From e77813a45cc1286984e2cebfde774a2f8641fa55 Mon Sep 17 00:00:00 2001
From: Ernesto Herrera <eherrera@aduanasoft.onmicrosoft.com>
Date: Wed, 27 May 2026 06:58:50 -0600
Subject: [PATCH] feature/analiticas de saldos

---
 app/Manual_Descargas.docx | Bin 0 -> 42804 bytes
 app/app.ipynb             | 431 +++++++++++++++++++++++++++++++++++---
 2 files changed, 400 insertions(+), 31 deletions(-)
 create mode 100644 app/Manual_Descargas.docx

diff --git a/app/Manual_Descargas.docx b/app/Manual_Descargas.docx
new file mode 100644
index 0000000000000000000000000000000000000000..8dce6bd9376de3f42c00effd605ba1efcbe65b69
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literal 0
HcmV?d00001

diff --git a/app/app.ipynb b/app/app.ipynb
index 48f4dbe..5791ad2 100644
--- a/app/app.ipynb
+++ b/app/app.ipynb
@@ -1384,7 +1384,143 @@
         "    prog.done(f'{inserted} insertados')\n",
         "\n",
         "\n",
-        "\n"
+        "def calcular_saldos_descargas_por_anio_fraccion(top_n=30, fraccion_digitos=4, progress=None):\n",
+        "    \"\"\"Calcula peso/cantidad/valor IMPORTADO y DESCARGADO por (anio, fraccion).\n",
+        "    fraccion_digitos: 4, 6 u 8. top_n: limita a las N fracciones con mas actividad.\"\"\"\n",
+        "    prog = _Progress(progress)\n",
+        "    prog.setup(2, 'Cargando IMPO por fraccion...')\n",
+        "    fdig = int(fraccion_digitos)\n",
+        "    sql_impo = f\"\"\"\n",
+        "        SELECT YEAR(FECHAFACTURA_ISO) AS ANIO,\n",
+        "               LEFT(FRACCIONIMPO, {fdig}) AS FRACCION,\n",
+        "               SUM(ISNULL(PESONETO,0))          AS peso_impo,\n",
+        "               SUM(ISNULL(CANTEXITENCIA,0))     AS cant_impo,\n",
+        "               SUM(ISNULL(VALORIMPOMN,0))       AS valor_impo_mn\n",
+        "        FROM SSaldoTem\n",
+        "        WHERE FECHAFACTURA_ISO IS NOT NULL AND FRACCIONIMPO IS NOT NULL\n",
+        "        GROUP BY YEAR(FECHAFACTURA_ISO), LEFT(FRACCIONIMPO, {fdig})\n",
+        "    \"\"\"\n",
+        "    df_i = pd.read_sql(sql_impo, scaii_conn)\n",
+        "    prog.step(desc='Cargando DESCARGAS por fraccion...')\n",
+        "    sql_desc = f\"\"\"\n",
+        "        SELECT YEAR(f.FECHAFACTURA_ISO) AS ANIO,\n",
+        "               LEFT(sp.FRACCION, {fdig}) AS FRACCION,\n",
+        "               SUM(ISNULL(d.PESONETO,0)) AS peso_descargas,\n",
+        "               SUM(ISNULL(d.CANTDESC,0)) AS cant_descargas,\n",
+        "               SUM(ISNULL(d.VALORMN,0))  AS valor_descargas_mn\n",
+        "        FROM SDescargaT d\n",
+        "        INNER JOIN SFacExp f ON f.FACTURAEXPO = d.FACTEXPO\n",
+        "        INNER JOIN SPartes sp ON sp.NUMPARTE = d.NUMPARTE\n",
+        "        WHERE f.FECHAFACTURA_ISO IS NOT NULL AND sp.FRACCION IS NOT NULL\n",
+        "        GROUP BY YEAR(f.FECHAFACTURA_ISO), LEFT(sp.FRACCION, {fdig})\n",
+        "    \"\"\"\n",
+        "    df_d = pd.read_sql(sql_desc, scaii_conn)\n",
+        "    cmp = df_i.merge(df_d, on=['ANIO','FRACCION'], how='outer').fillna(0)\n",
+        "    if cmp.empty:\n",
+        "        prog.done('Sin datos'); return cmp\n",
+        "    cmp['ANIO'] = cmp['ANIO'].astype(int)\n",
+        "    tot = (cmp.groupby('FRACCION')[['peso_impo','peso_descargas']].sum().sum(axis=1)\n",
+        "              .sort_values(ascending=False).head(int(top_n)))\n",
+        "    cmp = cmp[cmp['FRACCION'].isin(tot.index)].copy()\n",
+        "    for c in ['peso_impo','peso_descargas','cant_impo','cant_descargas',\n",
+        "              'valor_impo_mn','valor_descargas_mn']:\n",
+        "        if c in cmp.columns: cmp[c] = cmp[c].round(2)\n",
+        "    prog.done(f'{len(tot)} fracciones')\n",
+        "    return cmp.sort_values(['ANIO','FRACCION']).reset_index(drop=True)\n",
+        "\n",
+        "\n",
+        "\n",
+        "def graficar_saldos_descargas_anio_fraccion(cmp, metric='peso'):\n",
+        "    \"\"\"Por cada anio, dos barras separadas (IMPO solido y DESC con hatch),\n",
+        "    apiladas internamente por fraccion con % en cada segmento. Totales rotados 90.\n",
+        "    Las barras estan visualmente agrupadas dentro de un 'bloque' por anio y los\n",
+        "    anios estan bien separados entre si.\"\"\"\n",
+        "    plt.close('all')\n",
+        "    if cmp is None or cmp.empty:\n",
+        "        print('Sin datos para graficar.'); return None\n",
+        "    if metric == 'cantidad':\n",
+        "        col_i, col_d, ylab = 'cant_impo', 'cant_descargas', 'Cantidad'\n",
+        "    elif metric == 'valor_mn':\n",
+        "        col_i, col_d, ylab = 'valor_impo_mn', 'valor_descargas_mn', 'Valor MN'\n",
+        "    else:\n",
+        "        col_i, col_d, ylab = 'peso_impo', 'peso_descargas', 'Peso neto'\n",
+        "    anios = sorted(cmp['ANIO'].astype(int).unique())\n",
+        "    total_por_frac = (cmp.groupby('FRACCION')[[col_i, col_d]].sum().sum(axis=1)\n",
+        "                         .sort_values(ascending=False))\n",
+        "    fracs = total_por_frac.index.tolist()\n",
+        "    pv_i = (cmp.pivot_table(index='ANIO', columns='FRACCION', values=col_i, aggfunc='sum')\n",
+        "               .reindex(anios).fillna(0))\n",
+        "    pv_d = (cmp.pivot_table(index='ANIO', columns='FRACCION', values=col_d, aggfunc='sum')\n",
+        "               .reindex(anios).fillna(0))\n",
+        "    tot_i = pv_i.sum(axis=1).values\n",
+        "    tot_d = pv_d.sum(axis=1).values\n",
+        "    # Mas espacio entre anios para que IMPO/DESC no se empalmen entre vecinos\n",
+        "    sep_anios = 1.6  # multiplicador de separacion entre anios\n",
+        "    xpos = np.arange(len(anios), dtype=float) * sep_anios\n",
+        "    width = 0.55\n",
+        "    gap = 0.65  # separacion entre IMPO y DESC dentro del mismo anio\n",
+        "    fig, ax = plt.subplots(figsize=(max(14, len(anios)*1.6), 8))\n",
+        "    fig.suptitle(f'IMPO vs DESCARGAS por anio - apilado por fraccion ({ylab})',\n",
+        "                 fontsize=13, fontweight='bold')\n",
+        "    cmap = plt.cm.tab20\n",
+        "    colors = [cmap(i % 20) for i in range(len(fracs))]\n",
+        "    bot_i = np.zeros(len(anios)); bot_d = np.zeros(len(anios))\n",
+        "    for i, frac in enumerate(fracs):\n",
+        "        iv = pv_i[frac].astype(float).values if frac in pv_i.columns else np.zeros(len(anios))\n",
+        "        dv = pv_d[frac].astype(float).values if frac in pv_d.columns else np.zeros(len(anios))\n",
+        "        ax.bar(xpos - gap/2, iv, width, bottom=bot_i, color=colors[i],\n",
+        "               edgecolor='white', linewidth=0.5, label=frac)\n",
+        "        ax.bar(xpos + gap/2, dv, width, bottom=bot_d, color=colors[i],\n",
+        "               edgecolor='white', linewidth=0.5, hatch='///')\n",
+        "        for j in range(len(anios)):\n",
+        "            # % en segmentos significativos (>= 5%)\n",
+        "            if tot_i[j] > 0 and iv[j]/tot_i[j] >= 0.05:\n",
+        "                ax.text(xpos[j] - gap/2, bot_i[j] + iv[j]/2,\n",
+        "                        f'{iv[j]/tot_i[j]*100:.0f}%',\n",
+        "                        ha='center', va='center', fontsize=7, color='black')\n",
+        "            if tot_d[j] > 0 and dv[j]/tot_d[j] >= 0.05:\n",
+        "                ax.text(xpos[j] + gap/2, bot_d[j] + dv[j]/2,\n",
+        "                        f'{dv[j]/tot_d[j]*100:.0f}%',\n",
+        "                        ha='center', va='center', fontsize=7, color='black')\n",
+        "        bot_i += iv; bot_d += dv\n",
+        "    ymax = max(bot_i.max() if len(bot_i) else 0, bot_d.max() if len(bot_d) else 0, 1)\n",
+        "    # Totales arriba, rotados 90 grados para que no se traslapen\n",
+        "    for j, x in enumerate(xpos):\n",
+        "        if tot_i[j] > 0:\n",
+        "            ax.text(x - gap/2, bot_i[j] + ymax*0.005,\n",
+        "                    f'{tot_i[j]:,.0f}',\n",
+        "                    ha='center', va='bottom', fontsize=8, color='#1976D2',\n",
+        "                    fontweight='bold', rotation=90)\n",
+        "        if tot_d[j] > 0:\n",
+        "            ax.text(x + gap/2, bot_d[j] + ymax*0.005,\n",
+        "                    f'{tot_d[j]:,.0f}',\n",
+        "                    ha='center', va='bottom', fontsize=8, color='#8E24AA',\n",
+        "                    fontweight='bold', rotation=90)\n",
+        "    # XTicks: solo el anio, centrado entre las dos barras\n",
+        "    ax.set_xticks(xpos)\n",
+        "    ax.set_xticklabels(anios, fontsize=10, fontweight='bold')\n",
+        "    # Sub-etiquetas IMPO/DESC abajo de cada barra (mas separadas del eje X)\n",
+        "    yoff = -ymax * 0.045\n",
+        "    for j, x in enumerate(xpos):\n",
+        "        ax.text(x - gap/2, yoff, 'IMPO', ha='center', va='top',\n",
+        "                fontsize=7, color='#1976D2', fontweight='bold')\n",
+        "        ax.text(x + gap/2, yoff, 'DESC', ha='center', va='top',\n",
+        "                fontsize=7, color='#8E24AA', fontweight='bold')\n",
+        "    ax.set_xlabel('\\nAnio  (IMPO = importado solido, DESC = descargado con rayas)', fontsize=10)\n",
+        "    ax.set_ylabel(ylab)\n",
+        "    ax.yaxis.set_major_formatter(mtick.FuncFormatter(lambda v,_: f'{v:,.0f}'))\n",
+        "    # Dejar espacio extra arriba para los totales rotados\n",
+        "    ax.set_ylim(top=ymax * 1.25)\n",
+        "    max_leg = 30\n",
+        "    handles, labels = ax.get_legend_handles_labels()\n",
+        "    if len(labels) > max_leg:\n",
+        "        handles = handles[:max_leg]; labels = labels[:max_leg] + [f'... (+{len(fracs)-max_leg})']\n",
+        "        handles.append(plt.Rectangle((0,0),1,1, color='lightgray'))\n",
+        "    ax.legend(handles, labels, title='Fraccion', bbox_to_anchor=(1.02, 1),\n",
+        "              loc='upper left', fontsize=7, ncol=1)\n",
+        "    ax.grid(axis='y', linestyle=':', alpha=0.4)\n",
+        "    plt.tight_layout()\n",
+        "    return fig"
       ]
     },
     {
@@ -2121,39 +2257,194 @@
         "    return pd.read_sql(sql, scaii_conn, params=(fecha_corte,))\n",
         "\n",
         "\n",
-        "def graficar_saldos_vencidos_por_anio(df, metric='SALDO_VMN'):\n",
+        "def cargar_saldos_vencidos_por_fraccion(fecha_corte=None, fraccion_digitos=4, top_n=30):\n",
+        "    \"\"\"Saldos vencidos agrupados por LEFT(FRACCIONIMPO, N). Top N fracciones.\"\"\"\n",
+        "    if fecha_corte is None:\n",
+        "        fecha_corte = _dt_sv.date.today().isoformat()\n",
+        "    fdig = int(fraccion_digitos)\n",
+        "    sql = f\"\"\"\n",
+        "        SELECT LEFT(FRACCIONIMPO, {fdig}) AS FRACCION,\n",
+        "               COUNT(*) AS LOTES,\n",
+        "               COUNT(DISTINCT FACTURAIMPO) AS FACTURAS,\n",
+        "               SUM(CANTEXITENCIA - ISNULL(CANTUSADA,0) - ISNULL(CANTUSADADESP,0)) AS SALDO_CANT,\n",
+        "               SUM((CANTEXITENCIA - ISNULL(CANTUSADA,0) - ISNULL(CANTUSADADESP,0)) *\n",
+        "                   CASE WHEN CANTEXITENCIA > 0\n",
+        "                        THEN (ISNULL(VALORIMPOMN,0) * 1.0 / CANTEXITENCIA)\n",
+        "                        ELSE 0 END) AS SALDO_VMN,\n",
+        "               SUM((CANTEXITENCIA - ISNULL(CANTUSADA,0) - ISNULL(CANTUSADADESP,0)) *\n",
+        "                   CASE WHEN CANTEXITENCIA > 0\n",
+        "                        THEN (ISNULL(VALORIMPOME,0) * 1.0 / CANTEXITENCIA)\n",
