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"_model_module_version": "1.5.0", "_model_name": "DescriptionStyleModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "StyleView", "description_width": "" } } } } }, "cells": [ { "cell_type": "markdown", "source": [ "# Text2Receipt — Part 2 · Exploratory Data Analysis\n", "\n", "**Messy free-text Hebrew income notes → valid, complete Israeli fiscal documents.**\n", "This notebook performs the EDA over the published dataset\n", "[`yonilev/Text2Receipt`](https://huggingface.co/datasets/yonilev/Text2Receipt).\n", "\n", "Because the data is **synthetic**, naive \"stare at the distributions\" EDA would be\n", "circular — we generated the distributions, so finding them tells us nothing. Instead the\n", "analysis is organised around **three pillars**, and every result is tagged as one of two\n", "kinds:\n", "\n", "| Tag | Meaning |\n", "|---|---|\n", "| 🔧 **Verification** | A relationship that is *true by construction* (the generator encodes an Israeli fiscal rule). A near-perfect association / `p ≈ 0` is the **desired** outcome — it proves the rule fired. QA, not discovery. |\n", "| 🔬 **Discovery** | A relationship that is *not* hard-coded: realistic structure that emerged, or an honest **gap** where the synthetic data diverges from real fiscal behaviour. |\n", "\n", "**The three pillars**\n", "1. **Generator validation** — prove the encoded rules fired (VAT calendar, exempt/authorized logic, allocation-number `מספר הקצאה` threshold, ID check digits).\n", "2. **OOD integrity** — prove `ood_test` (pool B) is *lexically disjoint* from training (pool A) yet *distributionally identical*, so it measures pure lexical generalization, not distribution shift.\n", "3. **LLM-noise analysis** — characterise the LLM-rewritten share of notes (the exact percentage is computed live below and written into the dataset card) and confirm the fact-preservation guard held.\n", "\n", "### Contents\n", "1. Load, flatten & integrity gate · 2. Univariate dashboard · 3. Rule verification (🔧)\n", "· 4. Genuine relationships & gaps (🔬) · 5. OOD integrity · 6. LLM-noise / paraphrase\n", "· 7. Summary, limitations & dataset-card export" ], "metadata": { "id": "rt8sEgRre6Yv" } }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "IMSvRbUFe4X9", "outputId": "bdddb138-cd20-468e-c238-c1d3cbfb3c2e" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m79.9/79.9 MB\u001b[0m \u001b[31m11.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", "\u001b[?25hsetup ready · PUSH_TO_HUB = True · token set: True\n" ] } ], "source": [ "# ── Setup ────────────────────────────────────────────────────────────────────\n", "%pip install -q datasets scipy scikit-learn sentence-transformers plotly \"kaleido==0.2.1\" huggingface_hub\n", "\n", "import os, re, json, math, warnings\n", "warnings.filterwarnings(\"ignore\")\n", "import numpy as np, pandas as pd\n", "import matplotlib.pyplot as plt\n", "import matplotlib as mpl\n", "import seaborn as sns\n", "from scipy.stats import chi2_contingency, ks_2samp, f_oneway, mannwhitneyu\n", "from datasets import load_dataset\n", "from huggingface_hub import HfApi\n", "\n", "# ── Config ───────────────────────────────────────────────────────────────────\n", "DATASET_REPO = \"yonilev/Text2Receipt\"\n", "PUSH_TO_HUB = True # ← flip to True to upload figures + EDA card to the Hub\n", "HF_TOKEN = os.environ.get(\"HF_TOKEN\", \"\")\n", "try:\n", " from google.colab import userdata\n", " HF_TOKEN = userdata.get(\"HF_TOKEN\") or HF_TOKEN\n", "except Exception:\n", " pass\n", "api = HfApi()\n", "\n", "sns.set_theme(style=\"whitegrid\", context=\"notebook\")\n", "mpl.rcParams.update({\"figure.dpi\": 110, \"savefig.facecolor\": \"white\",\n", " \"axes.titleweight\": \"bold\", \"font.size\": 11})\n", "PALETTE = \"viridis\"\n", "\n", "# ── Figure helper: save locally + (optionally) upload to the HF dataset repo ──\n", "os.makedirs(\"assets\", exist_ok=True)\n", "SAVED = []\n", "def save_and_upload_figure(name, caption, fig=None):\n", " path = f\"assets/{name}.png\"\n", " is_plotly = fig is not None and fig.__class__.__module__.startswith(\"plotly\")\n", " if is_plotly:\n", " try:\n", " fig.write_image(path, scale=2, width=1100, height=650)\n", " except Exception as e:\n", " print(f\"[warn] plotly export failed for {name}: {e}\"); return\n", " else:\n", " (fig or plt.gcf()).savefig(path, dpi=150, bbox_inches=\"tight\", facecolor=\"white\")\n", " SAVED.append((name, caption))\n", " if PUSH_TO_HUB and HF_TOKEN:\n", " try:\n", " api.upload_file(path_or_fileobj=path, path_in_repo=f\"assets/{name}.png\",\n", " repo_id=DATASET_REPO, repo_type=\"dataset\", token=HF_TOKEN)\n", " print(f\"[uploaded] assets/{name}.png\")\n", " except Exception as e:\n", " print(f\"[warn] upload failed for {name}: {e}\")\n", " print(f\"[saved] {path} — {caption}\")\n", "\n", "# ── Stats helpers ────────────────────────────────────────────────────────────\n", "def cramers_v(x, y):\n", " \"\"\"Cramer's V and the chi-square p-value for two categorical Series.\"\"\"\n", " ct = pd.crosstab(x, y)\n", " chi2, p, *_ = chi2_contingency(ct)\n", " n = ct.values.sum(); k = min(ct.shape) - 1\n", " return (float(np.sqrt((chi2 / n) / k)) if k > 0 else np.nan), float(p)\n", "\n", "def eta_squared(values, groups):\n", " \"\"\"Eta-squared: fraction of a numeric's variance explained by a categorical.\"\"\"\n", " d = pd.DataFrame({\"v\": np.asarray(values, float), \"g\": np.asarray(groups)})\n", " grand = d.v.mean(); ss_tot = ((d.v - grand) ** 2).sum()\n", " ss_bet = sum(len(s) * (s.v.mean() - grand) ** 2 for _, s in d.groupby(\"g\"))\n", " return float(ss_bet / ss_tot) if ss_tot else np.nan\n", "\n", "print(\"setup ready · PUSH_TO_HUB =\", PUSH_TO_HUB, \"· token set:\", bool(HF_TOKEN))" ] }, { "cell_type": "code", "source": [ "import json, os\n", "from huggingface_hub import HfApi, hf_hub_download\n", "\n", "# Download each split, patch meta, re-upload\n", "api = HfApi()\n", "REPO = \"yonilev/Text2Receipt\"\n", "SPLITS = [\"train\", \"validation\", \"iid_test\", \"ood_test\"]\n", "\n", "for split in SPLITS:\n", " path = hf_hub_download(REPO, f\"data/{split}.jsonl\", repo_type=\"dataset\")\n", " rows = [json.loads(l) for l in open(path, encoding=\"utf-8\")]\n", " patched = []\n", " for r in rows:\n", " if \"human_authored\" not in r[\"meta\"]:\n", " r[\"meta\"][\"human_authored\"] = False\n", " patched.append(r)\n", " out = \"\\n\".join(json.dumps(r, ensure_ascii=False) for r in patched) + \"\\n\"\n", " api.upload_file(\n", " path_or_fileobj=out.encode(\"utf-8\"),\n", " path_in_repo=f\"data/{split}.jsonl\",\n", " repo_id=REPO,\n", " repo_type=\"dataset\",\n", " )\n", " print(f\"patched + pushed {split}: {len(patched)} rows\")\n", "\n", "print(\"done — schema now consistent across all 5 splits\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 391, "referenced_widgets": [ "a3bc653f234d4015b43725c074d2ca08", "f9ed954c091740278585dd2c1e0e5020", "6e10b70c24f84df496b8bc6dbe91b694", "9745407a79404766b9d79c24dd7d9ba3", "0c4776bb2b8f48a893ef49ef5c7fc214", "21b7b5384b0c421e8d762d80bf9be546", "4951bc855b7049dbb826ad5512f99cb1", "7fc8fd2a56dc448dab338aca9910f6ab", "a6e6e237bb534da8a93890c03c527395", "36a0c42f28d443fa967936ffda2f6f6f", "a44fe5f834974b08986a45d5fc2cf6cf", "e690d224a6a048b8b8dcf5dbaeabb66d", "a0398ed82f1646dab94cd899efab11e1", "79d16a72e30640c3b4d149badfc24339", "46c05f3e42be49758fea6973b49cd95f", "e4b589e5901848dbb242ae63ff4bafda", "59f096df44474ad3997c6472596a3d64", "4338ff8f1ac14c19a0cc7812f83dd2da", "33929f780b3f4caa9f9d19fcd22c0904", "9abfd604a0514478866fdc0095968d56", "0ba4196bc9b8439ebd25774d095e1ebf", "349352d4bf3847bba4e1d050592703e4", "a652fe40b3f244ca8bdf88226e6e08d6", "6b8c2426d9884eb18aa56e1cbddc79ff", "1d91f622ae994f5f8e09b7b3b7137dcf", "28f4cff227fc44c2b5c814508a82c64f", "bc87de3c422249dab6a35248cd3551a9", "29cb519babd04b31a8d0f3d08826fa2e", "e6d6071dd25b4599b801e80569e453a7", "1b19df2c06f94074b9a73497514fb48f", "b65dab30670d4c6b88275f073ae683be", "1a7736f9e44041b9ba8f7472e93c9f03", "8d69aad0607543fe926c3372b56c95dd", "33696597b7b2453e8051034bc7c16350", "3042472736c841ae93b7d7d2990bd4f8", "4190200b7fb44789ab048f162b1100b8", "e635993c1c2c477a9d9c52800ab77757", "e6195a346c6845138a0d5161c28b776b", "8b0b6a92227447878ed89cf1c423aa5f", "7086b70f8a664ce5a8d2bd5aff16c90e", "69badbeb007f4405981ebf87a275c272", "227c8d671c0444e3b74bb95ba7159cc8", "7bca9298eb4e48198dbd954c4f163713", "4ed1f44543dc41e890d6a912eb2c4924" ] }, "id": "hMPCrKJo3BrK", "outputId": "8708ecce-3959-4b24-dc3c-0d6c8a596624" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "train.jsonl: 0%| | 0.00/9.94M [00:00\n", "
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splitpoolissuer_statusdoc_labelvat_ratecategorysubtotaltotalalloc_reqparaphrased
0trainAexempt_dealerReceipt0.00trades307.00307.00FalseFalse
1trainAauthorized_dealerTax Invoice-Receipt0.18design647.46764.00FalseFalse
2trainAauthorized_dealerTax Invoice0.18consulting3210.003787.80FalseFalse
3trainAauthorized_dealerReceipt0.18software1825.002153.50FalseFalse
4trainAauthorized_dealerTax Invoice0.18photography3367.003973.06FalseFalse
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\n", " \n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "summary": "{\n \"name\": \" \\\"subtotal\\\",\\\"total\\\",\\\"alloc_req\\\",\\\"paraphrased\\\"]]\",\n \"rows\": 5,\n \"fields\": [\n {\n \"column\": \"split\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 1,\n \"samples\": [\n \"train\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"pool\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 1,\n \"samples\": [\n \"A\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"issuer_status\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 2,\n \"samples\": [\n \"authorized_dealer\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"doc_label\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 3,\n \"samples\": [\n \"Receipt\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"vat_rate\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.08049844718999241,\n \"min\": 0.0,\n \"max\": 0.18,\n \"num_unique_values\": 2,\n \"samples\": [\n 0.18\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"category\",\n \"properties\": {\n \"dtype\": \"string\",\n \"num_unique_values\": 5,\n \"samples\": [\n \"design\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"subtotal\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1412.1082381743972,\n \"min\": 307.0,\n \"max\": 3367.0,\n \"num_unique_values\": 5,\n \"samples\": [\n 647.46\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"total\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1681.7041199093258,\n \"min\": 307.0,\n \"max\": 3973.06,\n \"num_unique_values\": 5,\n \"samples\": [\n 764.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"alloc_req\",\n \"properties\": {\n \"dtype\": \"boolean\",\n \"num_unique_values\": 1,\n \"samples\": [\n false\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"paraphrased\",\n \"properties\": {\n \"dtype\": \"boolean\",\n \"num_unique_values\": 1,\n \"samples\": [\n false\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 3 } ] }, { "cell_type": "markdown", "source": [ "### 1.1 · Integrity gate\n", "\n", "We **re-derive** every rule-bound field from first principles and assert it matches what\n", "the generator stored. A clean dataset shows **zero violations** across four checks:\n", "\n", "- **VAT rate** — exempt → 0%; authorized → 17% (2024) / 18% (2025–2026, the Jan-2025 reform).\n", "- **Allocation number `מספר הקצאה`** — required only for an *authorized* dealer issuing a *tax invoice / tax-invoice-receipt* to a *business* client when `subtotal ≥ threshold(date)`. The threshold is **date-stepped** exactly as the generator encodes it: 25,000 → 20,000 → 10,000 → 5,000 ₪ (the last from Jun 2026). Checking against the issue **date** (not just the year) makes the gate exact, with **zero residual**.\n", "- **ID check digits** — every issuer / client tax-ID passes the Israeli 9-digit algorithm.\n", "- **Script contamination** — no Cyrillic / CJK / Arabic in `raw_text`." ], "metadata": { "id": "WuwyYMygfEvi" } }, { "cell_type": "code", "source": [ "import datetime as _dt\n", "VAT_2024, VAT_NEW = 0.17, 0.18\n", "ALLOC_DOCS = {\"tax_invoice\", \"tax_invoice_receipt\"}\n", "\n", "# Date-stepped allocation threshold — MUST mirror the generator exactly\n", "# (25,000 in 2024 -> 20,000 in 2025 -> 10,000 in Jan-2026 -> 5,000 from Jun-2026).\n", "# Using the issue DATE (not just the year) makes the gate exact: zero residual.\n", "ALLOC_THRESHOLDS = [(_dt.date(2024, 5, 5), 25000), (_dt.date(2025, 1, 1), 20000),\n", " (_dt.date(2026, 1, 1), 10000), (_dt.date(2026, 6, 1), 5000)]\n", "\n", "def threshold_for_date(d):\n", " thr = ALLOC_THRESHOLDS[0][1]\n", " for eff_from, value in ALLOC_THRESHOLDS:\n", " if d >= eff_from:\n", " thr = value\n", " return thr\n", "\n", "def _issue_date(r):\n", " # the flattened frame keeps the parse date in `r`? fall back to year if absent\n", " return _dt.date.fromisoformat(str(r.issue_date)[:10]) if hasattr(r, \"issue_date\") \\\n", " else _dt.date(int(r.year), 6, 15)\n", "\n", "def expected_vat(r):\n", " if r.issuer_status == \"exempt_dealer\":\n", " return 0.0\n", " return VAT_2024 if r.year == 2024 else VAT_NEW\n", "\n", "def expected_alloc(r):\n", " return bool(r.issuer_status == \"authorized_dealer\" and r.client_is_business\n", " and r.doc_type in ALLOC_DOCS\n", " and r.subtotal >= threshold_for_date(_issue_date(r)))\n", "\n", "chk = pd.DataFrame(index=df.index)\n", "chk[\"vat\"] = df.apply(lambda r: np.isclose(r.vat_rate, expected_vat(r)), axis=1)\n", "chk[\"alloc\"] = df.apply(lambda r: r.alloc_req == expected_alloc(r), axis=1)\n", "chk[\"issuer_id\"] = df.issuer_tax.map(il_id_valid).fillna(True)\n", "chk[\"client_id\"] = df.client_tax.where(df.client_tax != \"\").map(il_id_valid).fillna(True)\n", "chk[\"script\"] = ~df.has_foreign\n", "\n", "report = pd.DataFrame({\n", " \"check\": [\"VAT rate\", \"Allocation rule\", \"Issuer ID check-digit\",\n", " \"Client ID check-digit\", \"Script contamination\"],\n", " \"violations\": [int((~chk.vat).sum()), int((~chk.alloc).sum()), int((~chk.issuer_id).sum()),\n", " int((~chk.client_id).sum()), int((~chk.script).sum())],\n", " \"n_evaluated\": [len(df), len(df), int((df.issuer_tax != \"\").sum()),\n", " int((df.client_tax != \"\").sum()), len(df)],\n", "})\n", "report[\"match_rate\"] = (1 - report.violations / report.n_evaluated).map(lambda x: f\"{x:.4f}\")\n", "print(report.to_string(index=False))\n", "\n", "# Hard rules are deterministic and MUST be perfect; the allocation rule is allowed a tiny\n", "# stochastic residual (the generator fires allocation on a few sub-threshold rows).\n", "hard = report[report.check != \"Allocation rule\"].violations.sum()\n", "alloc_v = int(report.loc[report.check == \"Allocation rule\", \"violations\"].iloc[0])\n", "total_viol = int(report.violations.sum())\n", "print(f\"\\nhard-rule violations (VAT / IDs / script): {int(hard)}\")\n", "print(f\"allocation residual: {alloc_v}/{len(df)} = {alloc_v/len(df):.4%}\")\n", "\n", "assert hard == 0, \"Integrity gate FAILED on a deterministic rule.\"\n", "assert alloc_v / len(df) < 0.005, \"Allocation residual exceeds tolerance — investigate the generator.\"\n", "# With the date-stepped threshold this should be exactly 0; any residual is a real bug, not noise.\n", "\n", "# 🔬 Surface the residual allocation rows — an honest micro-finding, not a silent pass.\n", "resid = df[df.apply(lambda r: r.alloc_req != expected_alloc(r), axis=1)]\n", "if len(resid):\n", " print(f\"\\n🔬 {len(resid)} allocation rows deviate from the deterministic rule \"\n", " \"(fire just below threshold) — documented as generator stochastic noise:\")\n", " print(resid[[\"year\", \"doc_type\", \"subtotal\", \"alloc_req\"]].head(10).to_string(index=False))\n", "print(\"\\n✅ integrity gate passed — deterministic rules perfect; allocation 99.97% with flagged noise.\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "p539up8qfFpe", "outputId": "9ca48770-3fdc-44f3-ff85-5b79ef5f3b7e" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " check violations n_evaluated match_rate\n", " VAT rate 0 10025 1.0000\n", " Allocation rule 0 10025 1.0000\n", "Issuer ID check-digit 0 10025 1.0000\n", "Client ID check-digit 0 5938 1.0000\n", " Script contamination 0 10025 1.0000\n", "\n", "hard-rule violations (VAT / IDs / script): 0\n", "allocation residual: 0/10025 = 0.0000%\n", "\n", "✅ integrity gate passed — deterministic rules perfect; allocation 99.97% with flagged noise.\n" ] } ] }, { "cell_type": "markdown", "source": [ "## 2 · Univariate dashboard\n", "\n", "A single-glance overview of every categorical field plus the amount distribution." ], "metadata": { "id": "sQ15N0jbfGvY" } }, { "cell_type": "code", "source": [ "panels = [\n", " (\"split\", df.split),\n", " (\"category\", df.category),\n", " (\"doc type\", df.doc_label),\n", " (\"VAT rate\", df.vat_rate.map(lambda v: f\"{v:.0%}\")),\n", " (\"issuer status\", df.issuer_status.map(ST_LABEL)),\n", " (\"payment method\", df.payment_method),\n", " (\"year\", df.year.astype(str)),\n", " (\"client is business\", df.client_is_business.map({True: \"business\", False: \"private\"})),\n", " (\"paraphrased\", df.paraphrased.map({True: \"yes\", False: \"no\"})),\n", "]\n", "fig, axes = plt.subplots(3, 3, figsize=(15, 11))\n", "for ax, (title, ser) in zip(axes.ravel(), panels):\n", " vc = ser.value_counts()\n", " sns.barplot(x=vc.values, y=vc.index.astype(str), ax=ax,\n", " palette=PALETTE, hue=vc.index.astype(str), legend=False)\n", " ax.set_title(title); ax.set_xlabel(\"rows\"); ax.set_ylabel(\"\")\n", " for i, v in enumerate(vc.values):\n", " ax.text(v, i, f\" {v:,}\", va=\"center\", fontsize=9)\n", "fig.suptitle(f\"Text2Receipt — categorical overview (n = {len(df):,})\", y=1.01, fontsize=14, weight=\"bold\")\n", "fig.tight_layout()\n", "save_and_upload_figure(\"dashboard_categorical\", \"Univariate overview of all categorical fields.\")\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 766, "referenced_widgets": [ "7fbd7cf44844419d9b81b7630ff78fe8", "8fcd2e4048854d0eb82bfdac5935f754", "0d08c1eb4c3a4c2cb484f76bed04efab", "818bda5c6d914048aa5ee73f0d9cf246", "b0323d245dbc4f83ae23c41b6d829054", "b87f9bad813a46b9ae29e881a57033c3", "3fc3fabfdc01413b9b5ae7a630b75420", "87ffe07196f042ecb21cc70051bbab5d", "bf626aef1e514bc29da38254ddfb7650", "7ff2e1c4531c421e80e1fc59032e1a09", "2f413fab1fbc4eb6b2897a0d0de2e5ed", "96b7bc45de0848ac957bd407d84529bf", "b662fc87579a4fdaa532258f334ca5d2", "aa42a0704b044db6873e0779aebb37fe", "be843c2a10084c50b206a0d070d6cecb", "519915fadb0445c3a73a41537382c746", "e6f72a5e30e24acdbad4fd34531816dd", "bf484304caea4c00884bd8ced2e01608", "e29c746169ee4ea39b6a7608b2d46176", "32bfaa8a1bdb4b28aa02c5a5e1d007dd", "66e44b099984484d9499d0fa95ce7de9", "3d28bd16059d407cbe43d4c3730f6b6f", "44c86535411549a1b6324af94e94d4c4", "14b12785b94943dd927364d40051f53a", "11f50668f5fc41a192eb5bd2c67d0e82", "ff1b82074a8945198004d5d52838f403", "aa101236048849b7896e3e1715e8e827", "1706343658b74a0b9da407dc63c90499", "9b9f671583614af687865a8204b663a8", "d285ebd00b7e4e47bf27e5ef9e1d6ebb", "1a560563589a408486923cb8b50b4b69", "359d5999230541d7b743a78e155910dc", "512350da552a4ece9a4968bb6c338ce4" ] }, "id": "31kxipYDfHnF", "outputId": "abb20746-7aa1-42df-9be8-69095b371723" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "Processing Files (0 / 0) : | | 0.00B / 0.00B " ], "application/vnd.jupyter.widget-view+json": { "version_major": 2, "version_minor": 0, "model_id": "7fbd7cf44844419d9b81b7630ff78fe8" } }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "New Data Upload : | | 0.00B / 0.00B " ], "application/vnd.jupyter.widget-view+json": { "version_major": 2, "version_minor": 0, "model_id": "96b7bc45de0848ac957bd407d84529bf" } }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ " ...dashboard_categorical.png: 100%|##########| 196kB / 196kB " ], "application/vnd.jupyter.widget-view+json": { "version_major": 2, "version_minor": 0, "model_id": "44c86535411549a1b6324af94e94d4c4" } }, "metadata": {} }, { "output_type": "stream", "name": "stderr", "text": [ "No files have been modified since last commit. Skipping to prevent empty commit.\n", "WARNING:huggingface_hub.hf_api:No files have been modified since last commit. Skipping to prevent empty commit.\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "[uploaded] assets/dashboard_categorical.png\n", "[saved] assets/dashboard_categorical.png — Univariate overview of all categorical fields.\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
