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\n", " | geo_type | \n", "region | \n", "transportation_type | \n", "alternative_name | \n", "2020-01-13 | \n", "2020-01-14 | \n", "2020-01-15 | \n", "2020-01-16 | \n", "2020-01-17 | \n", "2020-01-18 | \n", "... | \n", "2020-04-24 | \n", "2020-04-25 | \n", "2020-04-26 | \n", "2020-04-27 | \n", "2020-04-28 | \n", "2020-04-29 | \n", "2020-04-30 | \n", "2020-05-01 | \n", "2020-05-02 | \n", "2020-05-03 | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", "country/region | \n", "Albania | \n", "driving | \n", "NaN | \n", "100.0 | \n", "95.30 | \n", "101.43 | \n", "97.20 | \n", "103.55 | \n", "112.67 | \n", "... | \n", "30.22 | \n", "25.22 | \n", "30.39 | \n", "37.39 | \n", "36.69 | \n", "35.90 | \n", "38.09 | \n", "37.23 | \n", "29.36 | \n", "36.00 | \n", "
1 | \n", "country/region | \n", "Albania | \n", "walking | \n", "NaN | \n", "100.0 | \n", "100.68 | \n", "98.93 | \n", "98.46 | \n", "100.85 | \n", "100.13 | \n", "... | \n", "34.63 | \n", "29.00 | \n", "35.22 | \n", "41.83 | \n", "37.53 | \n", "41.49 | \n", "38.25 | \n", "38.68 | \n", "32.28 | \n", "43.41 | \n", "
2 | \n", "country/region | \n", "Argentina | \n", "driving | \n", "NaN | \n", "100.0 | \n", "97.07 | \n", "102.45 | \n", "111.21 | \n", "118.45 | \n", "124.01 | \n", "... | \n", "30.99 | \n", "25.92 | \n", "16.57 | \n", "27.45 | \n", "27.12 | \n", "32.22 | \n", "34.45 | \n", "22.69 | \n", "28.23 | \n", "16.44 | \n", "
3 | \n", "country/region | \n", "Argentina | \n", "walking | \n", "NaN | \n", "100.0 | \n", "95.11 | \n", "101.37 | \n", "112.67 | \n", "116.72 | \n", "114.14 | \n", "... | \n", "22.32 | \n", "23.31 | \n", "16.36 | \n", "18.48 | \n", "17.49 | \n", "22.78 | \n", "24.80 | \n", "16.62 | \n", "20.61 | \n", "12.44 | \n", "
4 | \n", "country/region | \n", "Australia | \n", "driving | \n", "NaN | \n", "100.0 | \n", "102.98 | \n", "104.21 | \n", "108.63 | \n", "109.08 | \n", "89.00 | \n", "... | \n", "47.84 | \n", "41.89 | \n", "55.39 | \n", "59.09 | \n", "59.46 | \n", "59.46 | \n", "63.12 | \n", "58.40 | \n", "48.67 | \n", "58.18 | \n", "
5 rows × 116 columns
\n", "\n", " | geo_type | \n", "region | \n", "transportation_type | \n", "alternative_name | \n", "2020-01-13 | \n", "2020-01-14 | \n", "2020-01-15 | \n", "2020-01-16 | \n", "2020-01-17 | \n", "2020-01-18 | \n", "... | \n", "2020-04-24 | \n", "2020-04-25 | \n", "2020-04-26 | \n", "2020-04-27 | \n", "2020-04-28 | \n", "2020-04-29 | \n", "2020-04-30 | \n", "2020-05-01 | \n", "2020-05-02 | \n", "2020-05-03 | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
5 | \n", "country/region | \n", "Australia | \n", "transit | \n", "NaN | \n", "100.0 | \n", "101.78 | \n", "100.64 | \n", "99.58 | \n", "98.34 | \n", "86.97 | \n", "... | \n", "20.96 | \n", "19.06 | \n", "22.74 | \n", "23.80 | \n", "23.76 | \n", "22.35 | \n", "23.58 | \n", "23.52 | \n", "21.41 | \n", "25.10 | \n", "
