QA_based_Event_Extraction_and_Earthquake_Visualiazation.ipynb

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        "<a href=\"https://colab.research.google.com/github/soberbichler/Notebooks4Historical_Newspapers/blob/main/QA_based_Event_Extraction_and_Earthquake_Visualiazation.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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        "# QA-based Event Extraction\n",
        "\n",
        "Created by Sarah Oberbichler [![ORCID](https://info.orcid.org/wp-content/uploads/2019/11/orcid_16x16.png)](https://orcid.org/0000-0002-1031-2759)\n",
        "\n",
        "\n",
        "QA-based event Extraction transforms entity recognition into a question-answering task The models responds by extracting the relevant entities from the text as answers to these questions. This approach makes entity extraction more flexible and intuitive, as new entity types can be added simply by asking new questions, though it may be more computationally intensive than traditional sequence labeling methods.\n",
        "\n",
        "###NuExtract Lannguage Model\n",
        "\n",
        "For the event extraction, we use the NuExtract model v1.5. NuExtract is trained on a private high-quality dataset for structured information extraction. It supports long documents and several languages (English, French, Spanish, German, Portuguese, and Italian)."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "CEUT-wadXyZC"
      },
      "source": [
        "## Importing the Dataset\n",
        "\n",
        "We import a dataset that contains single articles"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
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          "text": [
            "Cloning into 'Notebooks4Historical_Newspapers'...\n",
            "remote: Enumerating objects: 141, done.\u001b[K\n",
            "remote: Counting objects: 100% (141/141), done.\u001b[K\n",
            "remote: Compressing objects: 100% (133/133), done.\u001b[K\n",
            "remote: Total 141 (delta 68), reused 0 (delta 0), pack-reused 0 (from 0)\u001b[K\n",
            "Receiving objects: 100% (141/141), 3.13 MiB | 19.45 MiB/s, done.\n",
            "Resolving deltas: 100% (68/68), done.\n"
          ]
        }
      ],
      "source": [
        "!git clone https://github.com/soberbichler/Notebooks4Historical_Newspapers.git"
      ]
    },
    {
      "cell_type": "code",
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              "2  **Extracted Article**\\n\\n* **Headline:** Erdst...   \n",
              "3  **Extracted Article 1:**\\n\\n* **Headline:** Er...   \n",
              "4  **Extracted Article 2:**\\n\\n* **Headline:** Ki...   \n",
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              "0  \\n\\nNew York, 22. Dez. (Telegr.) In der Stadt ...  \n",
              "1  \\n\\nNeapel, 7. Juni. (Telegr.) Ein wellenförmi...  \n",
              "2  \\n\\nFoggia, 7. Juni. (Telegr.) Ein heftiger Er...  \n",
              "3  \\n\\nBrancaleone (Kalabrien), 17. April. (Teleg...  \n",
              "4  \\n\\nDer Kircheneinsturz in Hohensalza ist dort...  "
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              "      <td>477TOWWZGBGVO2T47FBUNYAPVERZTJQC-ALTO8170232_D...</td>\n",
              "      <td>2</td>\n",
              "      <td>Kölnische Zeitung. 1803-1945</td>\n",
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              "      <td>**Extracted Article 2:**\\n\\n* **Headline:** Ki...</td>\n",
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              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-ed940390-96e0-49af-afd1-712f865863ce button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "articles_df",
              "summary": "{\n  \"name\": \"articles_df\",\n  \"rows\": 20,\n  \"fields\": [\n    {\n      \"column\": \"page_id\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 18,\n        \"samples\": [\n          \"3ML37O5BXQD3EYOR5S777GQZKGDOCDIM-ALTO8633337_DDB_FULLTEXT\",\n          \"42H5V33ALNFVOIG4SBM4YW3WQVKKHDMO-ALTO8384861_DDB_FULLTEXT\",\n          \"5QFXNBPKD6RZIITU75POKAYECEAUWLYC-ALTO8203997_DDB_FULLTEXT\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"pagenumber\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 5,\n        \"min\": 2,\n        \"max\": 18,\n        \"num_unique_values\": 7,\n        \"samples\": [\n          2,\n          10,\n          9\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"paper_title\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"K\\u00f6lnische Zeitung. 1803-1945\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"provider_ddb_id\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"VKNQFFAKOR4XZWJJKUX3NGYSZ3QZAXCW\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"provider\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"Universit\\u00e4ts- und Landesbibliothek der Rheinischen Friedrich-Wilhelms-Universit\\u00e4t Bonn\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"zdb_id\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"2719361-5\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"publication_date\",\n      \"properties\": {\n        \"dtype\": \"date\",\n        \"min\": \"1909-01-12 12:00:00\",\n        \"max\": \"1911-12-23 12:00:00\",\n        \"num_unique_values\": 16,\n        \"samples\": [\n          \"1911-12-23 12:00:00\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"place_of_distribution\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"['K\\u00f6ln', 'Kleve (Kreis Kleve)', 'J\\u00fclich']\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"language\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"['ger']\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"thumbnail\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 16,\n        \"samples\": [\n          \"dac9b430-b364-4fa9-9367-0e9c795c1103\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"pagefulltext\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 18,\n        \"samples\": [\n          \"['/data/altos/3M/L3/3ML37O5BXQD3EYOR5S777GQZKGDOCDIM-ALTO8633337_DDB_FULLTEXT']\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"pagename\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 18,\n        \"samples\": [\n          \"ALTO8633337_DDB_FULLTEXT\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"preview_reference\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 18,\n        \"samples\": [\n          \"https://api.deutsche-digitale-bibliothek.de/binary/376ba0e9-e678-4838-b923-7ac1d9f4f1ae.xml\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"plainpagefulltext\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 18,\n        \"samples\": [\n          \"Samstag , 23 . Dezember Offiziere , und \\u00fcber 300 Verwundete . Von den T\\u00fcrken und Arabern fielen neun Mann , verwundet wurden 40 . London , 22 . Dez . ( Telegr . ) Nach einer Lloydmeldung aus Alexandria ist der \\u00e4gyptische Postdampfer Menzaleh , der sich mit 30000 Pf . St . an Bord nach Hodeidah unterwegs be fand , von dem italienischen Kriegsschiff Puglia beschlagnahmt worden . K\\u00f6lnische Zeitung s Erste Morgen - Ausgabe Um Marokko . ( 0 Paris , 22 . Dez . ( Telegr . ) Der Senat w\\u00e4hlte heute nach mittag seine aus 27 Mitgliedern bestehende Kommission f\\u00fcr die Beratung des deutsch = franz\\u00f6sischen Vertrags . Es waren schon vorher unter den verschiedenen Parteien Be sprechungen dar\\u00fcber erfolgt , haupts\\u00e4chlich nur ehemalige Minister pr\\u00e4sidenten , Minister des Au\\u00dfern und sonstige Minister und ehe malige Diplomaten # # in die Kommission zu w\\u00e4hlen , um dieser so wohl nach au\\u00dfen wie f\\u00fcr die Behandlung der Sache selbst das m\\u00f6glichste Ansehen und Gewicht zu geben . Die Wahl hatte fol gendes Ergebnis : Von ehemaligen Ministerpr\\u00e4sidenten wurden gew\\u00e4hlt Cl\\u00e9menceau , Sarrien , Ribot , Charles Dupuy , dem sei seinem Sturz im Jahre 1899 das Parlament nicht mehr vergessen hatte , da\\u00df er der Urheber des Gesetzes war , wodurch der Kriminal kammer des Kassationshofes die Durchsicht des Dreyfu\\u00dfprozesses weggenommen wurde , Meline , Bourgeois und Monis . Von diesen waren bekanntlich zu wiederholten Malen auch Minister des Au\\u00dfern Ribot und Bourgeois . Von andern ehemaligen Ministern des Au\\u00dfern wurden gew\\u00e4hlt : Pichon und Develle , von sonstigen ehemaligen Ministern Peytral , Poincar\\u00e9 , Millies = Laccroix , Gervais , Baudin , Trouillot , Jean Dupuy und Chautemps , von ehemaligen Diplomaten Decrais , ehemaliger Botschafter in Rom Wien und London , Loz\\u00e9 , ehemaliger Botschafter in Wien de Courcel , ehemaliger Botschafter in Berlin und London , Graf ' Aulnay , ehemaliger Botschafter in Bern , Destournelles de Con stant , ehemaliger Botschaftsrat in London . Die \\u00fcbrigen Mitglieder der Kommission sind Ratier ( Republikaner ) , de Lamarzelle ( Rechte ) , de las Cases ( klerikaler Republikaner ) , Strau\\u00df , ( sozialistischer Radikaler ) , Chapuis , radikaler Senator von Meurthe et Moselle . St\\u00e4dtische Nachrichten . ( Siehe auch Stadt = Anzeiger . ) K\\u00f6ln , 23 . Dezember . Zur Frage der Schnellbahn K\\u00f6ln \\u2014 D\\u00fcsseldorf . Die D\\u00fcsseldorfer Zeitung entwickelt in ihrer gestrigen Abend = Ausgabe den Standpunkt der Stadt D\\u00fcsseldorf zur Schnellbahnfrage indem sie im Anschlu\\u00df an die Mitteilungen der K\\u00f6lnischen Zeitung \\u00fcber die Schnell bahn K\\u00f6ln \\u2014 D\\u00fcsseldorf schreibt : \\u201e Die Stellung der Stadt D\\u00fcsseldo gegen das Unternehmen war bisher eine ablehnende . Die Stadt D\\u00fcsseldorf sah keinen Vorteil darin , eine derartige Schnellbahn lediglich von K\\u00f6ln nach D\\u00fcsseldorf zu f\\u00fchren ; sie hatte vielmehr eine Schnellbahn von K\\u00f6ln \\u00fcbe D\\u00fcsseldorf hinaus durch das Industrierevier bis Dortmund im Auge , wei nicht nur etwa das Interesse der Stadt D\\u00fcsseldorf , sondern das Interesse des Verkehrs dieses gr\\u00f6\\u00dfere Projekt erfordert . Wenn D\\u00fcsseldorf bis jetz die Politik vertrat , da\\u00df eine Schnellbahn K\\u00f6ln \\u2014 D\\u00fcsseldorf nicht nur f\\u00fcr das dringendste Bed\\u00fcrfnis keine Abhilfe bringt , sondern auch das viel not wendigere Projekt K\\u00f6ln \\u2014 D\\u00fcsseldorf \\u2014 Dortmund auf unabsehbare Zeit hin zur\\u00fcckgedr\\u00e4ngt w\\u00fcrde , so stand das Interesse des Verkehrs und das Interesse der gro\\u00dfen Allgemeinheit auf seiner Seite . Ob ein Grund vor liegt , diese Politik jetzt zu verlassen und dem K\\u00f6lner Unternehmen vielleicht als Abschlagszahlung sich freundlich gegen\\u00fcberzustellen , bedarf sehr eingehender Erw\\u00e4gungen . Man mu\\u00df zun\\u00e4chst den Vertrag kennen , den K\\u00f6ln mit den Firmen abgeschlossen hat , um zu sehen da\\u00df D\\u00fcsseldorf \\u00fcberhaupt ihm beitreten kann . Da\\u00df die Verhand lungen , die demn\\u00e4chst zwischen K\\u00f6ln und D\\u00fcsseldorf er\\u00f6ffnet werden m\\u00fcssen , nicht im Sinne kleinlicher Kirchturmpolitik gef\\u00fchrt werden , liegt durchaus im Interesse unserer Stadt und ist selbstverst\\u00e4ndlich , weil D\\u00fcssel dorf eine solche Politik niemals vertreten hat . Die leitenden M\\u00e4nner unserer Stadt , insbesondere unser Oberb\\u00fcrgermeister , werden die Frage von gro\\u00dfen und weitsichtigen Gesichtspunkten aus pr\\u00fcfen und sie werden K\\u00f6ln jedenfalls den Beweis liefern , da\\u00df D\\u00fcsseldorf nicht von irgendeinem Geist kleinlicher Eifers\\u00fcchkelei gegen K\\u00f6ln beseelt ist . Es ist nur zu hoffen , da\\u00df die K\\u00f6lner auch ihrerseits D\\u00fcsseldorf gegen\\u00fcber den Standpunkt auf geben , der in den letzten Jahren in bedenklicher Weise die Spuren von Feindseligkeit zeigte und der noch zuletzt zur Vereitelung der von D\\u00fcsseldorf f\\u00fcr das Jahr 1915 projektierten Ausstellung f\\u00fchrte . Vielleicht tragen die Verhandlungen dazu bei , das Verh\\u00e4ltnis zwischen K\\u00f6n und D\\u00fcsseldorf freundnachbarlicher zu gestalten . Zu einer feindseligen Stellung . nahme ist im \\u00fcbrigen dieser Anla\\u00df am wenigsten geeignet , denn schlie\\u00dflich ist jedes neue Verkehrsmittel , wenn es in sich gut ist und eine Verbesserung gegen den heutigen Zustand darstellt , ein Kulturfortschr 2 ein \\u00dcbereinkommen zwischen K\\u00f6ln und D\\u00fcsseldors in dieser Fi 1 werden soll , so mu\\u00df unsere Stadt unter allen Umst\\u00e4nden darauf dringen , da\\u00df , wenn nicht die Direktion , so doch ein entsprechender Teil der Ver waltung ihren Sitz in D\\u00fcsseldorf erh\\u00e4lt , und da\\u00df bei der Aufstellung des Fahrplans die beiden St\\u00e4dte auf einen vollst\\u00e4ndig gleichen Fu\\u00df gestellt werden . nisse der Stadt Bielefeld Mitteilungen gemacht . Sie besitzt augen blicklich ein Gesamtverm\\u00f6gen von rund 47,9 Millionen Mark , dem eine Gesamtschuld von rund 22 Millionen gegen\\u00fcbersteht . F\\u00fcr den weitern ersten Ausbau des Sennefriedhofs , wof\\u00fcr im Fr\\u00fchjahr dieses Jahres 341 000 . A bewilligt wurden , wurden weitere 50000 . zur Verf\\u00fcgung gestellt . Die Armenlasten sind f\\u00fcr das Jahr 1912 au 225 000 4 veranschlagt worden , der Zuschu\\u00df der Stadt betr\\u00e4gt 155 000 . 0 * Trier , 22 . Dez . ( Telegr . ) Die Mosel w\\u00e4chst sehr schnell ; seit heute fr\\u00fch bis zum Abend ist sie um 65cm gestiegen . Das Hoch wasser \\u00fcberschwemmt schon die Ufer . Der F\\u00e4hrbetrieb ist eingestellt warden . Vermischtes . Tubize V . . 50 . 950 5 ona . 50 . Com \\u25a1 905 102 . 5 Geic\\u00df , 49000 eln e inlen 1963 . ders e 1 60 . 92 % \\u2014 Di zulerorde \\u2206 905 regung 905 Haite Schw\\u00e4cht 1911 5 Nr . 1412 iumwoll\\u00f6l o . F . roh . 22s , raff . 238 6d . . - April 24s . Lein\\u00f6l o . F s 6d , Mai - Aug . 31s 7\\u00bd d . Soya - Bohnen - Oel 26s 6d . Jan . - April ( 0 coni ( Anfangsprei Jan . 17 . 35 , Febr . 16,66 . beg Lei Jan . iest 1 25 R re 19\\u00be B , Jan . 20B , Febr . 4 C \\u2206 5 9 n sic 5186 ie 99 , 0 1 # e 98 aatsbah . edu 365 Metalle \\u220658 ebr 253 0 B 132 h dl . e W < space > L a n d s b e r g < space > ( W a r t h e ) , < space > 2 2 . < space > D e z . < space > ( T e l e g r . ) < space > D e r < space > E i g e n t \\u00fc m e r < space > Meinert in Bad Sch\\u00f6nflie\\u00df lie\\u00df bei einem ehelichen Streite eine brennende Lampe fallen , die explodierte . Meinert verbrannte . M\\u00fcnchen , 22 . Dez . ( Telegr . ) Den M\\u00fcnchner Neuesten Nachrichten zufolge hinterlie\\u00df der verstorbene Verleger Knorr zugunsten der Pensionsanstalt deutscher Journalisten und Schriftsteller , des Landesverbandes der bayrischen Presse und der M\\u00fcnchener Journalisten vereine zu caritativen Zwecken insgesamt 45000 . 4 Kempten , 22 . Dez . ( Telegr . ) Wie die Allg\\u00e4uer Zeitung aus Honsolgen meldet , brach gestern abend in dem Anwesen des Landwirts Fischer Feuer aus , das bei dem herrschenden Sturm noch acht andere Anwesen und mehrere Scheunen in Asche legte . Bares Geld , s\\u00e4mtliches Hausinventar , landwirtschaftliche Maschinen , Futtervorr\\u00e4te und mehrere St\\u00fcck Vieh sind mitverbrannt . Der brennende Kirchturm wurde noch rechtzeitig gel\\u00f6scht . Aus Landsberg ist Milit\\u00e4r zur Hilfe leistung eingetroffen . W Metz , 22 . Dez . ( Telegr . ) Wie aus Rodingen ( Luxemburg ) ge meldet wird , explodierte beim Transport ein Schlackenkuchen . Drei Arbeiter erlitten , wie das Luxemburger Wort meldet , schwere Brand wunden , ein vierter wurde get\\u00f6tet . C Paris , 22 . Dez . ( Telegr . ) Die Schauspielerin Lantelme , mit deren tragischem Ende sich die Zeitungen bereits so viel besch\\u00e4ftigt haben , hat auch im Grabe keine Ruhe . Ihr Gemahl , der ehemalige Zeitungs besitzer Edwards , hatte den Leichnam seiner jungen Frau nach Paris kommen und in seiner Familiengruft im Kirchhof Pere Lachaise begraber lassen . Die Zeitungen hatten lange Berichte \\u00fcber die Beisetzung gebrach und auch erw\\u00e4hnt , da\\u00df die Schauspielerin mit all ihrem Schmuck begraben worden sei . Diese Ver\\u00f6ffentlichungen haben wohl verschuldet , da\\u00df freche Diebe heute morgen kurz vor Tagesanbruch in das Grab der Schauspielerin eindrangen und versuchten , ihre Juwelen zu stehlen . Als die Polizei ankam , war das gemauerte Grabgew\\u00f6lbe mit dichtem Rauch gef\\u00fcllt . Die Diebe hatten , nachdem sie den Bleisarg aufgebrochen , die den Leichnam umgebende Watte angez\\u00fcndet . Die Watte rauchte weiter und hinderte die Beh\\u00f6rde daran , sofort genaue Feststellungen zu machen . Man fand Werkzeuge , die zum Aufbrechen des Sarges dienten . Zahlreiche Blut spuren deuteten daraufhin , da\\u00df sich einer der Grabsch\\u00e4nder bei seiner grausigen Arbeit verletzt hatte . Wie man im Laufe des Nachmittags stellen konnte , ist der Diebstahl mi\\u00dflungen . Ein Totengr\\u00e4ber fand heute den Schmuck der Lantelme : einige einzelne Perlen und ein Perlen halsband , ein Medaillon mit dem Bilde Edwards ' unter dem Kopfkissen . Edwards befindet sich zurzeit nicht in Paris . Er ist von dem Vorfall in Kenntnis gesetzt worden . 0 New York , 22 . Dez . ( Telegr . ) In der Stadt Mexiko wurde heute ein schwerer Erdsto\\u00df versp\\u00fcrt . I . Auf neuen Diamantfeldern . In wenigen Wochen ist in S\\u00fcd afrika an den Ufern des Vaalflusses an einer Stelle , wo bisher nu die einsame Farm Bloemhof stand , eine gro\\u00dfe Zeltstadt entstanden , in der schon 12000 erwartungsvolle Menschen leben : 12000 Menschen , die auf den neuentdeckten gro\\u00dfen Diamantfeldern von Bloemhof ihr Gl\\u00fcck zu machen hoffen . Die Entdeckung der ersten Steine liegt kaum ein paar Monate zur\\u00fcck und wurde auch lange geheim gehalten ; aber das Ger\\u00fccht sickerte schlie\\u00dflich doch durch , und seitdem hasten alle Dia mantsucher S\\u00fcdafrikas nach Bloemhof . Demn\\u00e4chst werden die ersten 20 000 Mutungen amtlich zugeschlagen werden , und man rechnet darauf , da\\u00df bis zum Fr\\u00fchjahr 350000 Mutungen abgesteckt und zugeteilt werden k\\u00f6nnen . Inzwischen verdienen H\\u00e4ndler und Wirte ein Ver m\\u00f6gen . Ein d\\u00fcrftiger Gasthof , der sich Hotel nennt , hat bereits im vergangenen Monat , wie aus Johannesburg berichtet wird , nicht weniger als 28 . 000X bar verdient , und eine Reihe kleiner Speise h\\u00e4user arbeiten mit monatlichen Reingewinnen von 6000 . 