diff --git a/analysis.ipynb b/analysis.ipynb index 9d0f005..c452486 100644 --- a/analysis.ipynb +++ b/analysis.ipynb @@ -116,6 +116,29 @@ "n_responses = len(df)" ] }, + { + "cell_type": "code", + "execution_count": 4, + "id": "4360d7d9", + "metadata": {}, + "outputs": [], + "source": [ + "## Functions to determine complimentary color\n", + "## https://stackoverflow.com/questions/40233986/python-is-there-a-function-or-formula-to-find-the-complementary-colour-of-a-rgb\n", + "\n", + "# Sum of the min & max of (a, b, c)\n", + "def hilo(a, b, c):\n", + " if c < b: b, c = c, b\n", + " if b < a: a, b = b, a\n", + " if c < b: b, c = c, b\n", + " return a + c\n", + "\n", + "# Get complimentary color\n", + "def complement(r, g, b):\n", + " k = hilo(r, g, b)\n", + " return tuple(k - u for u in (r, g, b))" + ] + }, { "cell_type": "markdown", "id": "97c9ac99", @@ -144,7 +167,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -168,15 +191,18 @@ "\n", "percents_experience_cats = [\"%.1f%%\" % i for i in experience_cats/n_responses*100]\n", "\n", - "ax = seaborn.countplot(df[experience_level].fillna(0).astype(int))\n", - "ax.bar_label(ax.containers[0], percents_experience_cats, label_type='center')\n", - "ax.set_xticklabels(['No response', \"1 Novice user\", \"2\", \"3\", \"4\", \"5 Expert user\"])\n", - "\n", "max_width = 10\n", "\n", + "ax = seaborn.countplot(\n", + " x = df[experience_level].fillna(0).astype(int),\n", + ")\n", + "bar_labels = ax.bar_label(ax.containers[0], percents_experience_cats, \n", + " )\n", + "ax.set_xticklabels(['No response', \"1 Novice user\", \"2\", \"3\", \"4\", \"5 Expert user\"])\n", + "\n", "# Split x tick labels across multiple lines\n", "# https://stackoverflow.com/questions/57144682/split-string-xticks-into-multiple-lines-matplotlib\n", - "xtl = ax.set_xticklabels(textwrap.fill(x.get_text(), max_width) for x in ax.get_xticklabels())\n" + "xtl = ax.set_xticklabels(textwrap.fill(x.get_text(), max_width) for x in ax.get_xticklabels())" ] }, { @@ -297,7 +323,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -328,9 +354,21 @@ " alpha=.6, \n", ")\n", "t.set_yticks(rating_values)\n", - "t.bar_label(t.containers[0], label_type = 'center', fmt='%.2f')\n", + "t.bar_label(\n", + " t.containers[0], \n", + " # label_type = 'center', \n", + " fmt='%.2f',\n", + " padding = 4,\n", + " bbox=dict(\n", + " fc = \"white\", \n", + " lw = 0,\n", + " )\n", + ")\n", + "\n", + "y_label = f\"How useful is each theme?\\n{rating_min}\"\n", + "y_label += \"= Not very useful\" + \" \" + f\"Very useful = {rating_max}\"\n", "\n", - "t.set(xlabel='', ylabel='How useful is each theme?\\n1= Not very useful Very useful = 4')\n", + "t.set(xlabel='', ylabel=y_label)\n", "t.set(ylim=(rating_min,rating_max))\n", "\n", "t.grid(False)" @@ -363,35 +401,12 @@ { "cell_type": "code", "execution_count": 9, - "id": "4360d7d9", - "metadata": {}, - "outputs": [], - "source": [ - "## Functions to determine complimentary color\n", - "## https://stackoverflow.com/questions/40233986/python-is-there-a-function-or-formula-to-find-the-complementary-colour-of-a-rgb\n", - "\n", - "# Sum of the min & max of (a, b, c)\n", - "def hilo(a, b, c):\n", - " if c < b: b, c = c, b\n", - " if b < a: a, b = b, a\n", - " if c < b: b, c = c, b\n", - " return a + c\n", - "\n", - "# Get complimentary color\n", - "def complement(r, g, b):\n", - " k = hilo(r, g, b)\n", - " return tuple(k - u for u in (r, g, b))" - ] - }, - { - "cell_type": "code", - "execution_count": 10, "id": "86eb44f5", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -425,7 +440,7 @@ " edgecolor=\"white\"\n", " )\n", " \n", - " # Add vertical line at mean of each theme\n", + " ## Add vertical line at mean of each theme\n", "\n", " # Get RGB of bar's color\n", " bar_rgb = matplotlib.colors.to_rgb(theme_colors[theme_num])\n", @@ -436,7 +451,7 @@ " ls='--',\n", " color=line_rgb,\n", " ymax = 0.95\n", - " )\n", + " )\n", " graph.set(ylabel=themes[theme_num] + \" count\")\n", " graph.grid(False) # remove gridlines\n", " graph.set(yticklabels=[]) # remove y-axis tick labels\n", @@ -457,13 +472,6 @@ " l = graph.bar_label(\n", " graph.containers[0], \n", " percents_cats, \n", - " label_type= 'center',\n", - " # color=line_rgb,\n", - " # color=\"black\",\n", - " bbox=dict(\n", - " fc = \"white\", \n", - " lw = 1,\n", - " )\n", " )\n", "\n", " # Hide tick marks by making them zero length\n", @@ -517,7 +525,7 @@ "\n", "## Comments about Furo\n", "Here are consolidated lists of highlights from what respondents liked and disliked about Furo.\n", - " - Like\n", + "- Like\n", " - Clean look and clear font\n", " - Left and right sidebars for site and page navigation, respectively\n", " - Has both light and dark themes, and is easy to switch between them\n", @@ -571,7 +579,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "id": "5e8b0fd7", "metadata": {}, "outputs": [], @@ -587,7 +595,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "id": "da2d12be", "metadata": {}, "outputs": [ diff --git a/doc/Analysis-with-code.html b/doc/Analysis-with-code.html new file mode 100644 index 0000000..9a19b48 --- /dev/null +++ b/doc/Analysis-with-code.html @@ -0,0 +1,15401 @@ + + + + + +Analysis + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/doc/Analysis.html b/doc/Analysis.html new file mode 100644 index 0000000..67437bd --- /dev/null +++ b/doc/Analysis.html @@ -0,0 +1,15044 @@ + + + + + +Analysis + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +