{ "cells": [ { "cell_type": "markdown", "id": "17ec829c", "metadata": {}, "source": "# Choosing a control chart\n\nThis tutorial matches your data to the right control chart. mfgQC infers a\nvariables chart from your subgroup size, but it never guesses for attribute\n(count) data, and it never silently switches a chart you asked for. The rules\nbelow are exactly what the code does, and every cell runs, so open it and try\nyour own numbers.\n\n
" }, { "cell_type": "markdown", "id": "6d6e9462", "metadata": {}, "source": [ "Install it first (skip this if mfgQC is already in your environment):" ] }, { "cell_type": "code", "execution_count": null, "id": "8d728e58", "metadata": { "execution": { "iopub.execute_input": "2026-06-26T13:08:27.389625Z", "iopub.status.busy": "2026-06-26T13:08:27.389516Z", "iopub.status.idle": "2026-06-26T13:08:28.381449Z", "shell.execute_reply": "2026-06-26T13:08:28.380802Z" }, "tags": [ "skip-execution" ] }, "outputs": [], "source": [ "!pip install mfgqc" ] }, { "cell_type": "markdown", "id": "4db5a3ef", "metadata": {}, "source": [ "## 1. How mfgQC picks a chart when you don't\n", "\n", "Call `control_chart()` with no `kind=` and mfgQC chooses a variables chart from\n", "the subgroup sizes in your `QCData`. The rule is purely a function of subgroup\n", "size:\n", "\n", "| Subgroup size | Inferred chart | `kind` recorded |\n", "| --- | --- | --- |\n", "| every subgroup is size 1 | Individuals + Moving Range | `i_mr` |\n", "| 2 to 10 inclusive | X-bar and R | `xbar_r` |\n", "| greater than 10 | X-bar and S | `xbar_s` |\n", "\n", "The boundary is inclusive at 10. A subgroup size of 10 infers X-bar and R, and\n", "11 infers X-bar and S. The reasoning is statistical. The range is an efficient\n", "spread estimator for small subgroups but loses efficiency as the subgroup\n", "grows, so the sample standard deviation takes over once subgroups get large.\n", "\n", "Here is a made-up run of 100 widths in 20 subgroups of 5. With five readings\n", "per subgroup, the rule infers an X-bar and R chart." ] }, { "cell_type": "code", "execution_count": 2, "id": "69732383", "metadata": { "execution": { "iopub.execute_input": "2026-06-26T13:08:28.383591Z", "iopub.status.busy": "2026-06-26T13:08:28.383445Z", "iopub.status.idle": "2026-06-26T13:08:29.107781Z", "shell.execute_reply": "2026-06-26T13:08:29.107388Z" } }, "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": [ "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", "\n", "print(qc.control_chart()) # no kind= -> inferred from subgroup size" ] }, { "cell_type": "markdown", "id": "59a77312", "metadata": {}, "source": [ "The title reads `xbar_r (inferred)`. The `(inferred)` tag is recorded in the\n", "result and in provenance, so an audit can always see that mfgQC picked the\n", "chart rather than you. Inference requires a constant subgroup size. If sizes\n", "vary, the X-bar charts raise rather than average over ragged groups (the\n", "individuals path is the exception).\n", "\n", "Every result draws its own chart. Make the chart the last expression of a cell\n", "to display it." ] }, { "cell_type": "code", "execution_count": 3, "id": "2950adab", "metadata": { "execution": { "iopub.execute_input": "2026-06-26T13:08:29.108972Z", "iopub.status.busy": "2026-06-26T13:08:29.108896Z", "iopub.status.idle": "2026-06-26T13:08:29.393214Z", "shell.execute_reply": "2026-06-26T13:08:29.392846Z" } }, "outputs": [ { "data": { "image/png": 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", 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