4 . Die \\u00fcb lichen L\\u00e4den sind von unternehmenden H\\u00e4ndlern sofort aufgemacht worden , die Preise sind m\\u00e4rchenhaft hoch und die Einnahmen ungeheuer . Nach dem soeben erschienenen amtlichen Personal = Verzeichnis der st\\u00e4dtischen Handels = Hochschule K\\u00f6ln f\\u00fcr das Winter semester 1911/12 z\\u00e4hlt die Hochschule in diesem Semester insgesamt 2203 Besucher . Die Zahl der immatrikulierten Studierenden betr\\u00e4gt 456 ; darunter befinden sich 14 Damen . Der Staatsangeh\\u00f6rigkeit nach entfallen von den Studierenden 288 auf Preu\\u00dfen , 63 auf die \\u00fcbrigen deutschen Bundesstaaten , 7 auf das Reichsland Elsa\\u00df = Lothringen . Diesen 358 Inl\\u00e4ndern stehen 98 Ausl\\u00e4nder , d . h . 21 Prozent der Gesamtzahl der Studierenden gegen\\u00fcber . Neben den immatrikulierten Studierenden werden 32 Pr\\u00fcfungskandidaten , 220 Hospitanten und Seminarmitglieder sowie 1495 H\\u00f6rer der in den Abendstunden stattfindenden \\u00f6ffentlichen Vorlesungen gez\\u00e4hlt . Spielplan . Opernhaus . Montag : 109 . ( 93 . ) A2 . Rosen kavalier . Dienstag : Meistersinger ( a . Ab . ) . Mittwoch : 110 . ( 94 . ) B2 Puppenfee ; H\\u00e4nsel und Gretel . Donnerstag : 111 . ( 95 . ) C2 . Undine Freitag : 112 . ( 96 . ) D2 . Hoffmanns Erz\\u00e4hlungen . Samstag : 113 . ( 97 . ) A . Act\\u00e9 . Sonntag : 114 . ( 98 . ) B . Orpheus in der Unterwelt . Mon tag : 115 . ( 99 . ) C . Lohengrin . \\u2014 Schauspielhaus . Montag 3 Uhr : Prinzessin Dornr\\u00f6schen ; 7\\u00bd Uhr : Die gl\\u00fcckliche Hand . Diensta Handel , Gewerbe und Verkehr . Drahtberichte vom 22 . Dezember . \\u25a1 Berlin . Die mit der Monatsabwicklung verkn\\u00fcptten Ma\\u00dfnahme hatten auch an der heutigen B\\u00f6rse zur Folge , da\\u00df die Kursentwicl sich nicht gleichm\\u00e4\\u00dfig vollzog . Immerhin war wieder zu beobach da\\u00df die Verk\\u00e4ufe einen gr\\u00f6\\u00dfern Kursdruck nicht aus\\u00fcbten , und da be m berwiegend fest bleiber Bie znversichtliche Beurteilung der heimisch den deutschen Eisenbahnen auch bei den gro\\u00dfen Schiffahrtsunter nehmungen ein erheblicher Verkehrsaufschwung zu verzeichnen ist , und ferner die bisher bekannt gewordenen Jahresberichte gro\\u00dfer wirtschaft licher K\\u00f6rperschaften \\u00fcbereinstimmend die g\\u00fcnstige Entwicklung d wirtschaftlichen T\\u00e4tigkeit betonen . Die Unternehmungslust wurde nur durch die Geldverh\\u00e4ltnisse zur\\u00fcckged\\u00e4mmt . Es mu\\u00dften f\\u00fcr Schiebu geld die bisherigen hohen S\\u00e4tze bewilligt werden , und in ein F\\u00e4llen gingen die S\\u00e4tze auch noch \\u00fcber den bisherigen Durchschnitt hinaus . Bei der Reichsbank hat die dritte Dezemberwoche weite gro\\u00dfe Anspr\\u00fcche gebracht , und es ist zu erwarten , da\\u00df die Geldentnahmen zum Jabresschlu\\u00df diesmal nicht nur auf der Wechselrechnung se betr\\u00e4chtlich sein , sondern auch die Lombarden - Darlehen trotz d Vierteljahrsaufschlags einen gr\\u00f6\\u00dfern Umfang annehmen werden , da bei den hohen S\\u00e4tzen f\\u00fcr Schiebur Id es sich lohnt , den Bedarf 2 Jahresschlu\\u00df - durch 14t\\u00e4gige Lombard - Entnahmen zu decken , um da am offenen Markt f\\u00fcr die zweite H\\u00e4lfte des Januars billiger anzukommen . eutigen B\\u00f6rse stellten sich die Sch An de bungss\\u00e4tze w nto - Anteile 0,95 , D . olgt : D sche Bank 1 , Dresdner Bank 0,7 ; ndels - Anteile 0,80 , Kommerz - und Diskontobank . 45 , Darmst\\u00e4d ank . 525 , Nationalbank f . D . . 525 , A . Schaaffhausenscher Bankverei . 5875 , Oesterr . Kredit - Aktien 0,975 , Oesterr . Staatsbahn 0,7 0 . 4pr agarische Kronenrente . 225 , 1 er russische Anleihe 0,2625 , 4p ussische Konsols 0,2625 , 4proz . russische Anleihe von 1902 . 2625 4proz . russische Rente 0,2625 % Kostgeld ; Oesterr . S\\u00fcdbahn 0,1875 , 4proz . Italiener 0,10 % Leihgeld . Alles mit Maklergeb\\u00fchr . # # om\\u00e4b . inl . 4 % 94 . Russ . 4 90 . 5 * 190 sche 1 18 15 \\u2014 Aetropolfal 69 eg Saragoss .  Central Mining 1525 . \\u2014 . \\u2014 6 1g 10 2 400 . Jest neue15 , sag 95 \\u2206 95 0 . el . 541 inm , 55 . 5 5 on 52 , Alumi ium in g m1 eer ii . Sbe Talapaner 1905 92 4\\u00bd % % 5 Sachtel 0 450 eers de . 1e0 1811 95 Atohison comm . 108\\u00bc r comm . Erie comm . uthern comm ex . 30 8 7 915 C 1e . bolst er Abgen 20 \\u00f6inng 180 5 Meldunge 15 atrl K\\u00fcpie at , 9 85 * * * : und frem erie u etig , da ering 5,00 . 3 % Buenos Aires Prov . - Anl . 7 1 160\\u00bd . Phil . - Read . 78\\u00bc , Rio Tinto n gypter 100 4 % U angew . 1 Oe den . Wbr1 , Gr % 0 K \\u2206 5 \\u2206 2 r < space > J a p a n e r < space > 8 7 < space > 0 Nanr P . 87 . Bank 8 . erch iben ( Mitte nachm . S\\u00fcdat . ) Gesch\\u00e4ftslos . - Fre Reld eheres 95 ep 5 d Proprietary 9 . Con , Inv 910 ig Gold . 4 ter Westneue amond ndiontein Dseg S 204 1405 * \\u2206 2 . a . uut n . 4 16 . Kupft 3 2 # est S + 915 165 englisch 65 2286 uhig , ge rken 264 15s , Dez . \\u2014 . bes . eutsches 30 os . arr . willig , 56s 1\\u00bd d . 5e ur . Rohelsen . Warrants Middlesbrough II , Kassa 50s 3\\u00bd0 , \\u2206 isen . ( Schlu\\u00df . ) Middlesbrough Warra Fert . Glasgow . I te von Roheisen in den Stores h auf 530 9001 gegen 532 48 itig in Vorwoct Chemikalien , Ka Schuk , Schellack , tetig , . 70 . F ebr . - M\\u00e4rz 9,87\\u00bd , Mai . 75 . \\u201e gen Sal Hamb neste 20 G 106r . 95 158r 5 an . 13,40 , P M\\u00e4rz 13,10 , April 95 75 , Ser 010 Sim . 00 , N . Ver . 70 8 on Deep * 1,8 . 3 anbre Proprietay , . 1 95 \\u2206 10 Transport 4,04 ben n . 10 195 und Dp . ges Pe e # Otavi - Minen o del ompt 148 68 3d . Kautschu\\u00df fein Se vorr . 75 * Von der D\\u00fcsseldorfer B\\u00f6rse . In der gestrigen Hauptver sammlung der D\\u00fcsseldorfer B\\u00f6rse wurde , wie \\u00fcblich , der Jahre odep . U \\u2206 95 6Van Ryn . R . . 25 West Kand Cons . 12/9 35/61 95 euld Fers . 18960 - 24 90 poer bin . : 30 Nes ) jruben - Aktie 751Cang Bird Hil Proprist . : son . \\u2014 Ling Corporstion 0 . 41/89 ; Geld nd Wechse 1 Mambung 5 2 47 Gr . 163 . 62 . scht 8350 . 28 21 . , 4 Kork silberi r Privat se ombay 13 4 d . Gued . Schanghai 28 5 11/1e0 . Jokohama 2s 17,93 . Londoner Wechsel 241,22 , Paris 95,53 , Nap ant e sicht 100 . 51\\u00bc . London Sicht 25 . 37 . Wechsel auf 10 I . Londe Scheck 12,07\\u215b , 2 Mte . 11,97\\u00bd , Berlin Scheck 59,02 . Paris k 47,82\\u00bd , 2 Mte . 47 . 48\\u00be . Petersburg Scheck 127 6/16 . Sest ecd . Kch 23,95 . Scheck Lo abe check ung Deutschl . ( Rei \\u2206 0 chsel terda Ttalenische echse er 24 . Spamen A Lisabon . Vetbae 5 86 Alres . Goldaufgeld 127 . 30 . London . Plat 6 . Silber 25 2/16 . 1 25 4/16 . Getreide , Mehl , Boden - Erzeugnisse , 1 ( Amangspreise . ) Weizen fest , Preise 1/c h\\u00f6her , Mai 103 . \\u2014 is fest , lcago . ( Anfangspreise ) . Wei Mai 98\\u215d . M s M von 1 108 Dez - 1s eckle 0 9 Pud 19/15 F jes am Aprd -  \\u2206 50 35 Klad 05 ais , 10 5 erik . 0 - 17\\u00be 95 * ne mat 32 um 32 . 75 ( 3275 ) . W 25,60 ( 25 . and - Aprli 3 . 65 \\\" M\\u00e4rz 25 . 421 . 50 ) 22 . 09 ) , hand 250 ( 24 ( zu \\u201e Dez . 5 2830 2 6 1l . 85 ) , M\\u00e4rz - Ju ( 26 . 25 ) . K0g 8 22 . 00 ( 22 . 00 1 schn zlischer Wei merika bericht f\\u00fcr 1911 erstattet . Wie dieser feststellt , hat der Verlauf des Wirtschaltsjahres 1911 im wesentlichen die Erwartungen , die man zu Anfang darauf setzte , erf\\u00fcllt . Abgesehen von einzelnen Industri und Handelszweigen , die unter dem Einflu\\u00df besonderer Umst\\u00e4nde standen , hat sich das gesamte deutsche Wirtschaftsleben nahezu in gleich starkem Ma\\u00dfe weiterentwickelt wie im Vorjahr . Wenn die Fort schritte nicht ganz so gro\\u00df waren wie im Jahre 1910 , so kann man das cht als etwas Nachteiliges ansehen , da es sich im Jahre 1910 noch vielfach um die leichtere Aufgabe handelte , die durch die Kriesenjahre 907/09 verursachten R\\u00fcckg\\u00e4nge wieder einzuholen , w\\u00e4hrend dem Jat 11 die schwierige Aufgabe zufiel , im weitern Aufstieg vollst\\u00e4ndis Neues zu schaffen und eine weitere Erwerbst\\u00e4tigkeit dauernd sicher zustellen . Mit R\\u00fccksicht auf diesen Unterschied und auf die Hemmungen der Wirtschaltst\\u00e4tigkeit durch die politischen Erzeugnisse des St 2r8 wird man den im Jahre 1911 erreichten Fortschritt dem des Vorjah nicht nachsetzen ; im Gegenteil , man wird sagen m\\u00fcssen , da\\u00df gr\\u00f6\\u00dferer Fortschritt nicht m\\u00f6glich gewesen w\\u00e4re , ohne die vorhanden Kapital - und Arbeitskr\\u00e4fte zu \\u00fcberspannen . Das geht deutlich aus \\u2206 90 Anforderungen , die beispielsweise an den Kapitalmarkt und die Bet nittel der Eisenbahnen ge tellt wurden , thervor . Das Jahr 1911 hal eine sehr gute Besch\\u00e4fti , gebracht , ohne die schlechten und guten Begleiterscheinungen einer Hochkonjunktur zu entfalten . Die Gelds\\u00e4tze gahmen wenigstens keinen bedrohlichen Charakter an , gr\\u00f6\\u00dfere allge eine Arbe st\\u00e4nde traten mit Ausnahme der heftigen K\\u00e4mpfe in er Metall - Industrie nicht ein , aber die Unternehmergewinne un renpreise ( mit Ausnahme der Lebensmittelpreise ) sind gleichta mit ihrer Steigerung in bescheidenen Grenzen geblieben . Ein wesent rund f\\u00fcr dies immerhin nicht ganz gew\\u00f6hnliche Bild lag un 90 tt in den noch immer nicht gekl\\u00e4rten Karte tigsten Industrien . In der Schwereisen beitetg der - Indus har hlich auf gro\\u00dfe ziffern he Beteiligung den Kartzlitedgrnanmegn 0 Roheisen - Industrie ist diesem Streben nu Halt geboten , da \\u00fcber die Erneuerung von Stahl Rescher ech ierste tr\\u00e4g im ste g , Redwinter l . 