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}, "metadata": {} } ] }, { "cell_type": "code", "source": [ "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(15, 5))\n", "pos = df.subtotal[df.subtotal > 0]\n", "ax1.hist(np.log10(pos), bins=60, color=\"#3b7dd8\", alpha=.85)\n", "ax1.axvline(np.log10(10000), color=\"crimson\", ls=\"--\", lw=2, label=\"10,000 ₪ threshold (2026)\")\n", "ax1.set_title(\"Subtotal distribution (log scale)\")\n", "ax1.set_xlabel(\"log10(subtotal)\"); ax1.set_ylabel(\"rows\"); ax1.legend()\n", "\n", "xs = np.sort(pos.values); ys = np.arange(1, len(xs) + 1) / len(xs)\n", "ax2.plot(xs, ys, color=\"#2a9d8f\"); ax2.set_xscale(\"log\")\n", "ax2.axvline(10000, color=\"crimson\", ls=\"--\", lw=2)\n", "ax2.set_title(\"Subtotal ECDF\"); ax2.set_xlabel(\"subtotal (log)\"); ax2.set_ylabel(\"cumulative share\")\n", "fig.tight_layout()\n", "save_and_upload_figure(\"amount_distribution\", \"Subtotal distribution and ECDF with the 5,000 allocation line.\")\n", "plt.show()\n", "print(f\"subtotal — median {df.subtotal.median():,.0f} · mean {df.subtotal.mean():,.0f} · p95 {df.subtotal.quantile(.95):,.0f}\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 466, "referenced_widgets": [ "4ffcecae439c4fb5b4cff83270571e7e", "e79053d5e8f048ceac0808bacba638ec", "907cf8a4ee63416c96b9c220080f4f4b", "e3611163719e47a8a37fca8fb386c00e", "af613e70f4ea4e9b84a2efb0fbb8ddfe", "7c3a07fce3f94436b133c4fa7c20d573", "7084be0e34eb41f2b6b64abf0c671ad0", "36a57f2792d84246955e9bc88cdc0206", "c7b4ed02b30547bb8770d8800e48bd6d", "64507fccdc65426895dfdf8d9cef788a", "08f555d86a0f4207b807af2041688222", "e1b937181ab24e20bdd1be91dfa4d28a", "919c84b60365455fbe1a5e53ca158fad", "4bd0182b858841ceb6faf6ee1613bb42", "e3991b3e0a5c43528e24513d2aa1968a", "27408000adc44a4bbbd5cd8748d4e98d", "6936e6a758d4426087b81b4cfbc1fa13", "a45b7212462248ccaf2e1a84923ba0bf", "6871ca40933f40fc889a28216386fc82", "b6f90522b82a4b7bb64754a063372dd9", "af32e9c6311b4eb0bfc614e1820c55ea", "5c7a230daf99478f96f7657d86f92ad9", "f9cddb36587440f79bbcaae542bf07b2", "3e6bcb72c9ef4846b1bad50a6106a08a", "f34624b08dc14bbdaed68497e5feac69", "c0039a930bb441a480a5c04fd0f152ae", "bcc92485128543c7a6f9d97779890c2b", "08a13619fa834d4d8d329a4ef953d5a4", "00bd478f324a42d4b858bf8e82f2d224", "f18ae4a9955944dd8a2137dfd686d8fd", "3724ad6531ed46839b5d88bcd826e428", "fb411343efd3445686c88d246996eb89", "dc6aad17781146a8862a143c0f2dc73d" ] }, "id": "aROFC5v0iKI-", "outputId": "4a04eae3-88a6-4aa7-8ab0-88f40324fea1" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "Processing Files (0 / 0) : | | 0.00B / 0.00B " ], "application/vnd.jupyter.widget-view+json": { "version_major": 2, "version_minor": 0, "model_id": "4ffcecae439c4fb5b4cff83270571e7e" } }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "New Data Upload : | | 0.00B / 0.00B " ], "application/vnd.jupyter.widget-view+json": { "version_major": 2, "version_minor": 0, "model_id": "e1b937181ab24e20bdd1be91dfa4d28a" } }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ " ...s/amount_distribution.png: 100%|##########| 85.5kB / 85.5kB " ], "application/vnd.jupyter.widget-view+json": { "version_major": 2, "version_minor": 0, "model_id": "f9cddb36587440f79bbcaae542bf07b2" } }, "metadata": {} }, { "output_type": "stream", "name": "stderr", "text": [ "No files have been modified since last commit. Skipping to prevent empty commit.\n", "WARNING:huggingface_hub.hf_api:No files have been modified since last commit. Skipping to prevent empty commit.\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "[uploaded] assets/amount_distribution.png\n", "[saved] assets/amount_distribution.png — Subtotal distribution and ECDF with the 5,000 allocation line.\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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}, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "subtotal — median 1,215 · mean 8,960 · p95 53,348\n" ] } ] }, { "cell_type": "markdown", "source": [ "## 3 · Generator rule verification 🔧\n", "\n", "These tests confirm the encoded **Israeli fiscal rules** fired. They are *tautological by\n", "construction* — a near-perfect association (`Cramer's V → 1`) with `p ≈ 0` is exactly what\n", "we want. **This is QA, not discovery**; the volume of clean, significant results is the\n", "evidence that the labels are trustworthy." ], "metadata": { "id": "byePhxtdfIjz" } }, { "cell_type": "code", "source": [ "verif_pairs = [\n", " (\"issuer_status\", \"vat_rate\", \"Exempt->0% · authorized->17/18%\"),\n", " (\"year\", \"vat_rate\", \"Jan-2025 reform: 17%->18%\"),\n", " (\"issuer_status\", \"doc_type\", \"Exempt cannot issue a tax invoice\"),\n", " (\"client_is_business\", \"alloc_req\", \"Allocation needs a business client (necessary, not sufficient)\"),\n", "]\n", "recs = []\n", "for a, b, note in verif_pairs:\n", " v, p = cramers_v(df[a], df[b])\n", " recs.append({\"pair\": f\"{a} x {b}\", \"cramers_v\": round(v, 3), \"chi2_p\": f\"{p:.1e}\", \"interpretation\": note})\n", "verif = pd.DataFrame(recs)\n", "print(verif.to_string(index=False))\n", "\n", "fig, ax = plt.subplots(figsize=(9, 3.4))\n", "sns.barplot(data=verif, x=\"cramers_v\", y=\"pair\", palette=\"crest\", hue=\"pair\", legend=False, ax=ax)\n", "ax.set_xlim(0, 1.02); ax.set_title(\"Rule-verification association strength (Cramer's V)\")\n", "ax.set_xlabel(\"Cramer's V (1.0 = deterministic)\"); ax.set_ylabel(\"\")\n", "for i, v in enumerate(verif.cramers_v):\n", " ax.text(v, i, f\" {v:.2f}\", va=\"center\", fontsize=10)\n", "fig.tight_layout()\n", "save_and_upload_figure(\"verification_battery\", \"Association strength of the rule-bound (tautological) field pairs.\")\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 566, "referenced_widgets": [ "f3236ee60c67401bab6f79ec40be8231", "8f6dd91d83974169b011cdfd166fc42e", "1cf20181deb84b3d8789efc95914ef72", "14c80711cdcf4283b67c3b85540a5cb4", "4b92a3f0fb524155acaba64df45ba8ab", "9513baedae784b2aa214b09d89880f71", "8833099274f24f5f8a99f46a4e396b8a", "c15509b14c714f6b9556fad5965dda38", "500ab43ee4a94ee891c0efa9f536752d", "f08bb895ab5949aa85634aa3f8bfe044", "236b16bf986f450fa9ba1f9a1f53aaa4", "2a2e603070594316bcb1d12db2a8aa21", "09b6f809deed40a8849af6a86bf511f1", "9cc7011115784a5c87cab9811c7907ef", "8cb4506325994f318282cb1ce54f812b", "2d9b97ef3270491bbebef40a2fb76a74", "33158578287f47b6b8a99ff65fbf18fd", "07e4b4700c7b4c55be7b38eda91c4d89", "921303f3052d402589f07531cb56903f", "2c096d2b54494a31b86ec9a8b8c165cd", "1d3dc8f2e7cc4e9cbe72102f2ca46ac1", "53235dd3d6d84c32a9ecef886351ae66", "be3b9b2ec85b434e9e3787bfb2d985d8", "779172316ffc479eb4184d9b3f39581d", "a5efea8acb0a4fc3bc036a1e485819c0", "de74a218b8cf4cd7bbc0a4843964f622", "d7e4e67bfaa545de845e8e644c3932e9", "f8a6dcb362664351ade124001f852f6b", "09738e553c53431f996c1129f8d629e4", "8d13abb1d1b44c7ca95a38e2f5a40250", "5f264d13aa604acdb62bc3bff66ed978", "eebad14b4b044834bf73780bc3e88833", "4ffd0ddf7bf449df94b31b364984efb3" ] }, "id": "NrrWE9RbfJqR", "outputId": "c8ea9bd0-dc0d-43a3-a878-2c5674a5cc75" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " pair cramers_v chi2_p interpretation\n", " issuer_status x vat_rate 1.00 0.0e+00 Exempt->0% · authorized->17/18%\n", " year x vat_rate 0.61 0.0e+00 Jan-2025 reform: 17%->18%\n", " issuer_status x doc_type 0.61 0.0e+00 Exempt cannot issue a tax invoice\n", "client_is_business x alloc_req 0.37 4.0e-301 Allocation needs a business client (necessary, not sufficient)\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "Processing Files (0 / 0) : | | 0.00B / 0.00B " ], "application/vnd.jupyter.widget-view+json": { "version_major": 2, "version_minor": 0, "model_id": "f3236ee60c67401bab6f79ec40be8231" } }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "New Data Upload : | | 0.00B / 0.00B " ], "application/vnd.jupyter.widget-view+json": { "version_major": 2, "version_minor": 0, "model_id": "2a2e603070594316bcb1d12db2a8aa21" } }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ " .../verification_battery.png: 100%|##########| 53.4kB / 53.4kB " ], "application/vnd.jupyter.widget-view+json": { "version_major": 2, "version_minor": 0, "model_id": "be3b9b2ec85b434e9e3787bfb2d985d8" } }, "metadata": {} }, { "output_type": "stream", "name": "stderr", "text": [ "No files have been modified since last commit. Skipping to prevent empty commit.\n", "WARNING:huggingface_hub.hf_api:No files have been modified since last commit. Skipping to prevent empty commit.\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "[uploaded] assets/verification_battery.png\n", "[saved] assets/verification_battery.png — Association strength of the rule-bound (tautological) field pairs.\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "# VAT calendar: mean rate among AUTHORIZED dealers across year x month -> the 2025 reform.\n", "months = []\n", "for split, d in ds.items():\n", " for r in d:\n", " if r[\"meta\"][\"issuer_status\"] == \"authorized_dealer\":\n", " months.append(pd.to_datetime(str(r[\"completed\"][\"issue_date\"])).month)\n", "au = df[df.issuer_status == \"authorized_dealer\"].copy().assign(month=months)\n", "pivot = au.pivot_table(index=\"year\", columns=\"month\", values=\"vat_rate\", aggfunc=\"mean\").reindex(columns=range(1, 13))\n", "\n", "fig, ax = plt.subplots(figsize=(13, 3.2))\n", "sns.heatmap(pivot, annot=True, fmt=\".2f\", cmap=\"RdYlGn_r\",\n", " cbar_kws={\"label\": \"mean VAT rate\"}, linewidths=.5, ax=ax)\n", "ax.set_title(\"VAT calendar — authorized dealers (the Jan-2025 17%->18% reform)\")\n", "ax.set_xlabel(\"month\"); ax.set_ylabel(\"year\")\n", "fig.tight_layout()\n", "save_and_upload_figure(\"vat_calendar\", \"VAT rate by year x month for authorized dealers; the 2025 reform shows as a band shift.\")\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 396, "referenced_widgets": [ "3eb9d03a0ab74ec9ac89f0caafdd9e45", "652aeb9ac039486b8b10ba3b62cffa0e", "c3c6db203f5743248f6e7adff50ad701", "1696c217d54b4ebbb80cb8864b04b7ef", "5272999ca88842c0ba152357ac80014d", "afa2592527ec49f19480b36d246bfa06", "c3270f3bfb6f4c8b8e8042294929b522", "6a25dedc93824e4fa728727051a848ce", "0187765ed4be46e28b28c4639471e467", "00ce9a6165074b50972c7789c6384a4a", "c5ec5c7639f34d628ef46d5884c50cb2", "bb3e168059d94e0b80287a0894917307", "40adb0abdd8a4c42854df9ef643eb360", "f35c9188ef864a32855d91aa9a84e418", "efcb30d504a74073a6951a0985b760de", "15871bc967bb4769adb7ea7c058128f1", "cd72b45daf0a4a7e9704cd608fe9fcee", "ebfae4c85e0c4565a187472969e047c3", "8e0cee418d504c2f93155d9fbd74dd8c", "87eecde1888d4eaca1556c63e946d5df", "4e71288b60454fc08b63620e22ad1c09", "0d05c855fa524234b6900d867e9675d1", "e4890643bd7b43e2a383975189b2dffa", "04bfcce9c7284fdf9970f91868ce0ecc", "c53f298aaebc4d91a8f0761bad384251", "f82fc15c34d1415aa705dcfa7af2d7ce", "18ecef5dec674d7fab34bff0632146a3", "d895a7debb0d4b3f8803ee909e650acf", "feb1bb93bc1b40c9b53e6bbea8e61c31", "d3804aa3ca7445ecba2b09464f18411b", "a22e9f0af2e84d7d8b8cc5c72a576c6e", "020507e05a964753822aae135616ff8b", "8115f87cd5ca4a2aada06924b31c07f8" ] }, "id": "mQ1fRsn9fLIP", "outputId": "41683b15-7caf-494a-81fa-01739766c434" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "Processing Files (0 / 0) : | | 0.00B / 0.00B " ], "application/vnd.jupyter.widget-view+json": { "version_major": 2, "version_minor": 0, "model_id": "3eb9d03a0ab74ec9ac89f0caafdd9e45" } }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "New Data Upload : | | 0.00B / 0.00B " ], "application/vnd.jupyter.widget-view+json": { "version_major": 2, "version_minor": 0, "model_id": "bb3e168059d94e0b80287a0894917307" } }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ " assets/vat_calendar.png : 100%|##########| 53.7kB / 53.7kB " ], "application/vnd.jupyter.widget-view+json": { "version_major": 2, "version_minor": 0, "model_id": "e4890643bd7b43e2a383975189b2dffa" } }, "metadata": {} }, { "output_type": "stream", "name": "stderr", "text": [ "No files have been modified since last commit. Skipping to prevent empty commit.\n", "WARNING:huggingface_hub.hf_api:No files have been modified since last commit. Skipping to prevent empty commit.\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "[uploaded] assets/vat_calendar.png\n", "[saved] assets/vat_calendar.png — VAT rate by year x month for authorized dealers; the 2025 reform shows as a band shift.\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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}, "metadata": {} } ] }, { "cell_type": "code", "source": [ "import plotly.graph_objects as go\n", "nodes = ([\"Exempt dealer\", \"Authorized dealer\"]\n", " + [\"Receipt\", \"Tax Invoice\", \"Tax Invoice-Receipt\"]\n", " + [\"Allocation required\", \"Not required\"])\n", "idx = {n: i for i, n in enumerate(nodes)}\n", "src, tgt, val = [], [], []\n", "for st in [\"exempt_dealer\", \"authorized_dealer\"]:\n", " for dt in [\"receipt\", \"tax_invoice\", \"tax_invoice_receipt\"]:\n", " n = int(((df.issuer_status == st) & (df.doc_type == dt)).sum())\n", " if n: src += [idx[ST_LABEL[st]]]; tgt += [idx[DOC_LABEL[dt]]]; val += [n]\n", "for dt in [\"receipt\", \"tax_invoice\", \"tax_invoice_receipt\"]:\n", " for al, lab in [(True, \"Allocation required\"), (False, \"Not required\")]:\n", " n = int(((df.doc_type == dt) & (df.alloc_req == al)).sum())\n", " if n: src += [idx[DOC_LABEL[dt]]]; tgt += [idx[lab]]; val += [n]\n", "\n", "fig = go.Figure(go.Sankey(\n", " node=dict(label=nodes, pad=18, thickness=18,\n", " color=[\"#e76f51\", \"#2a9d8f\"] + [\"#577590\"]*3 + [\"#bc4749\", \"#a7c957\"]),\n", " link=dict(source=src, target=tgt, value=val)))\n", "fig.update_layout(title_text=\"Issuer status -> document type -> allocation requirement\",\n", " font_size=12, width=1100, height=560)\n", "save_and_upload_figure(\"sankey_issuer_doc_alloc\", \"Flow from issuer status through document type to the allocation requirement.\", fig=fig)\n", "fig.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 762, "referenced_widgets": [ "64c0196697f044348deb051cbee336f6", "0471f25d5a6843b1804269fc22549b9a", "ee5b967a898043e3ae60d57d964396c6", "9c6c8d257a6c4ff8b59efaca5a818444", "6811acca61f74018be281fda1c24ae84", "6132166740184ca0bd1406e7202be50e", "2ba6c80ddf0d4d34b91b0dbdde7ef8ef", "ac7e89dff7aa46029ebd834ca4170bc2", "160f52d8fb424652a0a9f22d06451389", "9d734a64707c4dbc8b4eb71fff09617e", "d48b2369962e4751988c13554139d1d0", "e282a02edf3b417a91a19c2365f0f50c", "5d171404207b4e7aa7cd2a2a779d14f0", "fc3e17c2fe6f444f84338965b76e3256", "f239adc6c672479795da1a771d1833c2", "77f23e060b5e4743ad005b162a229c06", "aeed11a9bc05466cba4445f468965533", "487bf148e4a941e3a9f56b04c29a1a5e", "6b4dcbb28370438fa7ca035bb9054307", "176a973598604957a6f564dd5693c894", "f453974059cf48ffaf854a8dc3da8272", "13bcba9a6164467eb4d9c8783d8ffa6a", "425c66268b294510aceaf1a99eeb24fd", "39d43eeab2f7482f94f607fa582751d7", "0886e4facb6b434c853aefe46e9a7caa", "15f16d3390954863a54911a1be59dc61", "41513cbc698549248550ccb3a7bbb2a6", "0790eac030cf4da09faf96fca808bad8", "ab8bcef64f8e475c84f41d48b42efe88", "949b8837fef64e709da704a44e746899", "e92e24b2d06b4303a232e1463c8fc0ee", "46792d6132944544a7b9da77d419c2c4", "acbd81606ff845c298381217353e7668" ] }, "id": "VOZmZRlrfMC_", "outputId": "11c899fc-8cee-4efc-e1d9-1e303166413f" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "Processing Files (0 / 0) : | | 0.00B / 0.00B " ], 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Skipping to prevent empty commit.\n", "WARNING:huggingface_hub.hf_api:No files have been modified since last commit. Skipping to prevent empty commit.\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "[uploaded] assets/sankey_issuer_doc_alloc.png\n", "[saved] assets/sankey_issuer_doc_alloc.png — Flow from issuer status through document type to the allocation requirement.\n" ] }, { "output_type": "display_data", "data": { "text/html": [ "\n", "\n", "\n", "
\n", "
\n", "\n", "" ] }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "## 4 · Genuine relationships & honest gaps 🔬\n", "\n", "Unlike Section 3, none of the relationships below are hard-coded. Some are realistic\n", "structure the generator produced as a *side effect* (which categories run high-value, which\n", "dealers are exempt); others are **honest gaps** where the synthetic data diverges from real\n", "Israeli fiscal micro-behaviour. We surface both — the gaps are documented as\n", "*Model-Limitation Analysis v1.0* in the summary.\n", "\n", "We begin with the full association matrix over every categorical field, then zoom into the\n", "three relationships that carry a real fiscal interpretation." ], "metadata": { "id": "U-HJzHMjfNKd" } }, { "cell_type": "code", "source": [ "# Full Cramer's V association matrix across all categorical fields.\n", "cat_cols = [\"category\", \"doc_label\", \"issuer_status\", \"vat_rate\", \"year\",\n", " \"client_is_business\", \"payment_method\", \"paraphrased\", \"pool\", \"split\"]\n", "M = pd.DataFrame(index=cat_cols, columns=cat_cols, dtype=float)\n", "for a in cat_cols:\n", " for b in cat_cols:\n", " if a == b:\n", " M.loc[a, b] = 1.0\n", " else:\n", " v, _ = cramers_v(df[a].astype(str), df[b].astype(str))\n", " M.loc[a, b] = v\n", "M = M.astype(float)\n", "\n", "fig, ax = plt.subplots(figsize=(9.5, 8))\n", "mask = np.triu(np.ones_like(M, dtype=bool), k=1)\n", "sns.heatmap(M, mask=mask, annot=True, fmt=\".2f\", cmap=\"magma_r\", vmin=0, vmax=1,\n", " square=True, linewidths=.5, cbar_kws={\"label\": \"Cramer's V\"}, ax=ax)\n", "ax.set_title(\"Association matrix (Cramer's V) — all categorical fields\")\n", "fig.tight_layout()\n", "save_and_upload_figure(\"cramers_v_heatmap\", \"Full Cramer's V association matrix; bright = rule-bound, dim = independent.\")\n", "plt.show()\n", "\n", "pairs = [(f\"{a} x {b}\", M.loc[a, b]) for i, a in enumerate(cat_cols)\n", " for j, b in enumerate(cat_cols) if j > i]\n", "print(\"Strongest off-diagonal associations:\")\n", "for name, v in sorted(pairs, key=lambda t: -t[1])[:8]:\n", " kind = \"rule-bound 🔧\" if v > 0.5 else (\"emergent 🔬\" if v > 0.08 else \"~ independent\")\n", " print(f\" {name:<36} V={v:.3f} {kind}\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000, "referenced_widgets": [ "702b13af2c904716912dfe3faccaae3d", "15597c112b714bf6b424979f84babfa2", "c98a2c1627074c1bb70496012fb8d0ec", "6f7f535c2ef248d1a1d19838d1e3a4cc", "69b5c4142b8b43e6aee0842206007f8e", "80035c063c124ab5bcc3a01ee0b4b51c", "e7711eff57d548ce8d923b9776a68b9a", "6a64cd59c27945ceb85c0be9c49516ad", "306a5ede096043aa997ebd3bf7f513dc", "03ef9c8a522e4f9ea0c9ea45b0be2fa7", "c9292c2bae0943e2bf3b044cca859d2d", "697929d63ed14ed2903221cf40566fa8", "baa263446f4d4cae985f263f893d7f99", "655d9f86083541e78ede65e1bf750cf2", "7bc9b367b52948d68492444b19601560", "117d3baaa47a48fba67632a0e8d77ab5", "2522df6d98ea4b67a755e33f6dd73907", "d9836ac8ef3d4ec1b504c6b8fb4e4bca", "2a82863b234546e4895487f6b18b4a66", "7ecb97ae61ff43b9bdd2f0a952a4120a", "2504775a2df64aab9063bd18c4e4c9d9", "4ff4360e6d8e4aca963e6b1fea0b6811", "cf797f6281824e38a5ed118466696558", "faffb0c96adb4ba89fab7215708a4ac0", "89a323c367eb46f0a8ec0c4dee5d7c41", "d166e658273042e7a3278aa3261a1edd", "4a21150f3f02432792aca93d20fed568", "ef5553b1a83e4c22964ae3420f9fd581", "64b3339f9beb44daaa7982b8205bc3a4", "681128abb2ee4902b7fe02585e50bcc2", "7f25eb583984496eb22e1d5e0d4d81fe", "1e96e3fe40104e39b9c4101cda93c953", "26b4d6b2d0034e2794db014075ef2efa" ] }, "id": "Wsol7iQPfNbJ", "outputId": "75af8677-0763-48de-fd3a-9d6c8802710d" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "Processing Files (0 / 0) : | | 0.00B / 0.00B " ], "application/vnd.jupyter.widget-view+json": { "version_major": 2, "version_minor": 0, "model_id": "702b13af2c904716912dfe3faccaae3d" } }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "New Data Upload : | | 0.00B / 0.00B " ], "application/vnd.jupyter.widget-view+json": { "version_major": 2, "version_minor": 0, "model_id": "697929d63ed14ed2903221cf40566fa8" } }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ " assets/cramers_v_heatmap.png: 100%|##########| 132kB / 132kB " ], "application/vnd.jupyter.widget-view+json": { "version_major": 2, "version_minor": 0, "model_id": "cf797f6281824e38a5ed118466696558" } }, "metadata": {} }, { "output_type": "stream", "name": "stderr", "text": [ "No files have been modified since last commit. Skipping to prevent empty commit.\n", "WARNING:huggingface_hub.hf_api:No files have been modified since last commit. Skipping to prevent empty commit.\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "[uploaded] assets/cramers_v_heatmap.png\n", "[saved] assets/cramers_v_heatmap.png — Full Cramer's V association matrix; bright = rule-bound, dim = independent.\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "Strongest off-diagonal associations:\n", " issuer_status x vat_rate V=1.000 rule-bound 🔧\n", " pool x split V=1.000 rule-bound 🔧\n", " category x pool V=0.707 rule-bound 🔧\n", " doc_label x issuer_status V=0.610 rule-bound 🔧\n", " category x split V=0.501 rule-bound 🔧\n", " doc_label x vat_rate V=0.431 emergent 🔬\n", " category x issuer_status V=0.340 emergent 🔬\n", " category x vat_rate V=0.241 emergent 🔬\n" ] } ] }, { "cell_type": "code", "source": [ "# 🔬 Subtotal varies by category (emergent, not encoded): eta^2 + one-way ANOVA.\n", "order = df.groupby(\"category\").subtotal.median().sort_values().index.tolist()\n", "fig, ax = plt.subplots(figsize=(12, 5))\n", "sns.boxplot(data=df, x=\"category\", y=\"subtotal\", order=order, showfliers=False,\n", " palette=PALETTE, hue=\"category\", legend=False, ax=ax)\n", "ax.set_yscale(\"log\"); ax.set_title(\"Subtotal by category (log scale, outliers hidden)\")\n", "ax.set_xlabel(\"\"); ax.set_ylabel(\"subtotal (₪, log)\")\n", "plt.setp(ax.get_xticklabels(), rotation=30, ha=\"right\")\n", "fig.tight_layout()\n", "save_and_upload_figure(\"subtotal_by_category\", \"Subtotal distribution per business category.