{ "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
Run in ColabView on GitHubDownload notebook
" }, { "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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" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "qc.control_chart().view()" ] }, { "cell_type": "markdown", "id": "49ac3e1b", "metadata": {}, "source": [ "## 2. Overriding the inference with `kind=`\n", "\n", "Pass `kind=` to force a specific chart. The complete set of valid strings is:\n", "\n", "| `kind=` | Chart |\n", "| --- | --- |\n", "| `\"i_mr\"` (alias `\"i\"`) | Individuals + Moving Range |\n", "| `\"xbar_r\"` | X-bar and R |\n", "| `\"xbar_s\"` | X-bar and S |\n", "| `\"p\"` | proportion defective |\n", "| `\"np\"` | number defective |\n", "| `\"c\"` | count of defects |\n", "| `\"u\"` | defects per unit |\n", "\n", "Any other value raises `ValueError`. The override is honored exactly. mfgQC\n", "will not swap an explicitly requested kind for a different one. When you\n", "specify a kind the title reads `(specified)` instead of `(inferred)`.\n", "\n", "Even with subgrouped continuous data you may want individuals, for example\n", "when you do not trust the subgrouping. Pass `kind=\"i_mr\"` on a plain measure\n", "column and each row is treated as its own size-1 subgroup." ] }, { "cell_type": "code", "execution_count": 4, "id": "de469036", "metadata": { "execution": { "iopub.execute_input": "2026-06-26T13:08:29.394294Z", "iopub.status.busy": "2026-06-26T13:08:29.394192Z", "iopub.status.idle": "2026-06-26T13:08:29.397162Z", "shell.execute_reply": "2026-06-26T13:08:29.396839Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Control Chart: i_mr (specified); rules=nelson\n", "=============================================\n", "Individual: CL=12.023 UCL=13.35 LCL=10.697\n", "MR: CL=0.49872 UCL=1.6293 LCL=0\n", "\n", "Out-of-control signals: 2\n", " point 2 (dispersion): nelson_1 - one point beyond control limits\n", " point 10 (dispersion): nelson_1 - one point beyond control limits\n", "\n", "Assumption checks:\n", " [PASS] independence (lag-1 autocorrelation): r=-0.144, p=0.43; n=30\n" ] } ], "source": [ "rng = np.random.default_rng(3)\n", "ind = pd.DataFrame({\"thickness\": np.round(rng.normal(12.0, 0.4, size=30), 3)})\n", "qc_ind = mfgqc.load(ind, measure=\"thickness\")\n", "\n", "print(qc_ind.control_chart(kind=\"i_mr\"))" ] }, { "cell_type": "markdown", "id": "25da7296", "metadata": {}, "source": [ "The title reads `i_mr (specified)`. The moving-range (dispersion) panel is\n", "checked independently, so a point whose moving range blows up is flagged even\n", "when the individual value stays inside its own limits." ] }, { "cell_type": "code", "execution_count": 5, "id": "a4a3f8b3", "metadata": { "execution": { "iopub.execute_input": "2026-06-26T13:08:29.398067Z", "iopub.status.busy": "2026-06-26T13:08:29.398004Z", "iopub.status.idle": "2026-06-26T13:08:29.501637Z", "shell.execute_reply": "2026-06-26T13:08:29.501165Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "qc_ind.control_chart(kind=\"i_mr\").view()" ] }, { "cell_type": "markdown", "id": "4cc6596d", "metadata": {}, "source": [ "## 3. Attribute charts are always explicit\n", "\n", "The `p`, `np`, `c`, and `u` charts are only ever produced when you ask for\n", "them by name. mfgQC infers variables charts from subgroup size, but it cannot\n", "tell from the numbers alone whether a column of integers is a measurement\n", "(variables) or a count of defectives or defects (attribute). The value `7`\n", "could be a thickness reading or seven rejects. The choice of attribute family\n", "also encodes a model assumption (binomial for p and np, Poisson for c and u)\n", "that only you know. So mfgQC requires you to declare it.