+        "                        ELSE 0 END) AS SALDO_VME,\n",
+        "               SUM((CANTEXITENCIA - ISNULL(CANTUSADA,0) - ISNULL(CANTUSADADESP,0)) *\n",
+        "                   CASE WHEN CANTEXITENCIA > 0\n",
+        "                        THEN (ISNULL(PESONETO,0) * 1.0 / CANTEXITENCIA)\n",
+        "                        ELSE 0 END) AS SALDO_PESONETO\n",
+        "        FROM SSaldoTem\n",
+        "        WHERE FECHAVENC_ISO IS NOT NULL\n",
+        "          AND FECHAVENC_ISO < ?\n",
+        "          AND FRACCIONIMPO IS NOT NULL\n",
+        "          AND (CANTEXITENCIA - ISNULL(CANTUSADA,0) - ISNULL(CANTUSADADESP,0)) > 0\n",
+        "        GROUP BY LEFT(FRACCIONIMPO, {fdig})\n",
+        "        ORDER BY SALDO_VMN DESC\n",
+        "    \"\"\"\n",
+        "    df = pd.read_sql(sql, scaii_conn, params=(fecha_corte,))\n",
+        "    if int(top_n) and len(df) > int(top_n):\n",
+        "        df = df.head(int(top_n))\n",
+        "    return df\n",
+        "\n",
+        "\n",
+        "def cargar_saldos_vencidos_por_unimed(fecha_corte=None):\n",
+        "    \"\"\"Saldos vencidos agrupados por UMEXITENCIA.\"\"\"\n",
+        "    if fecha_corte is None:\n",
+        "        fecha_corte = _dt_sv.date.today().isoformat()\n",
+        "    sql = \"\"\"\n",
+        "        SELECT ISNULL(NULLIF(LTRIM(RTRIM(UMEXITENCIA)),''),'(sin UM)') AS UMEXITENCIA,\n",
+        "               COUNT(*) AS LOTES,\n",
+        "               COUNT(DISTINCT FACTURAIMPO) AS FACTURAS,\n",
+        "               SUM(CANTEXITENCIA - ISNULL(CANTUSADA,0) - ISNULL(CANTUSADADESP,0)) AS SALDO_CANT,\n",
+        "               SUM((CANTEXITENCIA - ISNULL(CANTUSADA,0) - ISNULL(CANTUSADADESP,0)) *\n",
+        "                   CASE WHEN CANTEXITENCIA > 0\n",
+        "                        THEN (ISNULL(VALORIMPOMN,0) * 1.0 / CANTEXITENCIA)\n",
+        "                        ELSE 0 END) AS SALDO_VMN,\n",
+        "               SUM((CANTEXITENCIA - ISNULL(CANTUSADA,0) - ISNULL(CANTUSADADESP,0)) *\n",
+        "                   CASE WHEN CANTEXITENCIA > 0\n",
+        "                        THEN (ISNULL(VALORIMPOME,0) * 1.0 / CANTEXITENCIA)\n",
+        "                        ELSE 0 END) AS SALDO_VME,\n",
+        "               SUM((CANTEXITENCIA - ISNULL(CANTUSADA,0) - ISNULL(CANTUSADADESP,0)) *\n",
+        "                   CASE WHEN CANTEXITENCIA > 0\n",
+        "                        THEN (ISNULL(PESONETO,0) * 1.0 / CANTEXITENCIA)\n",
+        "                        ELSE 0 END) AS SALDO_PESONETO\n",
+        "        FROM SSaldoTem\n",
+        "        WHERE FECHAVENC_ISO IS NOT NULL\n",
+        "          AND FECHAVENC_ISO < ?\n",
+        "          AND (CANTEXITENCIA - ISNULL(CANTUSADA,0) - ISNULL(CANTUSADADESP,0)) > 0\n",
+        "        GROUP BY ISNULL(NULLIF(LTRIM(RTRIM(UMEXITENCIA)),''),'(sin UM)')\n",
+        "        ORDER BY SALDO_VMN DESC\n",
+        "    \"\"\"\n",
+        "    return pd.read_sql(sql, scaii_conn, params=(fecha_corte,))\n",
+        "\n",
+        "\n",
+        "def _fmt_sv_df(df):\n",
+        "    \"\"\"Devuelve un Styler con formato de dinero y cantidades.\"\"\"\n",
+        "    if df is None or df.empty: return df\n",
+        "    fmt = {}\n",
+        "    if 'SALDO_VMN' in df.columns:       fmt['SALDO_VMN']      = '${:,.2f}'\n",
+        "    if 'SALDO_VME' in df.columns:       fmt['SALDO_VME']      = 'US${:,.2f}'\n",
+        "    if 'SALDO_CANT' in df.columns:      fmt['SALDO_CANT']     = '{:,.2f}'\n",
+        "    if 'SALDO_PESONETO' in df.columns:  fmt['SALDO_PESONETO'] = '{:,.2f}'\n",
+        "    if 'LOTES' in df.columns:           fmt['LOTES']          = '{:,}'\n",
+        "    if 'FACTURAS' in df.columns:        fmt['FACTURAS']       = '{:,}'\n",
+        "    try:\n",
+        "        return df.style.format(fmt).set_properties(**{'text-align':'right'})\n",
