diff --git a/README.md b/README.md index 94417640..3b3f676b 100644 --- a/README.md +++ b/README.md @@ -433,3 +433,5 @@ The content developed by Donne Martin is distributed under the following license WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. +# Contribution by Shreya +Learning open Source \ No newline at end of file diff --git a/pandas/03.09-Pivot-Tables.ipynb b/pandas/03.09-Pivot-Tables.ipynb index 080fd26e..6a1bd65e 100644 --- a/pandas/03.09-Pivot-Tables.ipynb +++ b/pandas/03.09-Pivot-Tables.ipynb @@ -50,7 +50,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 6, "metadata": { "collapsed": false }, @@ -64,7 +64,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 7, "metadata": { "collapsed": false }, @@ -73,6 +73,19 @@ "data": { "text/html": [ "
\n", + "\n", "\n", " \n", " \n", @@ -197,15 +210,15 @@ "3 1 1 female 35.0 1 0 53.1000 S First \n", "4 0 3 male 35.0 0 0 8.0500 S Third \n", "\n", - " who adult_male deck embark_town alive alone \n", - "0 man True NaN Southampton no False \n", - "1 woman False C Cherbourg yes False \n", - "2 woman False NaN Southampton yes True \n", - "3 woman False C Southampton yes False \n", - "4 man True NaN Southampton no True " + " who adult_male deck embark_town alive alone \n", + "0 man True NaN Southampton no False \n", + "1 woman False C Cherbourg yes False \n", + "2 woman False NaN Southampton yes True \n", + "3 woman False C Southampton yes False \n", + "4 man True NaN Southampton no True " ] }, - "execution_count": 2, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -233,7 +246,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 8, "metadata": { "collapsed": false }, @@ -242,6 +255,19 @@ "data": { "text/html": [ "
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\n", " \n", " \n", @@ -273,7 +299,7 @@ "male 0.188908" ] }, - "execution_count": 3, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -295,15 +321,36 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\HP\\AppData\\Local\\Temp\\ipykernel_21940\\2603839867.py:1: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", + " titanic.groupby(['sex', 'class'])['survived'].aggregate('mean').unstack()\n" + ] + }, { "data": { "text/html": [ "
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\n", " \n", " \n", @@ -343,7 +390,7 @@ "male 0.368852 0.157407 0.135447" ] }, - "execution_count": 4, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -372,15 +419,36 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\HP\\AppData\\Local\\Temp\\ipykernel_21940\\1756680182.py:1: FutureWarning: The default value of observed=False is deprecated and will change to observed=True in a future version of pandas. Specify observed=False to silence this warning and retain the current behavior\n", + " titanic.pivot_table('survived', index='sex', columns='class')\n" + ] + }, { "data": { "text/html": [ "
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\n", " \n", " \n", @@ -420,7 +488,7 @@ "male 0.368852 0.157407 0.135447" ] }, - "execution_count": 5, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -451,15 +519,36 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\HP\\AppData\\Local\\Temp\\ipykernel_21940\\3418781527.py:2: FutureWarning: The default value of observed=False is deprecated and will change to observed=True in a future version of pandas. Specify observed=False to silence this warning and retain the current behavior\n", + " titanic.pivot_table('survived', ['sex', age], 'class')\n" + ] + }, { "data": { "text/html": [ "
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\n", " \n", " \n", @@ -517,7 +606,7 @@ " (18, 80] 0.375000 0.071429 0.133663" ] }, - "execution_count": 6, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -536,21 +625,46 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\HP\\AppData\\Local\\Temp\\ipykernel_21940\\3929073192.py:2: FutureWarning: The default value of observed=False is deprecated and will change to observed=True in a future version of pandas. Specify observed=False to silence this warning and retain the current behavior\n", + " titanic.pivot_table('survived', ['sex', age], [fare, 'class'])\n" + ] + }, { "data": { "text/html": [ "
\n", + "\n", "
\n", " \n", " \n", " \n", " \n", - " \n", + " \n", " \n", " \n", " \n", @@ -618,24 +732,24 @@ "" ], "text/plain": [ - "fare [0, 14.454] (14.454, 512.329] \\\n", - "class First Second Third First Second \n", - "sex age \n", - "female (0, 18] NaN 1.000000 0.714286 0.909091 1.000000 \n", - " (18, 80] NaN 0.880000 0.444444 0.972973 0.914286 \n", - "male (0, 18] NaN 0.000000 0.260870 0.800000 0.818182 \n", - " (18, 80] 0.0 0.098039 0.125000 0.391304 0.030303 \n", + "fare (-0.001, 14.454] (14.454, 512.329] \\\n", + "class First Second Third First \n", + "sex age \n", + "female (0, 18] NaN 1.000000 0.714286 0.909091 \n", + " (18, 80] NaN 0.880000 0.444444 0.972973 \n", + "male (0, 18] NaN 0.000000 0.260870 0.800000 \n", + " (18, 80] 0.0 0.098039 0.125000 0.391304 \n", "\n", - "fare \n", - "class Third \n", - "sex age \n", - "female (0, 18] 0.318182 \n", - " (18, 80] 0.391304 \n", - "male (0, 18] 0.178571 \n", - " (18, 80] 0.192308 " + "fare \n", + "class Second Third \n", + "sex age \n", + "female (0, 18] 1.000000 0.318182 \n", + " (18, 80] 0.914286 0.391304 \n", + "male (0, 18] 0.818182 0.178571 \n", + " (18, 80] 0.030303 0.192308 " ] }, - "execution_count": 7, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -677,15 +791,42 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\HP\\AppData\\Local\\Temp\\ipykernel_21940\\392095072.py:1: FutureWarning: The default value of observed=False is deprecated and will change to observed=True in a future version of pandas. Specify observed=False to silence this warning and retain the current behavior\n", + " titanic.pivot_table(index='sex', columns='class',\n", + "C:\\Users\\HP\\AppData\\Local\\Temp\\ipykernel_21940\\392095072.py:1: FutureWarning: The provided callable is currently using SeriesGroupBy.sum. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string \"sum\" instead.\n", + " titanic.pivot_table(index='sex', columns='class',\n" + ] + }, { "data": { "text/html": [ "
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fare[0, 14.454](-0.001, 14.454](14.454, 512.329]
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106.12579821.97012116.11881091.070.072.0917072
male67.22612719.74178212.66163345.017.047.0451747
\n", @@ -739,11 +880,11 @@ " fare survived \n", "class First Second Third First Second Third\n", "sex \n", - "female 106.125798 21.970121 16.118810 91.0 70.0 72.0\n", - "male 67.226127 19.741782 12.661633 45.0 17.0 47.0" + "female 106.125798 21.970121 16.118810 91 70 72\n", + "male 67.226127 19.741782 12.661633 45 17 47" ] }, - "execution_count": 8, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -772,15 +913,36 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\HP\\AppData\\Local\\Temp\\ipykernel_21940\\2270092574.py:1: FutureWarning: The default value of observed=False is deprecated and will change to observed=True in a future version of pandas. Specify observed=False to silence this warning and retain the current behavior\n", + " titanic.pivot_table('survived', index='sex', columns='class', margins=True)\n" + ] + }, { "data": { "text/html": [ "
\n", + "\n", "\n", " \n", " \n", @@ -832,7 +994,7 @@ "All 0.629630 0.472826 0.242363 0.383838" ] }, - "execution_count": 9, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -862,7 +1024,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 15, "metadata": { "collapsed": false }, @@ -874,13 +1036,14 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 17, "metadata": { "collapsed": true }, "outputs": [], "source": [ - "births = pd.read_csv('data/births.csv')" + "import seaborn as sns\n", + "df = sns.load_dataset('tips')" ] }, { @@ -892,7 +1055,20 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import seaborn as sns\n", + "\n", + "# Use built-in dataset (BEST option)\n", + "births = sns.load_dataset('tips')" + ] + }, + { + "cell_type": "code", + "execution_count": 20, "metadata": { "collapsed": false }, @@ -901,72 +1077,97 @@ "data": { "text/html": [ "
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yearmonthtotal_billtipsexsmokerdaygenderbirthstimesize
0196911F404616.991.01FemaleNoSunDinner2
1196911M444010.341.66MaleNoSunDinner3
2196912F445421.013.50MaleNoSunDinner3
31969123.683.31MaleNoSunDinner2M4548
4196913F454824.593.61FemaleNoSunDinner4
\n", "
" ], "text/plain": [ - " year month day gender births\n", - "0 1969 1 1 F 4046\n", - "1 1969 1 1 M 4440\n", - "2 1969 1 2 F 4454\n", - "3 1969 1 2 M 4548\n", - "4 1969 1 3 F 4548" + " total_bill tip sex smoker day time size\n", + "0 16.99 1.01 Female No Sun Dinner 2\n", + "1 10.34 1.66 Male No Sun Dinner 3\n", + "2 21.01 3.50 Male No Sun Dinner 3\n", + "3 23.68 3.31 Male No Sun Dinner 2\n", + "4 24.59 3.61 Female No Sun Dinner 4" ] }, - "execution_count": 12, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -985,76 +1186,20 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": { - "collapsed": false - }, + "execution_count": 22, + "metadata": {}, "outputs": [ { - "data": { - "text/html": [ - "
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genderFM
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" - ], - "text/plain": [ - "gender F M\n", - "decade \n", - "1960 1753634 1846572\n", - "1970 16263075 17121550\n", - "1980 18310351 19243452\n", - "1990 19479454 20420553\n", - "2000 18229309 19106428" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\HP\\AppData\\Local\\Temp\\ipykernel_21940\\664066196.py:1: FutureWarning: The default value of observed=False is deprecated and will change to observed=True in a future version of pandas. Specify observed=False to silence this warning and retain the current behavior\n", + " pivot = births.pivot_table(values='total_bill', index='day', columns='sex', aggfunc='mean')\n" + ] } ], "source": [ - "births['decade'] = 10 * (births['year'] // 10)\n", - "births.pivot_table('births', index='decade', columns='gender', aggfunc='sum')" + "pivot = births.pivot_table(values='total_bill', index='day', columns='sex', aggfunc='mean')" ] }, { @@ -1067,16 +1212,22 @@ }, { "cell_type": "code", - "execution_count": 14, - "metadata": { - "collapsed": false - }, + "execution_count": 24, + "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\HP\\AppData\\Local\\Temp\\ipykernel_21940\\3248780113.py:6: FutureWarning: The default value of observed=False is deprecated and will change to observed=True in a future version of pandas. Specify observed=False to silence this warning and retain the current behavior\n", + " pivot = births.pivot_table(values='total_bill', index='day', columns='sex', aggfunc='mean')\n" + ] + }, { "data": { - "image/png": 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GayRRaIZ8ff2oqChn06b13HXXSEuHI4QQohFtT4sH4K52Q38zCbEu/LW+PNztQUxmEytT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", 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" ] }, "metadata": {}, @@ -1084,11 +1235,21 @@ } ], "source": [ - "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", - "sns.set() # use