
199 vas_cancelamento sem_correspondencia 1
200 vas_cancelamento recarga_nao_creditada 1
201 vas_contratacao vas_cancelamento 1
202 vas_contratacao seguranca_perda_roubo 1
203 vas_contratacao sem_correspondencia 1
204 vas_consulta troca_numero 1
205 vas_consulta vas_cancelamento 1
206 vas_consulta internet_consumo 1
207 vas_consulta conta_explicacao 1
208 vas_consulta bonus_nao_recebido 1
209 vas_consulta plano_nova_linha 1
210 beneficios_consulta sem_correspondencia 1
211 beneficios_consulta parceiros_ofertas 1
212 desconto_retencao fidelidade_resgate 1
213 desconto_retencao negociacao_divida 1
214 desconto_retencao fidelidade_pontos 1
215 desconto_retencao conta_explicacao 1
216 desconto_retencao roaming_cobranca 1
217 desconto_retencao cancelamento_linha 1
218 fidelidade_pontos fidelidade_resgate 1
219 fidelidade_pontos plano_troca 1
220 fidelidade_pontos sem_correspondencia 1
221 fidelidade_resgate conta_segunda_via 1
222 fidelidade_resgate atendimento_humano 1
223 fidelidade_resgate marketplace_compra 1
224 fidelidade_resgate seguranca_fraude 1
225 fidelidade_resgate internet_pacote_adicional 1
226 bonus_nao_recebido sem_correspondencia 1
227 atendimento_humano seguranca_fraude 1
228 marketplace_compra vas_contratacao 1
229 marketplace_compra portabilidade 1
230 marketplace_compra reclamacao_atendimento 1
231 marketplace_compra plano_consulta 1
232 marketplace_compra fidelidade_resgate 1
233 marketplace_compra troca_numero 1
234 marketplace_pedido internet_consumo 1
235 marketplace_pedido atendimento_humano 1
236 marketplace_pedido suporte_sem_sinal 1
237 marketplace_pedido plano_consulta 1
238 marketplace_pedido parceiros_ofertas 1
239 marketplace_pedido cancelamento_linha 1
240 marketplace_pedido seguranca_fraude 1
241 marketplace_pedido negociacao_religacao 1
242 parceiros_ofertas sem_correspondencia 1
243 parceiros_ofertas bonus_nao_recebido 1
244 suporte_configuracao internet_problema_conexao 1
245 suporte_chip_esim parceiros_ofertas 1
246 suporte_chip_esim internet_consumo 1
247 suporte_chip_esim recarga_nao_creditada 1
248 seguranca_perda_roubo roaming_cobranca 1
249 seguranca_perda_roubo suporte_chip_esim 1
250 seguranca_perda_roubo sem_correspondencia 1
251 seguranca_perda_roubo suporte_configuracao 1
252 seguranca_fraude roaming_duvida 1
253 seguranca_fraude vas_cancelamento 1
254 seguranca_fraude recarga_saldo 1
255 seguranca_fraude plano_nova_linha 1
256 seguranca_fraude plano_consulta 1
257 seguranca_fraude internet_problema_conexao 1
258 roaming_pacote negociacao_religacao 1
259 roaming_duvida plano_consulta 1
260 sem_correspondencia roaming_pacote 1
261 roaming_cobranca roaming_pacote 1
262 roaming_cobranca roaming_duvida 1
263 roaming_cobranca conta_pagamento_confirmacao 1
264 roaming_cobranca internet_problema_conexao 1
265 cadastro_atualizacao conta_explicacao 1
266 cadastro_atualizacao sem_correspondencia 1
267 portabilidade internet_problema_conexao 1
268 portabilidade conta_debito_automatico_digital 1
269 reclamacao_atendimento seguranca_perda_roubo 1
270 reclamacao_atendimento roaming_duvida 1
271 reclamacao_atendimento roaming_cobranca 1
272 reclamacao_atendimento seguranca_fraude 1
273 reclamacao_atendimento fidelidade_resgate 1
274 reclamacao_atendimento plano_consulta 1
275 atendimento_humano reclamacao_atendimento 1
276 conta_explicacao fidelidade_resgate 1
277 reclamacao_atendimento vas_contratacao 1
278 atendimento_humano internet_consumo 1
279 atendimento_humano cadastro_atualizacao 1
280 atendimento_humano roaming_pacote 1
281 atendimento_humano fidelidade_resgate 1
282 sem_correspondencia negociacao_divida 1

282
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gold,pred,n
sem_correspondencia,cancelamento_linha,26
suporte_sem_sinal,internet_problema_conexao,25
sem_correspondencia,internet_problema_conexao,23
sem_correspondencia,vas_cancelamento,15
sem_correspondencia,internet_consumo,14
sem_correspondencia,reclamacao_atendimento,14
sem_correspondencia,atendimento_humano,14
sem_correspondencia,seguranca_fraude,13
seguranca_perda_roubo,seguranca_fraude,10
portabilidade,troca_numero,10
sem_correspondencia,plano_nova_linha,9
sem_correspondencia,troca_numero,9
sem_correspondencia,vas_contratacao,9
conta_segunda_via,sem_correspondencia,8
plano_troca,plano_nova_linha,8
fidelidade_resgate,fidelidade_pontos,8
sem_correspondencia,portabilidade,7
vas_cancelamento,cancelamento_linha,7
sem_correspondencia,suporte_configuracao,7
reclamacao_atendimento,atendimento_humano,7
sem_correspondencia,seguranca_perda_roubo,6
sem_correspondencia,conta_contestacao,6
sem_correspondencia,recarga_nao_creditada,6
sem_correspondencia,marketplace_compra,6
sem_correspondencia,desconto_retencao,6
sem_correspondencia,marketplace_pedido,6
seguranca_fraude,sem_correspondencia,6
sem_correspondencia,conta_debito_automatico_digital,5
conta_contestacao,roaming_cobranca,5
conta_explicacao,conta_segunda_via,5
negociacao_religacao,cancelamento_linha,5
sem_correspondencia,recarga_realizar,5
vas_contratacao,vas_consulta,5
beneficios_consulta,plano_consulta,5
sem_correspondencia,fidelidade_resgate,5
sem_correspondencia,fidelidade_pontos,5
marketplace_compra,plano_nova_linha,5
sem_correspondencia,roaming_duvida,5
roaming_pacote,roaming_duvida,5
sem_correspondencia,internet_pacote_adicional,5
cancelamento_linha,vas_cancelamento,5
sem_correspondencia,conta_pagamento_confirmacao,4
conta_explicacao,sem_correspondencia,4
conta_contestacao,conta_explicacao,4
conta_contestacao,conta_debito_automatico_digital,4
sem_correspondencia,roaming_cobranca,4
conta_explicacao,conta_contestacao,4
conta_pagamento_confirmacao,sem_correspondencia,4
negociacao_divida,sem_correspondencia,4
negociacao_divida,negociacao_religacao,4
negociacao_religacao,suporte_sem_sinal,4
sem_correspondencia,recarga_saldo,4
plano_nova_linha,plano_troca,4
internet_pacote_adicional,sem_correspondencia,4
internet_pacote_adicional,internet_problema_conexao,4
internet_consumo,internet_problema_conexao,4
sem_correspondencia,plano_consulta,4
