{ "cells": [ { "cell_type": "markdown", "id": "7e6c5ce1", "metadata": {}, "source": "# Quickstart\n\nThis walks the whole flow on a small dataset: load a table, attach the spec\nlimits, run an analysis, read the result. Every cell runs, so open it in Colab\nand change the numbers to your own.\n\n
Run in ColabView on GitHubDownload notebook
" }, { "cell_type": "markdown", "id": "fb1e2a9b", "metadata": {}, "source": [ "Install it first (skip this if mfgQC is already in your environment):" ] }, { "cell_type": "code", "execution_count": null, "id": "cb81a900", "metadata": { "execution": { "iopub.execute_input": "2026-06-26T13:25:43.885634Z", "iopub.status.busy": "2026-06-26T13:25:43.885432Z", "iopub.status.idle": "2026-06-26T13:25:44.776590Z", "shell.execute_reply": "2026-06-26T13:25:44.775740Z" }, "tags": [ "skip-execution" ] }, "outputs": [], "source": [ "!pip install mfgqc" ] }, { "cell_type": "markdown", "id": "86c80c5c", "metadata": {}, "source": [ "## 1. Load a table and attach the spec\n", "\n", "mfgQC analyses take a `QCData` object. You build one by loading a tidy\n", "DataFrame, naming the measurement column, and attaching the engineering\n", "tolerances. Here is a made-up run of 100 widths in 20 subgroups of 5." ] }, { "cell_type": "code", "execution_count": 2, "id": "58ba973f", "metadata": { "execution": { "iopub.execute_input": "2026-06-26T13:25:44.779229Z", "iopub.status.busy": "2026-06-26T13:25:44.779045Z", "iopub.status.idle": "2026-06-26T13:25:45.619252Z", "shell.execute_reply": "2026-06-26T13:25:45.618866Z" } }, "outputs": [ { "data": { "text/plain": [ "QCData(measure='width', n=100, roles={subgroup}, spec(lower=1.0, upper=2.0, target=1.5), history=2 steps)" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np, pandas as pd, mfgqc\n", "\n", "rng = np.random.default_rng(7)\n", "df = pd.DataFrame({\n", " \"width\": np.round(rng.normal(1.50, 0.11, 100), 3),\n", " \"lot\": np.repeat(np.arange(1, 21), 5),\n", "})\n", "\n", "qc = (mfgqc.load(df, measure=\"width\", subgroup=\"lot\", subgroup_size=5)\n", " .spec(lower=1.0, upper=2.0, target=1.5))\n", "qc" ] }, { "cell_type": "markdown", "id": "9b4a052a", "metadata": {}, "source": [ "`measure` is the value column, `subgroup` groups the rows into rational\n", "subgroups, and `.spec(...)` attaches the limits. Everything is immutable, so\n", "each call hands back a new object." ] }, { "cell_type": "markdown", "id": "7cc1dfce", "metadata": {}, "source": [ "## 2. Capability\n", "\n", "Run it and print the report." ] }, { "cell_type": "code", "execution_count": 3, "id": "c669b9c5", "metadata": { "execution": { "iopub.execute_input": "2026-06-26T13:25:45.620354Z", "iopub.status.busy": "2026-06-26T13:25:45.620272Z", "iopub.status.idle": "2026-06-26T13:25:45.630130Z", "shell.execute_reply": "2026-06-26T13:25:45.629773Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Process Capability (method=normal)\n", "==================================\n", "n = 100 mean = 1.4809\n", "sigma (within) = 0.1013\n", "sigma (overall) = 0.096767\n", "Cp/Cpk sigma = within (R-bar/d2)\n", "\n", "Cp = 1.645 95% CI (1.42, 1.87)\n", "Cpk = 1.583 95% CI (1.35, 1.81) (Cpu=1.708, Cpl=1.583)\n", "Pp = 1.722 Ppk = 1.657 (Ppu=1.788, Ppl=1.657)\n", "Cpm = 1.69\n", "\n", "Assumption checks:\n", " [PASS] normality (Anderson-Darling): AD=0.305, p=0.563; est. Cpk impact 4.9%; n=100\n", " [FAIL] subgroup_sufficiency (subgroup count >= 25): subgroup count 20; n=20\n", "\n", "Recommendations:\n", " - Only 20 subgroups; >=25 recommended for a stable within-sigma estimate.\n" ] } ], "source": [ "print(qc.capability())" ] }, { "cell_type": "markdown", "id": "d58110ba", "metadata": {}, "source": [ "Three things to notice. Both sigma families are reported: within-subgroup\n", "(Cp, Cpk) and overall (Pp, Ppk), with the estimator named. Confidence\n", "intervals are shown because small-sample point estimates run optimistic. And\n", "the assumptions are checked and printed. Here normality passes but the\n", "subgroup count is flagged as low. mfgQC tells you and recommends a fix. It does\n", "not quietly change the math.