diff --git a/.renku/workflow/bf6454b651c840368f1685f806d6717d.cwl b/.renku/workflow/bf6454b651c840368f1685f806d6717d.cwl new file mode 100644 index 0000000000000000000000000000000000000000..76e3e1e83177ceed915415e4caa8b1879177b9df --- /dev/null +++ b/.renku/workflow/bf6454b651c840368f1685f806d6717d.cwl @@ -0,0 +1,132 @@ +class: Workflow +cwlVersion: v1.0 +hints: [] +inputs: + input_1: + default: + class: File + path: ../../notebooks/examples/openzh-covid-19-example.ipynb + streamable: false + type: File + input_10: + default: ts_folder + streamable: false + type: string + input_11: + default: + class: Directory + listing: [] + path: ../../data/covid-19_jhu-csse + streamable: false + type: Directory + input_12: + default: rates_folder + streamable: false + type: string + input_13: + default: + class: Directory + listing: [] + path: ../../data/covid-19_rates + streamable: false + type: Directory + input_14: + default: geodata_path + streamable: false + type: string + input_15: + default: + class: File + path: ../../data/geodata/geo_data.csv + streamable: false + type: File + input_16: + default: + class: File + path: ../../notebooks/Dashboard.ipynb + streamable: false + type: File + input_17: + default: runs/Dashboard.run.ipynb + streamable: false + type: string + input_2: + default: runs/openzh-covid-19-example.run.ipynb + streamable: false + type: string + input_3: + default: save_figures + streamable: false + type: string + input_4: + default: 'True' + streamable: false + type: string + input_5: + default: data_path + streamable: false + type: string + input_6: + default: + class: Directory + listing: [] + path: ../../data/openzh-covid-19 + streamable: false + type: Directory + input_7: + default: figures_path + streamable: false + type: string + input_8: + default: figures + streamable: false + type: string + input_9: + default: + class: File + path: ../../data/ch-population-statistics/ch-population-by-age-canton.xls + streamable: false + type: File +outputs: + output_0: + outputSource: step_2/output_0 + streamable: false + type: File + output_1: + outputSource: step_1/output_0 + streamable: false + type: File + output_2: + outputSource: step_1/output_1 + streamable: false + type: Directory +requirements: [] +steps: + step_1: + in: + input_1: input_1 + input_2: input_2 + input_3: input_3 + input_4: input_4 + input_5: input_5 + input_6: input_6 + input_7: input_7 + input_8: input_8 + input_9: input_9 + out: + - output_1 + - output_0 + run: 945930a71908469a8e1da6ae4f10c72a_papermill.cwl + step_2: + in: + input_2: input_10 + input_3: input_11 + input_4: input_12 + input_5: input_13 + input_6: input_14 + input_7: input_15 + input_8: input_16 + input_9: input_17 + out: + - output_0 + run: 283500d9c26c4cc58c1123c8280b555d_papermill.cwl diff --git a/figures/switzerland-cases-by-canton.html b/figures/switzerland-cases-by-canton.html index cba61a65fe3688624b61d9b73e4f7e023e632c13..7d3a3fc46ca7ae17e0d79455aea0ad48294b35ee 100644 --- 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5.7652500550986465}, {\"Country/Region\": \"Switzerland\", \"Days\": 6, \"Confirmed\": 538.0, \"Confirmed/100k\": 7.655688464204314}, {\"Country/Region\": \"Switzerland\", \"Days\": 7, \"Confirmed\": 538.0, \"Confirmed/100k\": 7.655688464204314}, {\"Country/Region\": \"Switzerland\", \"Days\": 8, \"Confirmed\": 1025.0, \"Confirmed/100k\": 13.373971105412135}, {\"Country/Region\": \"Switzerland\", \"Days\": 9, \"Confirmed\": 1245.0, \"Confirmed/100k\": 15.957178869407455}, {\"Country/Region\": \"Switzerland\", \"Days\": 10, \"Confirmed\": 2086.0, \"Confirmed/100k\": 25.8320776399532}, {\"Country/Region\": \"Switzerland\", \"Days\": 11, \"Confirmed\": 2086.0, \"Confirmed/100k\": 25.8320776399532}, {\"Country/Region\": \"Switzerland\", \"Days\": 12, \"Confirmed\": 2586.0, \"Confirmed/100k\": 31.70300437630621}, {\"Country/Region\": \"Switzerland\", \"Days\": 13, \"Confirmed\": 2914.0, \"Confirmed/100k\": 35.554332315353776}, {\"Country/Region\": \"Switzerland\", \"Days\": 14, \"Confirmed\": 3961.0, \"Confirmed/100k\": 47.84805290127696}, {\"Country/Region\": \"Switzerland\", \"Days\": 15, \"Confirmed\": 5180.0, \"Confirmed/100k\": null}, {\"Country/Region\": \"Switzerland\", \"Days\": 16, \"Confirmed\": 6461.0, \"Confirmed/100k\": null}, {\"Country/Region\": \"Switzerland\", \"Days\": 17, \"Confirmed\": 7131.0, \"Confirmed/100k\": null}, {\"Country/Region\": \"Switzerland\", \"Days\": 18, \"Confirmed\": 7131.0, \"Confirmed/100k\": null}, {\"Country/Region\": \"Turkey\", \"Days\": 0, \"Confirmed\": 0.0, \"Confirmed/100k\": 0.2332369335932176}, {\"Country/Region\": \"Turkey\", \"Days\": 1, \"Confirmed\": 167.0, \"Confirmed/100k\": null}, {\"Country/Region\": \"Turkey\", \"Days\": 2, \"Confirmed\": 478.0, \"Confirmed/100k\": null}, {\"Country/Region\": \"Turkey\", \"Days\": 3, \"Confirmed\": 1044.0, \"Confirmed/100k\": null}, {\"Country/Region\": \"Turkey\", \"Days\": 4, \"Confirmed\": 1044.0, \"Confirmed/100k\": null}, {\"Country/Region\": \"US\", \"Days\": 0, \"Confirmed\": 0.0, \"Confirmed/100k\": 0.03606715942271932}, {\"Country/Region\": \"US\", \"Days\": 1, \"Confirmed\": 31.0, \"Confirmed/100k\": 0.04554243011851846}, {\"Country/Region\": \"US\", \"Days\": 2, \"Confirmed\": 99.0, \"Confirmed/100k\": 0.06632689487059401}, {\"Country/Region\": \"US\", \"Days\": 3, \"Confirmed\": 144.0, \"Confirmed/100k\": 0.0800813200741734}, {\"Country/Region\": \"US\", \"Days\": 4, \"Confirmed\": 284.0, \"Confirmed/100k\": 0.122872865151976}, {\"Country/Region\": \"US\", \"Days\": 5, \"Confirmed\": 400.0, \"Confirmed/100k\": 0.15832871678786953}, {\"Country/Region\": \"US\", \"Days\": 6, \"Confirmed\": 465.0, \"Confirmed/100k\": 0.17819621985970646}, {\"Country/Region\": \"US\", \"Days\": 7, \"Confirmed\": 841.0, \"Confirmed/100k\": 0.2931220837829477}, {\"Country/Region\": \"US\", \"Days\": 8, \"Confirmed\": 1163.0, \"Confirmed/100k\": 0.3915426374618936}, {\"Country/Region\": \"US\", \"Days\": 9, \"Confirmed\": 1545.0, \"Confirmed/100k\": 0.508302424745612}, {\"Country/Region\": \"US\", \"Days\": 10, \"Confirmed\": 2061.0, \"Confirmed/100k\": 0.6660198337466559}, {\"Country/Region\": \"US\", \"Days\": 11, \"Confirmed\": 2609.0, \"Confirmed/100k\": 0.8335181673369116}, {\"Country/Region\": \"US\", \"Days\": 12, \"Confirmed\": 3381.0, \"Confirmed/100k\": 1.0694829730516515}, {\"Country/Region\": \"US\", \"Days\": 13, \"Confirmed\": 4514.0, \"Confirmed/100k\": 