beneficios_consulta,vas_contratacao,4
bonus_nao_recebido,recarga_nao_creditada,4
marketplace_compra,parceiros_ofertas,4
roaming_pacote,internet_pacote_adicional,4
cadastro_atualizacao,troca_numero,4
conta_segunda_via,conta_debito_automatico_digital,3
conta_contestacao,sem_correspondencia,3
conta_contestacao,vas_cancelamento,3
sem_correspondencia,conta_explicacao,3
conta_explicacao,conta_debito_automatico_digital,3
negociacao_religacao,internet_problema_conexao,3
negociacao_religacao,plano_nova_linha,3
sem_correspondencia,suporte_sem_sinal,3
recarga_realizar,recarga_nao_creditada,3
recarga_saldo,recarga_nao_creditada,3
recarga_nao_creditada,recarga_realizar,3
sem_correspondencia,bonus_nao_recebido,3
recarga_nao_creditada,recarga_saldo,3
plano_consulta,sem_correspondencia,3
plano_consulta,cancelamento_linha,3
sem_correspondencia,parceiros_ofertas,3
vas_consulta,plano_consulta,3
desconto_retencao,sem_correspondencia,3
sem_correspondencia,negociacao_religacao,3
suporte_chip_esim,suporte_configuracao,3
seguranca_perda_roubo,cancelamento_linha,3
seguranca_fraude,seguranca_perda_roubo,3
sem_correspondencia,conta_segunda_via,3
conta_segunda_via,conta_explicacao,2
sem_correspondencia,conta_vencimento,2
conta_vencimento,conta_segunda_via,2
conta_debito_automatico_digital,sem_correspondencia,2
conta_debito_automatico_digital,seguranca_perda_roubo,2
conta_debito_automatico_digital,vas_cancelamento,2
sem_correspondencia,suporte_chip_esim,2
conta_pagamento_confirmacao,conta_debito_automatico_digital,2
negociacao_religacao,vas_cancelamento,2
negociacao_religacao,conta_pagamento_confirmacao,2
negociacao_religacao,negociacao_divida,2
negociacao_religacao,roaming_cobranca,2
recarga_realizar,internet_problema_conexao,2
recarga_saldo,vas_contratacao,2
plano_troca,sem_correspondencia,2
internet_pacote_adicional,marketplace_pedido,2
internet_consumo,plano_consulta,2
vas_cancelamento,conta_contestacao,2
vas_contratacao,plano_nova_linha,2
vas_contratacao,beneficios_consulta,2
vas_contratacao,parceiros_ofertas,2
vas_consulta,sem_correspondencia,2
vas_consulta,vas_contratacao,2
desconto_retencao,plano_troca,2
sem_correspondencia,plano_troca,2
desconto_retencao,cancelamento_linha,2
marketplace_compra,sem_correspondencia,2
marketplace_pedido,sem_correspondencia,2
marketplace_pedido,reclamacao_atendimento,2
marketplace_pedido,marketplace_compra,2
parceiros_ofertas,vas_contratacao,2
parceiros_ofertas,beneficios_consulta,2
suporte_sem_sinal,suporte_chip_esim,2
suporte_chip_esim,seguranca_perda_roubo,2
seguranca_perda_roubo,internet_problema_conexao,2
seguranca_perda_roubo,plano_nova_linha,2
seguranca_fraude,reclamacao_atendimento,2
seguranca_fraude,troca_numero,2
seguranca_fraude,cancelamento_linha,2
seguranca_fraude,suporte_configuracao,2
roaming_pacote,roaming_cobranca,2
roaming_pacote,suporte_configuracao,2
roaming_duvida,internet_problema_conexao,2
roaming_duvida,roaming_pacote,2
roaming_duvida,roaming_cobranca,2
roaming_cobranca,conta_contestacao,2
cadastro_atualizacao,cancelamento_linha,2
portabilidade,cancelamento_linha,2
reclamacao_atendimento,cancelamento_linha,2
atendimento_humano,sem_correspondencia,2
conta_segunda_via,conta_pagamento_confirmacao,1
conta_segunda_via,conta_vencimento,1
conta_segunda_via,internet_problema_conexao,1
conta_contestacao,seguranca_perda_roubo,1
conta_contestacao,bonus_nao_recebido,1
conta_contestacao,conta_pagamento_confirmacao,1
conta_contestacao,fidelidade_resgate,1
conta_explicacao,plano_consulta,1
conta_explicacao,atendimento_humano,1
conta_explicacao,reclamacao_atendimento,1
conta_explicacao,vas_contratacao,1
conta_explicacao,roaming_cobranca,1
conta_debito_automatico_digital,conta_segunda_via,1
conta_debito_automatico_digital,conta_contestacao,1
conta_pagamento_confirmacao,conta_explicacao,1
conta_pagamento_confirmacao,conta_contestacao,1
conta_pagamento_confirmacao,portabilidade,1
conta_pagamento_confirmacao,fidelidade_resgate,1
conta_pagamento_confirmacao,seguranca_fraude,1
negociacao_divida,plano_consulta,1
negociacao_divida,conta_segunda_via,1
negociacao_divida,cancelamento_linha,1
negociacao_divida,recarga_realizar,1
negociacao_divida,fidelidade_resgate,1
negociacao_religacao,seguranca_perda_roubo,1
negociacao_religacao,internet_pacote_adicional,1
negociacao_religacao,seguranca_fraude,1
negociacao_religacao,sem_correspondencia,1
negociacao_religacao,troca_numero,1
recarga_realizar,marketplace_compra,1
recarga_realizar,recarga_saldo,1
recarga_realizar,reclamacao_atendimento,1
recarga_saldo,conta_pagamento_confirmacao,1
recarga_saldo,sem_correspondencia,1
recarga_saldo,internet_consumo,1
recarga_saldo,vas_cancelamento,1
plano_consulta,suporte_chip_esim,1
plano_consulta,plano_nova_linha,1
plano_consulta,internet_consumo,1
sem_correspondencia,beneficios_consulta,1
plano_consulta,portabilidade,1
plano_consulta,internet_problema_conexao,1
plano_consulta,marketplace_pedido,1
plano_consulta,vas_consulta,1
plano_consulta,roaming_duvida,1
plano_consulta,beneficios_consulta,1
plano_troca,parceiros_ofertas,1
plano_troca,internet_consumo,1
plano_troca,plano_consulta,1
plano_troca,recarga_realizar,1
plano_nova_linha,suporte_configuracao,1
plano_nova_linha,bonus_nao_recebido,1
internet_pacote_adicional,suporte_configuracao,1
internet_pacote_adicional,marketplace_compra,1
internet_pacote_adicional,internet_consumo,1
internet_pacote_adicional,cadastro_atualizacao,1
internet_pacote_adicional,roaming_pacote,1
internet_pacote_adicional,bonus_nao_recebido,1
internet_consumo,fidelidade_resgate,1
internet_consumo,recarga_saldo,1
vas_cancelamento,vas_contratacao,1
vas_cancelamento,sem_correspondencia,1
vas_cancelamento,recarga_nao_creditada,1
vas_contratacao,vas_cancelamento,1
vas_contratacao,seguranca_perda_roubo,1
vas_contratacao,sem_correspondencia,1
sem_correspondencia,vas_consulta,1
vas_consulta,troca_numero,1
vas_consulta,vas_cancelamento,1
vas_consulta,internet_consumo,1
vas_consulta,conta_explicacao,1
vas_consulta,bonus_nao_recebido,1
vas_consulta,plano_nova_linha,1
beneficios_consulta,sem_correspondencia,1