10 | \n", "country/region | \n", "Belgium | \n", "transit | \n", "België | \n", "100.0 | \n", "98.67 | \n", "105.01 | \n", "105.87 | \n", "113.55 | \n", "110.73 | \n", "... | \n", "26.32 | \n", "28.81 | \n", "29.93 | \n", "28.20 | \n", "25.95 | \n", "26.25 | \n", "28.09 | \n", "27.73 | \n", "27.10 | \n", "33.19 | \n", "
13 | \n", "country/region | \n", "Brazil | \n", "transit | \n", "Brasil | \n", "100.0 | \n", "102.45 | \n", "104.28 | \n", "100.20 | \n", "97.06 | \n", "81.01 | \n", "... | \n", "24.37 | \n", "21.21 | \n", "18.21 | \n", "25.24 | \n", "25.30 | \n", "25.43 | \n", "24.75 | \n", "19.59 | \n", "20.12 | \n", "18.01 | \n", "
20 | \n", "country/region | \n", "Canada | \n", "transit | \n", "NaN | \n", "100.0 | \n", "100.03 | \n", "98.01 | \n", "101.01 | \n", "105.42 | \n", "89.65 | \n", "... | \n", "20.44 | \n", "19.56 | \n", "18.08 | \n", "21.78 | \n", "21.66 | \n", "21.30 | \n", "21.97 | \n", "23.68 | \n", "22.42 | \n", "22.67 | \n", "
29 | \n", "country/region | \n", "Czech Republic | \n", "transit | \n", "Česká republika | \n", "100.0 | \n", "98.02 | \n", "101.88 | \n", "103.30 | \n", "107.22 | \n", "101.48 | \n", "... | \n", "30.75 | \n", "27.40 | \n", "32.68 | \n", "36.04 | \n", "34.44 | \n", "33.64 | \n", "35.42 | \n", "34.18 | \n", "30.20 | \n", "33.17 | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
555 | \n", "city | \n", "Vancouver | \n", "transit | \n", "NaN | \n", "100.0 | \n", "93.81 | \n", "86.78 | \n", "96.86 | \n", "104.61 | \n", "96.55 | \n", "... | \n", "20.60 | \n", "20.08 | \n", "18.88 | \n", "21.50 | \n", "21.08 | \n", "20.18 | \n", "22.20 | \n", "23.92 | \n", "21.73 | \n", "21.83 | \n", "
558 | \n", "city | \n", "Ventura | \n", "transit | \n", "NaN | \n", "100.0 | \n", "110.01 | \n", "106.44 | \n", "100.14 | \n", "95.14 | \n", "81.83 | \n", "... | \n", "33.62 | \n", "27.47 | \n", "23.75 | \n", "29.90 | \n", "26.18 | \n", "24.32 | \n", "26.61 | \n", "30.76 | \n", "29.90 | \n", "27.61 | \n", "
563 | \n", "city | \n", "Virginia Beach | \n", "transit | \n", "NaN | \n", "100.0 | \n", "87.07 | \n", "95.22 | \n", "93.35 | \n", "95.13 | \n", "94.28 | \n", "... | \n", "52.58 | \n", "51.55 | \n", "43.39 | \n", "55.86 | \n", "52.39 | \n", "57.73 | \n", "44.52 | \n", "64.29 | \n", "53.42 | \n", "51.83 | \n", "
566 | \n", "city | \n", "Washington DC | \n", "transit | \n", "DC | \n", "100.0 | \n", "100.78 | \n", "103.92 | \n", "105.02 | \n", "112.26 | \n", "96.01 | \n", "... | \n", "17.53 | \n", "16.78 | \n", "15.90 | \n", "18.61 | \n", "17.97 | \n", "19.06 | \n", "17.00 | \n", "19.33 | \n", "19.14 | \n", "17.33 | \n", "
569 | \n", "city | \n", "Zurich | \n", "transit | \n", "Zürich | \n", "100.0 | \n", "101.51 | \n", "108.93 | \n", "97.87 | \n", "103.91 | \n", "98.50 | \n", "... | \n", "36.02 | \n", "36.52 | \n", "40.04 | \n", "44.20 | \n", "40.53 | \n", "43.31 | \n", "42.10 | \n", "37.29 | \n", "38.36 | \n", "44.00 | \n", "
149 rows × 116 columns