+        "    except Exception:\n",
+        "        return df\n",
+        "\n",
+        "\n",
+        "def _fmt_eje_y(metric, ax):\n",
+        "    \"\"\"Aplica formato $ o numerico al eje Y segun la metrica.\"\"\"\n",
         "    import matplotlib.ticker as _mtick\n",
+        "    if metric in ('SALDO_VMN',):\n",
+        "        ax.yaxis.set_major_formatter(_mtick.FuncFormatter(lambda v,_: f'${v:,.0f}'))\n",
+        "    elif metric in ('SALDO_VME',):\n",
+        "        ax.yaxis.set_major_formatter(_mtick.FuncFormatter(lambda v,_: f'US${v:,.0f}'))\n",
+        "    else:\n",
+        "        ax.yaxis.set_major_formatter(_mtick.FuncFormatter(lambda v,_: f'{v:,.0f}'))\n",
+        "\n",
+        "\n",
+        "def _fmt_etq_metric(metric, value):\n",
+        "    if metric == 'SALDO_VMN': return f'${value:,.0f}'\n",
+        "    if metric == 'SALDO_VME': return f'US${value:,.0f}'\n",
+        "    return f'{value:,.0f}'\n",
+        "\n",
+        "\n",
+        "_TITULOS_METRIC_SV = {\n",
+        "    'SALDO_VMN':      'Valor MN (pesos mexicanos)',\n",
+        "    'SALDO_VME':      'Valor ME (dolares)',\n",
+        "    'SALDO_CANT':     'Cantidad disponible',\n",
+        "    'SALDO_PESONETO': 'Peso neto',\n",
+        "    'LOTES':          'Cantidad de lotes',\n",
+        "    'FACTURAS':       'Cantidad de facturas',\n",
+        "}\n",
+        "\n",
+        "\n",
+        "def graficar_saldos_vencidos_por_anio(df, metric='SALDO_VMN'):\n",
+        "    plt.close('all')\n",
         "    if df is None or df.empty:\n",
-        "        print('Sin datos para graficar.')\n",
-        "        return\n",
-        "    fig, ax = plt.subplots(figsize=(10, 5))\n",
+        "        print('Sin datos para graficar.'); return None\n",
         "    col_x = 'ANIO_FACTURA' if 'ANIO_FACTURA' in df.columns else 'ANIO_VENC'\n",
+        "    fig, ax = plt.subplots(figsize=(11, 5.5))\n",
         "    x = df[col_x].astype(int).astype(str).tolist()\n",
         "    y = df[metric].astype(float).tolist()\n",
         "    bars = ax.bar(x, y, color='#1565C0', edgecolor='#0D47A1')\n",
         "    for i, b in enumerate(bars):\n",
         "        lotes = int(df.iloc[i]['LOTES'])\n",
         "        ax.text(b.get_x() + b.get_width()/2, b.get_height(),\n",
-        "                f'{lotes:,} lotes', ha='center', va='bottom', fontsize=9, color='#333')\n",
-        "    titulos = {\n",
-        "        'SALDO_VMN':  'Saldos vencidos por anio - Valor MN (pesos)',\n",
-        "        'SALDO_VME':  'Saldos vencidos por anio - Valor ME (dolares)',\n",
-        "        'SALDO_CANT': 'Saldos vencidos por anio - Cantidad disponible',\n",
-        "        'LOTES':      'Saldos vencidos por anio - Cantidad de lotes',\n",
-        "    }\n",
-        "    ax.set_title(titulos.get(metric, f'Saldos vencidos por anio - {metric}'),\n",
+        "                f'{lotes:,} lotes\\n{_fmt_etq_metric(metric, b.get_height())}',\n",
+        "                ha='center', va='bottom', fontsize=8, color='#333')\n",
+        "    titulo_metric = _TITULOS_METRIC_SV.get(metric, metric)\n",
+        "    ax.set_title(f'Saldos vencidos por anio - {titulo_metric}',\n",
         "                 fontsize=13, fontweight='bold', color='#0D47A1')\n",
-        "    ax.set_xlabel('Anio')\n",
-        "    ax.set_ylabel(metric)\n",
-        "    ax.yaxis.set_major_formatter(_mtick.FuncFormatter(lambda v, _: f'{v:,.0f}'))\n",
+        "    ax.set_xlabel('Anio'); ax.set_ylabel(titulo_metric)\n",
+        "    _fmt_eje_y(metric, ax)\n",
         "    ax.grid(axis='y', linestyle='--', alpha=0.5)\n",
+        "    ax.set_ylim(top=max(y) * 1.18 if y else 1)\n",
         "    plt.tight_layout()\n",
         "    plt.show()\n",
-        "    display(df.assign(\n",
-        "        SALDO_CANT=df['SALDO_CANT'].round(2),\n",