beneficios_consulta,parceiros_ofertas,1
desconto_retencao,fidelidade_resgate,1
desconto_retencao,negociacao_divida,1
desconto_retencao,fidelidade_pontos,1
desconto_retencao,conta_explicacao,1
desconto_retencao,roaming_cobranca,1
fidelidade_pontos,fidelidade_resgate,1
fidelidade_pontos,plano_troca,1
fidelidade_pontos,sem_correspondencia,1
fidelidade_resgate,conta_segunda_via,1
fidelidade_resgate,atendimento_humano,1
fidelidade_resgate,marketplace_compra,1
fidelidade_resgate,seguranca_fraude,1
fidelidade_resgate,internet_pacote_adicional,1
bonus_nao_recebido,sem_correspondencia,1
atendimento_humano,seguranca_fraude,1
marketplace_compra,vas_contratacao,1
marketplace_compra,portabilidade,1
marketplace_compra,reclamacao_atendimento,1
marketplace_compra,plano_consulta,1
marketplace_compra,fidelidade_resgate,1
marketplace_compra,troca_numero,1
marketplace_pedido,internet_consumo,1
marketplace_pedido,atendimento_humano,1
marketplace_pedido,suporte_sem_sinal,1
marketplace_pedido,plano_consulta,1
marketplace_pedido,parceiros_ofertas,1
marketplace_pedido,cancelamento_linha,1
marketplace_pedido,seguranca_fraude,1
marketplace_pedido,negociacao_religacao,1
parceiros_ofertas,sem_correspondencia,1
parceiros_ofertas,bonus_nao_recebido,1
suporte_configuracao,internet_problema_conexao,1
suporte_chip_esim,parceiros_ofertas,1
suporte_chip_esim,internet_consumo,1
suporte_chip_esim,recarga_nao_creditada,1
seguranca_perda_roubo,roaming_cobranca,1
seguranca_perda_roubo,suporte_chip_esim,1
seguranca_perda_roubo,sem_correspondencia,1
seguranca_perda_roubo,suporte_configuracao,1
seguranca_fraude,roaming_duvida,1
seguranca_fraude,vas_cancelamento,1
seguranca_fraude,recarga_saldo,1
seguranca_fraude,plano_nova_linha,1
seguranca_fraude,plano_consulta,1
seguranca_fraude,internet_problema_conexao,1
roaming_pacote,negociacao_religacao,1
roaming_duvida,plano_consulta,1
sem_correspondencia,roaming_pacote,1
roaming_cobranca,roaming_pacote,1
roaming_cobranca,roaming_duvida,1
roaming_cobranca,conta_pagamento_confirmacao,1
roaming_cobranca,internet_problema_conexao,1
cadastro_atualizacao,conta_explicacao,1
cadastro_atualizacao,sem_correspondencia,1
portabilidade,internet_problema_conexao,1
portabilidade,conta_debito_automatico_digital,1
reclamacao_atendimento,seguranca_perda_roubo,1
reclamacao_atendimento,roaming_duvida,1
reclamacao_atendimento,roaming_cobranca,1
reclamacao_atendimento,seguranca_fraude,1
reclamacao_atendimento,fidelidade_resgate,1
reclamacao_atendimento,plano_consulta,1
atendimento_humano,reclamacao_atendimento,1
conta_explicacao,fidelidade_resgate,1
reclamacao_atendimento,vas_cancelamento,1
reclamacao_atendimento,vas_contratacao,1
atendimento_humano,internet_consumo,1
atendimento_humano,cadastro_atualizacao,1
atendimento_humano,roaming_pacote,1
atendimento_humano,fidelidade_resgate,1
sem_correspondencia,negociacao_divida,1
1 gold pred n
2 sem_correspondencia cancelamento_linha 26
3 suporte_sem_sinal internet_problema_conexao 25
4 sem_correspondencia internet_problema_conexao 23
5 sem_correspondencia vas_cancelamento 15
6 sem_correspondencia internet_consumo 14
7 sem_correspondencia reclamacao_atendimento 14
8 sem_correspondencia atendimento_humano 14
9 sem_correspondencia seguranca_fraude 13
10 seguranca_perda_roubo seguranca_fraude 10
11 portabilidade troca_numero 10
12 sem_correspondencia plano_nova_linha 9
13 sem_correspondencia troca_numero 9
14 sem_correspondencia vas_contratacao 9
15 conta_segunda_via sem_correspondencia 8
16 plano_troca plano_nova_linha 8
17 fidelidade_resgate fidelidade_pontos 8
18 sem_correspondencia portabilidade 7
19 vas_cancelamento cancelamento_linha 7
20 sem_correspondencia suporte_configuracao 7
21 reclamacao_atendimento atendimento_humano 7
22 sem_correspondencia seguranca_perda_roubo 6
23 sem_correspondencia conta_contestacao 6
24 sem_correspondencia recarga_nao_creditada 6
25 sem_correspondencia marketplace_compra 6
26 sem_correspondencia desconto_retencao 6
27 sem_correspondencia marketplace_pedido 6
28 seguranca_fraude sem_correspondencia 6
29 sem_correspondencia conta_debito_automatico_digital 5
30 conta_contestacao roaming_cobranca 5
31 conta_explicacao conta_segunda_via 5
32 negociacao_religacao cancelamento_linha 5
33 sem_correspondencia recarga_realizar 5
34 vas_contratacao vas_consulta 5
35 beneficios_consulta plano_consulta 5
36 sem_correspondencia fidelidade_resgate 5
37 sem_correspondencia fidelidade_pontos 5
38 marketplace_compra plano_nova_linha 5
39 sem_correspondencia roaming_duvida 5
40 roaming_pacote roaming_duvida 5
41 sem_correspondencia internet_pacote_adicional 5
42 cancelamento_linha vas_cancelamento 5
43 sem_correspondencia conta_pagamento_confirmacao 4
44 conta_explicacao sem_correspondencia 4
45 conta_contestacao conta_explicacao 4
46 conta_contestacao conta_debito_automatico_digital 4
47 sem_correspondencia roaming_cobranca 4
48 conta_explicacao conta_contestacao 4
49 conta_pagamento_confirmacao sem_correspondencia 4
50 negociacao_divida sem_correspondencia 4
51 negociacao_divida negociacao_religacao 4
52 negociacao_religacao suporte_sem_sinal 4
53 sem_correspondencia recarga_saldo 4
54 plano_nova_linha plano_troca 4
55 internet_pacote_adicional sem_correspondencia 4
56 internet_pacote_adicional internet_problema_conexao 4
57 internet_consumo internet_problema_conexao 4
58 sem_correspondencia plano_consulta 4
59 beneficios_consulta vas_contratacao 4
60 bonus_nao_recebido recarga_nao_creditada 4
61 marketplace_compra parceiros_ofertas 4
62 roaming_pacote internet_pacote_adicional 4
63 cadastro_atualizacao troca_numero 4
64 conta_segunda_via conta_debito_automatico_digital 3
65 conta_contestacao sem_correspondencia 3
66 conta_contestacao vas_cancelamento 3
67 sem_correspondencia conta_explicacao 3
68 conta_explicacao conta_debito_automatico_digital 3
69 negociacao_religacao internet_problema_conexao 3
70 negociacao_religacao plano_nova_linha 3
71 sem_correspondencia suporte_sem_sinal 3
72 recarga_realizar recarga_nao_creditada 3
73 recarga_saldo recarga_nao_creditada 3
74 recarga_nao_creditada recarga_realizar 3
75 sem_correspondencia bonus_nao_recebido 3
76 recarga_nao_creditada recarga_saldo 3
77 plano_consulta sem_correspondencia 3
78 plano_consulta cancelamento_linha 3
79 sem_correspondencia parceiros_ofertas 3
80 vas_consulta plano_consulta 3
81 desconto_retencao sem_correspondencia 3
82 sem_correspondencia negociacao_religacao 3
83 suporte_chip_esim suporte_configuracao 3
84 seguranca_perda_roubo cancelamento_linha 3
85 seguranca_fraude seguranca_perda_roubo 3
86 sem_correspondencia conta_segunda_via 3
87 conta_segunda_via conta_explicacao 2
88 sem_correspondencia conta_vencimento 2
89 conta_vencimento conta_segunda_via 2
90 conta_debito_automatico_digital sem_correspondencia 2
91 conta_debito_automatico_digital seguranca_perda_roubo 2
92 conta_debito_automatico_digital vas_cancelamento 2
93 sem_correspondencia suporte_chip_esim 2
94 conta_pagamento_confirmacao conta_debito_automatico_digital 2
95 negociacao_religacao vas_cancelamento 2
96 negociacao_religacao conta_pagamento_confirmacao 2
97 negociacao_religacao negociacao_divida 2
98 negociacao_religacao roaming_cobranca 2
99 recarga_realizar internet_problema_conexao 2
100 recarga_saldo vas_contratacao 2
101 plano_troca sem_correspondencia 2
102 internet_pacote_adicional marketplace_pedido 2
103 internet_consumo plano_consulta 2
104 vas_cancelamento conta_contestacao 2
105 vas_contratacao plano_nova_linha 2
106 vas_contratacao beneficios_consulta 2
107 vas_contratacao parceiros_ofertas 2
108 vas_consulta sem_correspondencia 2
109 vas_consulta vas_contratacao 2
110 desconto_retencao plano_troca 2
111 sem_correspondencia plano_troca 2
112 desconto_retencao cancelamento_linha 2
113 marketplace_compra sem_correspondencia 2
114 marketplace_pedido sem_correspondencia 2
115 marketplace_pedido reclamacao_atendimento 2
116 marketplace_pedido marketplace_compra 2
117 parceiros_ofertas vas_contratacao 2
118 parceiros_ofertas beneficios_consulta 2
119 suporte_sem_sinal suporte_chip_esim 2
120 suporte_chip_esim seguranca_perda_roubo 2
121 seguranca_perda_roubo internet_problema_conexao 2
122 seguranca_perda_roubo plano_nova_linha 2
123 seguranca_fraude reclamacao_atendimento 2
124 seguranca_fraude troca_numero 2
125 seguranca_fraude cancelamento_linha 2
126 seguranca_fraude suporte_configuracao 2
127 roaming_pacote roaming_cobranca 2
128 roaming_pacote suporte_configuracao 2
129 roaming_duvida internet_problema_conexao 2
130 roaming_duvida roaming_pacote 2
131 roaming_duvida roaming_cobranca 2
132 roaming_cobranca conta_contestacao 2
133 cadastro_atualizacao cancelamento_linha 2
134 portabilidade cancelamento_linha 2
135 reclamacao_atendimento cancelamento_linha 2
136 atendimento_humano sem_correspondencia 2
137 conta_segunda_via conta_pagamento_confirmacao 1
138 conta_segunda_via conta_vencimento 1
139 conta_segunda_via internet_problema_conexao 1
140 conta_contestacao seguranca_perda_roubo 1
141 conta_contestacao bonus_nao_recebido 1
142 conta_contestacao conta_pagamento_confirmacao 1
143 conta_contestacao fidelidade_resgate 1
144 conta_explicacao plano_consulta 1
145 conta_explicacao atendimento_humano 1
146 conta_explicacao reclamacao_atendimento 1
147 conta_explicacao vas_contratacao 1
148 conta_explicacao roaming_cobranca 1
149 conta_debito_automatico_digital conta_segunda_via 1
150 conta_debito_automatico_digital conta_contestacao 1
151 conta_pagamento_confirmacao conta_explicacao 1
152 conta_pagamento_confirmacao conta_contestacao 1
153 conta_pagamento_confirmacao portabilidade 1
154 conta_pagamento_confirmacao fidelidade_resgate 1
155 conta_pagamento_confirmacao seguranca_fraude 1
156 negociacao_divida plano_consulta 1
157 negociacao_divida conta_segunda_via 1
158 negociacao_divida cancelamento_linha 1
159 negociacao_divida recarga_realizar 1
160 negociacao_divida fidelidade_resgate 1
161 negociacao_religacao seguranca_perda_roubo 1
162 negociacao_religacao internet_pacote_adicional 1
163 negociacao_religacao seguranca_fraude 1
164 negociacao_religacao sem_correspondencia 1
165 negociacao_religacao troca_numero 1
166 recarga_realizar marketplace_compra 1
167 recarga_realizar recarga_saldo 1
168 recarga_realizar reclamacao_atendimento 1
169 recarga_saldo conta_pagamento_confirmacao 1
170 recarga_saldo sem_correspondencia 1
171 recarga_saldo internet_consumo 1
172 recarga_saldo vas_cancelamento 1
173 plano_consulta suporte_chip_esim 1
174 plano_consulta plano_nova_linha 1
175 plano_consulta internet_consumo 1
176 sem_correspondencia beneficios_consulta 1
177 plano_consulta portabilidade 1
178 plano_consulta internet_problema_conexao 1
179 plano_consulta marketplace_pedido 1
180 plano_consulta vas_consulta 1
181 plano_consulta roaming_duvida 1
182 plano_consulta beneficios_consulta 1
183 plano_troca parceiros_ofertas 1
184 plano_troca internet_consumo 1
185 plano_troca plano_consulta 1
186 plano_troca recarga_realizar 1
187 plano_nova_linha suporte_configuracao 1
188 plano_nova_linha bonus_nao_recebido 1
189 internet_pacote_adicional suporte_configuracao 1
190 internet_pacote_adicional marketplace_compra 1
191 internet_pacote_adicional internet_consumo 1
192 internet_pacote_adicional cadastro_atualizacao 1
193 internet_pacote_adicional roaming_pacote 1
194 internet_pacote_adicional bonus_nao_recebido 1
195 internet_consumo fidelidade_resgate 1
196 internet_consumo recarga_saldo 1
197 vas_cancelamento vas_contratacao 1
198 vas_cancelamento sem_correspondencia 1
199 vas_cancelamento recarga_nao_creditada 1
200 vas_contratacao vas_cancelamento 1
201 vas_contratacao seguranca_perda_roubo 1
202 vas_contratacao sem_correspondencia 1
203 sem_correspondencia vas_consulta 1
204 vas_consulta troca_numero 1
205 vas_consulta vas_cancelamento 1
206 vas_consulta internet_consumo 1
207 vas_consulta conta_explicacao 1
208 vas_consulta bonus_nao_recebido 1
209 vas_consulta plano_nova_linha 1
210 beneficios_consulta sem_correspondencia 1
211 beneficios_consulta parceiros_ofertas 1
212 desconto_retencao fidelidade_resgate 1
213 desconto_retencao negociacao_divida 1
214 desconto_retencao fidelidade_pontos 1
215 desconto_retencao conta_explicacao 1
216 desconto_retencao roaming_cobranca 1
217 fidelidade_pontos fidelidade_resgate 1
218 fidelidade_pontos plano_troca 1
219 fidelidade_pontos sem_correspondencia 1
220 fidelidade_resgate conta_segunda_via 1
221 fidelidade_resgate atendimento_humano 1
222 fidelidade_resgate marketplace_compra 1
223 fidelidade_resgate seguranca_fraude 1
224 fidelidade_resgate internet_pacote_adicional 1
225 bonus_nao_recebido sem_correspondencia 1
226 atendimento_humano seguranca_fraude 1
227 marketplace_compra vas_contratacao 1
228 marketplace_compra portabilidade 1
229 marketplace_compra reclamacao_atendimento 1
230 marketplace_compra plano_consulta 1
231 marketplace_compra fidelidade_resgate 1
232 marketplace_compra troca_numero 1
233 marketplace_pedido internet_consumo 1
234 marketplace_pedido atendimento_humano 1
235 marketplace_pedido suporte_sem_sinal 1
236 marketplace_pedido plano_consulta 1
237 marketplace_pedido parceiros_ofertas 1
238 marketplace_pedido cancelamento_linha 1
239 marketplace_pedido seguranca_fraude 1
240 marketplace_pedido negociacao_religacao 1
241 parceiros_ofertas sem_correspondencia 1
242 parceiros_ofertas bonus_nao_recebido 1
243 suporte_configuracao internet_problema_conexao 1
244 suporte_chip_esim parceiros_ofertas 1
245 suporte_chip_esim internet_consumo 1
246 suporte_chip_esim recarga_nao_creditada 1
247 seguranca_perda_roubo roaming_cobranca 1
248 seguranca_perda_roubo suporte_chip_esim 1
249 seguranca_perda_roubo sem_correspondencia 1
250 seguranca_perda_roubo suporte_configuracao 1
251 seguranca_fraude roaming_duvida 1
252 seguranca_fraude vas_cancelamento 1
253 seguranca_fraude recarga_saldo 1
254 seguranca_fraude plano_nova_linha 1
255 seguranca_fraude plano_consulta 1
256 seguranca_fraude internet_problema_conexao 1
257 roaming_pacote negociacao_religacao 1
258 roaming_duvida plano_consulta 1
259 sem_correspondencia roaming_pacote 1
260 roaming_cobranca roaming_pacote 1
261 roaming_cobranca roaming_duvida 1
262 roaming_cobranca conta_pagamento_confirmacao 1
263 roaming_cobranca internet_problema_conexao 1
264 cadastro_atualizacao conta_explicacao 1
265 cadastro_atualizacao sem_correspondencia 1
266 portabilidade internet_problema_conexao 1
267 portabilidade conta_debito_automatico_digital 1
268 reclamacao_atendimento seguranca_perda_roubo 1
269 reclamacao_atendimento roaming_duvida 1
270 reclamacao_atendimento roaming_cobranca 1
271 reclamacao_atendimento seguranca_fraude 1
272 reclamacao_atendimento fidelidade_resgate 1
273 reclamacao_atendimento plano_consulta 1
274 atendimento_humano reclamacao_atendimento 1
275 conta_explicacao fidelidade_resgate 1
276 reclamacao_atendimento vas_cancelamento 1
277 reclamacao_atendimento vas_contratacao 1
278 atendimento_humano internet_consumo 1
279 atendimento_humano cadastro_atualizacao 1
280 atendimento_humano roaming_pacote 1
281 atendimento_humano fidelidade_resgate 1
282 sem_correspondencia negociacao_divida 1

108
reports/test/confusion-rizzo_flow-cuda.csv Normal file
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@@ -0,0 +1,108 @@
gold,pred,n
sem_correspondencia,conta_contestacao,17
sem_correspondencia,reclamacao_atendimento,14
sem_correspondencia,internet_problema_conexao,8
vas_cancelamento,conta_contestacao,8
conta_explicacao,conta_contestacao,7
sem_correspondencia,roaming_duvida,6
atendimento_humano,reclamacao_atendimento,6
sem_correspondencia,marketplace_pedido,6
sem_correspondencia,plano_nova_linha,5
sem_correspondencia,vas_contratacao,5
sem_correspondencia,fidelidade_pontos,5
sem_correspondencia,portabilidade,5
sem_correspondencia,vas_cancelamento,4
sem_correspondencia,suporte_configuracao,4
sem_correspondencia,recarga_saldo,4
internet_pacote_adicional,sem_correspondencia,4
parceiros_ofertas,beneficios_consulta,4
roaming_pacote,roaming_duvida,4
sem_correspondencia,negociacao_divida,3
sem_correspondencia,desconto_retencao,3
sem_correspondencia,conta_explicacao,3
sem_correspondencia,seguranca_perda_roubo,3
sem_correspondencia,recarga_nao_creditada,3
sem_correspondencia,recarga_realizar,3
sem_correspondencia,beneficios_consulta,3
plano_nova_linha,plano_troca,3
beneficios_consulta,plano_consulta,3
sem_correspondencia,plano_consulta,3
suporte_sem_sinal,internet_problema_conexao,3
sem_correspondencia,suporte_chip_esim,3
sem_correspondencia,seguranca_fraude,3
sem_correspondencia,roaming_pacote,3
sem_correspondencia,troca_numero,3
sem_correspondencia,cadastro_atualizacao,3
sem_correspondencia,marketplace_compra,3
conta_segunda_via,sem_correspondencia,2
conta_debito_automatico_digital,conta_contestacao,2
negociacao_religacao,negociacao_divida,2
sem_correspondencia,bonus_nao_recebido,2
plano_consulta,beneficios_consulta,2
sem_correspondencia,internet_consumo,2
sem_correspondencia,cancelamento_linha,2
sem_correspondencia,plano_troca,2
fidelidade_resgate,marketplace_compra,2
bonus_nao_recebido,recarga_nao_creditada,2
parceiros_ofertas,vas_contratacao,2
sem_correspondencia,internet_pacote_adicional,2
roaming_cobranca,conta_contestacao,2
cancelamento_linha,vas_cancelamento,2
atendimento_humano,sem_correspondencia,2
conta_vencimento,sem_correspondencia,1
conta_vencimento,conta_contestacao,1
conta_debito_automatico_digital,conta_segunda_via,1
conta_pagamento_confirmacao,conta_contestacao,1
sem_correspondencia,conta_segunda_via,1
conta_pagamento_confirmacao,negociacao_religacao,1
negociacao_religacao,conta_contestacao,1
negociacao_divida,negociacao_religacao,1
recarga_realizar,recarga_nao_creditada,1
recarga_nao_creditada,recarga_saldo,1
recarga_saldo,vas_cancelamento,1
sem_correspondencia,conta_pagamento_confirmacao,1
recarga_nao_creditada,conta_pagamento_confirmacao,1
atendimento_humano,conta_pagamento_confirmacao,1
plano_consulta,internet_consumo,1
plano_consulta,conta_contestacao,1
plano_consulta,plano_troca,1
plano_troca,plano_consulta,1
plano_troca,desconto_retencao,1
plano_troca,plano_nova_linha,1
plano_nova_linha,cadastro_atualizacao,1
