| 
1 | 1 | {  | 
2 | 2 |  "cells": [  | 
3 |  | -  {  | 
4 |  | -   "cell_type": "code",  | 
5 |  | -   "execution_count": 140,  | 
6 |  | -   "id": "98112be9",  | 
7 |  | -   "metadata": {  | 
8 |  | -    "ExecuteTime": {  | 
9 |  | -     "end_time": "2021-10-24T01:22:45.140749Z",  | 
10 |  | -     "start_time": "2021-10-24T01:22:45.127906Z"  | 
11 |  | -    }  | 
12 |  | -   },  | 
13 |  | -   "outputs": [  | 
14 |  | -    {  | 
15 |  | -     "name": "stdout",  | 
16 |  | -     "output_type": "stream",  | 
17 |  | -     "text": [  | 
18 |  | -      "The nb_black extension is already loaded. To reload it, use:\n",  | 
19 |  | -      "  %reload_ext nb_black\n"  | 
20 |  | -     ]  | 
21 |  | -    },  | 
22 |  | -    {  | 
23 |  | -     "data": {  | 
24 |  | -      "application/javascript": [  | 
25 |  | -       "\n",  | 
26 |  | -       "            setTimeout(function() {\n",  | 
27 |  | -       "                var nbb_cell_id = 140;\n",  | 
28 |  | -       "                var nbb_unformatted_code = \"%load_ext nb_black\";\n",  | 
29 |  | -       "                var nbb_formatted_code = \"%load_ext nb_black\";\n",  | 
30 |  | -       "                var nbb_cells = Jupyter.notebook.get_cells();\n",  | 
31 |  | -       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",  | 
32 |  | -       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",  | 
33 |  | -       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",  | 
34 |  | -       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",  | 
35 |  | -       "                        }\n",  | 
36 |  | -       "                        break;\n",  | 
37 |  | -       "                    }\n",  | 
38 |  | -       "                }\n",  | 
39 |  | -       "            }, 500);\n",  | 
40 |  | -       "            "  | 
41 |  | -      ],  | 
42 |  | -      "text/plain": [  | 
43 |  | -       "<IPython.core.display.Javascript object>"  | 
44 |  | -      ]  | 
45 |  | -     },  | 
46 |  | -     "metadata": {},  | 
47 |  | -     "output_type": "display_data"  | 
48 |  | -    }  | 
49 |  | -   ],  | 
50 |  | -   "source": [  | 
51 |  | -    "%load_ext nb_black"  | 
52 |  | -   ]  | 
53 |  | -  },  | 
54 | 3 |   {  | 
55 | 4 |    "cell_type": "code",  | 
56 | 5 |    "execution_count": null,  | 
 | 
140 | 89 |   {  | 
141 | 90 |    "cell_type": "code",  | 
142 | 91 |    "execution_count": 143,  | 
143 |  | -   "id": "f1bec8b2",  | 
 | 92 | +   "id": "e5e4bd01",  | 
144 | 93 |    "metadata": {  | 
145 | 94 |     "ExecuteTime": {  | 
146 | 95 |      "end_time": "2021-10-24T01:22:47.040299Z",  | 
 | 
347 | 296 |   {  | 
348 | 297 |    "cell_type": "code",  | 
349 | 298 |    "execution_count": 145,  | 
350 |  | -   "id": "85ee73b8",  | 
 | 299 | +   "id": "c0471924",  | 
351 | 300 |    "metadata": {  | 
352 | 301 |     "ExecuteTime": {  | 
353 | 302 |      "end_time": "2021-10-24T01:22:47.080355Z",  | 
 | 
3762 | 3711 |   {  | 
3763 | 3712 |    "cell_type": "code",  | 
3764 | 3713 |    "execution_count": 149,  | 
3765 |  | -   "id": "5b722e13",  | 
 | 3714 | +   "id": "bfeb2f5d",  | 
3766 | 3715 |    "metadata": {  | 
3767 | 3716 |     "ExecuteTime": {  | 
3768 | 3717 |      "end_time": "2021-10-24T01:22:48.468824Z",  | 
 | 
3833 | 3782 |   {  | 
3834 | 3783 |    "cell_type": "code",  | 