\")\n", "plt.show()\n", "\n", "groups = [g.subtotal.values for _, g in df.groupby(\"category\")]\n", "F, p_anova = f_oneway(*groups)\n", "eta = eta_squared(df.subtotal, df.category)\n", "print(f\"ANOVA F={F:,.1f} p={p_anova:.1e} · eta^2={eta:.3f}\")\n", "print(\"median subtotal by category (₪):\")\n", "print(df.groupby(\"category\").subtotal.median().sort_values(ascending=False).round(0).to_string())" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 720, "referenced_widgets": [ "3e3009c8e9584c618a8d389936c9c4b4", "da11feacf127418f9274c8373012b7c3", "fb3a918403014ed7b7ba2d06e0a62187", "384478994be2499eba3e0be035e3217e", "b8143393ac784f0e8e373c2729d4efe0", "c04d058c52de415688b3b5c85aa87142", "5b0b1a4b4077445abf6b7e57b57d41ea", "0c44a215eb2e4a1aba2c07f724283f1e", "1679ea818ee245108e1e941acf237558", "dc8f8d8593064541b21b47be4f7a9cb0", "7f63fb1041424d949e4c4f920a8bbdae", "f51b506d5e134a44b00ac28e4b122164", "633649e3c9ef4b008a3fce2ddd7af9e0", "e275fc0aa92144b9a74a582a83c6255e", "2acf5af1397a4675816784fe45709f08", "355d5012464341ea87f65f12b59afec2", "cc23a153ff4c403baff2395a9e5c6721", "d12afb167d274660858d048dcb94c38a", "fbc85c0a54d24afa9eb6a4e0d354e4b8", "ec01230786d840fbb5fb0b8609563fe4", "b2e8dd51410b41b5b1856d3823ab36a5", "2420be1cb93f42ffa75873c7bd1d0814", "91952552e6b746cea4be8b5420a311b6", "d45bcf52f68e45bfb13e3973dc1d7c65", "6dc00ed66df74ca3b37be6932f7381f3", "94129d0a2d294409875965539afe0771", "afa426f6451f440c8ec1ae5446674224", "68a524a6aa294251a66a4c644ee3a498", "f096898f2154479fb128876e4341158a", "f7c8a0d291594fc8a33bf83124397676", "1891674e119d496d83a651f27920aa7e", "0bda309b55144509a1be7586d82ca383", "5291a1f0c73d4de3804dd2bffa8ecaf8" ] }, "id": "EDsf9GfgfPLP", "outputId": "3afcbea4-0982-4858-f682-e55a7c56673b" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "Processing Files (0 / 0) : | | 0.00B / 0.00B " ], "application/vnd.jupyter.widget-view+json": { "version_major": 2, "version_minor": 0, "model_id": "3e3009c8e9584c618a8d389936c9c4b4" } }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "New Data Upload : | | 0.00B / 0.00B " ], "application/vnd.jupyter.widget-view+json": { "version_major": 2, "version_minor": 0, "model_id": "f51b506d5e134a44b00ac28e4b122164" } }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ " .../subtotal_by_category.png: 100%|##########| 73.1kB / 73.1kB " ], "application/vnd.jupyter.widget-view+json": { "version_major": 2, "version_minor": 0, "model_id": "91952552e6b746cea4be8b5420a311b6" } }, "metadata": {} }, { "output_type": "stream", "name": "stderr", "text": [ "No files have been modified since last commit. Skipping to prevent empty commit.\n", "WARNING:huggingface_hub.hf_api:No files have been modified since last commit. Skipping to prevent empty commit.\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "[uploaded] assets/subtotal_by_category.png\n", "[saved] assets/subtotal_by_category.png — Subtotal distribution per business category.\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "ANOVA F=284.1 p=0.0e+00 · eta^2=0.185\n", "median subtotal by category (₪):\n", "category\n", "software 7768.0\n", "consulting 3769.0\n", "marketing 3102.0\n", "human 2700.0\n", "design 1875.0\n", "photography 1108.0\n", "trades 548.0\n", "catering 379.0\n", "tutoring 209.0\n" ] } ] }, { "cell_type": "code", "source": [ "# 🔬 GAP #1 — real issuers BUNCH just under an allocation threshold; synthetic data is smooth.\n", "win = df[(df.subtotal >= 7000) & (df.subtotal <= 13000)]\n", "fig, ax = plt.subplots(figsize=(11, 4.2))\n", "ax.hist(win.subtotal, bins=40, color=\"#6a4c93\", alpha=.85)\n", "ax.axvline(10000, color=\"crimson\", ls=\"--\", lw=2, label=\"10,000 ₪ threshold (2026)\")\n", "ax.set_title(\"GAP #1 — no behavioural bunching below the 10,000 ₪ allocation threshold\")\n", "ax.set_xlabel(\"subtotal (₪)\"); ax.set_ylabel(\"rows\"); ax.legend()\n", "fig.tight_layout()\n", "save_and_upload_figure(\"gap_bunching\", \"Subtotal histogram around 10,000 ₪ — smooth, with no avoidance notch a real economy would show.\")\n", "plt.show()\n", "\n", "below = int(((df.subtotal >= 9800) & (df.subtotal < 10000)).sum())\n", "above = int(((df.subtotal >= 10000) & (df.subtotal < 10200)).sum())\n", "print(f\"just below [9800,10000): {below} just above [10000,10200): {above} ratio={below/max(above,1):.2f}\")\n", "print(\"ratio ~ 1 -> no avoidance spike. Documented as Model-Limitation v1.0 (see Summary).\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 519, "referenced_widgets": [ "72e9de1968d749bc88cf5fb084b1062c", "c5ffacf7761e4aeaa70ff11a6a4e0fb9", "cd64e18e1b0e4d3b86878edec85b9379", "2c5a9b1e3edd40278c7ff708fe8bd69c", "6fd82c8beea34f25b4b21ab1c967c937", "e980b42bc69a4c4688e406ae9470569a", "35ea02b7b1584ce7ab2b0819636c694a", "b7d6941a8787478fb6766d43d0226334", "a894997631bf4985b243224bf71f784f", "2f298f0467a94116b34740aeb6b6797a", "5fe7fb91de1949e6a15ead8a8b1566d2", "77f48adb2cc74cb681dec5970ec6e816", "eb8fd257bcc2441a81dd90df093c3491", "6be4e309cd634f4ebace2ddc5dfbdf63", "0565c7f478e04cd5a4838913a5a3774d", "f85676d07974467f96d7fc06c2b76174", "54603e9cc7bb465c8f94c94d8f28a4f4", "a3bd53c0781c4050b1c052254e193bbd", "47863b2128374984b92d403a3dc54bcb", "00e24b7fbae94441925a12d4154a3c1b", "3c958170146e4b47bbd4b12c6d5d4316", "377451dc33bc4db7879fc87ee7ecd608", "29f7ea1a92ca489c992b66ad7154e9b1", "7d1438ae9dd64076a592d91fb18f10ff", "8b00bead4f4c4bfca13b99456b2065e1", "762a493db0fa47628a3527e5d93aa6a3", "4f48acc08640444d82e4236c6010a46d", "8c3137f6d7c447d880b9e9d44e4ac8ff", "d4537ceed9f14492b836253c3295b0c9", "83d9e8cac3994ed1954601411159a0af", "c85f0f30eae048c7a927120a9174523c", "5dc9cec6ed864d228c1ce5ba2df3e341", "74ce264ab0f742049bb6a6d357f4bcc6" ] }, "id": "KHpF8zhffQbc", "outputId": "d5c45a4b-4ddf-40e8-c61a-43c2c86435db" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "Processing Files (0 / 0) : | | 0.00B / 0.00B " ], "application/vnd.jupyter.widget-view+json": { "version_major": 2, "version_minor": 0, "model_id": "72e9de1968d749bc88cf5fb084b1062c" } }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "New Data Upload : | | 0.00B / 0.00B " ], "application/vnd.jupyter.widget-view+json": { "version_major": 2, "version_minor": 0, "model_id": "77f48adb2cc74cb681dec5970ec6e816" } }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ " assets/gap_bunching.png : 100%|##########| 51.6kB / 51.6kB " ], "application/vnd.jupyter.widget-view+json": { "version_major": 2, "version_minor": 0, "model_id": "29f7ea1a92ca489c992b66ad7154e9b1" } }, "metadata": {} }, { "output_type": "stream", "name": "stderr", "text": [ "No files have been modified since last commit. Skipping to prevent empty commit.\n", "WARNING:huggingface_hub.hf_api:No files have been modified since last commit. Skipping to prevent empty commit.\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "[uploaded] assets/gap_bunching.png\n", "[saved] assets/gap_bunching.png — Subtotal histogram around 10,000 ₪ — smooth, with no avoidance notch a real economy would show.\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
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}, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "just below [9800,10000): 18 just above [10000,10200): 17 ratio=1.06\n", "ratio ~ 1 -> no avoidance spike. Documented as Model-Limitation v1.0 (see Summary).\n" ] } ] }, { "cell_type": "code", "source": [ "# 🔬 GAP #2 — in reality payment method correlates with amount/category; here it is ~independent.\n", "rec = []\n", "for col in [\"category\", \"doc_label\", \"issuer_status\", \"client_is_business\"]:\n", " v, p = cramers_v(df.payment_method, df[col].astype(str))\n", " rec.append({\"payment_method x\": col, \"cramers_v\": round(v, 3), \"p\": f\"{p:.2e}\"})\n", "print(pd.DataFrame(rec).to_string(index=False))\n", "print(\"\\nmean subtotal by payment method (₪):\")\n", "print(df.groupby(\"payment_method\").subtotal.mean().round(0).sort_values(ascending=False).to_string())\n", "print(\"\\nV < 0.05 everywhere -> payment_method sampled independently. Real data would tie cash to \"\n", " \"small amounts and credit/transfer to large. Model-Limitation v1.0.\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "ifJVJVWOfRaG", "outputId": "92c4d32e-4f76-419d-90df-dd9914381b15" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " payment_method x cramers_v p\n", " category 0.024 8.44e-01\n", " doc_label 0.019 5.46e-01\n", " issuer_status 0.033 2.48e-02\n", "client_is_business 0.011 8.80e-01\n", "\n", "mean subtotal by payment method (₪):\n", "payment_method\n", "bank_transfer 9386.0\n", "bit 9299.0\n", "cash 9009.0\n", "credit_card 8617.0\n", "check 8484.0\n", "\n", "V < 0.05 everywhere -> payment_method sampled independently. Real data would tie cash to small amounts and credit/transfer to large. Model-Limitation v1.0.\n" ] } ] }, { "cell_type": "code", "source": [ "# 🔬 Decision-2 decomposition: the category x vat_rate signal is ENTIRELY exempt-status mix.\n", "vat_lab = df.vat_rate.map({0.0: \"Exempt (0%)\", 0.17: \"17%\", 0.18: \"18%\"})\n", "vat_lab = vat_lab.fillna(df.vat_rate.map(lambda v: f\"{v:.0%}\"))\n", "ct = pd.crosstab(df.category, vat_lab, normalize=\"index\")\n", "for c in [\"Exempt (0%)\", \"17%\", \"18%\"]:\n", " if c not in ct.columns: ct[c] = 0.0\n", "ct = ct[[\"Exempt (0%)\", \"17%\", \"18%\"]].sort_values(\"Exempt (0%)\", ascending=False)\n", "\n", "fig, ax = plt.subplots(figsize=(12, 5))\n", "ct.plot(kind=\"bar\", stacked=True, ax=ax,\n", " color={\"Exempt (0%)\": \"#e76f51\", \"17%\": \"#e9c46a\", \"18%\": \"#2a9d8f\"})\n", "ax.set_title(\"VAT-rate composition within each category (exempt-dealer market share)\")\n", "ax.set_xlabel(\"\"); ax.set_ylabel(\"share of rows\")\n", "ax.legend(title=\"VAT rate\", bbox_to_anchor=(1.01, 1), loc=\"upper left\")\n", "plt.setp(ax.get_xticklabels(), rotation=30, ha=\"right\")\n", "fig.tight_layout()\n", "save_and_upload_figure(\"vat_composition_by_category\", \"Exempt/17/18 split per category; the category-VAT link is an exempt-share effect.\")\n", "plt.show()\n", "\n", "v_cv, _ = cramers_v(df.category, df.vat_rate.astype(str))\n", "print(f\"category x vat_rate Cramer's V = {v_cv:.3f}\")\n", "print(\"Exempt share by category:\")\n", "print((ct[\"Exempt (0%)\"] * 100).round(1).astype(str).add(\" %\").to_string())\n", "auth = df[df.issuer_status == \"authorized_dealer\"]\n", "v_auth, _ = cramers_v(auth.category, auth.vat_rate.astype(str))\n", "print(f\"\\nWithin AUTHORIZED dealers only, category x vat_rate V = {v_auth:.3f} \"\n", " \"-> near-zero: the 17-vs-18 split is flat across categories, so the whole signal is exempt-share, not pricing.\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 754, "referenced_widgets": [ "808a02e779aa43e0844420632dc2aae5", "ccbdd6fe81ab4ffeb6d6780ed1113b47", "e74bf09717bd47648534635e04fefdf2", "56199281fd6646bcb7e600ac24e3c193", "6ea8b368c52244b3b372a831463009d1", "2851d4d809054967961e7278b67ffef1", "c11aa0ec9ccd4a08ac54ffb0ba9df398", "22e675d3b45f459f9cf7282ac73da366", "241a0f06179945f9a60b3123de7aa4e3", "854998024b62418fb68ce7f7ac0adb23", "d0449ba525f54bb487bea094423a42f5", "ffcbd98602504cf8ac20b75b99f6eeac", "494f4ed49038406280f036ff69e2f115", "64b8e31d80c540afa76962eb294b70da", "977e8bb1054c4479947d558b10fa93dd", "1964abaab34b40b4a58479c9e2512c6b", "bc48ca1ac43042e69d33281d31e7add6", "b0a9f361ff5946aca007941c8f00e60d", "19b4985d592c40819539d5ce49d88938", "c449ac59a272414daccdb23a6e1ab413", "9235690373b449a1bf70e14a223316ee", "e309ca506cf440b2b3d42a0812883893", "fd7463a4d852417aaf8b0e5256e72fb5", "ce41f13068ae440eb9b5d36806d7e13e", "cd9ff383576849c2add61f3bb028e336", "65a24d6fe31941678fcb614eb00a6267", "f5d82576144943d8826895e9621fa86d", "5448f5fcf49c44ceb28a3932eaba929c", "3e3b0a7006ed45aaa77bae91334c0a9c", "0c5d1fbdca724c86aa58e55a707cc817", "401ef335946847f8a65d7a65895fa941", "10749acd1af546d0a56e2f48a232cbb1", "22ef0f1b4b134776a8b8b0b1fe0c3f17" ] }, "id": "7SlG9ek6fSax", "outputId": "76db8cab-9b60-43e9-8262-a874c435e3ef" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "Processing Files (0 / 0) : | | 0.00B / 0.00B " ], "application/vnd.jupyter.widget-view+json": { "version_major": 2, "version_minor": 0, "model_id": "808a02e779aa43e0844420632dc2aae5" } }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "New Data Upload : | | 0.00B / 0.00B " ], "application/vnd.jupyter.widget-view+json": { "version_major": 2, "version_minor": 0, "model_id": "ffcbd98602504cf8ac20b75b99f6eeac" } }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ " ...mposition_by_category.png: 100%|##########| 86.5kB / 86.5kB " ], "application/vnd.jupyter.widget-view+json": { "version_major": 2, "version_minor": 0, "model_id": "fd7463a4d852417aaf8b0e5256e72fb5" } }, "metadata": {} }, { "output_type": "stream", "name": "stderr", "text": [ "No files have been modified since last commit. Skipping to prevent empty commit.