"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "data['hours.per.week'].hist()\n",
+ "plt.xlabel('hours per week')\n",
+ "plt.ylabel('count')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
+ "Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
+ "Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
+ "Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
+ "Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
+ "Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
+ "Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "
"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=(24, 6))\n",
+ "ro = sns.countplot(data['occupation'], hue=data['sex'])\n",
+ "ro.set_xticklabels(ro.get_xticklabels(), rotation=30, ha=\"right\")\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "Pass the following variable as a keyword arg: x. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "
"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=(20, 6))\n",
+ "ro = sns.countplot(data['education'], hue=data['sex'], order=order)\n",
+ "ro.set_xticklabels(ro.get_xticklabels(), rotation=40, ha=\"right\")\n",
+ "#ro.set_yscale('log')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "data['income'] = data['income'].map({'<=50K': 0, '>50K': 1}) "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### How do features relate to income?"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "catplot is a figure-level function and does not accept target axes. You may wish to try barplot\n",
+ "FixedFormatter should only be used together with FixedLocator\n",
+ "catplot is a figure-level function and does not accept target axes. You may wish to try barplot\n",
+ "FixedFormatter should only be used together with FixedLocator\n",
+ "catplot is a figure-level function and does not accept target axes. You may wish to try barplot\n",
+ "FixedFormatter should only be used together with FixedLocator\n",
+ "catplot is a figure-level function and does not accept target axes. You may wish to try barplot\n",
+ "FixedFormatter should only be used together with FixedLocator\n",
+ "catplot is a figure-level function and does not accept target axes. You may wish to try barplot\n",
+ "FixedFormatter should only be used together with FixedLocator\n",
+ "catplot is a figure-level function and does not accept target axes. You may wish to try barplot\n",
+ "FixedFormatter should only be used together with FixedLocator\n",
+ "catplot is a figure-level function and does not accept target axes. You may wish to try barplot\n",
+ "FixedFormatter should only be used together with FixedLocator\n",
+ "catplot is a figure-level function and does not accept target axes. You may wish to try barplot\n",
+ "FixedFormatter should only be used together with FixedLocator\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "