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2268 | 2268 | {
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2269 | 2269 | "data": {
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2270 | 2270 | "text/plain": [
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2271 |
| - "<matplotlib.legend.Legend at 0x1213d8460>" |
| 2271 | + "<matplotlib.legend.Legend at 0x1269e08e0>" |
2272 | 2272 | ]
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2273 | 2273 | },
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2274 | 2274 | "execution_count": 5,
|
|
5404 | 5404 | {
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5405 | 5405 | "data": {
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5406 | 5406 | "text/plain": [
|
5407 |
| - "<seaborn.axisgrid.FacetGrid at 0x1307ba890>" |
| 5407 | + "<seaborn.axisgrid.FacetGrid at 0x144dd7c10>" |
5408 | 5408 | ]
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5409 | 5409 | },
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5410 | 5410 | "execution_count": 11,
|
|
6833 | 6833 | "execution_count": 12,
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6834 | 6834 | "id": "46eafd2b-ffef-4aec-9a88-05342ac3fff6",
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6835 | 6835 | "metadata": {},
|
| 6836 | + "outputs": [ |
| 6837 | + { |
| 6838 | + "data": { |
| 6839 | + "text/html": [ |
| 6840 | + "<div>\n", |
| 6841 | + "<style scoped>\n", |
| 6842 | + " .dataframe tbody tr th:only-of-type {\n", |
| 6843 | + " vertical-align: middle;\n", |
| 6844 | + " }\n", |
| 6845 | + "\n", |
| 6846 | + " .dataframe tbody tr th {\n", |
| 6847 | + " vertical-align: top;\n", |
| 6848 | + " }\n", |
| 6849 | + "\n", |
| 6850 | + " .dataframe thead th {\n", |
| 6851 | + " text-align: right;\n", |
| 6852 | + " }\n", |
| 6853 | + "</style>\n", |
| 6854 | + "<table border=\"1\" class=\"dataframe\">\n", |
| 6855 | + " <thead>\n", |
| 6856 | + " <tr style=\"text-align: right;\">\n", |
| 6857 | + " <th>year</th>\n", |
| 6858 | + " <th>2019</th>\n", |
| 6859 | + " <th>2020</th>\n", |
| 6860 | + " <th>2021</th>\n", |
| 6861 | + " </tr>\n", |
| 6862 | + " <tr>\n", |
| 6863 | + " <th>month</th>\n", |
| 6864 | + " <th></th>\n", |
| 6865 | + " <th></th>\n", |
| 6866 | + " <th></th>\n", |
| 6867 | + " </tr>\n", |
| 6868 | + " </thead>\n", |
| 6869 | + " <tbody>\n", |
| 6870 | + " <tr>\n", |
| 6871 | + " <th>1</th>\n", |
| 6872 | + " <td>59405722.0</td>\n", |
| 6873 | + " <td>61930286.0</td>\n", |
| 6874 | + " <td>23598230.0</td>\n", |
| 6875 | + " </tr>\n", |
| 6876 | + " <tr>\n", |
| 6877 | + " <th>2</th>\n", |
| 6878 | + " <td>57345684.0</td>\n", |
| 6879 | + " <td>60428859.0</td>\n", |
| 6880 | + " <td>24446345.0</td>\n", |
| 6881 | + " </tr>\n", |
| 6882 | + " <tr>\n", |
| 6883 | + " <th>3</th>\n", |
| 6884 | + " <td>72530252.0</td>\n", |
| 6885 | + " <td>32995003.0</td>\n", |
| 6886 | + " <td>38050060.0</td>\n", |
| 6887 | + " </tr>\n", |
| 6888 | + " <tr>\n", |
| 6889 | + " <th>4</th>\n", |
| 6890 | + " <td>70518994.0</td>\n", |
| 6891 | + " <td>3322548.0</td>\n", |
| 6892 | + " <td>41826159.0</td>\n", |
| 6893 | + " </tr>\n", |
| 6894 | + " <tr>\n", |
| 6895 | + " <th>5</th>\n", |
| 6896 | + " <td>74617773.0</td>\n", |
| 6897 | + " <td>7244733.0</td>\n", |
| 6898 | + " <td>NaN</td>\n", |
| 6899 | + " </tr>\n", |
| 6900 | + " <tr>\n", |
| 6901 | + " <th>6</th>\n", |
| 6902 | + " <td>76619900.0</td>\n", |
| 6903 | + " <td>14481802.0</td>\n", |
| 6904 | + " <td>NaN</td>\n", |
| 6905 | + " </tr>\n", |
| 6906 | + " <tr>\n", |
| 6907 | + " <th>7</th>\n", |
| 6908 | + " <td>79511968.0</td>\n", |
| 6909 | + " <td>20740781.0</td>\n", |
| 6910 | + " <td>NaN</td>\n", |
| 6911 | + " </tr>\n", |
| 6912 | + " <tr>\n", |
| 6913 | + " <th>8</th>\n", |
| 6914 | + " <td>74776010.0</td>\n", |
| 6915 | + " <td>21708071.0</td>\n", |
| 6916 | + " <td>NaN</td>\n", |
| 6917 | + " </tr>\n", |
| 6918 | + " <tr>\n", |
| 6919 | + " <th>9</th>\n", |
| 6920 | + " <td>66531258.0</td>\n", |
| 6921 | + " <td>21488263.0</td>\n", |
| 6922 | + " <td>NaN</td>\n", |
| 6923 | + " </tr>\n", |
| 6924 | + " <tr>\n", |
| 6925 | + " <th>10</th>\n", |
| 6926 | + " <td>72096495.0</td>\n", |
| 6927 | + " <td>25636496.0</td>\n", |
| 6928 | + " <td>NaN</td>\n", |
| 6929 | + " </tr>\n", |
| 6930 | + " <tr>\n", |
| 6931 | + " <th>11</th>\n", |
| 6932 | + " <td>68787654.0</td>\n", |
| 6933 | + " <td>25512987.0</td>\n", |
| 6934 | + " <td>NaN</td>\n", |
| 6935 | + " </tr>\n", |
| 6936 | + " <tr>\n", |
| 6937 | + " <th>12</th>\n", |
| 6938 | + " <td>70219363.0</td>\n", |
| 6939 | + " <td>26391765.0</td>\n", |
| 6940 | + " <td>NaN</td>\n", |
| 6941 | + " </tr>\n", |
| 6942 | + " </tbody>\n", |
| 6943 | + "</table>\n", |
| 6944 | + "</div>" |
| 6945 | + ], |
| 6946 | + "text/plain": [ |
| 6947 | + "year 2019 2020 2021\n", |
| 6948 | + "month \n", |
| 6949 | + "1 59405722.0 61930286.0 23598230.0\n", |
| 6950 | + "2 57345684.0 60428859.0 24446345.0\n", |
| 6951 | + "3 72530252.0 32995003.0 38050060.0\n", |
| 6952 | + "4 70518994.0 3322548.0 41826159.0\n", |
| 6953 | + "5 74617773.0 7244733.0 NaN\n", |
| 6954 | + "6 76619900.0 14481802.0 NaN\n", |
| 6955 | + "7 79511968.0 20740781.0 NaN\n", |
| 6956 | + "8 74776010.0 21708071.0 NaN\n", |
| 6957 | + "9 66531258.0 21488263.0 NaN\n", |
| 6958 | + "10 72096495.0 25636496.0 NaN\n", |
| 6959 | + "11 68787654.0 25512987.0 NaN\n", |
| 6960 | + "12 70219363.0 26391765.0 NaN" |
| 6961 | + ] |
| 6962 | + }, |
| 6963 | + "execution_count": 12, |
| 6964 | + "metadata": {}, |
| 6965 | + "output_type": "execute_result" |
| 6966 | + } |
| 6967 | + ], |
| 6968 | + "source": [ |
| 6969 | + "data = tsa_melted_holiday_travel['2019':'2021-04']\\\n", |
| 6970 | + " .assign(month=lambda x: x.index.month)\\\n", |
| 6971 | + " .pivot_table(index='month', columns='year', values='travelers', aggfunc='sum')\n", |
| 6972 | + "\n", |
| 6973 | + "data" |
| 6974 | + ] |
| 6975 | + }, |
| 6976 | + { |
| 6977 | + "cell_type": "code", |
| 6978 | + "execution_count": 13, |
| 6979 | + "id": "efccdcd6-2a4f-4c20-856c-9b996da95935", |
| 6980 | + "metadata": { |
| 6981 | + "slideshow": { |
| 6982 | + "slide_type": "subslide" |
| 6983 | + }, |
| 6984 | + "tags": [] |
| 6985 | + }, |
6836 | 6986 | "outputs": [
|
6837 | 6987 | {
|
6838 | 6988 | "data": {
|
|
8669 | 8819 | }
|
8670 | 8820 | ],
|
8671 | 8821 | "source": [
|
8672 |
| - "data = tsa_melted_holiday_travel['2019':'2021-04']\\\n", |
8673 |
| - " .assign(month=lambda x: x.index.month)\\\n", |
8674 |
| - " .pivot_table(index='month', columns='year', values='travelers', aggfunc='sum')\n", |
8675 |
| - "\n", |
8676 | 8822 | "ax = sns.heatmap(data=data / 1e6, cmap='Blues', annot=True, fmt='.1f')\n",
|
8677 | 8823 | "_ = ax.set_yticklabels(calendar.month_abbr[1:], rotation=0)\n",
|
8678 | 8824 | "_ = ax.set_title('Total TSA Traveler Throughput (in millions)')"
|
|
8715 | 8861 | },
|
8716 | 8862 | {
|
8717 | 8863 | "cell_type": "code",
|
8718 |
| - "execution_count": 13, |
| 8864 | + "execution_count": 14, |
8719 | 8865 | "id": "e3379920-013d-4df5-9abc-b321060a6891",
|
8720 | 8866 | "metadata": {},
|
8721 | 8867 | "outputs": [],
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8725 | 8871 | },
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8726 | 8872 | {
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8727 | 8873 | "cell_type": "code",
|
8728 |
| - "execution_count": 14, |
| 8874 | + "execution_count": 15, |
8729 | 8875 | "id": "0ec9abff-224b-49cb-ac0c-bd6955b5dcaf",