1.4157888342884395}, {\"Country/Region\": \"US\", \"Days\": 14, \"Confirmed\": 6303.0, \"Confirmed/100k\": 1.962603649604074}, {\"Country/Region\": \"US\", \"Days\": 15, \"Confirmed\": 7665.0, \"Confirmed/100k\": 2.3789042524324104}, {\"Country/Region\": \"US\", \"Days\": 16, \"Confirmed\": 13559.0, \"Confirmed/100k\": 4.1804283002078995}, {\"Country/Region\": \"US\", \"Days\": 17, \"Confirmed\": 18982.0, \"Confirmed/100k\": null}, {\"Country/Region\": \"US\", \"Days\": 18, \"Confirmed\": 25371.0, \"Confirmed/100k\": null}, {\"Country/Region\": \"US\", \"Days\": 19, \"Confirmed\": 33154.0, \"Confirmed/100k\": null}, {\"Country/Region\": \"US\", \"Days\": 20, \"Confirmed\": 33158.0, \"Confirmed/100k\": null}, {\"Country/Region\": \"United Kingdom\", \"Days\": 0, \"Confirmed\": 0.0, \"Confirmed/100k\": 0.17446497270503022}, {\"Country/Region\": \"United Kingdom\", \"Days\": 1, \"Confirmed\": 48.0, \"Confirmed/100k\": 0.2466573752036634}, {\"Country/Region\": \"United Kingdom\", \"Days\": 2, \"Confirmed\": 91.0, \"Confirmed/100k\": 0.3113297357753557}, {\"Country/Region\": \"United Kingdom\", \"Days\": 3, \"Confirmed\": 158.0, \"Confirmed/100k\": 0.4120982975963645}, {\"Country/Region\": \"United Kingdom\", \"Days\": 4, \"Confirmed\": 206.0, \"Confirmed/100k\": 0.4842907000949977}, {\"Country/Region\": \"United Kingdom\", \"Days\": 5, \"Confirmed\": 268.0, \"Confirmed/100k\": 0.5775392199890655}, {\"Country/Region\": \"United Kingdom\", \"Days\": 6, \"Confirmed\": 343.0, \"Confirmed/100k\": 0.6903398488931799}, {\"Country/Region\": \"United Kingdom\", \"Days\": 7, \"Confirmed\": 343.0, \"Confirmed/100k\": 0.6903398488931799}, {\"Country/Region\": \"United Kingdom\", \"Days\": 8, \"Confirmed\": 686.0, \"Confirmed/100k\": 1.2062147250813295}, {\"Country/Region\": \"United Kingdom\", \"Days\": 9, \"Confirmed\": 1028.0, \"Confirmed/100k\": 1.7205855928840912}, {\"Country/Region\": \"United Kingdom\", \"Days\": 10, \"Confirmed\": 1029.0, \"Confirmed/100k\": 1.7220896012694793}, {\"Country/Region\": \"United Kingdom\", \"Days\": 11, \"Confirmed\": 1435.0, \"Confirmed/100k\": 2.332717005737085}, {\"Country/Region\": \"United Kingdom\", \"Days\": 12, \"Confirmed\": 1844.0, \"Confirmed/100k\": 2.947856435360856}, {\"Country/Region\": \"United Kingdom\", \"Days\": 13, \"Confirmed\": 2526.0, \"Confirmed/100k\": 3.973590154195602}, {\"Country/Region\": \"United Kingdom\", \"Days\": 14, \"Confirmed\": 2600.0, \"Confirmed/100k\": 4.084886774714328}, {\"Country/Region\": \"United Kingdom\", \"Days\": 15, \"Confirmed\": 3898.0, \"Confirmed/100k\": null}, {\"Country/Region\": \"United Kingdom\", \"Days\": 16, \"Confirmed\": 4951.0, \"Confirmed/100k\": null}, {\"Country/Region\": \"United Kingdom\", \"Days\": 17, \"Confirmed\": 5625.0, \"Confirmed/100k\": null}, {\"Country/Region\": \"United Kingdom\", \"Days\": 18, \"Confirmed\": 5625.0, \"Confirmed/100k\": null}]}}, {\"mode\": \"vega-lite\"});\n", "</script>" ], "text/plain": [ @@ -1074,20 +1074,20 @@ "version": "3.7.3" }, "papermill": { - "duration": 4.339333, - "end_time": "2020-03-23T22:44:18.610153", + "duration": 