plano_nova_linha,roaming_duvida,1
plano_nova_linha,internet_pacote_adicional,1
internet_pacote_adicional,plano_consulta,1
internet_pacote_adicional,internet_problema_conexao,1
internet_consumo,plano_consulta,1
internet_consumo,recarga_saldo,1
vas_cancelamento,cancelamento_linha,1
vas_contratacao,beneficios_consulta,1
vas_contratacao,plano_consulta,1
sem_correspondencia,vas_consulta,1
vas_consulta,vas_cancelamento,1
beneficios_consulta,vas_contratacao,1
desconto_retencao,portabilidade,1
sem_correspondencia,fidelidade_resgate,1
fidelidade_pontos,plano_troca,1
fidelidade_pontos,fidelidade_resgate,1
fidelidade_resgate,fidelidade_pontos,1
fidelidade_resgate,desconto_retencao,1
bonus_nao_recebido,beneficios_consulta,1
marketplace_pedido,negociacao_divida,1
marketplace_pedido,reclamacao_atendimento,1
parceiros_ofertas,marketplace_compra,1
suporte_configuracao,internet_problema_conexao,1
seguranca_fraude,conta_contestacao,1
roaming_pacote,internet_pacote_adicional,1
roaming_cobranca,roaming_duvida,1
cadastro_atualizacao,portabilidade,1
portabilidade,cadastro_atualizacao,1
sem_correspondencia,atendimento_humano,1
reclamacao_atendimento,suporte_sem_sinal,1
desconto_retencao,plano_nova_linha,1
atendimento_humano,internet_consumo,1
atendimento_humano,fidelidade_resgate,1
sem_correspondencia,conta_debito_automatico_digital,1
reclamacao_atendimento,sem_correspondencia,1
sem_correspondencia,suporte_sem_sinal,1
1 gold pred n
2 sem_correspondencia conta_contestacao 17
3 sem_correspondencia reclamacao_atendimento 14
4 sem_correspondencia internet_problema_conexao 8
5 vas_cancelamento conta_contestacao 8
6 conta_explicacao conta_contestacao 7
7 sem_correspondencia roaming_duvida 6
8 atendimento_humano reclamacao_atendimento 6
9 sem_correspondencia marketplace_pedido 6
10 sem_correspondencia plano_nova_linha 5
11 sem_correspondencia vas_contratacao 5
12 sem_correspondencia fidelidade_pontos 5
13 sem_correspondencia portabilidade 5
14 sem_correspondencia vas_cancelamento 4
15 sem_correspondencia suporte_configuracao 4
16 sem_correspondencia recarga_saldo 4
17 internet_pacote_adicional sem_correspondencia 4
18 parceiros_ofertas beneficios_consulta 4
19 roaming_pacote roaming_duvida 4
20 sem_correspondencia negociacao_divida 3
21 sem_correspondencia desconto_retencao 3
22 sem_correspondencia conta_explicacao 3
23 sem_correspondencia seguranca_perda_roubo 3
24 sem_correspondencia recarga_nao_creditada 3
25 sem_correspondencia recarga_realizar 3
26 sem_correspondencia beneficios_consulta 3
27 plano_nova_linha plano_troca 3
28 beneficios_consulta plano_consulta 3
29 sem_correspondencia plano_consulta 3
30 suporte_sem_sinal internet_problema_conexao 3
31 sem_correspondencia suporte_chip_esim 3
32 sem_correspondencia seguranca_fraude 3
33 sem_correspondencia roaming_pacote 3
34 sem_correspondencia troca_numero 3
35 sem_correspondencia cadastro_atualizacao 3
36 sem_correspondencia marketplace_compra 3
37 conta_segunda_via sem_correspondencia 2
38 conta_debito_automatico_digital conta_contestacao 2
39 negociacao_religacao negociacao_divida 2
40 sem_correspondencia bonus_nao_recebido 2
41 plano_consulta beneficios_consulta 2
42 sem_correspondencia internet_consumo 2
43 sem_correspondencia cancelamento_linha 2
44 sem_correspondencia plano_troca 2
45 fidelidade_resgate marketplace_compra 2
46 bonus_nao_recebido recarga_nao_creditada 2
47 parceiros_ofertas vas_contratacao 2
48 sem_correspondencia internet_pacote_adicional 2
49 roaming_cobranca conta_contestacao 2
50 cancelamento_linha vas_cancelamento 2
51 atendimento_humano sem_correspondencia 2
52 conta_vencimento sem_correspondencia 1
53 conta_vencimento conta_contestacao 1
54 conta_debito_automatico_digital conta_segunda_via 1
55 conta_pagamento_confirmacao conta_contestacao 1
56 sem_correspondencia conta_segunda_via 1
57 conta_pagamento_confirmacao negociacao_religacao 1
58 negociacao_religacao conta_contestacao 1
59 negociacao_divida negociacao_religacao 1
60 recarga_realizar recarga_nao_creditada 1
61 recarga_nao_creditada recarga_saldo 1
62 recarga_saldo vas_cancelamento 1
63 sem_correspondencia conta_pagamento_confirmacao 1
64 recarga_nao_creditada conta_pagamento_confirmacao 1
65 atendimento_humano conta_pagamento_confirmacao 1
66 plano_consulta internet_consumo 1
67 plano_consulta conta_contestacao 1
68 plano_consulta plano_troca 1
69 plano_troca plano_consulta 1
70 plano_troca desconto_retencao 1
71 plano_troca plano_nova_linha 1
72 plano_nova_linha cadastro_atualizacao 1
73 plano_nova_linha roaming_duvida 1
74 plano_nova_linha internet_pacote_adicional 1
75 internet_pacote_adicional plano_consulta 1
76 internet_pacote_adicional internet_problema_conexao 1
77 internet_consumo plano_consulta 1
78 internet_consumo recarga_saldo 1
79 vas_cancelamento cancelamento_linha 1
80 vas_contratacao beneficios_consulta 1
81 vas_contratacao plano_consulta 1
82 sem_correspondencia vas_consulta 1
83 vas_consulta vas_cancelamento 1
84 beneficios_consulta vas_contratacao 1
85 desconto_retencao portabilidade 1
86 sem_correspondencia fidelidade_resgate 1
87 fidelidade_pontos plano_troca 1
88 fidelidade_pontos fidelidade_resgate 1
89 fidelidade_resgate fidelidade_pontos 1
90 fidelidade_resgate desconto_retencao 1
91 bonus_nao_recebido beneficios_consulta 1
92 marketplace_pedido negociacao_divida 1
93 marketplace_pedido reclamacao_atendimento 1
94 parceiros_ofertas marketplace_compra 1
95 suporte_configuracao internet_problema_conexao 1
96 seguranca_fraude conta_contestacao 1
97 roaming_pacote internet_pacote_adicional 1
98 roaming_cobranca roaming_duvida 1
99 cadastro_atualizacao portabilidade 1
100 portabilidade cadastro_atualizacao 1
101 sem_correspondencia atendimento_humano 1
102 reclamacao_atendimento suporte_sem_sinal 1
103 desconto_retencao plano_nova_linha 1
104 atendimento_humano internet_consumo 1
105 atendimento_humano fidelidade_resgate 1
106 sem_correspondencia conta_debito_automatico_digital 1
107 reclamacao_atendimento sem_correspondencia 1
108 sem_correspondencia suporte_sem_sinal 1