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8730 | 8876 | "metadata": {},
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8731 | 8877 | "outputs": [],
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8735 | 8881 | },
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8736 | 8882 | {
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8737 | 8883 | "cell_type": "code",
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8738 |
| - "execution_count": 15, |
| 8884 | + "execution_count": 16, |
8739 | 8885 | "id": "6d410276-25aa-4c16-9987-4e17930ebced",
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8740 | 8886 | "metadata": {},
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8741 | 8887 | "outputs": [],
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8776 | 8922 | },
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8777 | 8923 | {
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8778 | 8924 | "cell_type": "code",
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8779 |
| - "execution_count": 16, |
| 8925 | + "execution_count": 17, |
8780 | 8926 | "id": "681a84a7-6b72-4db8-bfd2-994f98b6494c",
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8781 | 8927 | "metadata": {},
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8782 | 8928 | "outputs": [
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10196 | 10342 | },
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10197 | 10343 | {
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10198 | 10344 | "cell_type": "code",
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10199 |
| - "execution_count": 17, |
| 10345 | + "execution_count": 18, |
10200 | 10346 | "id": "cd8a781f-3a17-445f-8ff2-742086122b67",
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10201 | 10347 | "metadata": {},
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10202 | 10348 | "outputs": [
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12148 | 12294 | },
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12149 | 12295 | {
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12150 | 12296 | "cell_type": "code",
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12151 |
| - "execution_count": 18, |
| 12297 | + "execution_count": 19, |
12152 | 12298 | "id": "583f952c-2c2e-40ed-9235-fd80a7fe43b7",
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12153 | 12299 | "metadata": {},
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12154 | 12300 | "outputs": [],
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12158 | 12304 | },
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12159 | 12305 | {
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12160 | 12306 | "cell_type": "code",
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12161 |
| - "execution_count": 19, |
| 12307 | + "execution_count": 20, |
12162 | 12308 | "id": "0b182f1a-33b0-4dde-9d54-e55d7bfeeae3",
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12163 | 12309 | "metadata": {},
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12164 | 12310 | "outputs": [],
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12168 | 12314 | },
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12169 | 12315 | {
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12170 | 12316 | "cell_type": "code",
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12171 |
| - "execution_count": 20, |
| 12317 | + "execution_count": 21, |
12172 | 12318 | "id": "07394de8-c5fa-4c90-ac5c-e5b6452838c7",
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12173 | 12319 | "metadata": {},
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12174 | 12320 | "outputs": [],
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