\n", "\n", " | region | \n", "transportation_type | \n", "Value | \n", "
---|---|---|---|
Date | \n", "\n", " | \n", " | \n", " |
2020-01-13 | \n", "Paris | \n", "walking | \n", "0.00 | \n", "
2020-01-14 | \n", "Paris | \n", "walking | \n", "4.05 | \n", "
2020-01-15 | \n", "Paris | \n", "walking | \n", "4.61 | \n", "
2020-01-16 | \n", "Paris | \n", "walking | \n", "19.24 | \n", "
2020-01-17 | \n", "Paris | \n", "walking | \n", "16.14 | \n", "
\n", " | Province/State | \n", "Country/Region | \n", "Lat | \n", "Long | \n", "1/22/20 | \n", "1/23/20 | \n", "1/24/20 | \n", "1/25/20 | \n", "1/26/20 | \n", "1/27/20 | \n", "... | \n", "4/26/20 | \n", "4/27/20 | \n", "4/28/20 | \n", "4/29/20 | \n", "4/30/20 | \n", "5/1/20 | \n", "5/2/20 | \n", "5/3/20 | \n", "5/4/20 | \n", "5/5/20 | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", "NaN | \n", "Afghanistan | \n", "33.0000 | \n", "65.0000 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "... | \n", "50 | \n", "57 | \n", "58 | \n", "60 | \n", "64 | \n", "68 | \n", "72 | \n", "85 | \n", "90 | \n", "95 | \n", "
1 | \n", "NaN | \n", "Albania | \n", "41.1533 | \n", "20.1683 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "... | \n", "28 | \n", "28 | \n", "30 | \n", "30 | \n", "31 | \n", "31 | \n", "31 | \n", "31 | \n", "31 | \n", "31 | \n", "
2 | \n", "NaN | \n", "Algeria | \n", "28.0339 | \n", "1.6596 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "... | \n", "425 | \n", "432 | \n", "437 | \n", "444 | \n", "450 | \n", "453 | \n", "459 | \n", "463 | \n", "465 | \n", "470 | \n", "
3 | \n", "NaN | \n", "Andorra | \n", "42.5063 | \n", "1.5218 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "... | \n", "40 | \n", "40 | \n", "41 | \n", "42 | \n", "42 | \n", "43 | \n", "44 | \n", "45 | \n", "45 | \n", "46 | \n", "
4 | \n", "NaN | \n", "Angola | \n", "-11.2027 | \n", "17.8739 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "... | \n", "2 | \n", "2 | \n", "2 | \n", "2 | \n", "2 | \n", "2 | \n", "2 | \n", "2 | \n", "2 | \n", "2 | \n", "
5 rows × 109 columns
\n", "\n", " | Province/State | \n", "Country/Region | \n", "Lat | \n", "Long | \n", "1/22/20 | \n", "1/23/20 | \n", "1/24/20 | \n", "1/25/20 | \n", "1/26/20 | \n", "1/27/20 | \n", "... | \n", "4/26/20 | \n", "4/27/20 | \n", "4/28/20 | \n", "4/29/20 | \n", "4/30/20 | \n", "5/1/20 | \n", "5/2/20 | \n", "5/3/20 | \n", "5/4/20 | \n", "5/5/20 | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
107 | \n", "French Guiana | \n", "France | \n", "3.9339 | \n", "-53.1258 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "... | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "1 | \n", "
108 | \n", "French Polynesia | \n", "France | \n", "-17.6797 | \n", "149.4068 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "... | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
109 | \n", "Guadeloupe | \n", "France | \n", "16.2500 | \n", "-61.5833 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "... | \n", "12 | \n", "12 | \n", "12 | \n", "12 | \n", "12 | \n", "12 | \n", "12 | \n", "12 | \n", "12 | \n", "12 | \n", "
110 | \n", "Mayotte | \n", "France | \n", "-12.8275 | \n", "45.1662 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "... | \n", "4 | \n", "4 | \n", "4 | \n", "4 | \n", "4 | \n", "4 | \n", "4 | \n", "6 | \n", "6 | \n", "9 | \n", "
111 | \n", "New Caledonia | \n", "France | \n", "-20.9043 | \n", "165.6180 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "... | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
112 | \n", "Reunion | \n", "France | \n", "-21.1351 | \n", "55.2471 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "... | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
113 | \n", "Saint Barthelemy | \n", "France | \n", "17.9000 | \n", "-62.8333 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "... | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
114 | \n", "St Martin | \n", "France | \n", "18.0708 | \n", "-63.0501 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "... | \n", "3 | \n", "3 | \n", "3 | \n", "3 | \n", "3 | \n", "3 | \n", "3 | \n", "3 | \n", "3 | \n", "3 | \n", "
115 | \n", "Martinique | \n", "France | \n", "14.6415 | \n", "-61.0242 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "... | \n", "14 | \n", "14 | \n", "14 | \n", "14 | \n", "14 | \n", "14 | \n", "14 | \n", "14 | \n", "14 | \n", "14 | \n", "
116 | \n", "NaN | \n", "France | \n", "46.2276 | \n", "2.2137 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "... | \n", "22825 | \n", "23262 | \n", "23629 | \n", "24056 | \n", "24345 | \n", "24563 | \n", "24729 | \n", "24864 | \n", "25168 | \n", "25498 | \n", "
259 | \n", "Saint Pierre and Miquelon | \n", "France | \n", "46.8852 | \n", "-56.3159 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "... | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
11 rows × 109 columns
\n", "\n", " | Province/State | \n", "Country/Region | \n", "Lat | \n", "Long | \n", "1/22/20 | \n", "1/23/20 | \n", "1/24/20 | \n", "1/25/20 | \n", "1/26/20 | \n", "1/27/20 | \n", "... | \n", "4/26/20 | \n", "4/27/20 | \n", "4/28/20 | \n", "4/29/20 | \n", "4/30/20 | \n", "5/1/20 | \n", "5/2/20 | \n", "5/3/20 | \n", "5/4/20 | \n", "5/5/20 | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
116 | \n", "NaN | \n", "France | \n", "46.2276 | \n", "2.2137 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "... | \n", "22825 | \n", "23262 | \n", "23629 | \n", "24056 | \n", "24345 | \n", "24563 | \n", "24729 | \n", "24864 | \n", "25168 | \n", "25498 | \n", "
1 rows × 109 columns
\n", "\n", " | Country/Region | \n", "Value | \n", "
---|---|---|
Date | \n", "\n", " | \n", " |
2020-01-22 | \n", "France | \n", "0 | \n", "
2020-01-23 | \n", "France | \n", "0 | \n", "
2020-01-24 | \n", "France | \n", "0 | \n", "
2020-01-25 | \n", "France | \n", "0 | \n", "
2020-01-26 | \n", "France | \n", "0 | \n", "
... | \n", "... | \n", "... | \n", "
2020-05-01 | \n", "France | \n", "24563 | \n", "
2020-05-02 | \n", "France | \n", "24729 | \n", "
2020-05-03 | \n", "France | \n", "24864 | \n", "
2020-05-04 | \n", "France | \n", "25168 | \n", "
2020-05-05 | \n", "France | \n", "25498 | \n", "
105 rows × 2 columns
\n", "\n", " | Province/State | \n", "Country/Region | \n", "Lat | \n", "Long | \n", "1/22/20 | \n", "1/23/20 | \n", "1/24/20 | \n", "1/25/20 | \n", "1/26/20 | \n", "1/27/20 | \n", "... | \n", "4/26/20 | \n", "4/27/20 | \n", "4/28/20 | \n", "4/29/20 | \n", "4/30/20 | \n", "5/1/20 | \n", "5/2/20 | \n", "5/3/20 | \n", "5/4/20 | \n", "5/5/20 | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
120 | \n", "NaN | \n", "Germany | \n", "51.0 | \n", "9.0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "... | \n", "5976 | \n", "6126 | \n", "6314 | \n", "6467 | \n", "6623 | \n", "6736 | \n", "6812 | \n", "6866 | \n", "6993 | \n", "6993 | \n", "
1 rows × 109 columns
\n", "\n", " | Country/Region | \n", "Value | \n", "
---|---|---|
Date | \n", "\n", " | \n", " |
2020-01-22 | \n", "Germany | \n", "0 | \n", "
2020-01-23 | \n", "Germany | \n", "0 | \n", "
2020-01-24 | \n", "Germany | \n", "0 | \n", "
2020-01-25 | \n", "Germany | \n", "0 | \n", "
2020-01-26 | \n", "Germany | \n", "0 | \n", "
... | \n", "... | \n", "... | \n", "
2020-05-01 | \n", "Germany | \n", "6736 | \n", "
2020-05-02 | \n", "Germany | \n", "6812 | \n", "
2020-05-03 | \n", "Germany | \n", "6866 | \n", "
2020-05-04 | \n", "Germany | \n", "6993 | \n", "
2020-05-05 | \n", "Germany | \n", "6993 | \n", "
105 rows × 2 columns
\n", "\n", " | Province/State | \n", "Country/Region | \n", "Lat | \n", "Long | \n", "1/22/20 | \n", "1/23/20 | \n", "1/24/20 | \n", "1/25/20 | \n", "1/26/20 | \n", "1/27/20 | \n", "... | \n", "4/26/20 | \n", "4/27/20 | \n", "4/28/20 | \n", "4/29/20 | \n", "4/30/20 | \n", "5/1/20 | \n", "5/2/20 | \n", "5/3/20 | \n", "5/4/20 | \n", "5/5/20 | \n", "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
207 | \n", "NaN | \n", "Taiwan* | \n", "23.7 | \n", "121.0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "... | \n", "6 | \n", "6 | \n", "6 | \n", "6 | \n", "6 | \n", "6 | \n", "6 | \n", "6 | \n", "6 | \n", "6 | \n", "
1 rows × 109 columns
\n", "\n", " | Country/Region | \n", "Value | \n", "
---|---|---|
Date | \n", "\n", " | \n", " |
2020-01-22 | \n", "Taiwan* | \n", "0 | \n", "
2020-01-23 | \n", "Taiwan* | \n", "0 | \n", "
2020-01-24 | \n", "Taiwan* | \n", "0 | \n", "
2020-01-25 | \n", "Taiwan* | \n", "0 | \n", "
2020-01-26 | \n", "Taiwan* | \n", "0 | \n", "
... | \n", "... | \n", "... | \n", "
2020-05-01 | \n", "Taiwan* | \n", "6 | \n", "
2020-05-02 | \n", "Taiwan* | \n", "6 | \n", "
2020-05-03 | \n", "Taiwan* | \n", "6 | \n", "
2020-05-04 | \n", "Taiwan* | \n", "6 | \n", "
2020-05-05 | \n", "Taiwan* | \n", "6 | \n", "
105 rows × 2 columns
\n", "