4.747425, + "end_time": "2020-03-24T11:09:56.343714", "environment_variables": {}, "exception": null, - "input_path": "notebooks/Dashboard.ipynb", + "input_path": "/tmp/ckgj1z_m/notebooks/Dashboard.ipynb", "output_path": "runs/Dashboard.run.ipynb", "parameters": { - "PAPERMILL_INPUT_PATH": "notebooks/Dashboard.ipynb", + "PAPERMILL_INPUT_PATH": "/tmp/ckgj1z_m/notebooks/Dashboard.ipynb", "PAPERMILL_OUTPUT_PATH": "runs/Dashboard.run.ipynb", - "geodata_path": "./data/geodata/geo_data.csv", - "rates_folder": "./data/covid-19_rates/", - "ts_folder": "./data/covid-19_jhu-csse/" + "geodata_path": "/tmp/ckgj1z_m/data/geodata/geo_data.csv", + "rates_folder": "/tmp/ckgj1z_m/data/covid-19_rates", + "ts_folder": "/tmp/ckgj1z_m/data/covid-19_jhu-csse" }, - "start_time": "2020-03-23T22:44:14.270820", + "start_time": "2020-03-24T11:09:51.596289", "version": "1.1.0" } }, diff --git a/runs/openzh-covid-19-example.run.ipynb b/runs/openzh-covid-19-example.run.ipynb index b88c360906716b699fa506546736e3e55280ffb3..64737421e3237e03ee17601de2cdcbdfe8c906e4 100644 --- a/runs/openzh-covid-19-example.run.ipynb +++ b/runs/openzh-covid-19-example.run.ipynb @@ -8,10 +8,10 @@ "source_hidden": true }, "papermill": { - "duration": 0.754986, - "end_time": "2020-03-24T11:01:36.236649", + "duration": 0.475673, + "end_time": "2020-03-24T11:09:58.503623", "exception": false, - "start_time": "2020-03-24T11:01:35.481663", + "start_time": "2020-03-24T11:09:58.027950", "status": "completed" }, "tags": [] @@ -33,10 +33,10 @@ "source_hidden": true }, "papermill": { - "duration": 0.016076, - "end_time": "2020-03-24T11:01:36.262136", + "duration": 0.023892, + "end_time": "2020-03-24T11:09:58.545116", "exception": false, - "start_time": "2020-03-24T11:01:36.246060", + "start_time": "2020-03-24T11:09:58.521224", "status": "completed" }, "tags": [ @@ -58,10 +58,10 @@ "source_hidden": true }, "papermill": { - "duration": 0.015202, - "end_time": "2020-03-24T11:01:36.285640", + "duration": 0.023839, + "end_time": "2020-03-24T11:09:58.580062", "exception": false, - "start_time": "2020-03-24T11:01:36.270438", + "start_time": "2020-03-24T11:09:58.556223", "status": "completed" }, "tags": [ @@ -72,8 +72,8 @@ "source": [ "# Parameters\n", "save_figures = True\n", - "data_path = \"data/openzh-covid-19/\"\n", - "figures_path = \"figures/\"\n" + "data_path = \"/tmp/1aljsajv/data/openzh-covid-19\"\n", + "figures_path = \"figures\"\n" ] }, { @@ -84,10 +84,10 @@ "source_hidden": true }, "papermill": { - "duration": 0.013982, - "end_time": "2020-03-24T11:01:36.307556", + "duration": 0.024424, + "end_time": "2020-03-24T11:09:58.614999", "exception": false, - "start_time": "2020-03-24T11:01:36.293574", + "start_time": "2020-03-24T11:09:58.590575", "status": "completed" }, "tags": [] @@ -108,10 +108,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.00721, - "end_time": "2020-03-24T11:01:36.322584", + "duration": 0.00808, + "end_time": "2020-03-24T11:09:58.637669", "exception": false, - "start_time": "2020-03-24T11:01:36.315374", + "start_time": "2020-03-24T11:09:58.629589", "status": "completed" }, "tags": [] @@ -130,10 +130,10 @@ "source_hidden": true }, "papermill": { - "duration": 0.110036, - "end_time": "2020-03-24T11:01:36.440976", + "duration": 0.139102, + "end_time": "2020-03-24T11:09:58.784404", "exception": false, - "start_time": "2020-03-24T11:01:36.330940", + "start_time": "2020-03-24T11:09:58.645302", "status": "completed" }, "tags": [] @@ -159,10 +159,10 @@ "source_hidden": true }, "papermill": { - "duration": 23.642101, - "end_time": "2020-03-24T11:02:00.090924", + "duration": 29.131098, + "end_time": "2020-03-24T11:10:27.933885", "exception": false, - "start_time": "2020-03-24T11:01:36.448823", + "start_time": "2020-03-24T11:09:58.802787", "status": "completed" }, "tags": [] @@ -201,10 +201,10 @@ "source_hidden": true }, "papermill": { - "duration": 0.042787, - "end_time": "2020-03-24T11:02:00.141376", + "duration": 0.061419, + "end_time": "2020-03-24T11:10:28.011596", "exception": false, - "start_time": "2020-03-24T11:02:00.098589", + "start_time": "2020-03-24T11:10:27.950177", "status": "completed" }, "tags": [] @@ -242,10 +242,10 @@ " <th>ncumul_released</th>\n", " <th>ncumul_deceased</th>\n", " <th>source</th>\n", - " <th>TotalPosTests1</th>\n", " <th>ncumul_ICF</th>\n", " <th>ncumul_ICU_intub</th>\n", " <th>ncumul_deceased_suspect</th>\n", + " <th>TotalPosTests1</th>\n", " <th>TotalCured</th>\n", " <th>ncumul_conf_10k</th>\n", " <th>ncumul_deceased_10k</th>\n", @@ -255,8 +255,8 @@ " <tr>\n", " <th>0</th>\n", " <td>2020-02-28</td>\n", - " <td>15:00</td>\n", - " <td>AG</td>\n", + " <td>NaN</td>\n", + " <td>VS</td>\n", " <td>NaN</td>\n", " <td>1.0</td>\n", " <td>NaN</td>\n", @@ -264,20 +264,20 @@ " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", - " <td>https://www.ag.ch/media/kanton_aargau/themen_1...</td>\n", + " <td>https://vs.ch/documents/529400/6767345/2020+02...</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", - " <td>0.014745</td>\n", + " <td>0.029074</td>\n", " <td>NaN</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", - " <td>2020-03-02</td>\n", - " <td>18:00</td>\n", - " <td>AG</td>\n", + " <td>2020-03-03</td>\n", + " <td>NaN</td>\n", + " <td>VS</td>\n", " <td>NaN</td>\n", " <td>2.0</td>\n", " <td>NaN</td>\n", @@ -285,76 +285,76 @@ " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", - " <td>https://www.ag.ch/media/kanton_aargau/themen_1...</td>\n", + " <td>https://vs.ch/documents/529400/6789273/2020+03...</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", - " <td>0.029490</td>\n", + " <td>0.058147</td>\n", " <td>NaN</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", - " <td>2020-03-03</td>\n", - " <td>15:00</td>\n", - " <td>AG</td>\n", + " <td>2020-03-05</td>\n", " <td>NaN</td>\n", - " <td>6.0</td>\n", + " <td>VS</td>\n", " <td>NaN</td>\n", + " <td>3.0</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", - " <td>https://www.ag.ch/media/kanton_aargau/themen_1...</td>\n", " <td>NaN</td>\n", + " <td>https://www.vs.ch/de/web/coronavirus/info?p_p_...</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", - " <td>0.088469</td>\n", + " <td>NaN</td>\n", + " <td>0.087221</td>\n", " <td>NaN</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", - " <td>2020-03-04</td>\n", - " <td>15:00</td>\n", - " <td>AG</td>\n", + " <td>2020-03-06</td>\n", " <td>NaN</td>\n", - " <td>7.0</td>\n", + " <td>VS</td>\n", + " <td>NaN</td>\n", + " <td>5.0</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", - " <td>https://www.ag.ch/media/kanton_aargau/themen_1...