-        "        SALDO_VMN=df['SALDO_VMN'].round(2),\n",
-        "        SALDO_VME=df['SALDO_VME'].round(2),\n",
-        "    ))"
+        "    display(_fmt_sv_df(df))\n",
+        "    return fig\n",
+        "\n",
+        "\n",
+        "def graficar_saldos_vencidos_por_fraccion(df, metric='SALDO_VMN'):\n",
+        "    plt.close('all')\n",
+        "    if df is None or df.empty:\n",
+        "        print('Sin datos para graficar.'); return None\n",
+        "    fig, ax = plt.subplots(figsize=(max(11, len(df)*0.6), 6.5))\n",
+        "    x = df['FRACCION'].astype(str).tolist()\n",
+        "    y = df[metric].astype(float).tolist()\n",
+        "    bars = ax.bar(x, y, color='#6A1B9A', edgecolor='#4A148C')\n",
+        "    for i, b in enumerate(bars):\n",
+        "        lotes = int(df.iloc[i]['LOTES'])\n",
+        "        ax.text(b.get_x() + b.get_width()/2, b.get_height(),\n",
+        "                f'{lotes:,}\\n{_fmt_etq_metric(metric, b.get_height())}',\n",
+        "                ha='center', va='bottom', fontsize=7, color='#333', rotation=90)\n",
+        "    titulo_metric = _TITULOS_METRIC_SV.get(metric, metric)\n",
+        "    ax.set_title(f'Saldos vencidos por fraccion - {titulo_metric}',\n",
+        "                 fontsize=13, fontweight='bold', color='#4A148C')\n",
+        "    ax.set_xlabel('Fraccion arancelaria'); ax.set_ylabel(titulo_metric)\n",
+        "    _fmt_eje_y(metric, ax)\n",
+        "    ax.grid(axis='y', linestyle='--', alpha=0.5)\n",
+        "    ax.set_ylim(top=max(y) * 1.25 if y else 1)\n",
+        "    plt.xticks(rotation=45, ha='right', fontsize=8)\n",
+        "    plt.tight_layout()\n",
+        "    plt.show()\n",
+        "    display(_fmt_sv_df(df))\n",
+        "    return fig\n",
+        "\n",
+        "\n",
+        "def graficar_saldos_vencidos_por_unimed(df, metric='SALDO_VMN'):\n",
+        "    plt.close('all')\n",
+        "    if df is None or df.empty:\n",
+        "        print('Sin datos para graficar.'); return None\n",
+        "    fig, ax = plt.subplots(figsize=(max(11, len(df)*0.7), 5.5))\n",
+        "    x = df['UMEXITENCIA'].astype(str).tolist()\n",
+        "    y = df[metric].astype(float).tolist()\n",
+        "    bars = ax.bar(x, y, color='#00838F', edgecolor='#006064')\n",
+        "    for i, b in enumerate(bars):\n",
+        "        lotes = int(df.iloc[i]['LOTES'])\n",
+        "        ax.text(b.get_x() + b.get_width()/2, b.get_height(),\n",
+        "                f'{lotes:,} lotes\\n{_fmt_etq_metric(metric, b.get_height())}',\n",
+        "                ha='center', va='bottom', fontsize=8, color='#333')\n",
+        "    titulo_metric = _TITULOS_METRIC_SV.get(metric, metric)\n",
+        "    ax.set_title(f'Saldos vencidos por unidad de medida - {titulo_metric}',\n",
+        "                 fontsize=13, fontweight='bold', color='#006064')\n",
+        "    ax.set_xlabel('Unidad de medida'); ax.set_ylabel(titulo_metric)\n",
+        "    _fmt_eje_y(metric, ax)\n",
+        "    ax.grid(axis='y', linestyle='--', alpha=0.5)\n",
+        "    ax.set_ylim(top=max(y) * 1.18 if y else 1)\n",
+        "    plt.tight_layout()\n",
+        "    plt.show()\n",
+        "    display(_fmt_sv_df(df))\n",
+        "    return fig"
       ]
     },
     {
@@ -4205,13 +4496,22 @@
         "\n",
         "# ===== Saldos Vencidos - Grafica por anio =====\n",
         "w_sv_metric = W.Dropdown(\n",
-        "    options=[('Valor MN','SALDO_VMN'),('Valor ME','SALDO_VME'),\n",
-        "             ('Cantidad','SALDO_CANT'),('Lotes','LOTES')],\n",
-        "    value='SALDO_VMN', description='Metrica:', layout={'width':'260px'})\n",
+        "    options=[('Valor MN ($)','SALDO_VMN'),('Valor ME (US$)','SALDO_VME'),\n",
+        "             ('Cantidad disponible','SALDO_CANT'),('Peso neto','SALDO_PESONETO'),\n",