4 rz 78 3\\u215dd ( letzte preis 4d ) . Mais ruhig Jan . 5s 8\\u00bed 2d ) . 9 re villig , Jan . . 50 , Febr . 8,18 . Mais nzen ruhig , Jan . . 26 , Mais ruhig , Mai . 24 . Olonialware New Y\\u00f6rk . ( Anfang se ) . Kaffee steti Preise 10 - 15 P . h\\u00f6her . Laffee stetig , 1 \\u00bd d eAbarer b . 5\\u00be , Sept . 65 S a ent\\u00e4ige 2 . zu den Stationen 00 000 Sa 4 des Tag haftere chl ksverband und Koblen - Syndikat immer noch keine Klarheit herrscht . Sollte das Jahr 1912 , wie man hofft , die Erneuerung des Stahlwerks erbandes und die Sicherstellung der Zukunit des Kohlen - Syndikats bringen , so kann wohl auch eine kr\\u00e4ttige Aufw\\u00e4rtsbewegung der Preise m Warenmarkt und dementsprechend in noch st\\u00e4rkerm Ma\\u00dfe auf lem Wertpapiermarkt erwartet werden . Was der wirtschaftlichen Ent wicklung des Jahres 1911 vor allem zum Vorteil gereichte , war die geringe Zahl der neu in Wirkung tretenden Belastungen . Die Reichs versicherungsordnu ar noch nicht in Kratt getreten , und auch die zubelastung durch die Privatbeamtenversicherung ( sch\\u00e4tzungsweise etwa 300 Mill . Mark j\\u00e4hrlich ) und die Schiffahrtsabgaben werden erst k\\u00fcnftig ihre Wirkung aus\\u00fcben . \\u2014 Der Bericht gibt dann weite unterst\\u00fctzt durch ein reichhaltiges Tabellenmaterial , einen Uebe blick \\u00fcber die Entwicklung des Geldmarktes und des B\\u00f6rsengesch\\u00e4fts , iber die Gestaltung der Lage am Eisenstein - und Erzmarkt , sowie am Roheisenmarkt und in der Eisenindustrie \\u00fcberhaupt ; ei der G Kali - Industrie Vce 8bi Maht f\\u00fcer W\\u00fcrsenmiteiienter uu ! 1 . Januar 1911 252 , von denen im Jahre 1911 elt ausschieden und ner neu hinzu kamen , so da\\u00df die B\\u00f6rse Ende des Jahres 250 Mitglieder z\\u00e4hlte . Zum Handel und zur Notiz neu zugelassen sind : 1 . Kuxe ( 1000 0 Gewerkschaft Bruckdorf - Nietlebener Bergbauverein in Halle a . d . . , 2 . 1 500000 A neuer Aktien der Firma Gebr . Goedhart , . - G . zu D\\u00fcssel dort , 3 , 24000 000 Aktien der . - G . Deutsche Kaliwerke zu Bernte de , 4 . Kuxe ( 1000 ) der Gewerkschaft Walbeck zu Walbeck , 5 . 2 500000 K 5pres : Schuldverschreibungen der Gewerkschaft Walbeck und 6 . Kux der Gewerkschaft Siegfried I in Vogelbeck . Vom B\\u00f6rsenzettel wurde estrichen : 1 . die Kuxe der Gewerkschaft Wildberg , 2 . die Aktien D\\u00fcsseldorf - Ratinger renkesselfabrik , 3 . die Aktien d Ersten Rheinischen Walzenm\\u00fchle . In der gestrigen Hauptver sammlung , die der rsitze e , Konsul a . D . Lucan , leitete , erstattet der Gesch\\u00e4ftsf\\u00fchrer Dr . Brandt de schaftsbericht , der ohne Er\\u00f6rterun gutgehei\\u00dfen wurde . In den 1 senvorstand wurde an Stelle des Kommerzienrats C . R . Poensgen , der sein Amt r Gienung 150 Se 1os 904 \\\" Kaftee Java ve Amsterd 0 , Mai Uhr : Prinzessin Dornr\\u00f6schen ; 7\\u00bd Uhr : Bettler von Syrakus . Mittwoch 3 Uhr : Prinzessin Dornr\\u00f6schen ; 7\\u00bd Uhr : K\\u00e4thchen von Heilbronn . Donnerstag : Alt = Heidelberg . Freitag : K\\u00f6nig Lear . Sams tag : Maria Stuart . Sonntag 3 Uhr : Prinzessin Dornr\\u00f6schen ; 7\\u00bd Uhr : ie gl\\u00fcckliche Hand . Montag 3 Uhr : Prinzessin Dornr\\u00f6schen ; 8 Uhr : Bettler von Syrakus . \\u2014 Deutsches Theater . Montag 3\\u00bd Uhr : Taifun ; 8 Uhr : Die goldene Ritterzeit . Dienstag 11 Uhr : Vorlesung Josepha Metz ( Eigene Dichtungen ) ; 3\\u00bd Uhr : Bummelstudenten ; 8 Uhr Madame Sans Gene . Mittwoch 3\\u00bd Uhr : Den K\\u00f6nig dr\\u00fcckt der Schuh ; 8 Uhr : Die goldene Ritterzeit . Donnerstag 3\\u00bd Uhr : Den K\\u00f6nig dr\\u00fcckt der Schuh ; 8 Uhr : Madame Sans Gene . Freitag \\u00bd Uhr : Den K\\u00f6nig dr\\u00fcckt der Schuh ; 8 Uhr : Erziehung zur Ehe ; Lottchens Geburtstag ( v . . ) . Samstag 3\\u00bd Uhr : Den K\\u00f6nig dr\\u00fcckt der Schuh ; 8 Uhr : Die deutschen Kleinst\\u00e4dter . An heutiger Bi standen : Masch . Buckau 145 . 25 , Ravensberg . F Spinn . 109 , Stadtt 87 , Dresdner Bank 158 . 70 . Vom 15 . Januar 1912 ab versteht sich die Notiz f\\u00fcr die 5proz . Teil schuldverschreibungen der Vereinigten Dampfziegeleier ind Industric - . - G . in Berli n nur f\\u00fcr solche St\\u00fccke , die den Stempelaufdruck tragen : \\u201e Unver\\u00e4i rt g\\u00fcltig \\u201c Dresden . Bei der S\\u00e4chsischen Handelsbank in Lig . in Dresden ergab das zehnte Liquidationsjahr eine Erm\\u00e4\\u00dfigung des Fehlbetrags auf 862 605 = 4 ( i . V . 875 470 . ) . 5Se ier Kursbericht . o Koh borgwerke Deimels Nachrichten aus Westdeutschland . G Essen , 22 . Dez . ( Telegr . ) Die Stadtverordneten beschlosser 1 ihrer heutigen Sitzung die Teilung der beiden st\\u00e4dtischen H\\u00f6hern M\\u00e4dchenschulen . Die eine der beiden Anstalten wird bis zur Fertig stellung des Neubaues in einem Volksschulgeb\\u00e4ude untergebracht Gleichzeitig wurde die Stadtverwaltung erm\\u00e4chtigt , dem Schulkollegi gegen\\u00fcber die Erkl\\u00e4rung abzugeben , da\\u00df sich die Stadt verpflichte , von vornherein an der neuen Schule so viele akademische Lehrkr\\u00e4fte anzu stellen , wie nach den Bestimmungen vom 18 . August 1908 erforder lich sind . kenbure dorflietleber der 0 0 ntracht Tiefbau & a Um 72 Inn . ia 3750 2600 ser Frie . # Char Trappe er Fritr Nachtr . 5925 6 . 100 158 853 Geulbergene Nach 1 150/11 * 9142 30 26e ) fort Seie \\u2206 scel 4 . # rsch . Gesellsch . : D\\u00fcss Baut \\u2014 82 . \\u2014 5 Ind \\u2014 . angisch . 0Rhein . Ba \\u2014 124 . \\u2014 b 37 16716 . 0 Katiee steig , Dez . 81\\u00be , M\\u00e4rz 73\\u00be , Mai 79\\u00bd , Juli 794 . # . vre . 3 U . Kaffee ruhig , Dez . 80\\u00be , M\\u00e4rz 79\\u00bd . Mai 79 , Sept , 784 165 # , M\\u00e4rz 81 \\u00bc , Mai 79\\u00bd , Sept . 79\\u00bc ker fest , Dez . 14 . 95 , Jan . 14 . 90 , Mi 15,00 , Mai Kauflust ter nfolge ge e gegen hlu\\u00df fes S . Lauliende \\u2206 05 ta 8 te 35 - 40 S , neue 12 - 15 3 icker roher stetig , 88 % 42,25 - 42,50 ( zuletzt 42 . 25 - 42,50 ) ez . 48,00 ( 47 . 75 ) , Jan . 48,10 ( 48 . 00 ) , Jan . - A i1 48,50 ( 48,37 ) , M\\u00e4rz u . Zucker roher ste\\u00fcg , 88 % 42,25 - 42 . 50 ( zuleizt 42,25 - 42 . 50 ) , ( 47 . 75 ) , Jan . 48 . 75 ( 48,00 ) , Jan . - April 49,00 ( 48 . 37\\u00bd ) , Zucker la , deutsche Marken granul , bordfrei # senzucker stetig , Dez . 1486 \\u00be d . Mai 14s11 \\u00bc d . Kaffe 105 hig , Singapore schwarzer Dez . 5 7/82 , Mai 51 0/32d . wei\\u00dfer D 716/32 , Mai 722/32d . * Magdeburg , 22 . Dez . Zucker . Das neubesetzte Magdeburger Zucker - Syndikat verurteilte die Zuckerfabrik Schwanebeck einstimmig zur Lieferung bzw . Schadenersatz - Leistung an die Raffinerien Magdeburg Tangerm\\u00fcnde und Gr\\u00f6ningen . Die Abendb\\u00f6rse lag ausgesprochen fest . Die chten sind um 30 - 408 f\\u00fcr den Zentner heraufgeschnellt auf umfangreiche gsk\\u00e4ufe . rlegte , der Direktor der Bergisch - M\\u00e4rkischen Bank , Walter B\\u00fcrh neugew\\u00e4hlt Die \\u00fcbr en Autsichtsratsmitglieder wurden w ihlt . * Rheinische Glash\\u00fctten - . - G . in K\\u00f6ln - Ehrenfeid . In de estrigen ordentlichen Hauptversammlung waren 1628 Stimmen extreten . Das Gesch\\u00e4ftsjahr 1910/11 schlie\\u00dft bekanntlich mit einem Verlust von 127185 - A ab . Zu dem Bericht wurde von einem Aktion\\u00e4r eine Reihe von Anfragen gestellt , so , ob der aus dem Verkauf der K\\u00f6lner Verkaufsabteilung an die Kristallerie Ro\\u00df erzielte Gewinn von etwa 65 000 A in dem Verlust verrechnet worden sei . Dies wurde b st\\u00e4tigt , so da\\u00df der Verlust aus dem Betriebe sich um diesen Betrag \\u00f6her stellt . Weiter wurde um n\\u00e4hern Aufschlu\\u00df \\u00fcber die beyo stehenden Ver\\u00e4nderungen gebeten . Aus den Darlegungen des neuen nischen Vorstandes ( der alte kaufm\\u00e4nnische Vorstand ist Anfang 8 Jahres und der technische Vorstand vor kurzem ausgeschieden ) geht hervor , da\\u00df er Reihe von Betriebszweigen , u . a . auch erst k\\u00fcrzlich aufgenomme von denen sich der alte Vorstand viel ver prochen hatte , mit gro\\u00dfem Verlu earbeit worden ist ; einzelne Artikel dle wurden ganz wesentlich unter de llungspreis verkautt . Man eabsichtigt , diese Zweige zum Teil ganz ta lassen , zum Teil auf das Notwendigste zu beschr\\u00e4nken , und dagegen sich in ut die indern Zweige , in denen aurch Betriebsverbesserungen di scha vettbewerbst\\u00e4hi vorden ist ( Kristall - , Hohl - und Pre\\u00dfglas ) zu werfe Lebhafte Er\\u00f6rterungen entspannen sicn bei Anschneidung der Flachglas rage . Es zeigten sich hier wesentliche Unterschiede in der Auffassung des Vorstandes einerseits und der Inhaber der Firma Weber & amp ; Fortemps , die den Vertrieb des Flachglases f\\u00fcr Ehrenfeld vertraglich \\u00fcbernommen hat , anderseits . Der Vertrag l\\u00e4uft bis zum 1 . Januar 1913 und soll , wie v den Herren Weber & amp ; Fortemps angek\\u00fcndigt wurde in den n\\u00e4chsten Tagen gek\\u00fcndigt werden . Diese Absicht wurde damit be indet , da sich die Verh\\u00e4ltnisse im Flachglasgesch\\u00e4lt ge\\u00e4ndert h\\u00e4tt Del \\\" Duisburg , 22 . Dez . ( Telegr . ) In geheimer Sitzung genehmigten die Stadtverordneten endg\\u00fcltig den Ankauf der f\\u00fcr die Anlage einer Rheinpromenade in Wanheim = Angerhausen erforderlichen Grundst\\u00fccke . \\u2014 Die Einkommensteuer erbringt , wie zur Berichtigung mitgeteilt sei , in Meiderich 448 785 . 4 , in Ruhrort 549 933 . 4 , w\\u00e4hrend die Steuer in Alt = Duisburg sich auf 3 439 065 . 4 bel\\u00e4uft . ( 9 Dortmund , 22 . Dez . Gestern fand im Eisen = und Stahlwerk Hoesch in Gegenwart der Mitglieder der Direktion und einer Anzahl von Beamten eine kurze Feier statt , bei der 269 Arbeitern der H\\u00fcttenwerke und der Kohlenzeche , die 25 Jahre und l\\u00e4nger in den Diensten der Gesellschaft stehen , Diplome \\u00fcberreicht wurden . Es war schon bisher \\u00fcblich , da\\u00df den Arbeitern und Beamten bei der Vollendung des 25 . Dienstjahres eine Anerkennung in Form einer Denkm\\u00fcnze und eines Geldbetrages zuteil wurde . Gestern wurden au\\u00dferdem den Jubilaren Zuwendungen f\\u00fcr weitere je f\\u00fcnf Dienstjahre gemacht . Der \\u00e4lteste Arbeiter hatte 49 bei einer der Kohlenzechen verbrachte Dienst jahre hinter sich . Der Generaldirektor der Gesellschaft , Kommerzienra Dr . Springorum wies in einer Ansprache darauf hin , da\\u00df auch in den modernen Betrieben die Gemeinsamkeit der Interessen von Arbeitgeber und Arbeitnehmer trotz allen gegenteiligen Behauptungen nicht verloren gegangen , sondern in verst\\u00e4rktem Ma\\u00dfe vorhanden sei , und bat , die Diplome und die sonstigen Zuwendungen als eine Er innerung anzusehen an die gemeinsam durchlebten Jahre harter Arbeit , ohne die die gl\\u00e4nzende Entwicklung der Werke der Gesellschaft nicht m\\u00f6glich gewesen w\\u00e4re . Sseure nischen Die Um ung n g eisen . \\u2206 15 en zu abge er g Rn auf der g Kaliwert attorf - Al gen Ad \\u2206 95 ich ub * Pr 8 ie 321 . 1745 . Ama 100fr - L \\u00fcrk , e 000 . 00 d . ian 95 935 Inste latsbal bar kenkirch . Bergu fla F 1965 \\u2206 75 9 \\u2206 95 ni . 00,00 . T\\u00fcrk . 40 900 . \\u2206 5 gr . Staatsbahn 8\\u215e 1 ambure \\u2206 * rpener 000,00 0060 urah\\u00fcfte ooo , \\u2206 95 1n8 New Tork . ( an ste . 96 50 ( galetzet 46\\u00bd . volle unr * Na : aum ez . 60\\u215e , Jan . 59\\u215c , Febr . 59\\u215c , M\\u00e4rz ov . 61 . 87 ez . 60 , Jan . 59\\u215e , Febr . 59\\u00bd , M\\u00e4rz 59\\u215d , - hr 05 \\u201e es\\u00fchnler don lufe h\\u00e4f bei wil Nee a Eine 905 \\u00df ! man an Ehrenteld zahle , finde heute keinen Ausgleich mehr in der ern Erzeugnis , da 3 Fabriken hochgekommen seien unc leich gute Ware lie rten . Die Firma beabsichtige , eine eigene H\\u00fcttt 1 , um selbst Flachglas herzustellen . Nach Ablaut des Vertrags nit Ehrenteld werde unbedingt ein Preiskampf eintreten , der jeden Verdienst ausschalte . Die Ausf\\u00fchrungen des Vorstands waren dem egen\\u00fcber durchaus optimistisch . Wenn man sich von Weber & amp ; Fortemps tfenne , so bedeute dies keinen Austall in diesem Zweige . Die Firma W . & amp ; F . habe im Jahre f\\u00fcr etwa eine halbe Million abgenommen . man werde mit einer andern Firma in Verbindung tre der den Vertrieb an die Grossisten selbst \\u00fcbernehm wobei durch Ausschaltung Berer Verdienst in Aussicht st der Zwischenfirma ein wenn dies Einen Prei rt auch gr\\u00f6\\u00dfere Unkosten in sich be kampt t\\u00fcrchte man nicht , da Ehrenteld gesch\\u00fctzte Marken herstelle , die der Markt en\\u00f6tige . Diese Ausf\\u00fchr un wurden von den Inhabern der Firma entschieden bestritten , man wolle sich jedoch versagen , des N # Bielefeld , 20 . Dez . G\\u00fcnstige Aussichten f\\u00fcr den Abschlu\\u00df des laufenden Gesch\\u00e4ftsjahres bieten die st\\u00e4dtischen gewerblichen Betriebe , Gas = Wasser = , Elektrizit\\u00e4tswerk und Stra\\u00dfenbahnen , nach einer \\u00dcbersicht , die der Leiter dieser Unternehmungen , Direktor Br\\u00fcggemann , in der letzten Stadtverordnetensitzung auf Grund des Ergebnisses der ersten sechs Monate gab . Auf eine Anfrage teilte die Verwaltung mit , da\\u00df die Einf\\u00fchrung von Gasautomaten nicht beabsichtigt sei , weil wegen der hohen Kosten den kleinen Leuten das Gas verteuert werde . Die Verwaltung will auf andere Weise der Basverbrauch heben . Sie liefert kleinen Leuten ganze Anlagen bis um Preise von 150 . # auf Abschlagszahlung . Ins Auge gef\\u00e4\\u00dft ist erner eine Erm\\u00e4\\u00dfigung der Messermiete , die jetzt . 4 im Jahr be tr\\u00e4gt . In der Sitzuna wurden auch \\u00fcber die Verm\\u00f6gensverh\\u00e4lt Hamb . St . - R . 31 1o 4 0 + 90 Vereine 50IItalien . Meridion . \\u2014 . Gold . - A . 6 \\u2014 . \\u2014 99s 40 L\\u00fcbeol 5 0 lord ank \\u2014 - Bank u . Disk . - B . 116,80 Kk 263 , onte resdener B . Akt 203 . \\u2014 ochume rchene : larpe 4 Cont . Guan 195 \\u2014 anit oehr 1 RNR OR 95 173 . 50 \\\" Genusssch . 67 . \\u2014 und BGuschibef 0 ercden 10 uen beel Kredit - A 35 N Tabah - Akt . 4 Nationalbank 1500,00 . I Aug . Dampist R . 38600 . Ac y good fair brown 2r 15 7 2 Po . 31 , Mai . 30 , Juni 0 Ser un 1n \\u2206 95 10 . 30r Water 2011 19 r bessei VV . A 01 + 10 60r Cops 1zwir 90 4\\u00bd . 40r Doul Aaliche 4 . bor Dde 17 125 Yards C 166 . 00 . Aulc . Rasre ic verchrh . z . 198 15s , Dez . - Jan . 19 K 15s , Jan .  webstofte . 13 Markt noch steigend , aber die er w ise nicht zahlen dark 9 bei nlang ch\\u00fcig 05 S67 0 e be . durch die \\u2206 90 Der Mai h\\u00e4fle nen ein w \\u2206 leute und 0 in un t0 umme 4 . 310 W . Bagging 45 \\u201c 7 18 oz . 331 - 3376 . Tar , Spiritus . Fe Ghleags 0 ater # ng . eise . ) \\u00bc 9 M1a pen . 8 1 K ruh INE ) longs middles 000 . 00 n t . 5800 . . Der . 2 1\\u00bd0 , Dez . = Jan . InI . z1 34\\u00bd ) , Jan . - April 33\\u215e ( 333 a u . 38\\u215c ( 37\\u215e8 , Jan . - Al 12 ) , Sepi = Der . 3400 ( 34\\u00bd ) . NnPC 9ez . darauf einzugehen , da dies den Rahmen der Hauptversammlun \\u00fcberschreite . Die Herren stellten sich den Aktion\\u00e4ren zu weiterer Ar kunft zur Verf\\u00fcg\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"extracted_article\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 20,\n        \"samples\": [\n          \"**Extracted Article**\\n\\n* **Headline:** Erdsto\\u00df in Mexiko-Stadt\\n* **Relevant Topics:** Erdbeben\\n* **Original Text (unchanged):**\\n\\nNew York, 22. Dez. (Telegr.) In der Stadt Mexiko wurde heute ein schwerer Erdsto\\u00df versp\\u00fcrt.\\n\\n* **Verification:**\\n\\t+ **Coherent Unit:** Ja\\n\\t+ **Topic Presence:** Ja (Erdbeben)\\n\\t+ **Completeness:** Ja (kurzer Bericht, vollst\\u00e4ndig extrahiert)\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"extracted_article_clean\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 19,\n        \"samples\": [\n          \"\\n\\nNew York, 22. Dez. (Telegr.) In der Stadt Mexiko wurde heute ein schwerer Erdsto\\u00df versp\\u00fcrt.\\n\\n \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 3
        }
      ],
      "source": [
        "import pandas as pd\n",
        "\n",
        "articles_df = pd.read_excel('/content/Notebooks4Historical_Newspapers/datasets/earthquake_articles_german_newspapers.xlsx')\n",
        "\n",
        "articles_df = articles_df[:20]\n",
        "articles_df.head()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bUDhZrrjZ27N"
      },
      "source": [
        "##Defining a Template for Information Extraction\n",
        "\n",
        "As an example, we extract information from earthquake reportings. In doing so, we want the model to distinguish between earthquake locations, dateline locations, extract the date of the earthquake, the magnitutes, the persons involved as well as causalities, damage and rescue effort of the earthquake."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "id": "m62f_xoGZ56j"
      },
      "outputs": [],
      "source": [
        "# Define a template for earthquake information extraction\n",
        "earthquake_template = \"\"\"{\n",
        "    \"Earthquake\": {\n",
        "        \"Earthquake Locations\": \"\",\n",
        "        \"Dateline Locations\": \"\",\n",
        "        \"Date\": \"\",\n",
        "        \"Magnitude\": \"\",\n",
        "        \"Persons_Involved\": [],\n",
        "        \"Casualties\": {\n",
        "            \"Fatalities\": \"\",\n",
        "            \"Injured\": \"\"\n",
        "        },\n",
        "        \"Damage\": {\n",
        "            \"Infrastructure Damage\": \"\",\n",
        "            \"Economic Impact\": \"\"\n",
        "        },\n",
        "        \"Rescue Efforts\": \"\"\n",
        "    }\n",
        "}\"\"\""
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Running the Model\n",
        "\n",
        "The code below extracts the named entities using the extraction template. The model output is per default a json format. We add the extracted entities to our dataframe that will be saved as excel file."
      ],
      "metadata": {
        "id": "r-cCyVHIf5Sb"
      }
    },
    {
      "cell_type": "code",
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          "text": [
            "A new version of the following files was downloaded from https://huggingface.co/microsoft/Phi-3.5-mini-instruct:\n",
            "- configuration_phi3.py\n",
            ". Make sure to double-check they do not contain any added malicious code. To avoid downloading new versions of the code file, you can pin a revision.\n"
          ]
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        {
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            "A new version of the following files was downloaded from https://huggingface.co/microsoft/Phi-3.5-mini-instruct:\n",
            "- modeling_phi3.py\n",
            ". Make sure to double-check they do not contain any added malicious code. To avoid downloading new versions of the code file, you can pin a revision.\n",
            "WARNING:transformers_modules.microsoft.Phi-3.5-mini-instruct.af0dfb8029e8a74545d0736d30cb6b58d2f0f3f0.modeling_phi3:`flash-attention` package not found, consider installing for better performance: No module named 'flash_attn'.\n",
            "WARNING:transformers_modules.microsoft.Phi-3.5-mini-instruct.af0dfb8029e8a74545d0736d30cb6b58d2f0f3f0.modeling_phi3:Current `flash-attention` does not support `window_size`. Either upgrade or use `attn_implementation='eager'`.\n"
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            "text/plain": [
              "Loading checkpoint shards:   0%|          | 0/2 [00:00<?, ?it/s]"
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          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "The `seen_tokens` attribute is deprecated and will be removed in v4.41. Use the `cache_position` model input instead.\n",
            "`get_max_cache()` is deprecated for all Cache classes. Use `get_max_cache_shape()` instead. Calling `get_max_cache()` will raise error from v4.48\n",
            "WARNING:transformers_modules.microsoft.Phi-3.5-mini-instruct.af0dfb8029e8a74545d0736d30cb6b58d2f0f3f0.modeling_phi3:You are not running the flash-attention implementation, expect numerical differences.\n"
          ]
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              "                     paper_title                   provider_ddb_id  \\\n",
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              "10  Kölnische Zeitung. 1803-1945  VKNQFFAKOR4XZWJJKUX3NGYSZ3QZAXCW   \n",
              "11  Kölnische Zeitung. 1803-1945  VKNQFFAKOR4XZWJJKUX3NGYSZ3QZAXCW   \n",
              "12  Kölnische Zeitung. 1803-1945  VKNQFFAKOR4XZWJJKUX3NGYSZ3QZAXCW   \n",
              "13  Kölnische Zeitung. 1803-1945  VKNQFFAKOR4XZWJJKUX3NGYSZ3QZAXCW   \n",
              "14  Kölnische Zeitung. 1803-1945  VKNQFFAKOR4XZWJJKUX3NGYSZ3QZAXCW   \n",
              "15  Kölnische Zeitung. 1803-1945  VKNQFFAKOR4XZWJJKUX3NGYSZ3QZAXCW   \n",
              "16  Kölnische Zeitung. 1803-1945  VKNQFFAKOR4XZWJJKUX3NGYSZ3QZAXCW   \n",
              "17  Kölnische Zeitung. 1803-1945  VKNQFFAKOR4XZWJJKUX3NGYSZ3QZAXCW   \n",
              "18  Kölnische Zeitung. 1803-1945  VKNQFFAKOR4XZWJJKUX3NGYSZ3QZAXCW   \n",
              "19  Kölnische Zeitung. 1803-1945  VKNQFFAKOR4XZWJJKUX3NGYSZ3QZAXCW   \n",
              "\n",
              "                                             provider     zdb_id  \\\n",
              "0   Universitäts- und Landesbibliothek der Rheinis...  2719361-5   \n",
              "1   Universitäts- und Landesbibliothek der Rheinis...  2719361-5   \n",
              "2   Universitäts- und Landesbibliothek der Rheinis...  2719361-5   \n",
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              "4   Universitäts- und Landesbibliothek der Rheinis...  2719361-5   \n",
              "5   Universitäts- und Landesbibliothek der Rheinis...  2719361-5   \n",
              "6   Universitäts- und Landesbibliothek der Rheinis...  2719361-5   \n",
              "7   Universitäts- und Landesbibliothek der Rheinis...  2719361-5   \n",
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              "9   Universitäts- und Landesbibliothek der Rheinis...  2719361-5   \n",
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              "11  Universitäts- und Landesbibliothek der Rheinis...  2719361-5   \n",
              "12  Universitäts- und Landesbibliothek der Rheinis...  2719361-5   \n",
              "13  Universitäts- und Landesbibliothek der Rheinis...  2719361-5   \n",
              "14  Universitäts- und Landesbibliothek der Rheinis...  2719361-5   \n",
              "15  Universitäts- und Landesbibliothek der Rheinis...  2719361-5   \n",
              "16  Universitäts- und Landesbibliothek der Rheinis...  2719361-5   \n",
              "17  Universitäts- und Landesbibliothek der Rheinis...  2719361-5   \n",
              "18  Universitäts- und Landesbibliothek der Rheinis...  2719361-5   \n",
              "19  Universitäts- und Landesbibliothek der Rheinis...  2719361-5   \n",
              "\n",
              "      publication_date                      place_of_distribution language  \\\n",
              "0  1911-12-23 12:00:00  ['Köln', 'Kleve (Kreis Kleve)', 'Jülich']  ['ger']   \n",
              "1  1910-06-07 12:00:00  ['Köln', 'Kleve (Kreis Kleve)', 'Jülich']  ['ger']   \n",
              "2  1910-06-07 12:00:00  ['Köln', 'Kleve (Kreis Kleve)', 'Jülich']  ['ger']   \n",
              "3  1909-04-18 12:00:00  ['Köln', 'Kleve (Kreis Kleve)', 'Jülich']  ['ger']   \n",
              "4  1909-04-18 12:00:00  ['Köln', 'Kleve (Kreis Kleve)', 'Jülich']  ['ger']   \n",
              "5  1911-11-17 12:00:00  ['Köln', 'Kleve (Kreis Kleve)', 'Jülich']  ['ger']   \n",
              "6  1911-11-17 12:00:00  ['Köln', 'Kleve (Kreis Kleve)', 'Jülich']  ['ger']   \n",
              "7  1910-12-21 12:00:00  ['Köln', 'Kleve (Kreis Kleve)', 'Jülich']  ['ger']   \n",
              "8  1910-11-09 12:00:00  ['Köln', 'Kleve (Kreis Kleve)', 'Jülich']  ['ger']   \n",
              "9  1909-05-29 12:00:00  ['Köln', 'Kleve (Kreis Kleve)', 'Jülich']  ['ger']   \n",
              "10 1910-06-13 12:00:00  ['Köln', 'Kleve (Kreis Kleve)', 'Jülich']  ['ger']   \n",
              "11 1909-05-02 12:00:00  ['Köln', 'Kleve (Kreis Kleve)', 'Jülich']  ['ger']   \n",
              "12 1910-08-21 12:00:00  ['Köln', 'Kleve (Kreis Kleve)', 'Jülich']  ['ger']   \n",
              "13 1909-04-19 12:00:00  ['Köln', 'Kleve (Kreis Kleve)', 'Jülich']  ['ger']   \n",
              "14 1911-09-14 12:00:00  ['Köln', 'Kleve (Kreis Kleve)', 'Jülich']  ['ger']   \n",
              "15 1909-10-09 12:00:00  ['Köln', 'Kleve (Kreis Kleve)', 'Jülich']  ['ger']   \n",
              "16 1909-01-12 12:00:00  ['Köln', 'Kleve (Kreis Kleve)', 'Jülich']  ['ger']   \n",
              "17 1909-01-15 12:00:00  ['Köln', 'Kleve (Kreis Kleve)', 'Jülich']  ['ger']   \n",
              "18 1909-01-15 12:00:00  ['Köln', 'Kleve (Kreis Kleve)', 'Jülich']  ['ger']   \n",
              "19 1910-05-27 12:00:00  ['Köln', 'Kleve (Kreis Kleve)', 'Jülich']  ['ger']   \n",
              "\n",
              "                               thumbnail  ...  \\\n",
              "0   dac9b430-b364-4fa9-9367-0e9c795c1103  ...   \n",
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              "10  513a401b-2465-4ef5-bc00-386becdf38b3  ...   \n",
              "11  716dea19-b630-44de-9af0-ea90ace4e7ab  ...   \n",
              "12  f16d28b5-f475-4f6c-92b6-3eb4988a129a  ...   \n",
              "13  25c35671-0a28-4ddc-a92c-85549a1ccfdf  ...   \n",
              "14  0b9e3fc1-a7ff-469e-ad5c-d19fff379297  ...   \n",
              "15  69f0af86-4b92-4f92-971c-59411402c323  ...   \n",
              "16  20c607c8-e156-45b5-8058-c6ef2c2c62ed  ...   \n",
              "17  be6697d0-3910-497f-8316-1662235f1657  ...   \n",
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              "19  31c85e4c-39af-4371-a77d-a6c65142e7b2  ...   \n",
              "\n",
              "                                earthquake_extraction  \\\n",
              "0   {\"Earthquake\": {\"Earthquake Locations\": \"Mexik...   \n",
              "1   {\"Earthquake\": {\"Earthquake Locations\": \"Neape...   \n",
              "2   {\"Earthquake\": {\"Earthquake Locations\": \"Foggi...   \n",
              "3   {\"Earthquake\": {\"Earthquake Locations\": \"Branc...   \n",
              "4   {\"Earthquake\": {\"Earthquake Locations\": \"\", \"D...   \n",
              "5   \\n{\\n    \"Earthquake\": {\\n        \"Earthquake ...   \n",
              "6   \\n{\\n    \"Earthquake\": {\\n        \"Earthquake ...   \n",
              "7   {\"Earthquake\": {\"Earthquake Locations\": \"Güstü...   \n",
              "8   {\"Earthquake\": {\"Earthquake Locations\": \"Stolb...   \n",
              "9   {\"Earthquake\": {\"Earthquake Locations\": \"\", \"D...   \n",
              "10  {\"Earthquake\": {\"Earthquake Locations\": \"Calit...   \n",
              "11  {\"Earthquake\": {\"Earthquake Locations\": \"Bu\\u0...   \n",
              "12  {\"Earthquake\": {\"Earthquake Locations\": \"Algie...   \n",
              "13  {\"Earthquake\": {\"Earthquake Locations\": \"Bramb...   \n",
              "14  {\"Earthquake\": {\"Earthquake Locations\": \"W Flo...   \n",
              "15  {\"Earthquake\": {\"Earthquake Locations\": \"Bosni...   \n",
              "16  {\"Earthquake\": {\"Earthquake Locations\": \"Kanto...   \n",
              "17  {\"Earthquake\": {\"Earthquake Locations\": \"Messi...   \n",
              "18  \\n{\\n    \"Earthquake\": {\\n        \"Earthquake ...   \n",
              "19  {\"Earthquake\": {\"Earthquake Locations\": \"Züric...   \n",
              "\n",
              "                                 earthquake_locations  \\\n",
              "0                                              Mexiko   \n",
              "1   Neapel, Benevento, Cosenza, Castellamare di St...   \n",
              "2                                              Foggia   \n",
              "3                             Brancaleone (Kalabrien)   \n",
              "4                                                       \n",
              "5   Mannheim, Heidelberg, Rottweil, München, Ungsb...   \n",
              "6                              Alpen oder Oberitalien   \n",
              "7                                              Güstüb   \n",
              "8                                            Stolberg   \n",
              "9                                                       \n",
              "10                                            Calitri   \n",
              "11                                               Buéa   \n",
              "12                                             Algier   \n",
              "13                                           Brambach   \n",
              "14                                          W Florenz   \n",
              "15                          Bosnien und dem Sandschak   \n",
              "16                                      Kanton Wallis   \n",
              "17                                            Messina   \n",