\n", "\n", "Every result also draws its own chart." ] }, { "cell_type": "code", "execution_count": 4, "id": "5ef4210e", "metadata": { "execution": { "iopub.execute_input": "2026-06-26T13:25:45.631071Z", "iopub.status.busy": "2026-06-26T13:25:45.631023Z", "iopub.status.idle": "2026-06-26T13:25:45.883121Z", "shell.execute_reply": "2026-06-26T13:25:45.882770Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "qc.capability().view()" ] }, { "cell_type": "markdown", "id": "ec757a70", "metadata": {}, "source": [ "## 3. Control chart\n", "\n", "With no `kind`, mfgQC picks the chart from the subgroup size. Five per\n", "subgroup gives an X-bar and R chart." ] }, { "cell_type": "code", "execution_count": 5, "id": "71207216", "metadata": { "execution": { "iopub.execute_input": "2026-06-26T13:25:45.884053Z", "iopub.status.busy": "2026-06-26T13:25:45.883980Z", "iopub.status.idle": "2026-06-26T13:25:45.887890Z", "shell.execute_reply": "2026-06-26T13:25:45.887556Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Control Chart: xbar_r (inferred); rules=nelson\n", "==============================================\n", "Xbar: CL=1.4809 UCL=1.6169 LCL=1.345\n", "R: CL=0.2356 UCL=0.49806 LCL=0\n", "\n", "Out-of-control signals: none (process in control)\n", "\n", "Assumption checks:\n", " [PASS] independence (lag-1 autocorrelation): r=0.193, p=0.388; n=20 [low power]\n" ] } ], "source": [ "print(qc.control_chart())" ] }, { "cell_type": "code", "execution_count": 6, "id": "18f8c1e3", "metadata": { "execution": { "iopub.execute_input": "2026-06-26T13:25:45.888705Z", "iopub.status.busy": "2026-06-26T13:25:45.888651Z", "iopub.status.idle": "2026-06-26T13:25:45.968979Z", "shell.execute_reply": "2026-06-26T13:25:45.968542Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "qc.control_chart().view()" ] }, { "cell_type": "markdown", "id": "0e77784e", "metadata": {}, "source": [ "## 4. One shape for everything\n", "\n", "Every analysis returns the same surface, so once you know one you know them all." ] }, { "cell_type": "code", "execution_count": 7, "id": "969d0a77", "metadata": { "execution": { "iopub.execute_input": "2026-06-26T13:25:45.970084Z", "iopub.status.busy": "2026-06-26T13:25:45.970007Z", "iopub.status.idle": "2026-06-26T13:25:45.979842Z", "shell.execute_reply": "2026-06-26T13:25:45.979503Z" } }, "outputs": [ { "data": { "text/plain": [ "{'method': 'normal',\n", " 'n': 100,\n", " 'mean': 1.4809300000000005,\n", " 'sigma_within': 0.10128976784178846,\n", " 'sigma_overall': 0.09676685038448513,\n", " 'Cp': 1.6454442558007925,\n", " 'Cp_CI_low': 1.4164408239749233,\n", " 'Cp_CI_high': 1.8740676845678936,\n", " 'Cpk': 1.582687011884552,\n", " 'Cpk_CI_low': 1.3527596612613806,\n", " 'Cpk_CI_high': 1.8126143625077233,\n", " 'Pp': 1.7223529132595263,\n", " 'Ppk': 1.6566623731478098,\n", " 'Cpm': np.float64(1.689850920191613),\n", " 'confidence': 95,\n", " 'normality_passed': True}" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cap = qc.capability()\n", "\n", "cap.summary() # a flat dict of the headline numbers" ] }, { "cell_type": "markdown", "id": "6339562d", "metadata": {}, "source": [ "- `cap.report()` is the text above.\n", "- `cap.summary()` is the flat dict you just saw.\n", "- `cap.to_dict()` is the full JSON payload (numbers, assumption checks, provenance). Read this from code, never the text.\n", "- `cap.view()` is the chart.\n", "\n", "## Next\n", "\n", "- [Reading the assumption report](/guide/assumption-report/) explains the guardrails.\n", "- [Gage R&R study](/guide/gage-rr/) walks a measurement-system study end to end.\n", "- The [Reference](/reference/) gives the formula, assumptions, and source standard behind every method." ] } ], "metadata": { "jupytext": { "main_language": "python" }, "kernelspec": { "display_name": "Python 3", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.13.7" } }, "nbformat": 4, "nbformat_minor": 5 }