Seaborn styles\n", - "births.pivot_table('births', index='year', columns='gender', aggfunc='sum').plot()\n", - "plt.ylabel('total births per year');" + "import seaborn as sns\n", + "\n", + "sns.set()\n", + "\n", + "pivot = births.pivot_table(values='total_bill', index='day', columns='sex', aggfunc='mean')\n", + "\n", + "pivot.plot(figsize=(10, 6))\n", + "\n", + "plt.title(\"Average Bill by Day and Gender\")\n", + "plt.ylabel(\"Average Bill\")\n", + "plt.xlabel(\"Day\")\n", + "plt.xticks(rotation=45)\n", + "plt.tight_layout()\n", + "plt.show()" ] }, { @@ -1111,15 +1272,27 @@ }, { "cell_type": "code", - "execution_count": 15, - "metadata": { - "collapsed": true - }, - "outputs": [], + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Median: 17.795\n", + "Sigma: 7.977199999999998\n" + ] + } + ], "source": [ - "quartiles = np.percentile(births['births'], [25, 50, 75])\n", + "import numpy as np\n", + "\n", + "quartiles = np.percentile(births['total_bill'], [25, 50, 75])\n", "mu = quartiles[1]\n", - "sig = 0.74 * (quartiles[2] - quartiles[0])" + "sig = 0.74 * (quartiles[2] - quartiles[0])\n", + "\n", + "print(\"Median:\", mu)\n", + "print(\"Sigma:\", sig)" ] }, { @@ -1131,17 +1304,6 @@ "With this we can use the ``query()`` method (discussed further in [High-Performance Pandas: ``eval()`` and ``query()``](03.12-Performance-Eval-and-Query.ipynb)) to filter-out rows with births outside these values:" ] }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "births = births.query('(births > @mu - 5 * @sig) & (births < @mu + 5 * @sig)')" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -1151,14 +1313,12 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": { - "collapsed": false - }, + "execution_count": 30, + "metadata": {}, "outputs": [], "source": [ - "# set 'day' column to integer; it originally was a string due to nulls\n", - "births['day'] = births['day'].astype(int)" + "day_map = {'Thur':1, 'Fri':2, 'Sat':3, 'Sun':4}\n", + "births['day_num'] = births['day'].map(day_map)" ] }, { @@ -1171,18 +1331,12 @@ }, { "cell_type": "code", - "execution_count": 18, - "metadata": { - "collapsed": false - }, + "execution_count": 32, + "metadata": {}, "outputs": [], "source": [ - "# create a datetime index from the year, month, day\n", - "births.index = pd.to_datetime(10000 * births.year +\n", - " 100 * births.month +\n", - " births.day, format='%Y%m%d')\n", - "\n", - "births['dayofweek'] = births.index.dayofweek" + "day_order = {'Thur':0, 'Fri':1, 'Sat':2, 'Sun':3}\n", + "births['day_num'] = births['day'].map(day_order)" ] }, { @@ -1194,16 +1348,24 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\HP\\AppData\\Local\\Temp\\ipykernel_21940\\2245768833.py:1: FutureWarning: The default value of observed=False is deprecated and will change to observed=True in a future version of pandas. Specify observed=False to silence this warning and retain the current behavior\n", + " pivot = births.pivot_table(values='total_bill', index='day_num', columns='sex', aggfunc='mean')\n" + ] + }, { "data": { - "image/png": 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/DBo0iNTUVN5//30WLlzImjVr2LhxIy0tLSxYsIDk5GTWrl3LwIEDWbp0Kdu2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", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -1211,13 +1373,13 @@ } ], "source": [ - "import matplotlib.pyplot as plt\n", - "import matplotlib as mpl\n", + "pivot = births.pivot_table(values='total_bill', index='day_num', columns='sex', aggfunc='mean')\n", "\n", - "births.pivot_table('births', index='dayofweek',\n", - " columns='decade', aggfunc='mean').plot()\n", - "plt.gca().set_xticklabels(['Mon', 'Tues', 'Wed', 'Thurs', 'Fri', 'Sat', 'Sun'])\n", - "plt.ylabel('mean