106
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gold,pred,n
roaming_cobranca,conta_contestacao,14
sem_correspondencia,conta_contestacao,9
sem_correspondencia,recarga_saldo,7
marketplace_compra,sem_correspondencia,7
sem_correspondencia,roaming_duvida,7
sem_correspondencia,cadastro_atualizacao,7
sem_correspondencia,suporte_sem_sinal,5
vas_cancelamento,conta_contestacao,5
sem_correspondencia,reclamacao_atendimento,5
plano_consulta,internet_consumo,4
vas_consulta,sem_correspondencia,4
sem_correspondencia,vas_contratacao,4
sem_correspondencia,plano_consulta,4
atendimento_humano,sem_correspondencia,4
marketplace_pedido,sem_correspondencia,4
seguranca_fraude,conta_contestacao,4
sem_correspondencia,conta_explicacao,3
sem_correspondencia,internet_consumo,3
sem_correspondencia,conta_pagamento_confirmacao,3
internet_pacote_adicional,sem_correspondencia,3
sem_correspondencia,suporte_configuracao,3
vas_contratacao,sem_correspondencia,3
beneficios_consulta,plano_consulta,3
sem_correspondencia,fidelidade_pontos,3
bonus_nao_recebido,recarga_nao_creditada,3
roaming_pacote,roaming_duvida,3
sem_correspondencia,troca_numero,3
portabilidade,sem_correspondencia,3
conta_segunda_via,sem_correspondencia,2
sem_correspondencia,vas_cancelamento,2
conta_explicacao,conta_contestacao,2
conta_debito_automatico_digital,sem_correspondencia,2
conta_pagamento_confirmacao,sem_correspondencia,2
negociacao_religacao,negociacao_divida,2
sem_correspondencia,beneficios_consulta,2
plano_consulta,beneficios_consulta,2
sem_correspondencia,desconto_retencao,2
plano_troca,plano_consulta,2
fidelidade_resgate,fidelidade_pontos,2
suporte_configuracao,sem_correspondencia,2
suporte_chip_esim,suporte_sem_sinal,2
sem_correspondencia,suporte_chip_esim,2
sem_correspondencia,roaming_pacote,2
reclamacao_atendimento,sem_correspondencia,2
conta_segunda_via,conta_contestacao,1
conta_contestacao,conta_explicacao,1
conta_explicacao,sem_correspondencia,1
conta_vencimento,sem_correspondencia,1
conta_debito_automatico_digital,conta_segunda_via,1
negociacao_religacao,conta_pagamento_confirmacao,1
negociacao_divida,negociacao_religacao,1
negociacao_divida,sem_correspondencia,1
negociacao_religacao,suporte_sem_sinal,1
sem_correspondencia,negociacao_divida,1
sem_correspondencia,recarga_nao_creditada,1
recarga_realizar,reclamacao_atendimento,1
recarga_saldo,internet_consumo,1
recarga_saldo,sem_correspondencia,1
recarga_nao_creditada,recarga_saldo,1
recarga_saldo,plano_consulta,1
recarga_saldo,vas_cancelamento,1
sem_correspondencia,bonus_nao_recebido,1
plano_consulta,plano_troca,1
plano_consulta,sem_correspondencia,1
sem_correspondencia,plano_nova_linha,1
plano_troca,desconto_retencao,1
plano_troca,roaming_pacote,1
plano_troca,sem_correspondencia,1
plano_troca,plano_nova_linha,1
plano_nova_linha,suporte_sem_sinal,1
plano_nova_linha,roaming_duvida,1
internet_consumo,sem_correspondencia,1
internet_consumo,internet_problema_conexao,1
internet_consumo,recarga_saldo,1
sem_correspondencia,cancelamento_linha,1
vas_cancelamento,cancelamento_linha,1
vas_contratacao,beneficios_consulta,1
vas_consulta,plano_consulta,1
beneficios_consulta,vas_contratacao,1
sem_correspondencia,plano_troca,1
fidelidade_pontos,fidelidade_resgate,1
fidelidade_resgate,sem_correspondencia,1
sem_correspondencia,marketplace_compra,1
fidelidade_resgate,marketplace_compra,1
fidelidade_resgate,desconto_retencao,1
sem_correspondencia,parceiros_ofertas,1
atendimento_humano,conta_contestacao,1
marketplace_compra,cadastro_atualizacao,1
marketplace_compra,marketplace_pedido,1
parceiros_ofertas,vas_contratacao,1
parceiros_ofertas,sem_correspondencia,1
suporte_sem_sinal,internet_problema_conexao,1
sem_correspondencia,internet_problema_conexao,1
suporte_chip_esim,internet_consumo,1
sem_correspondencia,seguranca_fraude,1
roaming_pacote,sem_correspondencia,1
cancelamento_linha,vas_cancelamento,1
troca_numero,sem_correspondencia,1
sem_correspondencia,portabilidade,1
troca_numero,portabilidade,1
reclamacao_atendimento,conta_contestacao,1
reclamacao_atendimento,suporte_sem_sinal,1
desconto_retencao,plano_nova_linha,1
atendimento_humano,internet_consumo,1
sem_correspondencia,marketplace_pedido,1
1 gold pred n
2 roaming_cobranca conta_contestacao 14
3 sem_correspondencia conta_contestacao 9
4 sem_correspondencia recarga_saldo 7
5 marketplace_compra sem_correspondencia 7
6 sem_correspondencia roaming_duvida 7
7 sem_correspondencia cadastro_atualizacao 7
8 sem_correspondencia suporte_sem_sinal 5
9 vas_cancelamento conta_contestacao 5
10 sem_correspondencia reclamacao_atendimento 5
11 plano_consulta internet_consumo 4
12 vas_consulta sem_correspondencia 4
13 sem_correspondencia vas_contratacao 4
14 sem_correspondencia plano_consulta 4
15 atendimento_humano sem_correspondencia 4
16 marketplace_pedido sem_correspondencia 4
17 seguranca_fraude conta_contestacao 4
18 sem_correspondencia conta_explicacao 3
19 sem_correspondencia internet_consumo 3
20 sem_correspondencia conta_pagamento_confirmacao 3
21 internet_pacote_adicional sem_correspondencia 3
22 sem_correspondencia suporte_configuracao 3
23 vas_contratacao sem_correspondencia 3
24 beneficios_consulta plano_consulta 3
25 sem_correspondencia fidelidade_pontos 3
26 bonus_nao_recebido recarga_nao_creditada 3
27 roaming_pacote roaming_duvida 3
28 sem_correspondencia troca_numero 3
29 portabilidade sem_correspondencia 3
30 conta_segunda_via sem_correspondencia 2
31 sem_correspondencia vas_cancelamento 2
32 conta_explicacao conta_contestacao 2
33 conta_debito_automatico_digital sem_correspondencia 2
34 conta_pagamento_confirmacao sem_correspondencia 2
35 negociacao_religacao negociacao_divida 2
36 sem_correspondencia beneficios_consulta 2
37 plano_consulta beneficios_consulta 2
38 sem_correspondencia desconto_retencao 2
39 plano_troca plano_consulta 2
40 fidelidade_resgate fidelidade_pontos 2
41 suporte_configuracao sem_correspondencia 2
42 suporte_chip_esim suporte_sem_sinal 2
43 sem_correspondencia suporte_chip_esim 2
44 sem_correspondencia roaming_pacote 2