</td>\n", + " <td>https://www.vs.ch/de/web/coronavirus/info?p_p_...</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", - " <td>0.103213</td>\n", + " <td>0.145368</td>\n", " <td>NaN</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", - " <td>2020-03-05</td>\n", - " <td>15:00</td>\n", - " <td>AG</td>\n", + " <td>2020-03-08</td>\n", + " <td>NaN</td>\n", + " <td>VS</td>\n", " <td>NaN</td>\n", - " <td>9.0</td>\n", + " <td>7.0</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", - " <td>https://www.ag.ch/media/kanton_aargau/themen_1...</td>\n", + " <td>https://www.vs.ch/de/web/coronavirus/info?p_p_...</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", - " <td>0.132703</td>\n", + " <td>0.203515</td>\n", " <td>NaN</td>\n", " </tr>\n", " </tbody>\n", @@ -362,12 +362,12 @@ "</div>" ], "text/plain": [ - " date time abbreviation_canton_and_fl ncumul_tested ncumul_conf \\\n", - "0 2020-02-28 15:00 AG NaN 1.0 \n", - "1 2020-03-02 18:00 AG NaN 2.0 \n", - "2 2020-03-03 15:00 AG NaN 6.0 \n", - "3 2020-03-04 15:00 AG NaN 7.0 \n", - "4 2020-03-05 15:00 AG NaN 9.0 \n", + " date time abbreviation_canton_and_fl ncumul_tested ncumul_conf \\\n", + "0 2020-02-28 NaN VS NaN 1.0 \n", + "1 2020-03-03 NaN VS NaN 2.0 \n", + "2 2020-03-05 NaN VS NaN 3.0 \n", + "3 2020-03-06 NaN VS NaN 5.0 \n", + "4 2020-03-08 NaN VS NaN 7.0 \n", "\n", " ncumul_hosp ncumul_ICU ncumul_vent ncumul_released ncumul_deceased \\\n", "0 NaN NaN NaN NaN NaN \n", @@ -376,26 +376,26 @@ "3 NaN NaN NaN NaN NaN \n", "4 NaN NaN NaN NaN NaN \n", "\n", - " source TotalPosTests1 \\\n", - "0 https://www.ag.ch/media/kanton_aargau/themen_1... NaN \n", - "1 https://www.ag.ch/media/kanton_aargau/themen_1... NaN \n", - "2 https://www.ag.ch/media/kanton_aargau/themen_1... NaN \n", - "3 https://www.ag.ch/media/kanton_aargau/themen_1... NaN \n", - "4 https://www.ag.ch/media/kanton_aargau/themen_1... NaN \n", + " source ncumul_ICF \\\n", + "0 https://vs.ch/documents/529400/6767345/2020+02... NaN \n", + "1 https://vs.ch/documents/529400/6789273/2020+03... NaN \n", + "2 https://www.vs.ch/de/web/coronavirus/info?p_p_... NaN \n", + "3 https://www.vs.ch/de/web/coronavirus/info?p_p_... NaN \n", + "4 https://www.vs.ch/de/web/coronavirus/info?p_p_... NaN \n", "\n", - " ncumul_ICF ncumul_ICU_intub ncumul_deceased_suspect TotalCured \\\n", - "0 NaN NaN NaN NaN \n", - "1 NaN NaN NaN NaN \n", - "2 NaN NaN NaN NaN \n", - "3 NaN NaN NaN NaN \n", - "4 NaN NaN NaN NaN \n", + " ncumul_ICU_intub ncumul_deceased_suspect TotalPosTests1 TotalCured \\\n", + "0 NaN NaN NaN NaN \n", + "1 NaN NaN NaN NaN \n", + "2 NaN NaN NaN NaN \n", + "3 NaN NaN NaN NaN \n", + "4 NaN NaN NaN NaN \n", "\n", " ncumul_conf_10k ncumul_deceased_10k \n", - "0 0.014745 NaN \n", - "1 0.029490 NaN \n", - "2 0.088469 NaN \n", - "3 0.103213 NaN \n", - "4 0.132703 NaN " + "0 0.029074 NaN \n", + "1 0.058147 NaN \n", + "2 0.087221 NaN \n", + "3 0.145368 NaN \n", + "4 0.203515 NaN " ] }, "execution_count": 7, @@ -412,10 +412,10 @@ "cell_type": "markdown", "metadata": { "papermill": { - "duration": 0.007802, - "end_time": "2020-03-24T11:02:00.157022", + "duration": 0.01354, + "end_time": "2020-03-24T11:10:28.040052", "exception": false, - "start_time": 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