3835 | 3784 |    "execution_count": 150,  | 
3836 |  | -   "id": "4487a2ee",  | 
 | 3785 | +   "id": "7d9bbe45",  | 
3837 | 3786 |    "metadata": {  | 
3838 | 3787 |     "ExecuteTime": {  | 
3839 | 3788 |      "end_time": "2021-10-24T01:22:48.514186Z",  | 
 | 
4101 | 4050 |   {  | 
4102 | 4051 |    "cell_type": "code",  | 
4103 | 4052 |    "execution_count": 153,  | 
4104 |  | -   "id": "b6a16050",  | 
 | 4053 | +   "id": "58e20045",  | 
4105 | 4054 |    "metadata": {  | 
4106 | 4055 |     "ExecuteTime": {  | 
4107 | 4056 |      "end_time": "2021-10-24T01:22:48.658376Z",  | 
 | 
4148 | 4097 |   {  | 
4149 | 4098 |    "cell_type": "code",  | 
4150 | 4099 |    "execution_count": 154,  | 
4151 |  | -   "id": "73351ce7",  | 
 | 4100 | +   "id": "252da511",  | 
4152 | 4101 |    "metadata": {  | 
4153 | 4102 |     "ExecuteTime": {  | 
4154 | 4103 |      "end_time": "2021-10-24T01:22:48.666945Z",  | 
 | 
4211 | 4160 |   {  | 
4212 | 4161 |    "cell_type": "code",  | 
4213 | 4162 |    "execution_count": 155,  | 
4214 |  | -   "id": "a24a5302",  | 
 | 4163 | +   "id": "ffacc16b",  | 
4215 | 4164 |    "metadata": {  | 
4216 | 4165 |     "ExecuteTime": {  | 
4217 | 4166 |      "end_time": "2021-10-24T01:22:48.676177Z",  | 
 | 
7423 | 7372 |   {  | 
7424 | 7373 |    "cell_type": "code",  | 
7425 | 7374 |    "execution_count": 157,  | 
7426 |  | -   "id": "79b73a31",  | 
 | 7375 | +   "id": "67a9898c",  | 
7427 | 7376 |    "metadata": {  | 
7428 | 7377 |     "ExecuteTime": {  | 
7429 | 7378 |      "end_time": "2021-10-24T01:22:49.209726Z",  | 
 | 
7589 | 7538 |   {  | 
7590 | 7539 |    "cell_type": "code",  | 
7591 | 7540 |    "execution_count": 158,  | 
7592 |  | -   "id": "4e65d098",  | 
 | 7541 | +   "id": "8b84eea4",  | 
7593 | 7542 |    "metadata": {  | 
7594 | 7543 |     "ExecuteTime": {  | 
7595 | 7544 |      "end_time": "2021-10-24T01:22:49.233577Z",  | 
 | 
7644 | 7593 |   {  | 
7645 | 7594 |    "cell_type": "code",  | 
7646 | 7595 |    "execution_count": 159,  | 
7647 |  | -   "id": "942e5aa3",  | 
 | 7596 | +   "id": "6b57e3a0",  | 
7648 | 7597 |    "metadata": {  | 
7649 | 7598 |     "ExecuteTime": {  | 
7650 | 7599 |      "end_time": "2021-10-24T01:22:49.247406Z",  | 
 | 
7698 | 7647 |   {  | 
7699 | 7648 |    "cell_type": "code",  | 
7700 | 7649 |    "execution_count": 160,  | 
7701 |  | -   "id": "5a6f414d",  | 
 | 7650 | +   "id": "046cd8f5",  | 
7702 | 7651 |    "metadata": {  | 
7703 | 7652 |     "ExecuteTime": {  | 
7704 | 7653 |      "end_time": "2021-10-24T01:22:49.256298Z",  | 
 | 
7751 | 7700 |   {  | 
7752 | 7701 |    "cell_type": "code",  | 
7753 | 7702 |    "execution_count": 161,  | 
7754 |  | -   "id": "8a84288b",  | 
 | 7703 | +   "id": "5a285cb0",  | 
7755 | 7704 |    "metadata": {  | 
7756 | 7705 |     "ExecuteTime": {  | 
7757 | 7706 |      "end_time": "2021-10-24T01:22:49.268880Z",  | 
 | 
7807 | 7756 |   {  | 
7808 | 7757 |    "cell_type": "code",  | 
7809 | 7758 |    "execution_count": 162,  | 
7810 |  | -   "id": "a890bd66",  | 
 | 7759 | +   "id": "e2aa106d",  | 
7811 | 7760 |    "metadata": {  | 
7812 | 7761 |     "ExecuteTime": {  | 
7813 | 7762 |      "end_time": "2021-10-24T01:22:49.277467Z",  | 
 | 
14192 | 14141 |   {  | 
14193 | 14142 |    "cell_type": "code",  | 
14194 | 14143 |    "execution_count": 165,  | 
14195 |  | -   "id": "d1ea9739",  | 
 | 14144 | +   "id": "bbb4f9c8",  | 
14196 | 14145 |    "metadata": {  | 
14197 | 14146 |     "ExecuteTime": {  | 
14198 | 14147 |      "end_time": "2021-10-24T01:22:49.844275Z",  | 
 | 
17516 | 17465 |   },  | 
17517 | 17466 |   {  | 
17518 | 17467 |    "cell_type": "markdown",  | 
17519 |  | -   "id": "040810ed",  | 
 | 17468 | +   "id": "16a6777f",  | 
17520 | 17469 |    "metadata": {},  | 
17521 | 17470 |    "source": [  | 
17522 | 17471 |     "## Plot Top US States"  | 
 | 
17525 | 17474 |   {  | 
17526 | 17475 |    "cell_type": "code",  | 
17527 | 17476 |    "execution_count": 183,  | 
17528 |  | -   "id": "52342dc7",  | 
 | 17477 | +   "id": "d72c662a",  | 
17529 | 17478 |    "metadata": {  | 
17530 | 17479 |     "ExecuteTime": {  | 
17531 | 17480 |      "end_time": "2021-10-24T14:43:13.204830Z",  | 
 | 
17568 | 17517 |   {  | 
17569 | 17518 |    "cell_type": "code",  | 
17570 | 17519 |    "execution_count": 181,  | 
17571 |  | -   "id": "7e3a9431",  | 
 | 17520 | +   "id": "bc763359",  | 
17572 | 17521 |    "metadata": {  | 
17573 | 17522 |     "ExecuteTime": {  | 
17574 | 17523 |      "end_time": "2021-10-24T14:42:27.146384Z",  | 
 | 
17712 | 17661 |   {  | 
17713 | 17662 |    "cell_type": "code",  | 
17714 | 17663 |    "execution_count": 184,  | 
17715 |  | -   "id": "a718512d",  | 
 | 17664 | +   "id": "12262127",  | 
17716 | 17665 |    "metadata": {  | 
17717 | 17666 |     "ExecuteTime": {  | 
17718 | 17667 |      "end_time": "2021-10-24T14:43:31.853269Z",  | 
 | 
17785 | 17734 |   },  | 
17786 | 17735 |   {  | 
17787 | 17736 |    "cell_type": "markdown",  | 
17788 |  | -   "id": "b74420cd",  | 
 | 17737 | +   "id": "3b2c18e1",  | 
17789 | 17738 |    "metadata": {},  | 
17790 | 17739 |    "source": [  | 
17791 | 17740 |     "## Top 25 Cities"  | 
 | 
17794 | 17743 |   {  | 
17795 | 17744 |    "cell_type": "code",  | 
17796 | 17745 |    "execution_count": null,  | 
17797 |  | -   "id": "ff9a552c",  | 
 | 17746 | +   "id": "8c4270ff",  | 
17798 | 17747 |    "metadata": {  | 
17799 | 17748 |     "ExecuteTime": {  | 
17800 | 17749 |      "end_time": "2021-10-24T01:22:50.965390Z",  | 
 | 
17854 | 17803 |   {  | 
17855 | 17804 |    "cell_type": "code",  | 
17856 | 17805 |    "execution_count": 173,  | 
17857 |  | -   "id": "ded0d680",  | 
 | 17806 | +   "id": "f9d4a1e7",  | 
17858 | 17807 |    "metadata": {  | 
17859 | 17808 |     "ExecuteTime": {  | 
17860 | 17809 |      "end_time": "2021-10-24T01:23:13.265210Z",  | 
 | 
17972 | 17921 |   },  | 
17973 | 17922 |   {  | 
17974 | 17923 |    "cell_type": "markdown",  | 
17975 |  | -   "id": "5da5c06e",  | 
 | 17924 | +   "id": "950824c3",  | 
17976 | 17925 |    "metadata": {},  | 
17977 | 17926 |    "source": [  | 
17978 | 17927 |     "## Top 25 Countries"  | 
 | 
17981 | 17930 |   {  | 
17982 | 17931 |    "cell_type": "code",  | 
17983 | 17932 |    "execution_count": null,  | 
17984 |  | -   "id": "beea0a7e",  | 
 | 17933 | +   "id": "933f842c",  | 
17985 | 17934 |    "metadata": {  | 
17986 | 17935 |     "ExecuteTime": {  | 
17987 | 17936 |      "end_time": "2021-10-24T01:23:36.823773Z",  | 
 | 
17996 | 17945 |   {  | 
17997 | 17946 |    "cell_type": "code",  | 
17998 | 17947 |    "execution_count": 176,  | 
17999 |  | -   "id": "cb18f59c",  | 
 | 17948 | +   "id": "f3fe907c",  | 
18000 | 17949 |    "metadata": {  | 
18001 | 17950 |     "ExecuteTime": {  | 
18002 | 17951 |      "end_time": "2021-10-24T01:23:43.487055Z",  | 
 | 
18039 | 17988 |   {  | 
18040 | 17989 |    "cell_type": "code",  | 
18041 | 17990 |    "execution_count": 177,  | 
18042 |  | -   "id": "dc8a42e8",  | 
 | 17991 | +   "id": "890fbdd6",  | 
18043 | 17992 |    "metadata": {  | 
18044 | 17993 |     "ExecuteTime": {  | 
18045 | 17994 |      "end_time": "2021-10-24T01:23:45.530333Z",  | 
 | 
18123 | 18072 |   {  | 
18124 | 18073 |    "cell_type": "code",  | 
18125 | 18074 |    "execution_count": null,  | 
18126 |  | -   "id": "8a61e6d5",  | 
 | 18075 | +   "id": "8ea84833",  | 
18127 | 18076 |    "metadata": {  | 
18128 | 18077 |     "ExecuteTime": {  | 
18129 | 18078 |      "end_time": "2021-10-24T01:22:51.163317Z",  | 
 | 
18183 | 18132 |   {  | 
18184 | 18133 |    "cell_type": "code",  | 
18185 | 18134 |    "execution_count": 191,  | 
18186 |  | -   "id": "75a86d49",  | 
 | 18135 | +   "id": "8db8f6df",  | 
18187 | 18136 |    "metadata": {  | 
18188 | 18137 |     "ExecuteTime": {  | 
18189 | 18138 |      "end_time": "2021-10-24T15:07:20.742554Z",  | 
 | 
18467 | 18416 |   {  | 
18468 | 18417 |    "cell_type": "code",  | 
18469 | 18418 |    "execution_count": 188,  | 
18470 |  | -   "id": "d0301822",  | 
 | 18419 | +   "id": "d7b24961",  | 
18471 | 18420 |    "metadata": {  | 
18472 | 18421 |     "ExecuteTime": {  | 
18473 | 18422 |      "end_time": "2021-10-24T15:04:20.677571Z",  | 
 | 
18515 | 18464 |   {  | 
18516 | 18465 |    "cell_type": "code",  | 
18517 | 18466 |    "execution_count": 189,  | 
18518 |  | -   "id": "c1ca4d43",  | 
 | 18467 | +   "id": "e83b2fa1",  | 
18519 | 18468 |    "metadata": {  | 
18520 | 18469 |     "ExecuteTime": {  | 
18521 | 18470 |      "end_time": "2021-10-24T15:04:21.771205Z",  | 
 | 
21725 | 21674 |   },  | 
21726 | 21675 |   {  | 
21727 | 21676 |    "cell_type": "markdown",  | 
21728 |  | -   "id": "0103d00f",  | 
 | 21677 | +   "id": "59a577cb",  | 
21729 | 21678 |    "metadata": {},  | 
21730 | 21679 |    "source": [  | 
21731 | 21680 |     "## Keywords"  | 
 | 
21734 | 21683 |   {  | 
21735 | 21684 |    "cell_type": "code",  | 
21736 | 21685 |    "execution_count": 192,  | 
21737 |  | -   "id": "18d8e974",  | 
 | 21686 | +   "id": "0599c845",  | 
21738 | 21687 |    "metadata": {  | 
21739 | 21688 |     "ExecuteTime": {  | 
21740 | 21689 |      "end_time": "2021-10-24T15:14:43.476239Z",  | 
 | 
21785 | 21734 |   {  | 
21786 | 21735 |    "cell_type": "code",  | 
21787 | 21736 |    "execution_count": 193,  | 
21788 |  | -   "id": "c510e30d",  | 
 | 21737 | +   "id": "b1f82ad9",  | 
21789 | 21738 |    "metadata": {  | 
21790 | 21739 |     "ExecuteTime": {  | 
21791 | 21740 |      "end_time": "2021-10-24T15:14:46.375900Z",  | 
 | 
29983 | 29932 |   {  | 
29984 | 29933 |    "cell_type": "code",  | 
29985 | 29934 |    "execution_count": null,  | 
29986 |  | -   "id": "947dabbd",  | 
 | 29935 | +   "id": "4ea9131c",  | 
29987 | 29936 |    "metadata": {},  | 
29988 | 29937 |    "outputs": [],  | 
29989 | 29938 |    "source": []  | 
 | 
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