\n", "\n", "A p-chart for fraction defective names the defective-count column as the\n", "`measure` and passes the inspected sample size with `n=`. For p, np\n", "(constant-n only), and u you supply the sample size via `n=`: a column name\n", "for per-point sizes (giving stepped limits when they vary), a constant int, or\n", "`None` to fall back to a `size` role." ] }, { "cell_type": "code", "execution_count": 6, "id": "b3ef8b83", "metadata": { "execution": { "iopub.execute_input": "2026-06-26T13:08:29.502933Z", "iopub.status.busy": "2026-06-26T13:08:29.502862Z", "iopub.status.idle": "2026-06-26T13:08:29.505782Z", "shell.execute_reply": "2026-06-26T13:08:29.505449Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Control Chart: p (specified); rules=nelson\n", "==========================================\n", "Proportion (p): CL=0.04 UCL=0.098788 LCL=0\n", "\n", "Out-of-control signals: none (process in control)\n", "\n", "Assumption checks:\n", " [PASS] dispersion (chi-square dispersion): dispersion ratio 1.04, p=0.407; n=15 [low power]\n" ] } ], "source": [ "defects = pd.DataFrame({\n", " \"defectives\": [3, 5, 2, 4, 6, 1, 3, 5, 8, 2, 4, 3, 7, 2, 5],\n", " \"inspected\": [100] * 15,\n", "})\n", "qc_p = mfgqc.load(defects, measure=\"defectives\")\n", "\n", "print(qc_p.control_chart(kind=\"p\", n=\"inspected\"))" ] }, { "cell_type": "code", "execution_count": 7, "id": "8c0c90ad", "metadata": { "execution": { "iopub.execute_input": "2026-06-26T13:08:29.506750Z", "iopub.status.busy": "2026-06-26T13:08:29.506688Z", "iopub.status.idle": "2026-06-26T13:08:29.549788Z", "shell.execute_reply": "2026-06-26T13:08:29.549447Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "qc_p.control_chart(kind=\"p\", n=\"inspected\").view()" ] }, { "cell_type": "markdown", "id": "d48f50b1", "metadata": {}, "source": [ "A c-chart for total defects per inspection unit needs no `n=`, because the\n", "area of opportunity is constant." ] }, { "cell_type": "code", "execution_count": 8, "id": "db0e7408", "metadata": { "execution": { "iopub.execute_input": "2026-06-26T13:08:29.550888Z", "iopub.status.busy": "2026-06-26T13:08:29.550827Z", "iopub.status.idle": "2026-06-26T13:08:29.553177Z", "shell.execute_reply": "2026-06-26T13:08:29.552864Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Control Chart: c (specified); rules=nelson\n", "==========================================\n", "Count (c): CL=5.8667 UCL=13.133 LCL=0\n", "\n", "Out-of-control signals: 1\n", " point 10 (location): nelson_1 - one point beyond 3 sigma\n", "\n", "Assumption checks:\n", " [PASS] dispersion (chi-square dispersion): dispersion ratio 1.51, p=0.0993; n=15 [low power]\n" ] } ], "source": [ "cdf = pd.DataFrame({\"flaws\": [7, 3, 5, 9, 4, 6, 2, 8, 5, 14, 3, 6, 4, 5, 7]})\n", "qc_c = mfgqc.load(cdf, measure=\"flaws\")\n", "\n", "print(qc_c.control_chart(kind=\"c\"))" ] }, { "cell_type": "code", "execution_count": 9, "id": "1f1c02fa", "metadata": { "execution": { "iopub.execute_input": "2026-06-26T13:08:29.554189Z", "iopub.status.busy": "2026-06-26T13:08:29.554144Z", "iopub.status.idle": "2026-06-26T13:08:29.608551Z", "shell.execute_reply": "2026-06-26T13:08:29.608220Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "qc_c.control_chart(kind=\"c\").view()" ] }, { "cell_type": "markdown", "id": "905a68c3", "metadata": {}, "source": [ "## 4. Small sustained shifts: EWMA and CUSUM\n", "\n", "A Shewhart chart reacts only to the current point. When a process drifts by a\n", "small, sustained amount, a Shewhart chart can be slow to catch it. EWMA and\n", "CUSUM accumulate evidence across points and detect a small drift faster.