              "18                       italienisches Erdbebengebiet   \n",
              "19                                             Zürich   \n",
              "\n",
              "                                   dateline_locations  \\\n",
              "0                                            New York   \n",
              "1                                              Neapel   \n",
              "2                                             Provinz   \n",
              "3                                                       \n",
              "4                                                       \n",
              "5                                                       \n",
              "6   Aachen, Trier, Berlin, Karlsruhe, Konstanz, St...   \n",
              "7                                                       \n",
              "8                               Eschweiler und Aachen   \n",
              "9                                                       \n",
              "10                             Ferruzzano (Calabrien)   \n",
              "11                                              Duala   \n",
              "12                                                      \n",
              "13                                             Plauen   \n",
              "14                                  W Siena (Italien)   \n",
              "15                                               Graz   \n",
              "16                                             Zürich   \n",
              "17                                             Neapel   \n",
              "18                                                      \n",
              "19                                   Straßburg (Els.)   \n",
              "\n",
              "                               date magnitude  \\\n",
              "0                          22. Dez.             \n",
              "1                           7. Juni             \n",
              "2                           7. Juni             \n",
              "3                         17. April             \n",
              "4                                               \n",
              "5                          16. Nov.             \n",
              "6                          17. Nov.             \n",
              "7                          20. Dez.             \n",
              "8   Sonntag auf Montag gegen 1½ Uhr             \n",
              "9                                               \n",
              "10                          7. Juni             \n",
              "11                  26. April d. I.             \n",
              "12                         20. Aug.             \n",
              "13                        19. April             \n",
              "14                        13. Sept.             \n",
              "15                          9. Okt.             \n",
              "16                         11. Jan.             \n",
              "17                         14. Jan.             \n",
              "18                                              \n",
              "19                          26. Mai             \n",
              "\n",
              "                                     persons_involved causalaties  \\\n",
              "0                                                  []               \n",
              "1                                                  []               \n",
              "2                                                  []               \n",
              "3                                                  []               \n",
              "4   [Dr. Leoy, Erster Bürgermeister Treinies, Stad...               \n",
              "5                                                  []               \n",
              "6                                                  []               \n",
              "7                                                  []               \n",
              "8                                                  []               \n",
              "9                                                  []               \n",
              "10                                                 []               \n",
              "11                                                 []               \n",
              "12                                                 []               \n",
              "13                                                 []               \n",
              "14                                                 []               \n",
              "15                                                 []               \n",
              "16                       [Pfarrer, Gemeindevorsteher]               \n",
              "17                                                 []               \n",
              "18                                                 []               \n",
              "19                                                 []               \n",
              "\n",
              "   infrastructure_damage economic_impact  \\\n",
              "0                                          \n",
              "1                                          \n",
              "2                                          \n",
              "3                                          \n",
              "4                                          \n",
              "5                                          \n",
              "6                                          \n",
              "7                                          \n",
              "8                                          \n",
              "9                                          \n",
              "10                                         \n",
              "11                                         \n",
              "12                                         \n",
              "13                                         \n",
              "14                                         \n",
              "15                                         \n",
              "16                                         \n",
              "17                                         \n",
              "18                                         \n",
              "19                                         \n",
              "\n",
              "                                        rescue_effort  \n",
              "0                                                      \n",
              "1        Der Präfekt hat militärische Hilfe abgesandt  \n",
              "2                                                      \n",
              "3                                                      \n",
              "4                                                      \n",
              "5                                                      \n",
              "6                                                      \n",
              "7                                                      \n",
              "8                                                      \n",
              "9                                                      \n",
              "10  die dabei beschäftigten Erdarbeiter waren unte...  \n",
              "11                                                     \n",
              "12                                                     \n",
              "13                                                     \n",
              "14                                                     \n",
              "15                                                     \n",
              "16  Die Rettungsarbeiten von den gesamten herbeige...  \n",
              "17                                                     \n",
              "18                   ein internationales Hilfskomitee  \n",
              "19                                                     \n",
              "\n",
              "[20 rows x 26 columns]"
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              "      <th>pagenumber</th>\n",
              "      <th>paper_title</th>\n",
              "      <th>provider_ddb_id</th>\n",
              "      <th>provider</th>\n",
              "      <th>zdb_id</th>\n",
              "      <th>publication_date</th>\n",
              "      <th>place_of_distribution</th>\n",
              "      <th>language</th>\n",
              "      <th>thumbnail</th>\n",
              "      <th>...</th>\n",
              "      <th>earthquake_extraction</th>\n",
              "      <th>earthquake_locations</th>\n",
              "      <th>dateline_locations</th>\n",
              "      <th>date</th>\n",
              "      <th>magnitude</th>\n",
              "      <th>persons_involved</th>\n",
              "      <th>causalaties</th>\n",
              "      <th>infrastructure_damage</th>\n",
              "      <th>economic_impact</th>\n",
              "      <th>rescue_effort</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>3ML37O5BXQD3EYOR5S777GQZKGDOCDIM-ALTO8633337_D...</td>\n",
              "      <td>2</td>\n",
              "      <td>Kölnische Zeitung. 1803-1945</td>\n",
              "      <td>VKNQFFAKOR4XZWJJKUX3NGYSZ3QZAXCW</td>\n",
              "      <td>Universitäts- und Landesbibliothek der Rheinis...</td>\n",
              "      <td>2719361-5</td>\n",
              "      <td>1911-12-23 12:00:00</td>\n",
              "      <td>['Köln', 'Kleve (Kreis Kleve)', 'Jülich']</td>\n",
              "      <td>['ger']</td>\n",
              "      <td>dac9b430-b364-4fa9-9367-0e9c795c1103</td>\n",
              "      <td>...</td>\n",
              "      <td>{\"Earthquake\": {\"Earthquake Locations\": \"Mexik...</td>\n",
              "      <td>Mexiko</td>\n",
              "      <td>New York</td>\n",
              "      <td>22. Dez.</td>\n",
              "      <td></td>\n",
              "      <td>[]</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>42H5V33ALNFVOIG4SBM4YW3WQVKKHDMO-ALTO8384861_D...</td>\n",
              "      <td>10</td>\n",
              "      <td>Kölnische Zeitung. 1803-1945</td>\n",
              "      <td>VKNQFFAKOR4XZWJJKUX3NGYSZ3QZAXCW</td>\n",
              "      <td>Universitäts- und Landesbibliothek der Rheinis...</td>\n",
              "      <td>2719361-5</td>\n",
              "      <td>1910-06-07 12:00:00</td>\n",
              "      <td>['Köln', 'Kleve (Kreis Kleve)', 'Jülich']</td>\n",
              "      <td>['ger']</td>\n",
              "      <td>0b5c3ed6-af50-4ea1-a206-78bf2e260dc1</td>\n",
              "      <td>...</td>\n",
              "      <td>{\"Earthquake\": {\"Earthquake Locations\": \"Neape...</td>\n",
              "      <td>Neapel, Benevento, Cosenza, Castellamare di St...</td>\n",
              "      <td>Neapel</td>\n",
              "      <td>7. Juni</td>\n",
              "      <td></td>\n",
              "      <td>[]</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>Der Präfekt hat militärische Hilfe abgesandt</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>42H5V33ALNFVOIG4SBM4YW3WQVKKHDMO-ALTO8384865_D...</td>\n",