births by day');" + "pivot.plot(figsize=(10,6))\n", + "plt.title(\"Average Bill by Day Order and Gender\")\n", + "plt.xlabel(\"Day Number\")\n", + "plt.ylabel(\"Average Bill\")\n", + "plt.show()" ] }, { @@ -1232,31 +1394,39 @@ }, { "cell_type": "code", - "execution_count": 20, - "metadata": { - "collapsed": false - }, + "execution_count": 36, + "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\HP\\AppData\\Local\\Temp\\ipykernel_21940\\2062540737.py:1: FutureWarning: The default value of observed=False is deprecated and will change to observed=True in a future version of pandas. Specify observed=False to silence this warning and retain the current behavior\n", + " pivot = births.pivot_table(values='total_bill', index='day', columns='time', aggfunc='mean')\n" + ] + }, { "data": { + "image/png": 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", "text/plain": [ - "1 1 4009.225\n", - " 2 4247.400\n", - " 3 4500.900\n", - " 4 4571.350\n", - " 5 4603.625\n", - "Name: births, dtype: float64" + "
" ] }, - "execution_count": 20, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "births_by_date = births.pivot_table('births', \n", - " [births.index.month, births.index.day])\n", - "births_by_date.head()" + "pivot = births.pivot_table(values='total_bill', index='day', columns='time', aggfunc='mean')\n", + "\n", + "pivot.plot(figsize=(10,6))\n", + "\n", + "plt.title(\"Average Bill by Day and Time\")\n", + "plt.xlabel(\"Day\")\n", + "plt.ylabel(\"Average Bill\")\n", + "plt.xticks(rotation=45)\n", + "plt.tight_layout()\n", + "plt.show()" ] }, { @@ -1269,31 +1439,45 @@ }, { "cell_type": "code", - "execution_count": 21, - "metadata": { - "collapsed": false - }, + "execution_count": 38, + "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\HP\\AppData\\Local\\Temp\\ipykernel_21940\\3641542264.py:6: FutureWarning: The default value of observed=False is deprecated and will change to observed=True in a future version of pandas. Specify observed=False to silence this warning and retain the current behavior\n", + " pivot = births.pivot_table(values='total_bill', index='day', columns='time', aggfunc='mean')\n" + ] + }, { "data": { + "image/png": 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"text/plain": [ - "2012-01-01 4009.225\n", - "2012-01-02 4247.400\n", - "2012-01-03 4500.900\n", - "2012-01-04 4571.350\n", - "2012-01-05 4603.625\n", - "Name: births, dtype: float64" + "
" ] }, - "execution_count": 21, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "births_by_date.index = [pd.datetime(2012, month, day)\n", - " for (month, day) in births_by_date.index]\n", - "births_by_date.head()" + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "sns.set()\n", + "\n", + "pivot = births.pivot_table(values='total_bill', index='day', columns='time', aggfunc='mean')\n", + "\n", + "fig, ax = plt.subplots(figsize=(12, 4))\n", + "pivot.plot(ax=ax)\n", + "\n", + "plt.title(\"Average Bill by Day and Time\")\n", + "plt.xlabel(\"Day\")\n", + "plt.ylabel(\"Average Bill\")\n", + "plt.xticks(rotation=45)\n", + "plt.tight_layout()\n", + "plt.show()" ] }, { @@ -1306,16 +1490,14 @@ }, { "cell_type": "code", - "execution_count": 22, - "metadata": { - "collapsed": false - }, + "execution_count": 40, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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yYhU6hxyIRGOCH7nMkF3wihgGW1eVYHOzGSNWL3pHXSgvVkEqyX+zKjEohYSb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ouLhIXlRS4lNeXoQKCvJVXNz4l26szO+PkN/vr/FyjgAAAAAAwLsIoKpRWlqqrKwM5eZmy8vS0/0uJAtVFkIlJDRXXFw8QRQAAAAAAI0YAVQ1AuFTQkKSoqNjPBt+RET4QrL6yQLAkpJi5eVtV1bWZhUW5qtZsxbB3i0AAAAAAFBHBFCVWPARCJ8SEhLlZZGRfhUVhW4FVGxsE2VnRyk7e6uaNm3uKqIAAAAAAEDjQxPySoqLi92pVT4h+KKjY60mqux9AQAAAACgMSstKVZJUYHCDRVQu+HVaXfhhvcBAAAAAOBlpaUlKs3PUWnuNpXmZqk0L6vc+UqnudtUmp+trRFRij/xOvlad1e4IIBqJD2RCGIAAAAAANg/x+AqzHWBUYkFRtUFSoEwya7Ly7ayplo9hi8qWr7IaIUTAiiPmz59qiZPnqhbbvl/mjPne/3pT5fqscee0oABg4K9awAAAAAANAqlhflVqpNKqgRLgbApSyqpQxuYmHj5Y5vKF5coX+A0rql8sXa663xU02ZKbttaW7bmhXRf58oIoDzutdcmlJ3v0aOnnnrqBXXu3Dmo+wQAAAAAQDCVFhVUCo12BUklgQqlctPeVFyHnktRsWVhkr9CmFQ5ZLLzCfL5axax+CP98oXhIlsEUI1IfHyCevc+JNi7AQAAAABAvSotKXJT2arvo7TjfEm56W8qzKv9g0RElQuMmpYFShXDpcD5pmE3Ra6hEUB52B//eLHmzp3jzo8YMchNvSs/Be/ZZ5/SF198pksu+aOee+5fSktbow4dOunaa2+wGaV69NEHtHz5MqWmpuqqq67VoEFDyu57xYpleuqpJzR37g/u54EDB+uPf/yzUlPbB+35AgAAAABCQ2mJNebOrth8eze9lCxYUn5O7R/EH1GpCqn8tLdA1dKuyxUZQ3/lICKA8rBrrrlBd9xxizt/9dU3aMuWjCq32bhxg5544hFdfPFliotroocf/of+9rfrFRUVpfHjz1ebNm31+OMP67bbbtLbb/9PMTGxWr36F1166YXq2LGjbr75NhUXF+ull57X5ZdfqBdf/K+SkpKD8GwBAAAAAJ5uzF2wfWclUtbeV3yzUMl+pzZ8vh1hUWCaW7XhUuLOPktNpegmBEqNCAGUh3Xu3EVNmsS78zb1zpqQV5aXl6drrrleQ4ce5n5etWqFq2y64YZbdMIJJ7vLcnO3u1DKgqfu3XvohReeVWxsrB555J9uWp8ZNGiwzjzzZL366iu64oqr9uvzBAAAAAAEIVAq2tmYu0LvpB3hUfnLA6d1bsxdpV/SzulvlS+PjpfP72+IpwsPIIAKAYcc0qfsfHJyC3faq1fvsssSE5u5023btrnT2bO/U//+A1w1VFFRkbvMgq4+ffrru+9m7ee9BwAAAADUb2Pu8lPeslRSfvpb+T5KxYW1f5CouLLwqOqKb5WnwdW8MTdCHyMhBASqmMqLi4vb7e23bt2iiRO/cFtlzZsn1fv+AQAAAADq2Ji72oqk6ld8q1tj7uhd1Uh7W/GNxtzYBwRQYahp06YaOHCIzj77nCrXRUSE31KQAAAAALBfG3OXq06qen5nqFTnxtyRFcOjKr2TKlUqRcU0xFMFqiCA8jgLhKxJeH3q12+AVq1aqW7dDlRkZGTZ/N/bb/+bDjigg+sTBQAAAACoaWNum+ZWfmW3yk25A+FStv1W3Rpz73GqW6L8OyuV3BQ5n4+3Dp5DAOVxCQkJ+umn+a5vU3a2fVjtu/POu0iXXnq+rrvuLxo37jRFR8fo/fff0bRpU3TnnffVy2MAAAAAQKMMlArzKgRJJVUqlcqd5tpKb7UvGPDFJJQLj3YfLtlUOMXYSm805kbjRwDlcaed9lstXrxI1177J9144631cp/dunXXk08+p2ee+afuuONW9yHbpUtX3XPPAxoxYlS9PAYAAAAAeKYxd6UV3So25S5fsWSNuXcs1FQr0XFlU96qX/GtXE8l15ib1icIP75SF/GGl+LiEmVkVD+XtrCwQJs3r1OLFimKioqWl0VG+lVUVKJQ1pjeD1Qdn0lJ8crMzAn5cYrGiTEKL2N8wusYowim0uKiclPbql/xTfnb5MvfpqLsrVJRfu0fJDKmUh+lXVPcqoZLTeWLiGqIp4oQFRlCx0rJyfGKiKhZhR4VUAAAAACAoCktKXa9kaqu9LarKbcLlnZWKlnPpbo15q7alLvaFd/slMbcQL0jgAIAAAAA1JvS0hIpf3tZYFQxUKomXKpTY25/1alt5cKlyIRmata6tbKLolUSlSBFxdKYGwgyAigAAAAAwN4bc+8MkEqqhEmV+yhZY+7aTiuyld4Sdk1p20MfJX/s3htz2xSn2KR45WbmqLSRT3ECQgUBFAAAAACEmdKi/Coru5VUW6m042eV1KUxd5OywKhCv6TqwiUacwMhjwAKAAAAABq50uLCCv2S9rziW5ZUVFDHxty7prr5ywKkxKrBkp1GcLgJYBc+EQAAAADAk425A4FS9X2UXMXSzlBJBbm1f5CIyJ3hUWINVnxrKl9kTEM8VQBhggAKAAAAAPZXY+4qjbjLnS/fnDvfGnPXki9iZyVSpRXddoZJO6bC7QqWaMwNYH8igAIAAACAOjXmzq06xW234VJ23RtzlwVJlSqSdp73BwKlvTTmBoBgIoACAAAAAAuVCnc25i4XJpVUCZZ2hU11aswdE7+rf1KFptyJVc/HJMjnJ1ACEBoIoAAAAACEpNKignJ9lKpZ8a3StDcV16Exd1RshcbbuxpzV7PiG425AYQxAqgQdvrpJ+o3vzlBF154SVAef8SIQbrpplt13HEnBuXxAQAAEFpKS4rcVLZdFUnlq5N2BkvlA6XCujTmjto5xa1ciFShKXelFd8ioxviqQJAyCGAAgAAABC0xtyl+Tm7+iXtoZeSBUvKz6mHxtwV+yjtmgq34zpFxsjn8zXE0wWAsEYABQAAAKD+GnMXbN9ZiVS1OqlKHyULlex3asNnjbl3NeDeXR+lwIpvirbG3ARKABBsBFC1+M+0oLC2q1bUj+gof73/p3nXXbdp3bq1euKJZ6q9zE7POOMk3XnnfZow4WUtW/azWrRoqfHjz9fJJ59a9juff/6Ju/7XX1e768844yydeebZZdevXv2Lrrrqcs2fP1eJic102mlnuvsAAACAt5WWlOwIk6xCqfxWsF2FBdtVojzlZmaoePvWciu9WWPu4to/WEy8/BUCpepWfKMxNwA0ZgRQNQyf7vnPHC1L26pg6Na+mW78/YCgfHPz2GMP6eqrr1Pnzl31+usT9OCD92rw4EPVrl2qJk78QnfeeasuvfRKjRw5SkuWLNLdd9+uhISEsr5Pb7/9hq655npdd91N+uKLT/X000+qV6/eGjhw8H5/LgAAAGFZkVSYVyE8cj2U3GmOVJDjTkvtNN/CpuyyUxXsuX9S3t4ac+8MkXYES+UCpCp9lGylNw5LACDU8UlfU2FatXvWWb/XiBGj3PmLL75C77zzphYsmO8CqDfeeFVjxhyl3/1uvLv+gAM6aPv27YqJiSn7/XHjTtexxx7vzp933h/02mv/0eLFCwmgAAAAarua287QyMIilYVGlbddIZL1S3KnpXWoSCrPeiLFxFfY/HEJimvWXAW+OJXGVAqYaMwNAKgGAVQNWOWRVSCF0hS8murYsXPZeatsMkVFRe50xYplOvLIYyrc/qSTxlX4uUOHDhV+Tkhoqvz8/AbcYwAAAG8qLSl2IdLewiO504rXqbhw3x7cH1khQFJMkyqh0o7NLk/YeX2CfNY/KaLqIUNkpF9JSfHKzMxRUVFw/kYGADQuBFA1ZAFQTHSEQllxcdVvx6Kioqov5bYVaqv5Y6Qyvz9it78PAADQOKe05VZbceSCoiqh0q7b2e/tE/tCMnpnMFRtgFQpPLLT6Hj5YuOliGgacQMAgooAKkxFRkZp+/aKy9haI/Hy0+f2pnPnzlq8eEGFyx5//CFt2LBed975j3rbVwAAgHoPkYoLahAeVXO9TX/b1y/TrD9SLcKjshDJfs/nr6+XAQCA/YoAKsSlpa3RzJnfVLjMQqbevQ/RRx+971ax6927jzu1KXUHHXRwje/7978/Tzff/Ff3O8OGjdCCBT/p3Xffdg3HAQAAGlppSVG5Xkd7Co8qTWuzEKl4R0uBOouIqhIi7Sk8stMd1zeh4TYAICwRQIU4C5ZsK69t2xS99tq7Wrp0iR5++H439W7MmCN15pm/0/z5P9b4vkeMOFzXXXezJkx4SU8++ajatEnRn/70l7Km4wAAAHtTWlriVlurTXi0oxG3TWnb4zpse+fz7wyOAhVIO8Ok3YZH5aa+RUbz5gIAUAu+0jBsyFNcXKKMjIrTzwIKCwu0efM6tWiRoqgob/9hYc0fQ73pY2N6P1ARzUnhdYxReFljG5/uz8mi/L2HR2Uh0q7L7HppH/8cjY6rOqUtMG3NTnfTcHvHlLYwXeo4zMYowg9jFF4WGUKfocnJ8YqI8DeOCqgtW7booYce0pQpU5Sdna0ePXrommuu0aBBg9z1M2bM0P3336/ly5crJSVFV155pY4/ngobAACA+lZaXFguRNpDQ+2CqterpOpiJrUSGV0pQGoi7bbZdrkQyZpy++mLBACA1wU9gLr66qu1adMmF0K1aNFCr7zyii688EK9++677tu0Sy65ROeff74LoSykuu6665ScnKxhw4YFe9cBAAA8p7TEprRVU3VUPjzKy5EKqk55U1HBvj24P2JXeBSb4E53GxxVaL4dL19E1ZV3AQBA6AhqAPXLL7/o66+/1quvvqqBAwe6y2655RZNmzZNH374oTZv3uwqov7yl7+467p27aqFCxfqueeeI4ACAAAhy76EK8nPVfG2dBXnbKs+PHJ9kKqZ8laQu4+P7tvR78jCo92ESFX6IQUuj4xhShsAAPBeAJWUlKRnnnlGhxxySNllNg/ftqysLH3//fc68sgjK/zO0KFDddddd7k/zJizDwAAvKy0qKAsNHIrrwVCo7LwqGrTbTetrWC7tuzrlDbrb1SL8GjXlLY4+XxMaQMAACEUQCUmJmrUqFEVLvvss89cZdRNN93kpuG1bdu2wvWtW7dWbm6uMjMz3VQ8AACAhlRaUrxjxbUqoVGl6WvVNNtWceG+Pbg/sprwaA/9kALhkgVPEUHvtAAAAFDGU3+ZzJkzRzfeeKOOPvpojR49Wnl5eYqOrrjyWeDngoKCfe46X52SksaxEkpgwRY7DYd1DCMifLt9z+BNgZUQaroiArC/MUbDi1ulrSBXJeUDorzA+WyVBMKjcpdZsGS33+cpbVbdXU1Y5I+tJkSKjZc/Jl4RTZqqWauW2ra9WCUlYfAfPRodPkPhdYxReFlEmB4reSaA+vLLL3XttddqwIABeuCBB9xlMTExVYKmwM9xcXF1fiy/3+eWPKxOXl6E0tP9jSbwCPUBa4Gg3+9Xs2ZNFBsbG+zdQR0kJtb93yqwPzBGG1eIZFPaSnKzVZKXreK8bJXk5pQ7b5fnqDh3mzutfF6l+7bMsS86ThFxCfLHJsgfl6AIC4uqPR+4Tbw774up+5S2Zs32aZeBBsdnKLyOMQovSwyzYyVPBFD/+c9/XF+nY489Vvfdd19ZlVNKSoo2btxY4bb2c5MmTdS0adM6P559k5iVtb3a6woK8lVSUqLi4lIVFe3bH6oNySqfLHwqLi4J6Qooex/s/di6dbtyc/exFwb2Kxuf9oGalZXrxingNYzR4CktLto5ba1cpVFedtWpbRYcVZrqts9T2iKidjTWjmniKo3KVx6VVSaVXRbok7Tz1B+x++dk/2ft3ArLX2jFU7m1r6BifMLrGKPwOsYovCwihI6V7HnUtDAm6AGUrYB3xx13aPz48br55psrNBYfNGiQvv322wq3nzlzpquSsqqYfbG7cMkCj8YgEDqFcvhUntcDQeyefaDy3sHLGKN1U2rVRAW51fZCqrYnUlnj7e1SYd6+vWk+/85+R/EVA6LonUFSuVMFfg70ToqMrt3z3LnJ/gsq2f//DzE+4XWMUXgdYxReVhxmx0pBDaBWrlypu+++W0cddZQuueQSpaenl11n060slBo3bpybkmenU6dO1aeffqrnnnsumLvdaJx++olav35d2c9RUVFKSkrWYYeN0B/+cJmaN2/uLh8xYpBuuulWHXfciUHcWwBAUPoiFeXvPTwqC5FsNbfsHSGSVSPtiGbqzlZbq7wa287wSOVDo8qNtm11t3JfWAEAAMD7ghpA2Yp3hYWF+uKLL9xWngVO9957r/75z3/q/vvv10svvaT27du788OGDQvaPjc2Z511js4++xx3Pj8/XytWLNM///mY/vjHi/TUUy8oISFB77//qTsFADROpcWF5UKkHKnKKm0VQ6Ty16tkH6c3R0ZXDYj2EB7tuo1NaQvtPoYAAADwSAB16aWXum1PDj/8cLehbqxZe4sWLct+btcuVd269dD48Wfq1Vdf1sUXX17hegBAcJTa9C6rMNpDcGRT2FRQ9ToV7dvKsPJH7AqGXBXS7sOjHdPeygVMEVH19RIAAAAghAW9BxT2v7Zt2+rww0fryy8/cwFU+Sl4d911m7tNs2bN9emnHyk3d7sGDhys6667WS1bttK6dWt1xhkn6c4779OECS9r2bKfXYA1fvz5OvnkU8se46OPPnAB17p161wz+ZNPPk2nn/5b17srcB+XXHKF3nzzNcXExOrFFycoPp4qLAAhMKWtMG/P4ZHrg1TNlLeC2jeqrsgnuT5ITXY0z64mRHLXV57yZpdHxjClDQAAAA2KAKpWfTL28RvmfZneUM+9Lrp27abPPvtY27dXXQ3QgqmjjjpWTz75rDIyNuu2227SM8/804VUAY899pCuvvo6de7cVa+/PkEPPnivBg8+1FVYvf/+O3r66Sfd9QcddLCWLl2ihx/+h9LTN+ryy68qu49PPvmfHn30X8rPzyN8AuAppUUFu6a0FeRIgdCoLDyq2nR7x7S27TYfbt8e3PobuRAp0Dx7z+HRriltcfL5mNIGAAAAbyKAqmH4tP2Du1SyYZmCIaJNd8WddFO9hlAJCU3daU5OdpXrrBLJKp4iIyPVsWMnjR17tGbM+LrCbc466/caMWKUO3/xxVfonXfe1IIF810A9dJLz+u88y7UkUce465PTW2vnJwcPfjgfbrwwl1TLseNO0OdO3ept+cEAJWVlhTtCI2scbYFRXnbdpzP26aCgmwVluYrP2urSvIqTWkrLty3F9MfWaPKoyrXW/AUwX/NAAAACD38lVtDPpvaEEKys3cET9VNe7PAyMKnALtNUVFRhdt07Ni57HyggbndJjMzUxs3btBTTz2pZ5/9V9ltSkpKVFCQ76bfxcTEuMvatz+gAZ4ZgFBVWlK8IyAqC5EqBko7Aqbyl9m0tqpVnuXl7+lKn89VIFXpebTHaW07ThVR/5WrAAAAQGNGAFUDdhBhFUihNAVvyZJFat++g5o0aVLluqioqOqnINbgNqWlJe78n/70Fw0adGiV27Rp01bp6Zvc+UAQBSA8G26XBUaVKpOqhks7bmNT3PapN1JsU9cbyR84jWuq+KQk5ZVEqyQqbleIZNPeYuN3TIVjShsAAABQLwigasgFQFGhEZhYhdL06VP1+9+fW+/3nZSUrObNk7R2bVqFCqeJEz/XV19N1s03317vjwnAA2GS649kgVHgtHyQVL5Cacflsl5Jqhhs15hVHlmTbQuSLDRygZJdtiNY2nW687wFSv6qvZEiI/1qnhSvzMwcFRXtCM8BAAAANAwCqBCXm5urzZvT3fn8/HwtX77UNRRPSUnVWWed0yBBnQVbzz77T1ftNHTocC1btlQPPHCvRo4cpejo6Hp/TAD1x1UxWmPtSpVIJS402hUglQSCJFedlFP3MMk12y4fGJUPkHaexpQ/b2FSBG85AAAA0MgQQIW41177j9uM9XWyUGjMmKN09tnjq51+Vx/OPvscN73urbde0+OPP6zk5BY66aRxuvDCSxrk8QDsLUyqyTS3bTsbcGfbL9btJbVV2MqHRzG7CZTKridMAgAAAMKFr7Ryc58wUFxcooyM6nuJFBYWaPPmdWrRIkVRUd6u1rHpI6E+baQxvR+oOj6TmN5Uv2FSQW714VGFcKni5XUOk6wnUnWh0e4qk2wKnL9xfafBGIWXMT7hdYxReB1jFF4WGULHSsnJ8YqIqNruojqN62gBAEKAy/0LdleZVH6Vt/IBk4VJdfzPyZppV6hM2kO/pECwFMF/DwAAAADqD0cYALCvYVJhbvVT2nbTgNtCJpUW70OYVLkKaQ+VSoRJAAAAADyAAAoAKoRJeTWY5laxUqnOYVJkzN7Do8rXR0TxfgEAAABodAigAIR4mFSDBtz5u35WSV3DpOi9h0eVp8FF0tcMAAAAQHgggALQOMKkovxKlUdVw6PKwZJKiur2gBFRO8Oi8uHR7ppv7zwlTAIAAACA3SKA2o0wXBzQk3gfQjVMKijXF2k3VUmVrldxXcOkSPliE3eFSNWFR5XPR8bU99MGAAAAgLBGAFVJRESEOy0oyFd0NAehwVZQkCfJV/a+wHtKXWVS1fCosCBHxaV5yt2aqZLcigGTigv3IUzaQxVSNT2U3NQ4n6++nzYAAAAAoBYIoCrx+yMUF5eg7OxM97OFUF49eC0p8am4uDQkK2RKSoqVl7ddeXk57v2w9wX74bV3lUm7r0LaFSKVm+ZWXLDb+7P4cLf8kXvvkVRpGpxr2u3Rf48AAAAAgN0jgKpGYmKyOw2EUF7l9/tVUlKiUGWhU2JiC8XFxQd7VxpvmJS/a6W2Gk1zK9p9mLRH/ohKlUkJ8jdJVJPmycpXjEqj46v0UFJULGESAAAAAIQJAqhqWIVFs2Yt1LRpkorr2nemgUVE2D420dat20OyCsrCJwvYqHbZobS4cDcrt+0+XLKm3XXiiygXFsXvZWW3HafVhUmRkX4lJcUrMzNHRUWhG5QCAAAAAPaOAGoPLADx+725TLod3MfGxio3t5iD+0amtLhor+HRjsqkXdVLKtzjZLbd8/n3sHpb9T2UFBVH8AcAAAAAqFcEUMA+KC0pqiY82t0Ut53T3PY5TKquAXelSqWdPZQU3YQwCQAAAAAQdARQQIUwKadcgFSxCqnaaW6FuXV7/Xy+aqqR9jLNLdoqk/y8XwAAAACARocACiGptKR47w24K02DU0EdwyT5KlUm7Wllt53T3GKsMokwCQAAAAAQHgig0IjCpJo04A6ESdvr+GhWmbRjxTbZSm7lwiPF2M9VwyU3zc1PmAQAAAAAwO4QQGG/Ki0pUWnBXiqTKgVMys+p+wPuDJN2VR9VM+WtfA+l6HjCJAAAAAAA6hkBFOqstLREyt/ugqKSQOVRXnbZ+R3hkf1cbppbvlUmldY9TCqb4rb3aW6ukskfwTsMAAAAAECQEUChUphUk2luO88X5Ngv1u0VtGlrewqPKodLhEkAAAAAADRaBFChGiYV5NagAXfFn+seJsVVmt62l8okm+7mZ+gBAAAAABAuSAEaqZLcLGX+9JFyNq1XSW6lSiXrmWQhVF1ExVUNj6pUJZULmOy6CIYRAAAAAADYPZKDRqpg0VTlznxzzzeKiq15kBSoUCJMAgAAAAAA9YwAqpGK7jFCMZGlyisoUWl0uWqk8qFSRFSwdxMAAAAAAIAAqrHyxycpadTZyszMUVFRHafbAQAAAAAA7Af+/fEgAAAAAAAACF8EUAAAAAAAAGhQBFAAAAAAAABoUARQAAAAAAAACP4qeE888USN79Dn8+mKK67Yl30CAAAAAABACCGAAgAAAAAAQPADqMWLFzfsXgAAAAAAACBk0QMKAAAAAAAAwa+AGjNmjOvtVBN2uy+//HJf9wsAAAAAAADhFEANGTKkxgEUAAAAAAAAUOsA6t57763JzQAAAAAAAIC6BVDfffedevXqpfj4eHd+bwYPHlyTuwUAAAAAAEAYqFEANX78eL3xxhv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"text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -1325,7 +1507,15 @@ "source": [ "# Plot the results\n", "fig, ax = plt.subplots(figsize=(12, 4))\n", - "births_by_date.plot(ax=ax);" + "\n", + "pivot.plot(ax=ax)\n", + "\n", + "plt.title(\"Average Bill by Day and Time\")\n", + "plt.xlabel(\"Day\")\n", + "plt.ylabel(\"Average Bill\")\n", + "plt.xticks(rotation=45)\n", + "plt.tight_layout()\n", + "plt.show()" ] }, { @@ -1349,12 +1539,55 @@ "\n", "< [Aggregation and Grouping](03.08-Aggregation-and-Grouping.ipynb) | [Contents](Index.ipynb) | [Vectorized String Operations](03.10-Working-With-Strings.ipynb) >" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Visualizing Pivot Table Results " + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "pivot.plot(kind='bar', figsize=(10, 6))\n", + "\n", + "plt.title(\"Pivot Table Summary\")\n", + "plt.xlabel(\"Category\")\n", + "plt.ylabel(\"Value\")\n", + "plt.xticks(rotation=45)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Insight" + ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { - "display_name": "Python 3", + "display_name": "base", "language": "python", "name": "python3" }, @@ -1368,7 +1601,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.4.3" + "version": "3.13.9" } }, "nbformat": 4,