\n", "\n", "These are not `kind=` values of `control_chart()`. They are separate methods,\n", "`ewma_chart` and `cusum_chart`, because they take their own parameters: the\n", "smoothing weight `lam` and limit width `L` for EWMA, the reference value `k`\n", "and decision interval `h` for CUSUM." ] }, { "cell_type": "code", "execution_count": 10, "id": "49ac5b87", "metadata": { "execution": { "iopub.execute_input": "2026-06-26T13:08:29.609669Z", "iopub.status.busy": "2026-06-26T13:08:29.609611Z", "iopub.status.idle": "2026-06-26T13:08:29.611646Z", "shell.execute_reply": "2026-06-26T13:08:29.611323Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "EWMA Chart: lambda=0.1, L=2.7\n", "=============================\n", "EWMA: CL=1.4809 mu0=1.4809 sigma=0.098646\n", "UCL: 1.5076 -> 1.542 (time-varying)\n", "LCL: 1.4543 -> 1.4198 (time-varying)\n", "\n", "Out-of-control signals: none (process in control)\n", "\n", "Assumption checks:\n", " [PASS] in_control_parameters (phase-I baseline (assumed)): phase-I baseline (assumed); n=100\n", "\n", "Recommendations:\n", " - EWMA/CUSUM assume the in-control mu0 and sigma are known from a stable phase-I baseline; here mu0=1.4809 (sample mean) and sigma=0.098646 (MR-bar/d2 (d2=1.128)). Validate phase-I stability (e.g. an I-MR chart) before trusting these limits.\n" ] } ], "source": [ "print(qc.ewma_chart(lam=0.1, L=2.7))" ] }, { "cell_type": "code", "execution_count": 11, "id": "4df9741e", "metadata": { "execution": { "iopub.execute_input": "2026-06-26T13:08:29.612469Z", "iopub.status.busy": "2026-06-26T13:08:29.612414Z", "iopub.status.idle": "2026-06-26T13:08:29.613941Z", "shell.execute_reply": "2026-06-26T13:08:29.613645Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CUSUM Chart: k=0.5, h=5\n", "=======================\n", "CUSUM: mu0=1.4809 sigma=0.098646\n", "K (reference)=0.049323 H (decision interval)=0.49323\n", "\n", "Out-of-control signals: none (process in control)\n", "\n", "Assumption checks:\n", " [PASS] in_control_parameters (phase-I baseline (assumed)): phase-I baseline (assumed); n=100\n", "\n", "Recommendations:\n", " - EWMA/CUSUM assume the in-control mu0 and sigma are known from a stable phase-I baseline; here mu0=1.4809 (sample mean) and sigma=0.098646 (MR-bar/d2 (d2=1.128)). Validate phase-I stability (e.g. an I-MR chart) before trusting these limits.\n" ] } ], "source": [ "print(qc.cusum_chart(k=0.5, h=5))" ] }, { "cell_type": "markdown", "id": "99bf2335", "metadata": {}, "source": [ "The standardized short-run chart, `short_run_chart`, plots many part numbers\n", "on one chart and is likewise its own method rather than a `kind=` value.\n", "\n", "## 5. What every chart checks for you\n", "\n", "Beyond drawing limits, each chart does two things.\n", "\n", "- It reports run-rule violations. The default ruleset is `rules=\"nelson\"`\n", " (pass `rules=\"western_electric\"` for the WE zone tests). Each signal lists\n", " the point, the panel (location or dispersion), and the rule that fired.\n", " Signals are reported, never auto-removed.\n", "- It checks independence. Variables charts run a lag-1 autocorrelation test and\n", " attach the result as an assumption check. Control-chart limits assume\n", " successive points are independent. If they are autocorrelated, the limits are\n", " too tight and you will see false alarms. mfgQC tells you. It does not\n", " silently widen the limits.\n", "\n", "A capability index ($C_p$, $C_{pk}$, $P_{pk}$) only means something for a\n", "process that is in statistical control. Establish stability with the control\n", "chart first, then compute capability on the same data." ] }, { "cell_type": "markdown", "id": "58761625", "metadata": {}, "source": [ "## Next\n", "\n", "- [Control charts reference](/reference/control-charts/) gives the limit\n", " formulas, constants, and source standards behind every chart.\n", "- [Run rules reference](/reference/run-rules/) lists the full Nelson and\n", " Western Electric rule sets and what each one means.\n", "- [Advanced charts reference](/reference/advanced-charts/) covers EWMA, CUSUM,\n", " and the standardized short-run chart in detail." ] } ], "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 }