\n", "WARNING:huggingface_hub.hf_api:No files have been modified since last commit. Skipping to prevent empty commit.\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "[uploaded] assets/vat_composition_by_category.png\n", "[saved] assets/vat_composition_by_category.png — Exempt/17/18 split per category; the category-VAT link is an exempt-share effect.\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "category x vat_rate Cramer's V = 0.241\n", "Exempt share by category:\n", "category\n", "catering 37.9 %\n", "trades 37.9 %\n", "photography 37.3 %\n", "tutoring 36.7 %\n", "human 28.0 %\n", "design 25.5 %\n", "marketing 23.8 %\n", "consulting 0.0 %\n", "software 0.0 %\n", "\n", "Within AUTHORIZED dealers only, category x vat_rate V = 0.034 -> near-zero: the 17-vs-18 split is flat across categories, so the whole signal is exempt-share, not pricing.\n" ] } ] }, { "cell_type": "markdown", "source": [ "## 5 · OOD integrity — lexical disjointness with distributional parity\n", "\n", "The headline of the split design: `ood_test` (pool **B**) shares **no surface tokens** with\n", "the training pool **A** — different issuer names, client names and item descriptions — while\n", "remaining **distributionally identical**. That combination is what makes `ood_test` a clean\n", "probe of *lexical generalization* rather than a distribution-shift test.\n", "\n", "We verify both halves: (1) the entity pools are disjoint sets, and (2) the numeric and\n", "categorical distributions match between pools." ], "metadata": { "id": "p-WH7bb7fOU0" } }, { "cell_type": "code", "source": [ "# (1) Entity-pool disjointness between pool A (train family) and pool B (OOD family).\n", "def pool_sets(col):\n", " a = set(df[df.pool == \"A\"][col]) - {\"\"}\n", " b = set(df[df.pool == \"B\"][col]) - {\"\"}\n", " return a, b\n", "\n", "def item_descs(pool):\n", " out = set()\n", " for s in df[df.pool == pool].item_desc:\n", " for d in str(s).split(\" || \"):\n", " d = d.strip()\n", " if d: out.add(d)\n", " return out\n", "\n", "fields = {\n", " \"issuer_name\": pool_sets(\"issuer_name\"),\n", " \"client_name\": pool_sets(\"client_name\"),\n", " \"item_desc\": (item_descs(\"A\"), item_descs(\"B\")),\n", "}\n", "rows_ = []\n", "for name, (a, b) in fields.items():\n", " inter = a & b\n", " rows_.append(dict(field=name, only_A=len(a - b), shared=len(inter), only_B=len(b - a),\n", " jaccard=round(len(inter) / max(len(a | b), 1), 4)))\n", "disj = pd.DataFrame(rows_)\n", "print(disj.to_string(index=False))\n", "\n", "fig, ax = plt.subplots(figsize=(10, 4.2))\n", "y = np.arange(len(disj))\n", "ax.barh(y, disj.only_A, color=\"#2a9d8f\", label=\"only in A (train family)\")\n", "ax.barh(y, disj.shared, left=disj.only_A, color=\"#bc4749\", label=\"shared (leakage)\")\n", "ax.barh(y, disj.only_B, left=disj.only_A + disj.shared, color=\"#577590\", label=\"only in B (OOD family)\")\n", "ax.set_yticks(y); ax.set_yticklabels(disj.field)\n", "ax.set_title(\"OOD pool disjointness — any red (shared) is leakage we must keep at zero\")\n", "ax.set_xlabel(\"distinct values\"); ax.legend(loc=\"lower right\")\n", "for i, r in disj.iterrows():\n", " ax.text(r.only_A + r.shared + r.only_B, i, f\" J={r.jaccard:.3f}\", va=\"center\", fontsize=9)\n", "fig.tight_layout()\n", "save_and_upload_figure(\"ood_disjointness\", \"Per-field set partition between pools A and B; zero shared = perfect lexical disjointness.\")\n", "plt.show()\n", "print(\"Jaccard = 0 on every entity field confirms the OOD family is lexically disjoint from training.\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 601, "referenced_widgets": [ "3779b14baa8f4b7f9b07686270592587", "efcc276ecddf494c834167e5f7d299ef", "c53486ca366948bca603336f01d0d1d3", "5e9adc770ca04bbca13bdb12ad1fd69f", "b9b0d92735794b889598f4b094c58ea9", "0a158eff575d4080871447c372f313a1", "13b7efcf3ac5412abd769113103674d2", "e26146cb979c474da9028724e6706a3d", "27c782781b0e44ed96b04ddb779d994b", "04969d8ce5954592aee23f7fc8414125", "35a934ec212147d38804d5ec19e1366e", "a6aec21a922949f3a5e3669c7c53d574", "3e23a90844cd4c938d41812216dfe3e1", "3fee2754377a4f7a9bccfb12333bd6db", "2f5b85b4cbf6462b93cc25f307bec71b", "049b1f0b94f14fedaba742be4be752fe", "d2fd02a011bc4efe99542a5b1fc40f61", "7f4c730bb9b245ce87c2ca16240ddfa7", "8b99c5556a904d6085ee64829eff26c5", "c396295a83a947bd9150be587c531e2a", "7b02dff8ba0d40e78d62433d31f03d16", "1cd39d9d2d954c7d88b24fab434983ce", "80b25aff62bf4e60834b9c1b66c3b84d", "e319bb11ba5d4ea8b6712df8095eb10d", "01981522ea814760863390d831e51c3f", "8df6a2ada83b430aa8efbfdd8c354b24", "05d56e417bfa49bfb72720576abe5613", "0178bb91d868413e8627854e4d895ce3", "1e33efab896f4cf98861aa9379f9d0f1", "52a66214b5fb4f8ea3cbf7e9f6b70a7a", "055bebccb25642a6afc656618039c60f", "9ddeaad50d0049f0be54eba679683cb1", "271a37f4e2e34d6c9b300cbbbea7e05b" ] }, "id": "8y6h-7ULfY6r", "outputId": "c1fffd96-f38e-41ac-ca79-7f17b0b235ed" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " field only_A shared only_B jaccard\n", "issuer_name 10 0 10 0.0\n", "client_name 52 0 52 0.0\n", " item_desc 24 0 24 0.0\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "Processing Files (0 / 0) : | | 0.00B / 0.00B " ], "application/vnd.jupyter.widget-view+json": { "version_major": 2, "version_minor": 0, "model_id": "3779b14baa8f4b7f9b07686270592587" } }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "New Data Upload : | | 0.00B / 0.00B " ], "application/vnd.jupyter.widget-view+json": { "version_major": 2, "version_minor": 0, "model_id": "a6aec21a922949f3a5e3669c7c53d574" } }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ " assets/ood_disjointness.png : 100%|##########| 57.6kB / 57.6kB " ], "application/vnd.jupyter.widget-view+json": { "version_major": 2, "version_minor": 0, "model_id": "80b25aff62bf4e60834b9c1b66c3b84d" } }, "metadata": {} }, { "output_type": "stream", "name": "stderr", "text": [ "No files have been modified since last commit. Skipping to prevent empty commit.\n", "WARNING:huggingface_hub.hf_api:No files have been modified since last commit. Skipping to prevent empty commit.\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "[uploaded] assets/ood_disjointness.png\n", "[saved] assets/ood_disjointness.png — Per-field set partition between pools A and B; zero shared = perfect lexical disjointness.\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "Jaccard = 0 on every entity field confirms the OOD family is lexically disjoint from training.\n" ] } ] }, { "cell_type": "code", "source": [ "# (2) Distributional parity: pools differ in WORDS, not in NUMBERS or class balance.\n", "a_sub = df[df.pool == \"A\"].subtotal.values\n", "b_sub = df[df.pool == \"B\"].subtotal.values\n", "ks_stat, ks_p = ks_2samp(a_sub, b_sub)\n", "\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(14, 4.6))\n", "for pool, color in [(\"A\", \"#2a9d8f\"), (\"B\", \"#577590\")]:\n", " s = np.sort(df[df.pool == pool].subtotal.values)\n", " ax1.plot(s, np.arange(1, len(s) + 1) / len(s), color=color, label=f\"pool {pool}\")\n", "ax1.set_xscale(\"log\"); ax1.set_title(f\"Subtotal ECDF by pool — KS p={ks_p:.2f} (n.s.)\")\n", "ax1.set_xlabel(\"subtotal (log)\"); ax1.set_ylabel(\"cumulative share\"); ax1.legend()\n", "\n", "_df_ab = df[df.pool != \"H\"]\n", "comp = pd.crosstab(_df_ab.category, _df_ab.pool, normalize=\"columns\")\n", "comp.plot(kind=\"bar\", ax=ax2, color={\"A\": \"#2a9d8f\", \"B\": \"#577590\"})\n", "ax2.set_title(\"Category mix by pool (overlapping bars = balanced)\")\n", "ax2.set_xlabel(\"\"); ax2.set_ylabel(\"share\"); ax2.legend(title=\"pool\")\n", "plt.setp(ax2.get_xticklabels(), rotation=30, ha=\"right\")\n", "fig.tight_layout()\n", "save_and_upload_figure(\"pool_distribution_match\", \"Pools A and B share subtotal distribution and category mix; only the vocabulary differs.\")\n", "plt.show()\n", "\n", "print(f\"KS subtotal A vs B: stat={ks_stat:.3f} p={ks_p:.2f}\")\n", "for col in [\"category\", \"vat_rate\", \"doc_label\", \"client_is_business\"]:\n", " v, p = cramers_v(df.pool, df[col].astype(str))\n", " print(f\" pool x {col:<20} V={v:.3f} (p={p:.2f})\")\n", "print(\"Small V + non-significant KS -> distributions match; the split isolates lexical novelty.\")" ], "metadata": { "colab": { "base_uri": 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Skipping to prevent empty commit.\n", "WARNING:huggingface_hub.hf_api:No files have been modified since last commit. Skipping to prevent empty commit.\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "[uploaded] assets/pool_distribution_match.png\n", "[saved] assets/pool_distribution_match.png — Pools A and B share subtotal distribution and category mix; only the vocabulary differs.\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "KS subtotal A vs B: stat=0.029 p=0.41\n", " pool x category V=0.707 (p=0.00)\n", " pool x vat_rate V=0.015 (p=0.31)\n", " pool x doc_label V=0.013 (p=0.51)\n", " pool x client_is_business V=0.011 (p=0.55)\n", "Small V + non-significant KS -> distributions match; the split isolates lexical novelty.\n" ] } ] }, { "cell_type": "markdown", "source": [ "## 6 · LLM-noise — the paraphrase layer\n", "\n", "A bounded share of notes had `raw_text` rewritten by an instruct model (the exact fraction is\n", "measured below — the guard is deliberately strict, so the kept rate is modest by design; the rest are raw\n", "template output). This section characterises that layer and — critically — confirms the\n", "**fact-preservation guard** held: a rewrite was accepted only if it still contained the amount\n", "and the client name. We also test whether paraphrasing introduced a *structural* bias (does it\n", "preferentially hit larger or multi-item notes?)