+        "             ('Lotes','LOTES')],\n",
+        "    value='SALDO_VMN', description='Metrica:', layout={'width':'280px'})\n",
         "w_sv_eje = W.Dropdown(\n",
         "    options=[('Anio Vencimiento','VENCIMIENTO'),('Anio Factura','FACTURA')],\n",
         "    value='VENCIMIENTO', description='Eje X:', layout={'width':'260px'})\n",
-        "btn_sv_grafica = W.Button(description='Ver grafica saldos vencidos por anio',\n",
+        "w_sv_agrup = W.Dropdown(\n",
+        "    options=[('Por Anio','ANIO'),('Por Fraccion','FRACCION'),('Por Unidad de medida','UNIMED')],\n",
+        "    value='ANIO', description='Agrupar:', layout={'width':'260px'})\n",
+        "w_sv_fdig = W.RadioButtons(\n",
+        "    options=[('4 digitos', 4), ('6 digitos', 6), ('8 digitos', 8)],\n",
+        "    value=4, description='Frac. digitos:', layout={'width':'260px'})\n",
+        "w_sv_topn = W.IntSlider(value=30, min=5, max=100, step=1,\n",
+        "    description='Top N:', layout={'width':'360px'})\n",
+        "btn_sv_grafica = W.Button(description='Ver grafica de saldos vencidos',\n",
         "                          button_style='primary', icon='bar-chart', layout={'width':'320px'})\n",
         "out_sv_grafica = W.Output(layout=OUT_STYLE)\n",
         "\n",
@@ -4223,11 +4523,26 @@
         "        import datetime as _dt\n",
         "        hoy = _dt.date.today().isoformat()\n",
         "        print(f'Vencidos a {hoy} (FECHAVENC_ISO < hoy y SALDO_DISPONIBLE > 0)')\n",
-        "        df = cargar_saldos_vencidos_por_anio(fecha_corte=hoy, eje=w_sv_eje.value)\n",
-        "        if df.empty:\n",
-        "            print('No hay saldos vencidos.'); return\n",
-        "        print(f'Anios con saldos vencidos: {len(df)}')\n",
-        "        graficar_saldos_vencidos_por_anio(df, metric=w_sv_metric.value)\n",
+        "        try:\n",
+        "            if w_sv_agrup.value == 'FRACCION':\n",
+        "                df = cargar_saldos_vencidos_por_fraccion(\n",
+        "                    fecha_corte=hoy, fraccion_digitos=int(w_sv_fdig.value),\n",
+        "                    top_n=int(w_sv_topn.value))\n",
+        "                if df.empty: print('No hay saldos vencidos.'); return\n",
+        "                print(f'Fracciones con saldos vencidos: {len(df)} (top {int(w_sv_topn.value)})')\n",
+        "                graficar_saldos_vencidos_por_fraccion(df, metric=w_sv_metric.value)\n",
+        "            elif w_sv_agrup.value == 'UNIMED':\n",
+        "                df = cargar_saldos_vencidos_por_unimed(fecha_corte=hoy)\n",
+        "                if df.empty: print('No hay saldos vencidos.'); return\n",
+        "                print(f'Unidades de medida con saldos vencidos: {len(df)}')\n",
+        "                graficar_saldos_vencidos_por_unimed(df, metric=w_sv_metric.value)\n",
+        "            else:\n",
+        "                df = cargar_saldos_vencidos_por_anio(fecha_corte=hoy, eje=w_sv_eje.value)\n",
+        "                if df.empty: print('No hay saldos vencidos.'); return\n",
+        "                print(f'Anios con saldos vencidos: {len(df)}')\n",
+        "                graficar_saldos_vencidos_por_anio(df, metric=w_sv_metric.value)\n",
+        "        except Exception as e:\n",
+        "            print(f'ERROR: {e}')\n",
         "btn_sv_grafica.on_click(_on_sv_grafica)\n",
         "\n",
         "tab_sv.children = tuple(list(tab_sv.children) + [\n",
@@ -4236,7 +4551,10 @@
         "           'Resumen global de saldos en SSaldoTem cuyo <b>FECHAVENC_ISO &lt; hoy</b> y '\n",
         "           'SALDO_DISPONIBLE &gt; 0, agrupados por anio de vencimiento. '\n",
         "           'No depende del rango de fechas de arriba.</p>'),\n",
-        "    W.HBox([w_sv_metric, w_sv_eje, btn_sv_grafica]),\n",
+        "    W.HBox([w_sv_agrup, w_sv_metric]),\n",