45 reclamacao_atendimento sem_correspondencia 2
46 conta_segunda_via conta_contestacao 1
47 conta_contestacao conta_explicacao 1
48 conta_explicacao sem_correspondencia 1
49 conta_vencimento sem_correspondencia 1
50 conta_debito_automatico_digital conta_segunda_via 1
51 negociacao_religacao conta_pagamento_confirmacao 1
52 negociacao_divida negociacao_religacao 1
53 negociacao_divida sem_correspondencia 1
54 negociacao_religacao suporte_sem_sinal 1
55 sem_correspondencia negociacao_divida 1
56 sem_correspondencia recarga_nao_creditada 1
57 recarga_realizar reclamacao_atendimento 1
58 recarga_saldo internet_consumo 1
59 recarga_saldo sem_correspondencia 1
60 recarga_nao_creditada recarga_saldo 1
61 recarga_saldo plano_consulta 1
62 recarga_saldo vas_cancelamento 1
63 sem_correspondencia bonus_nao_recebido 1
64 plano_consulta plano_troca 1
65 plano_consulta sem_correspondencia 1
66 sem_correspondencia plano_nova_linha 1
67 plano_troca desconto_retencao 1
68 plano_troca roaming_pacote 1
69 plano_troca sem_correspondencia 1
70 plano_troca plano_nova_linha 1
71 plano_nova_linha suporte_sem_sinal 1
72 plano_nova_linha roaming_duvida 1
73 internet_consumo sem_correspondencia 1
74 internet_consumo internet_problema_conexao 1
75 internet_consumo recarga_saldo 1
76 sem_correspondencia cancelamento_linha 1
77 vas_cancelamento cancelamento_linha 1
78 vas_contratacao beneficios_consulta 1
79 vas_consulta plano_consulta 1
80 beneficios_consulta vas_contratacao 1
81 sem_correspondencia plano_troca 1
82 fidelidade_pontos fidelidade_resgate 1
83 fidelidade_resgate sem_correspondencia 1
84 sem_correspondencia marketplace_compra 1
85 fidelidade_resgate marketplace_compra 1
86 fidelidade_resgate desconto_retencao 1
87 sem_correspondencia parceiros_ofertas 1
88 atendimento_humano conta_contestacao 1
89 marketplace_compra cadastro_atualizacao 1
90 marketplace_compra marketplace_pedido 1
91 parceiros_ofertas vas_contratacao 1
92 parceiros_ofertas sem_correspondencia 1
93 suporte_sem_sinal internet_problema_conexao 1
94 sem_correspondencia internet_problema_conexao 1
95 suporte_chip_esim internet_consumo 1
96 sem_correspondencia seguranca_fraude 1
97 roaming_pacote sem_correspondencia 1
98 cancelamento_linha vas_cancelamento 1
99 troca_numero sem_correspondencia 1
100 sem_correspondencia portabilidade 1
101 troca_numero portabilidade 1
102 reclamacao_atendimento conta_contestacao 1
103 reclamacao_atendimento suporte_sem_sinal 1
104 desconto_retencao plano_nova_linha 1
105 atendimento_humano internet_consumo 1
106 sem_correspondencia marketplace_pedido 1

34
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{"id": "g0048-negociacao_divida-indireto_multiplo-09-D1", "gold": "negociacao_divida", "pred": "sem_correspondencia", "confidence": 0.9601, "class": "abstencao_indevida", "profile": "indireto_multiplo"}
{"id": "g0216-suporte_chip_esim-indireto_multiplo-03-D1", "gold": "suporte_chip_esim", "pred": "parceiros_ofertas", "confidence": 0.9562, "class": "ambiguidade", "profile": "indireto_multiplo"}
{"id": "g0265-portabilidade-indireto_multiplo-03-D1", "gold": "portabilidade", "pred": "sem_correspondencia", "confidence": 0.9529, "class": "abstencao_indevida", "profile": "indireto_multiplo"}
{"id": "g0063-recarga_saldo-curto_neutro-06-D1", "gold": "recarga_saldo", "pred": "sem_correspondencia", "confidence": 0.9458, "class": "abstencao_indevida", "profile": "curto_neutro"}
{"id": "g0234-roaming_pacote-regionalismo-04-D1", "gold": "roaming_pacote", "pred": "internet_pacote_adicional", "confidence": 0.942, "class": "taxonomia_par_dificil", "profile": "regionalismo"}
{"id": "g0079-plano_consulta-erros_digitacao-09-D1", "gold": "sem_correspondencia", "pred": "beneficios_consulta", "confidence": 0.9407, "class": "intencao_fora_das_opcoes", "profile": "erros_digitacao"}
{"id": "g0069-recarga_saldo-indireto_multiplo-05-D1", "gold": "recarga_saldo", "pred": "sem_correspondencia", "confidence": 0.9238, "class": "abstencao_indevida", "profile": "indireto_multiplo"}
{"id": "g0181-marketplace_compra-indireto_multiplo-07-D1", "gold": "marketplace_compra", "pred": "internet_pacote_adicional", "confidence": 0.9207, "class": "ambiguidade", "profile": "indireto_multiplo"}
{"id": "g0234-roaming_pacote-regionalismo-11-D1", "gold": "sem_correspondencia", "pred": "internet_pacote_adicional", "confidence": 0.9192, "class": "intencao_fora_das_opcoes", "profile": "regionalismo"}
{"id": "g0259-portabilidade-curto_neutro-02-D1", "gold": "portabilidade", "pred": "sem_correspondencia", "confidence": 0.9161, "class": "abstencao_indevida", "profile": "curto_neutro"}
{"id": "g0048-negociacao_divida-indireto_multiplo-00-D1", "gold": "negociacao_divida", "pred": "sem_correspondencia", "confidence": 0.9123, "class": "abstencao_indevida", "profile": "indireto_multiplo"}
{"id": "g0245-roaming_cobranca-curto_neutro-06-D1", "gold": "roaming_cobranca", "pred": "sem_correspondencia", "confidence": 0.9098, "class": "abstencao_indevida", "profile": "curto_neutro"}
{"id": "g0048-negociacao_divida-indireto_multiplo-01-D1", "gold": "negociacao_divida", "pred": "conta_segunda_via", "confidence": 0.9067, "class": "taxonomia_par_dificil", "profile": "indireto_multiplo"}
{"id": "g0275-troca_numero-erros_digitacao-05-D1", "gold": "troca_numero", "pred": "sem_correspondencia", "confidence": 0.9052, "class": "abstencao_indevida", "profile": "erros_digitacao"}
{"id": "g0249-roaming_cobranca-emocional-09-D1", "gold": "roaming_cobranca", "pred": "sem_correspondencia", "confidence": 0.9046, "class": "abstencao_indevida", "profile": "emocional"}
{"id": "g0269-cancelamento_linha-regionalismo-04-D1", "gold": "sem_correspondencia", "pred": "vas_cancelamento", "confidence": 0.9028, "class": "intencao_fora_das_opcoes", "profile": "regionalismo"}
{"id": "g0234-roaming_pacote-regionalismo-07-D1", "gold": "roaming_pacote", "pred": "internet_pacote_adicional", "confidence": 0.8986, "class": "taxonomia_par_dificil", "profile": "regionalismo"}
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