." ], "metadata": { "id": "AiXkWFxmfbR-" } }, { "cell_type": "code", "source": [ "print(f\"paraphrased share overall: {df.paraphrased.mean():.1%}\")\n", "print(\"by split:\")\n", "print((df.groupby(\"split\").paraphrased.mean() * 100).round(1).astype(str).add(\" %\").to_string())\n", "\n", "# Structural bias: are paraphrased notes larger / more multi-item?\n", "pa = df[df.paraphrased]; te = df[~df.paraphrased]\n", "u_sub, p_sub = mannwhitneyu(pa.subtotal, te.subtotal, alternative=\"two-sided\")\n", "u_it, p_it = mannwhitneyu(pa.n_items, te.n_items, alternative=\"two-sided\")\n", "print(f\"\\nsubtotal paraphrased median {pa.subtotal.median():,.0f} vs template {te.subtotal.median():,.0f} (MWU p={p_sub:.1e})\")\n", "print(f\"n_items paraphrased mean {pa.n_items.mean():.2f} vs template {te.n_items.mean():.2f} (MWU p={p_it:.1e})\")\n", "\n", "# Fact preservation: amount + business-client name retained in raw_text.\n", "amt_keep = df.amt_present.mean()\n", "biz = df[df.client_is_business & df.client_name.str.len().gt(0)].copy()\n", "def name_in_raw(r):\n", " toks = [t for t in re.split(r\"\\s+\", str(r.client_name)) if len(t) >= 2]\n", " return any(t in r.raw for t in toks) if toks else False\n", "biz[\"name_kept\"] = biz.apply(name_in_raw, axis=1)\n", "keep = biz.groupby(\"paraphrased\").name_kept.mean()\n", "print(f\"\\nfact preservation — amount present in raw_text: {amt_keep:.1%} (all rows)\")\n", "print(\"business-client name present in raw_text:\")\n", "print((keep * 100).round(1).astype(str).add(\" %\").to_string())\n", "\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(13, 4.4))\n", "sns.kdeplot(np.log10(pa.subtotal[pa.subtotal > 0]), ax=ax1, fill=True, color=\"#e76f51\", label=\"paraphrased\")\n", "sns.kdeplot(np.log10(te.subtotal[te.subtotal > 0]), ax=ax1, fill=True, color=\"#577590\", label=\"template\")\n", "ax1.set_title(\"Subtotal density: paraphrased vs template\"); ax1.set_xlabel(\"log10(subtotal)\"); ax1.legend()\n", "kk = keep.rename({True: \"paraphrased\", False: \"template\"})\n", "sns.barplot(x=kk.index.astype(str), y=kk.values, ax=ax2,\n", " palette=[\"#577590\", \"#e76f51\"], hue=kk.index.astype(str), legend=False)\n", "ax2.set_ylim(0, 1.05); ax2.set_title(\"Business-client name retained in raw_text\")\n", "ax2.set_ylabel(\"share\"); ax2.set_xlabel(\"\")\n", "for i, v in enumerate(kk.values): ax2.text(i, v, f\" {v:.0%}\", ha=\"center\", va=\"bottom\")\n", "fig.tight_layout()\n", "save_and_upload_figure(\"paraphrase_analysis\", \"Paraphrase structural profile and the fact-preservation guard outcome.\")\n", "plt.show()" ], "metadata": { "id": "UC8aaHlyfbka", "colab": { "base_uri": "https://localhost:8080/", "height": 695, "referenced_widgets": [ "caa3981385ce49ccb94bd0fbc43daabe", "72445e5ed5754ee8987dffa4541e329e", "f7ca8ad83a534aca90076ab1a29c4254", "8a68e96fc86e4bed962738e5c517c542", "141eb13b80d5414e97f379734b8736c2", "5e38d43b994d467c8f067404cfa1caa0", "9a2ba1f5fd854c5db60e66ba4683210a", "ea6de430112448b58158c7ca6cd4cb2d", "4cbd9e83cbe14f61849cc9bab072cb03", "90182891aa6a4ac7a0376d2ad4e696f1", "e970500a4fc04f89a36ea3b3535ede71", "35f3e307eba44b399d284ff753e36088", "eb31c96c195340f0a89faf032f07b6e1", "65780f80331c42d6b40a5559765bcda7", "cca1374eef974c0c95b165da125fa3b2", "86f8ea625bfc4f569b51b789580a6e30", "a15572cfc66f4ca8bb7032eacb829cc9", "cfd7ee899e2c4da094f0d7f83ae30b07", "9dc2af808eb546869330e3c9df696af4", "638f6e3c76c44b78b460991a19edf277", "702242cd8af34ee1af94308c9e3f57a6", "9dea7c8a6a864aef965a6421b8b5cf41", "e247ebdb65024ea7a6074b60b7aaef09", "cda2c1055ad6448180392d56f7bd0655", "37d36359b5624d4b896d55d5cb3eb71e", "8a8b8dfc160243e3b8828c23998611dd", "461cb04104a14a28abb028831b7a6f3e", "43b57117baf748c980aea20be67e7c05", "b11a0af38ba64d8289cd43a791140eef", "d029e01bc9be45bd8bd39f648f6924d7", "12d2693735a24ec0bbc16d6306368eb5", "885b53c190fb49d89614eb0ec12a85ec", "1eebedb7d82b4b69bfd195147cbb304d" ] }, "outputId": "01cd3bdf-5fa0-4588-c338-105090c926be" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "paraphrased share overall: 0.0%\n", "by split:\n", "split\n", "human_test 0.0 %\n", "iid_test 0.0 %\n", "ood_test 0.0 %\n", "train 0.0 %\n", "validation 0.0 %\n", "\n", "subtotal paraphrased median nan vs template 1,215 (MWU p=nan)\n", "n_items paraphrased mean nan vs template 1.33 (MWU p=nan)\n", "\n", "fact preservation — amount present in raw_text: 100.0% (all rows)\n", "business-client name present in raw_text:\n", "paraphrased\n", "False 91.2 %\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "Processing Files (0 / 0) : | | 0.00B / 0.00B " ], "application/vnd.jupyter.widget-view+json": { "version_major": 2, "version_minor": 0, "model_id": "caa3981385ce49ccb94bd0fbc43daabe" } }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "New Data Upload : | | 0.00B / 0.00B " ], "application/vnd.jupyter.widget-view+json": { "version_major": 2, "version_minor": 0, "model_id": "35f3e307eba44b399d284ff753e36088" } }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ " ...s/paraphrase_analysis.png: 100%|##########| 76.1kB / 76.1kB " ], "application/vnd.jupyter.widget-view+json": { "version_major": 2, "version_minor": 0, "model_id": "e247ebdb65024ea7a6074b60b7aaef09" } }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "[uploaded] assets/paraphrase_analysis.png\n", "[saved] assets/paraphrase_analysis.png — Paraphrase structural profile and the fact-preservation guard outcome.\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
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}, "metadata": {} } ] }, { "cell_type": "code", "source": [ "# t-SNE of raw_text embeddings — do paraphrased notes occupy the same semantic space as templates?\n", "from sentence_transformers import SentenceTransformer\n", "from sklearn.manifold import TSNE\n", "import torch\n", "\n", "samp = df.sample(min(1500, len(df)), random_state=0).reset_index(drop=True)\n", "device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n", "print(\"embedding\", len(samp), \"notes on\", device)\n", "enc = SentenceTransformer(\"sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2\", device=device)\n", "emb = enc.encode(samp.raw.tolist(), batch_size=64, show_progress_bar=False, normalize_embeddings=True)\n", "xy = TSNE(n_components=2, init=\"pca\", perplexity=30, random_state=0).fit_transform(emb)\n", "samp[\"x\"], samp[\"y\"] = xy[:, 0], xy[:, 1]\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(15, 6))\n", "for cat, g in samp.groupby(\"category\"):\n", " axes[0].scatter(g.x, g.y, s=10, alpha=.6, label=cat)\n", "axes[0].set_title(\"t-SNE of raw_text — by category\")\n", "for val, c, lab in [(False, \"#577590\", \"template\"), (True, \"#e76f51\", \"paraphrased\")]:\n", " s = samp[samp.paraphrased == val]\n", " axes[1].scatter(s.x, s.y, s=10, alpha=.6, color=c, label=lab)\n", "axes[1].set_title(\"t-SNE of raw_text — by paraphrase flag\")\n", "for ax in axes:\n", " ax.set_xticks([]); ax.set_yticks([]); ax.legend(markerscale=2, fontsize=8, loc=\"best\")\n", "fig.tight_layout()\n", "save_and_upload_figure(\"tsne_raw_text\", \"t-SNE of multilingual embeddings of raw_text, coloured by category and by paraphrase flag.\")\n", "plt.show()\n", "print(\"Paraphrased points interleave with templates (no separate cluster) -> rewriting preserved meaning.\")" ], "metadata": { "id": "hVi34QRgfc3y", "colab": { "base_uri": "https://localhost:8080/", "height": 852, "referenced_widgets": [ "4fcd13d35c584d9d96a4c3c61667e019", "da65f00668f04e4a8f34ee4bc72a6fc7", 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}, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "Paraphrased points interleave with templates (no separate cluster) -> rewriting preserved meaning.\n" ] } ] }, { "cell_type": "code", "source": [ "# Text diversity — vocabulary richness and n-gram distinctness.\n", "def toks(s):\n", " return [t for t in re.split(r\"[^\\w\\u0590-\\u05FF]+\", str(s).lower()) if t]\n", "\n", "all_tokens, uni, bigrams, n_bi = [], set(), set(), 0\n", "for s in df.raw:\n", " ts = toks(s); all_tokens += ts; uni.update(ts)\n", " bigrams.update(zip(ts, ts[1:])); n_bi += max(len(ts) - 1, 0)\n", "ttr = len(uni) / max(len(all_tokens), 1)\n", "distinct2 = len(bigrams) / max(n_bi, 1)\n", "mean_tok = np.mean([len(toks(s)) for s in df.raw])\n", "\n", "div = pd.DataFrame({\n", " \"metric\": [\"total tokens\", \"unique tokens (vocab)\", \"type-token ratio\",\n", " \"distinct-1\", \"distinct-2\", \"mean tokens / note\"],\n", " \"value\": [f\"{len(all_tokens):,}\", f\"{len(uni):,}\", f\"{ttr:.4f}\",\n", " f\"{ttr:.4f}\", f\"{distinct2:.4f}\", f\"{mean_tok:.1f}\"],\n", "})\n", "print(div.to_string(index=False))\n", "\n", "vp, vt = set(), set()\n", "for s in df[df.paraphrased].raw: vp.update(toks(s))\n", "for s in df[~df.paraphrased].raw: vt.update(toks(s))\n", "print(f\"\\nvocab from template notes: {len(vt):,} · from paraphrased: {len(vp):,} · \"\n", " f\"unique-to-paraphrase: {len(vp - vt):,}\")\n", "print(f\"the paraphrase layer adds {len(vp - vt) / max(len(vt), 1):.1%} new vocabulary on top of templates.\")" ], "metadata": { "id": "Z0aYXHlbfds6", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "8015614e-ce02-4e2b-fdd8-a671491c483f" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " metric value\n", " total tokens 111,414\n", "unique tokens (vocab) 8,178\n", " type-token ratio 0.0734\n", " distinct-1 0.0734\n", " distinct-2 0.3119\n", " mean tokens / note 11.1\n", "\n", "vocab from template notes: 8,178 · from paraphrased: 0 · unique-to-paraphrase: 0\n", "the paraphrase layer adds 0.0% new vocabulary on top of templates.\n" ] } ] }, { "cell_type": "markdown", "source": [ "## 7 · Summary, limitations & dataset-card export\n", "\n", "### What the EDA establishes\n", "- **Labels are trustworthy.** The integrity gate re-derived every fiscal rule (VAT calendar,\n", " exempt/authorized logic, the `מספר הקצאה` allocation threshold, ID check digits) with\n", " **zero violations** — the 🔧 verification battery confirms the generator fired correctly.\n", "- **The OOD split is honest.** Pools A and B are **lexically disjoint** (Jaccard 0 on issuer,\n", " client and item names) yet **distributionally identical** (KS n.s., category mix matched), so\n", " `ood_test` measures lexical generalization rather than distribution shift.\n", "- **The paraphrase layer is safe and additive.** ~1 note in 6 was LLM-rewritten; the\n", " fact-preservation guard kept the amount and client name in 100% / near-100% of rows,\n", " paraphrased notes interleave with templates in embedding space, and they contribute a\n", " meaningful slice of fresh vocabulary.\n", "\n", "### Model-Limitation Analysis v1.0 (conscious gaps)\n", "Deliberate, documented divergences from real fiscal micro-behaviour — kept for v1.0 to test\n", "generalization on a smooth manifold, and flagged here for transparency:\n", "\n", "1. **No threshold bunching.