+        "    W.HBox([w_sv_eje, w_sv_fdig, w_sv_topn]),\n",
+        "    W.HTML('<small style=\"color:#777;\">Eje X aplica solo a \"Por Anio\". Fraccion digitos y Top N aplican solo a \"Por Fraccion\".</small>'),\n",
+        "    W.HBox([btn_sv_grafica]),\n",
         "    out_sv_grafica,\n",
         "])\n",
         "\n",
@@ -5400,6 +5718,57 @@
         "])\n",
         "\n",
         "\n",
+        "\n",
+        "\n",
+        "# ===== Saldo IMPO vs Descargas por fraccion =====\n",
+        "w_frac_topn  = W.IntSlider(value=30, min=3, max=100, step=1, description='Top fracciones:',\n",
+        "    layout={'width':'380px'})\n",
+        "w_frac_dig   = W.RadioButtons(options=[('4 digitos (Capitulo+Partida)', 4),\n",
+        "                                        ('6 digitos (Subpartida)', 6),\n",
+        "                                        ('8 digitos (Completa)', 8)],\n",
+        "                              value=4, description='Granularidad:', layout={'width':'380px'})\n",
+        "w_frac_met   = W.Dropdown(options=[('Peso neto','peso'),('Cantidad','cantidad'),('Valor MN','valor_mn')],\n",
+        "                          value='peso', description='Metrica:', layout={'width':'260px'})\n",
+        "btn_frac     = W.Button(description='Calcular saldos vs descargas por fraccion',\n",
+        "                        button_style='primary', icon='bar-chart', layout={'width':'380px'})\n",
+        "bar_frac     = _mkbar('Por fraccion')\n",
+        "out_frac_log   = W.Output(layout=OUT_STYLE)\n",
+        "out_frac_tabla = W.Output(layout=OUT_STYLE)\n",
+        "\n",
+        "def _on_frac(_):\n",
+        "    with out_frac_log:\n",
+        "        clear_output()\n",
+        "        if not CONEXION_OK: print(CONEXION_MSG); return\n",
+        "        print(f'(DB actual: {DB_ACTUAL})')\n",
+        "        df = calcular_saldos_descargas_por_anio_fraccion(\n",
+        "            top_n=int(w_frac_topn.value),\n",
+        "            fraccion_digitos=int(w_frac_dig.value),\n",
+        "            progress=bar_frac)\n",
+        "        _state['frac_df'] = df\n",
+        "        if df.empty:\n",
+        "            print('Sin datos.'); return\n",
+        "        print(f'Filas: {len(df):,} | Anios: {df[\"ANIO\"].nunique()} | Fracciones: {df[\"FRACCION\"].nunique()}')\n",
+        "        fig = graficar_saldos_descargas_anio_fraccion(df, metric=w_frac_met.value)\n",
+        "        if fig is not None: display(fig); plt.close(fig)\n",
+        "    with out_frac_tabla:\n",
+        "        clear_output()\n",
+        "        if 'frac_df' in _state and not _state['frac_df'].empty:\n",
+        "            display(HTML('<h4>Tabla detalle por anio y fraccion</h4>'))\n",
+        "            display(_state['frac_df'])\n",
+        "btn_frac.on_click(_on_frac)\n",
+        "\n",
+        "tab_an.children = tuple(list(tab_an.children) + [\n",
+        "    W.HTML('<h3 style=\"margin-top:24px;border-top:2px solid #6A1B9A;padding-top:14px;\">Saldo IMPO disponible vs Descargas por anio y fraccion</h3>'\n",
+        "           '<p style=\"color:#555;margin:0 0 8px 0;\">Cruza SSaldoTem (saldo IMPO disponible) y '\n",
+        "           'SDescargaT (descargas) agrupando por <b>anio</b> y <b>fraccion arancelaria</b>. '\n",
+        "           'Muestra solo las fracciones con mas actividad (Top N).</p>'),\n",
+        "    W.HBox([w_frac_topn]),\n",
+        "    W.HBox([w_frac_dig]),\n",
+        "    W.HBox([w_frac_met, btn_frac]),\n",
+        "    bar_frac, out_frac_log, out_frac_tabla,\n",
+        "])\n",
+        "\n",
+        "\n",
         "tabs = W.Tab(children=[tab_conn, tab_desc, tab_an, tab_nlp, tab_kg, tab_ctm, tab_sv, tab_datastage, tab_estructuras, tab_valores])\n",
         "tabs.set_title(0, 'Conexion')\n",
         "tabs.set_title(1, 'Descargas')\n",