X-Git-Url: https://apps.delaporte.us/gitweb/dotfiles.git/blobdiff_plain/9cad6021b47e3b4d285c08a4f2e57cfd7b23cef0..72a71a545ddfbb9250308146efdda18f8ebcdfc1:/data/issues.ipynb diff --git a/data/issues.ipynb b/data/issues.ipynb index 3340aaf..6c081fe 100644 --- a/data/issues.ipynb +++ b/data/issues.ipynb @@ -2,17 +2,9 @@ "cells": [ { "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "3.12.2\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "import platform\n", "print(platform.python_version())" @@ -20,7 +12,7 @@ }, { "cell_type": "code", - "execution_count": 92, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -53,7 +45,8 @@ "\n", "data_sets = []\n", "\n", - "file = data_files[6]\n", + "# file = data_files[6] # CLI Tools\n", + "file = data_files[2] # Job Aids\n", "print(file)\n", "\n", "f = open(file, encoding='utf-8')\n", @@ -62,7 +55,7 @@ }, { "cell_type": "code", - "execution_count": 94, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -72,32 +65,37 @@ ] }, { - "cell_type": "code", - "execution_count": 95, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "closed_months = pd.to_datetime(df['closedAt'], format='ISO8601')\n", - "df['closed_month'] = closed_months.dt.month" + "#### Pie Chart" ] }, { "cell_type": "code", - "execution_count": 97, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "df['mile'] = [d.get('title') if d else None for d in df.milestone]" + "dfp = df\n", + "dfp['mile'] = [d.get('title') if d else None for d in dfp.milestone]\n", + "dfp.drop(columns=['closedAt','milestone', 'url'], inplace=True)" ] }, { "cell_type": "code", - "execution_count": 98, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ "\n", - "grp_df = df.groupby(['mile', 'closed_month']).count().reset_index()" + "mile_counts = dfp.groupby('mile')['title'].nunique()\n", + "dfp['count'] = dfp['mile'].map(mile_counts)\n", + "# dfp.drop(columns=['title'], inplace=True)\n", + "dfp['mile'] = df['mile'].drop_duplicates()\n", + "dfp.dropna(inplace=True)\n", + "dfp = dfp[dfp['count'] > 5]\n", + "print(dfp)" ] }, { @@ -106,7 +104,12 @@ "metadata": {}, "outputs": [], "source": [ - "print(grp_df)" + "mile_counts = df.groupby('mile')['count'].sum()\n", + "mile_counts = mile_counts.loc[lambda x: x > 5]\n", + "plt.pie(mile_counts, labels=mile_counts.index, autopct='%1.1f%%')\n", + "plt.title(f\"Tasks by Milestone\")\n", + "plt.axis('equal')\n", + "plt.show()" ] }, { @@ -118,7 +121,51 @@ }, { "cell_type": "code", - "execution_count": 99, + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "closed_months = pd.to_datetime(df['closedAt'], format='ISO8601')\n", + "df['closed_month'] = closed_months.dt.month\n", + "df.drop(columns=['closedAt'], inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df['mile'] = [d.get('title') if d else None for d in df.milestone]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "dfg = df.groupby(['mile', 'closed_month']).count().reset_index()\n", + "dfg.drop(columns=['milestone', 'title', 'url'], inplace=True)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "exclude_from_chart = [\n", + "\t'Job Aid Ideas']\n", + "\n", + "for ex in exclude_from_chart:\n", + "\tdfg = dfg[dfg['mile'] != ex]\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -134,7 +181,8 @@ "outputs": [], "source": [ "plt.figure(figsize=(10, 6))\n", - "sns.lineplot(x='closed_month', y='url', hue='mile', data=grp_df, marker='o', ci=None)\n", + "sns.pie(x='closed_month', y='count', hue='mile', data=dfg)\n", + "plt.pie(dfg, )\n", "plt.xlabel('Closed Month')\n", "plt.ylabel('ClosedAt')\n", "plt.title('Stacked Line Chart: Milestone Effort by Issue Close Date')\n",