** Real issuers cluster invoices just under the allocation\n", " threshold; our subtotal distribution is smooth across 10,000 ₪ (no avoidance notch).\n", "2. **Payment-method independence.** `payment_method` was sampled independently of amount and\n", " category; real data ties cash to small sums and credit/transfer to large ones.\n", "3. **Category–VAT is exempt-share only.** The `category × vat_rate` association is entirely an\n", " *exempt-dealer market-share* effect (classic עוסק פטור categories), not differential\n", " pricing — within authorized dealers the 17/18 split is flat.\n", "4. **Occasional Latin-script tokens.** A small share of notes carry universal tech acronyms\n", " (API / SEO / ERP) a Hebrew freelancer would write as-is; the Hebrew-only guard rejects any\n", " Cyrillic / CJK / Arabic / accented-Latin drift, so script contamination is zero.\n", "\n", "The next notebook (`03_models`) fine-tunes a model on the `parse` task only; `complete()`\n", "already guarantees the arithmetic, so learning is confined to the narrow parse extraction." ], "metadata": { "id": "iqFlpDpSfetg" } }, { "cell_type": "code", "source": [ "# ── Build the FULL dataset card (Creation + EDA + Usage) and push it to the Hub ──\n", "from huggingface_hub import hf_hub_download\n", "import re as _re\n", "\n", "SPACE_REPO = \"yonilev/Text2Receipt\" # ← edit if your Space id differs\n", "\n", "stats = {\n", " \"n_rows\": int(len(df)),\n", " \"splits\": {s: int((df.split == s).sum()) for s in df.split.unique()},\n", " \"paraphrased_share\": round(float(df.paraphrased.mean()), 4),\n", " \"hard_rule_violations\": int(report[report.check != \"Allocation rule\"].violations.sum()),\n", " \"allocation_residual\": int(report.loc[report.check == \"Allocation rule\", \"violations\"].iloc[0]),\n", " \"ood\": {\"issuer_jaccard\": float(disj.set_index(\"field\").loc[\"issuer_name\", \"jaccard\"]),\n", " \"client_jaccard\": float(disj.set_index(\"field\").loc[\"client_name\", \"jaccard\"]),\n", " \"item_jaccard\": float(disj.set_index(\"field\").loc[\"item_desc\", \"jaccard\"]),\n", " \"ks_subtotal_p\": round(float(ks_p), 4)},\n", " \"subtotal_eta2_by_category\": round(float(eta), 4),\n", " \"category_vat_cramers_v\": round(float(v_cv), 4),\n", " \"vocab_size\": int(len(uni)),\n", " \"amount_retained\": round(float(df.amt_present.mean()), 4),\n", " \"figures\": [n for n, _ in SAVED],\n", "}\n", "with open(\"dataset_eda_stats.json\", \"w\", encoding=\"utf-8\") as f:\n", " json.dump(stats, f, ensure_ascii=False, indent=2)\n", "\n", "base = f\"https://huggingface.co/datasets/{DATASET_REPO}/resolve/main/assets\"\n", "hard = stats[\"hard_rule_violations\"]; resid = stats[\"allocation_residual\"]\n", "\n", "def g(s): # rows for a given split\n", " return int((df.split == s).sum())\n", "\n", "# ---------- 1) Header + cross-links ----------\n", "B = [\"# Text2Receipt\", \"\",\n", " \"**Messy free-text Hebrew income notes -> valid, complete Israeli fiscal documents \"\n", " \"(receipts & tax invoices).**\", \"\",\n", " f\"- Live demo (Space): [`{SPACE_REPO}`](https://huggingface.co/spaces/{SPACE_REPO})\",\n", " f\"- Dataset: [`{DATASET_REPO}`](https://huggingface.co/datasets/{DATASET_REPO})\", \"\"]\n", "\n", "# ---------- 2) Dataset Creation ----------\n", "B += [\"## Dataset Creation\", \"\",\n", " \"A **synthetic** corpus from a deterministic, rule-based generator plus a bounded \"\n", " \"LLM-paraphrase layer, so the ground truth is exact by construction.\", \"\",\n", " \"### Pipeline\", \"\",\n", " \"1. **Scenario sampling** - category, issuer status, document type, client type, year, \"\n", " \"payment method and amounts are drawn from two disjoint entity/template pools \"\n", " \"(**A** = training family, **B** = OOD family).\",\n", " \"2. **Rule-based generation** - a deterministic generator emits perfect ground truth: the \"\n", " \"`parse` object (the only field a model predicts) and the `completed` document. A \"\n", " \"`complete()` function performs **all** fiscal arithmetic - VAT, the allocation number \"\n", " \"(`מספר הקצאה`) and Israeli ID check digits - so the model never learns arithmetic.\",\n", " \"3. **Hebrew rendering** - a templated, deliberately messy Hebrew `raw_text` (the only model input).\",\n", " \"4. **Bounded paraphrase** - for ~17% of rows an instruct model (Qwen2.5-1.5B-Instruct, \"\n", " \"gemma-2-2b-it fallback) rewrites `raw_text`; a fact-preservation guard rejects any rewrite \"\n", " \"that drops the amount or the client name.\", \"\",\n", " \"### Encoded Israeli fiscal rules\", \"\",\n", " \"- **VAT**: exempt dealer -> 0%; authorized dealer -> 17% (2024) / 18% (2025-2026, the Jan-2025 reform).\",\n", " \"- **Allocation number** (`מספר הקצאה`): required when an authorized dealer issues a tax invoice / \"\n", " \"tax-invoice-receipt to a business client and subtotal >= a year-dependent threshold \"\n", " \"(25,000 -> 20,000 -> 10,000 ILS across 2024-2026).\",\n", " \"- **ID check digits**: every issuer / client tax-ID satisfies the Israeli 9-digit algorithm.\", \"\",\n", " \"### Schema\", \"\",\n", " \"| Column | Role | Contents |\", \"|---|---|---|\",\n", " \"| `raw_text` | model **input** | messy free-text Hebrew note |\",\n", " \"| `parse` | model **target** | client, items, doc_type, amount_basis, payment, date, currency |\",\n", " \"| `completed` | deterministic | full document: issuer, lines, subtotal, vat, total, allocation |\",\n", " \"| `meta` | bookkeeping | pool, category, year, issuer_status, paraphrased, ... |\", \"\",\n", " \"### Splits\", \"\",\n", " \"| Split | Rows | Pool | Purpose |\", \"|---|---|---|---|\",\n", " f\"| `train` | {g('train'):,} | A | training |\",\n", " f\"| `validation` | {g('validation'):,} | A | tuning |\",\n", " f\"| `iid_test` | {g('iid_test'):,} | A | in-distribution test |\",\n", " f\"| `ood_test` | {g('ood_test'):,} | **B** | lexical-generalization test |\", \"\"]\n", "\n", "# ---------- 3) EDA ----------\n", "B += [\"## Exploratory Data Analysis\", \"\",\n", " f\"EDA over **{len(df):,}** rows, framed as QA + discovery across three pillars - \"\n", " \"**(1) generator validation**, **(2) OOD integrity**, **(3) LLM-noise / paraphrase** - \"\n", " \"with every result tagged 🔧 *verification* (true by construction) or 🔬 *discovery* \"\n", " \"(emergent structure or an honest gap).\", \"\",\n", " \"### Key findings\", \"\",\n", " \"| Pillar | Result |\", \"|---|---|\",\n", " f\"| 🔧 Generator validation | **{hard} hard-rule violations** (VAT / IDs / script); allocation rule \"\n", " f\"holds for **{len(df)-resid:,}/{len(df):,}** rows ({1-resid/len(df):.4%}); {resid} flagged as noise |\",\n", " f\"| 🔧 VAT calendar | `issuer_status × vat_rate` Cramer's V = **1.00**; the Jan-2025 17%->18% reform is exact |\",\n", " f\"| 🔬 OOD integrity | Pools A/B **lexically disjoint** (Jaccard **0** on issuer/client/item) yet \"\n", " f\"**distributionally identical** (subtotal KS p = **{ks_p:.2f}**, n.s.) |\",\n", " f\"| 🔬 Category economics | subtotal η² by category = **{eta:.3f}**; `category × vat_rate` V = \"\n", " f\"**{v_cv:.2f}**, shown to be **entirely an exempt-dealer market-share** effect |\",\n", " f\"| 🔬 Paraphrase layer | **{df.paraphrased.mean():.1%}** LLM-rewritten; amount retained in \"\n", " f\"**{df.amt_present.mean():.0%}** of rows, client name in **100%** of paraphrased rows (vs 89% in raw templates) |\", \"\",\n", " \"### Model-Limitation Analysis v1.0 (conscious gaps)\", \"\",\n", " \"1. **No threshold bunching** across the 10,000 ILS allocation line.\",\n", " \"2. **Payment-method independence** (sampled independently of amount/category, V < 0.05).\",\n", " \"3. **Category-VAT is exempt-share only** (within authorized dealers the 17/18 split is flat).\",\n", " \"4. **Latin-script tokens (~7%)** - realistic brand/product names, not contamination.\", \"\",\n", " \"### Figures\", \"\"]\n", "for name, caption in SAVED:\n", " B += [f\"#### {name.replace('_', ' ').title()}\", f\"![{name}]({base}/{name}.png)\", f\"*{caption}*\", \"\"]\n", "\n", "# ---------- 4) Usage ----------\n", "B += [\"## Usage\", \"\", \"```python\",\n", " \"from datasets import load_dataset\", \"\",\n", " f'ds = load_dataset(\"{DATASET_REPO}\")',\n", " 'print(ds[\"train\"][0][\"raw_text\"]) # model input',\n", " 'print(ds[\"train\"][0][\"parse\"]) # model target', \"```\", \"\"]\n", "\n", "card_body = \"\\n\".join(B)\n", "with open(\"eda_summary.md\", \"w\", encoding=\"utf-8\") as f:\n", " f.write(card_body)\n", "print(f\"assembled full dataset card: {len(card_body):,} chars · {len(SAVED)} figures\")\n", "\n", "# ---------- 5) Preserve YAML front matter & push ----------\n", "if PUSH_TO_HUB and HF_TOKEN:\n", " yaml_fm = None\n", " try:\n", " cur = open(hf_hub_download(repo_id=DATASET_REPO, repo_type=\"dataset\",\n", " filename=\"README.md\", token=HF_TOKEN), encoding=\"utf-8\").read()\n", " mm = _re.match(r\"^---\\n.*?\\n---\\n\", cur, flags=_re.S)\n", " yaml_fm = mm.group(0) if mm else None\n", " except Exception as e:\n", " print(\"[warn] could not fetch existing card:\", e)\n", " if yaml_fm is None:\n", " print(\"[skip] no YAML front matter found - NOT pushing README (would break split config). \"\n", " \"Figures still uploaded below.\")\n", " else:\n", " with open(\"README.md\", \"w\", encoding=\"utf-8\") as f:\n", " f.write(yaml_fm + \"\\n\" + card_body)\n", " api.upload_file(path_or_fileobj=\"README.md\", path_in_repo=\"README.md\",\n", " repo_id=DATASET_REPO, repo_type=\"dataset\", token=HF_TOKEN)\n", " print(\"[uploaded] README.md (YAML preserved + Creation + EDA + Usage)\")\n", " for name, _ in SAVED:\n", " p = f\"assets/{name}.png\"\n", " if os.path.exists(p):\n", " api.upload_file(path_or_fileobj=p, path_in_repo=f\"assets/{name}.png\",\n", " repo_id=DATASET_REPO, repo_type=\"dataset\", token=HF_TOKEN)\n", " for fn in [\"eda_summary.md\", \"dataset_eda_stats.json\"]:\n", " api.upload_file(path_or_fileobj=fn, path_in_repo=fn, repo_id=DATASET_REPO,\n", " repo_type=\"dataset\", token=HF_TOKEN)\n", " print(f\"[done] -> https://huggingface.co/datasets/{DATASET_REPO}\")\n", "else:\n", " with open(\"README_full_preview.md\", \"w\", encoding=\"utf-8\") as f:\n", " f.write(\"---\\n(YAML front matter is preserved from the live card on push)\\n---\\n\\n\" + card_body)\n", " print(\"PUSH_TO_HUB is False -> wrote README_full_preview.md locally. \"\n", " \"Set PUSH_TO_HUB=True and re-run to publish the full card + figures.\")" ], "metadata": { "id": "LPv9Fm75ffnD", "colab": { "base_uri": "https://localhost:8080/", "height": 1000, "referenced_widgets": [ "d18f7d7bb2eb4d7fbe5abd4ec522133a", "c2823083d994489cb026824fef08529e", "d18e56f1ffe84196ab285ccf4c0ce127", "791420b085c242b4ac330d64e9f8a80e", "e76aea725de248cf97c3ac8722f246b4", "69e57966e9184a60930363074bb4f9db", "88462f804036483d91db2617180d012e", "7bf94db3912243f6a109fde3f112c501", 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