              "      <td>14</td>\n",
              "      <td>Kölnische Zeitung. 1803-1945</td>\n",
              "      <td>VKNQFFAKOR4XZWJJKUX3NGYSZ3QZAXCW</td>\n",
              "      <td>Universitäts- und Landesbibliothek der Rheinis...</td>\n",
              "      <td>2719361-5</td>\n",
              "      <td>1910-06-07 12:00:00</td>\n",
              "      <td>['Köln', 'Kleve (Kreis Kleve)', 'Jülich']</td>\n",
              "      <td>['ger']</td>\n",
              "      <td>0b5c3ed6-af50-4ea1-a206-78bf2e260dc1</td>\n",
              "      <td>...</td>\n",
              "      <td>{\"Earthquake\": {\"Earthquake Locations\": \"Foggi...</td>\n",
              "      <td>Foggia</td>\n",
              "      <td>Provinz</td>\n",
              "      <td>7. Juni</td>\n",
              "      <td></td>\n",
              "      <td>[]</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>477TOWWZGBGVO2T47FBUNYAPVERZTJQC-ALTO8170232_D...</td>\n",
              "      <td>2</td>\n",
              "      <td>Kölnische Zeitung. 1803-1945</td>\n",
              "      <td>VKNQFFAKOR4XZWJJKUX3NGYSZ3QZAXCW</td>\n",
              "      <td>Universitäts- und Landesbibliothek der Rheinis...</td>\n",
              "      <td>2719361-5</td>\n",
              "      <td>1909-04-18 12:00:00</td>\n",
              "      <td>['Köln', 'Kleve (Kreis Kleve)', 'Jülich']</td>\n",
              "      <td>['ger']</td>\n",
              "      <td>457082cd-ea69-4273-a359-82e5ec7191d9</td>\n",
              "      <td>...</td>\n",
              "      <td>{\"Earthquake\": {\"Earthquake Locations\": \"Branc...</td>\n",
              "      <td>Brancaleone (Kalabrien)</td>\n",
              "      <td></td>\n",
              "      <td>17. April</td>\n",
              "      <td></td>\n",
              "      <td>[]</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>477TOWWZGBGVO2T47FBUNYAPVERZTJQC-ALTO8170232_D...</td>\n",
              "      <td>2</td>\n",
              "      <td>Kölnische Zeitung. 1803-1945</td>\n",
              "      <td>VKNQFFAKOR4XZWJJKUX3NGYSZ3QZAXCW</td>\n",
              "      <td>Universitäts- und Landesbibliothek der Rheinis...</td>\n",
              "      <td>2719361-5</td>\n",
              "      <td>1909-04-18 12:00:00</td>\n",
              "      <td>['Köln', 'Kleve (Kreis Kleve)', 'Jülich']</td>\n",
              "      <td>['ger']</td>\n",
              "      <td>457082cd-ea69-4273-a359-82e5ec7191d9</td>\n",
              "      <td>...</td>\n",
              "      <td>{\"Earthquake\": {\"Earthquake Locations\": \"\", \"D...</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>[Dr. Leoy, Erster Bürgermeister Treinies, Stad...</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>4R2P7K6IV6RKWVC2FKYMDFB3HPL7WMOH-ALTO8596509_D...</td>\n",
              "      <td>10</td>\n",
              "      <td>Kölnische Zeitung. 1803-1945</td>\n",
              "      <td>VKNQFFAKOR4XZWJJKUX3NGYSZ3QZAXCW</td>\n",
              "      <td>Universitäts- und Landesbibliothek der Rheinis...</td>\n",
              "      <td>2719361-5</td>\n",
              "      <td>1911-11-17 12:00:00</td>\n",
              "      <td>['Köln', 'Kleve (Kreis Kleve)', 'Jülich']</td>\n",
              "      <td>['ger']</td>\n",
              "      <td>ad02f11f-3813-4992-8128-5146c67c4642</td>\n",
              "      <td>...</td>\n",
              "      <td>\\n{\\n    \"Earthquake\": {\\n        \"Earthquake ...</td>\n",
              "      <td>Mannheim, Heidelberg, Rottweil, München, Ungsb...</td>\n",
              "      <td></td>\n",
              "      <td>16. Nov.</td>\n",
              "      <td></td>\n",
              "      <td>[]</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>4R2P7K6IV6RKWVC2FKYMDFB3HPL7WMOH-ALTO8596517_D...</td>\n",
              "      <td>18</td>\n",
              "      <td>Kölnische Zeitung. 1803-1945</td>\n",
              "      <td>VKNQFFAKOR4XZWJJKUX3NGYSZ3QZAXCW</td>\n",
              "      <td>Universitäts- und Landesbibliothek der Rheinis...</td>\n",
              "      <td>2719361-5</td>\n",
              "      <td>1911-11-17 12:00:00</td>\n",
              "      <td>['Köln', 'Kleve (Kreis Kleve)', 'Jülich']</td>\n",
              "      <td>['ger']</td>\n",
              "      <td>ad02f11f-3813-4992-8128-5146c67c4642</td>\n",
              "      <td>...</td>\n",
              "      <td>\\n{\\n    \"Earthquake\": {\\n        \"Earthquake ...</td>\n",
              "      <td>Alpen oder Oberitalien</td>\n",
              "      <td>Aachen, Trier, Berlin, Karlsruhe, Konstanz, St...</td>\n",
              "      <td>17. Nov.</td>\n",
              "      <td></td>\n",
              "      <td>[]</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>5MPASOAC4XSDPYSS43PHBU63F4I4KVWT-ALTO8473728_D...</td>\n",
              "      <td>6</td>\n",
              "      <td>Kölnische Zeitung. 1803-1945</td>\n",
              "      <td>VKNQFFAKOR4XZWJJKUX3NGYSZ3QZAXCW</td>\n",
              "      <td>Universitäts- und Landesbibliothek der Rheinis...</td>\n",
              "      <td>2719361-5</td>\n",
              "      <td>1910-12-21 12:00:00</td>\n",
              "      <td>['Köln', 'Kleve (Kreis Kleve)', 'Jülich']</td>\n",
              "      <td>['ger']</td>\n",
              "      <td>ab188456-c755-4122-8de7-320ef713ec5a</td>\n",
              "      <td>...</td>\n",
              "      <td>{\"Earthquake\": {\"Earthquake Locations\": \"Güstü...</td>\n",
              "      <td>Güstüb</td>\n",
              "      <td></td>\n",
              "      <td>20. Dez.</td>\n",
              "      <td></td>\n",
              "      <td>[]</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>5O2IGDPPV7G73A4BBZANSZ3UBTU2J5YP-ALTO8453383_D...</td>\n",
              "      <td>2</td>\n",
              "      <td>Kölnische Zeitung. 1803-1945</td>\n",
              "      <td>VKNQFFAKOR4XZWJJKUX3NGYSZ3QZAXCW</td>\n",
              "      <td>Universitäts- und Landesbibliothek der Rheinis...</td>\n",
              "      <td>2719361-5</td>\n",
              "      <td>1910-11-09 12:00:00</td>\n",
              "      <td>['Köln', 'Kleve (Kreis Kleve)', 'Jülich']</td>\n",
              "      <td>['ger']</td>\n",
              "      <td>3b4ef142-ff33-4276-ac13-24ea899ea108</td>\n",
              "      <td>...</td>\n",
              "      <td>{\"Earthquake\": {\"Earthquake Locations\": \"Stolb...</td>\n",
              "      <td>Stolberg</td>\n",
              "      <td>Eschweiler und Aachen</td>\n",
              "      <td>Sonntag auf Montag gegen 1½ Uhr</td>\n",
              "      <td></td>\n",
              "      <td>[]</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>5QFXNBPKD6RZIITU75POKAYECEAUWLYC-ALTO8203997_D...</td>\n",
              "      <td>2</td>\n",
              "      <td>Kölnische Zeitung. 1803-1945</td>\n",
              "      <td>VKNQFFAKOR4XZWJJKUX3NGYSZ3QZAXCW</td>\n",
              "      <td>Universitäts- und Landesbibliothek der Rheinis...</td>\n",
              "      <td>2719361-5</td>\n",
              "      <td>1909-05-29 12:00:00</td>\n",
              "      <td>['Köln', 'Kleve (Kreis Kleve)', 'Jülich']</td>\n",
              "      <td>['ger']</td>\n",
              "      <td>ab754765-eccd-4c56-acf6-e76867d8102c</td>\n",
              "      <td>...</td>\n",
              "      <td>{\"Earthquake\": {\"Earthquake Locations\": \"\", \"D...</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>[]</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>6AWHVUJI7AKTFYS5L4CL4ZCKSZMY4P6L-ALTO8384958_D...</td>\n",
              "      <td>2</td>\n",
              "      <td>Kölnische Zeitung. 1803-1945</td>\n",
              "      <td>VKNQFFAKOR4XZWJJKUX3NGYSZ3QZAXCW</td>\n",
              "      <td>Universitäts- und Landesbibliothek der Rheinis...</td>\n",
              "      <td>2719361-5</td>\n",
              "      <td>1910-06-13 12:00:00</td>\n",
              "      <td>['Köln', 'Kleve (Kreis Kleve)', 'Jülich']</td>\n",
              "      <td>['ger']</td>\n",
              "      <td>513a401b-2465-4ef5-bc00-386becdf38b3</td>\n",
              "      <td>...</td>\n",
              "      <td>{\"Earthquake\": {\"Earthquake Locations\": \"Calit...</td>\n",
              "      <td>Calitri</td>\n",
              "      <td>Ferruzzano (Calabrien)</td>\n",
              "      <td>7. Juni</td>\n",
              "      <td></td>\n",
              "      <td>[]</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>die dabei beschäftigten Erdarbeiter waren unte...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>6EHEKSNIRPVVAHGRQQH3BYL4RBDEYEJM-ALTO8203565_D...</td>\n",
              "      <td>9</td>\n",
              "      <td>Kölnische Zeitung. 1803-1945</td>\n",
              "      <td>VKNQFFAKOR4XZWJJKUX3NGYSZ3QZAXCW</td>\n",
              "      <td>Universitäts- und Landesbibliothek der Rheinis...</td>\n",
              "      <td>2719361-5</td>\n",
              "      <td>1909-05-02 12:00:00</td>\n",
              "      <td>['Köln', 'Kleve (Kreis Kleve)', 'Jülich']</td>\n",
              "      <td>['ger']</td>\n",
              "      <td>716dea19-b630-44de-9af0-ea90ace4e7ab</td>\n",
              "      <td>...</td>\n",
              "      <td>{\"Earthquake\": {\"Earthquake Locations\": \"Bu\\u0...</td>\n",
              "      <td>Buéa</td>\n",
              "      <td>Duala</td>\n",
              "      <td>26. April d. I.</td>\n",
              "      <td></td>\n",
              "      <td>[]</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>6GRKDNRG2HD75XJXI5IDSMC5W5VGTL32-ALTO8411392_D...</td>\n",
              "      <td>2</td>\n",
              "      <td>Kölnische Zeitung. 1803-1945</td>\n",
              "      <td>VKNQFFAKOR4XZWJJKUX3NGYSZ3QZAXCW</td>\n",
              "      <td>Universitäts- und Landesbibliothek der Rheinis...</td>\n",
              "      <td>2719361-5</td>\n",
              "      <td>1910-08-21 12:00:00</td>\n",
              "      <td>['Köln', 'Kleve (Kreis Kleve)', 'Jülich']</td>\n",
              "      <td>['ger']</td>\n",
              "      <td>f16d28b5-f475-4f6c-92b6-3eb4988a129a</td>\n",
              "      <td>...</td>\n",
              "      <td>{\"Earthquake\": {\"Earthquake Locations\": \"Algie...</td>\n",
              "      <td>Algier</td>\n",
              "      <td></td>\n",
              "      <td>20. Aug.</td>\n",
              "      <td></td>\n",
              "      <td>[]</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>6PJVDVPTOJVRYN4OJRHPLCEPL2HH5FEK-ALTO8170248_D...</td>\n",
              "      <td>6</td>\n",
              "      <td>Kölnische Zeitung. 1803-1945</td>\n",
              "      <td>VKNQFFAKOR4XZWJJKUX3NGYSZ3QZAXCW</td>\n",
              "      <td>Universitäts- und Landesbibliothek der Rheinis...</td>\n",
              "      <td>2719361-5</td>\n",
              "      <td>1909-04-19 12:00:00</td>\n",
              "      <td>['Köln', 'Kleve (Kreis Kleve)', 'Jülich']</td>\n",
              "      <td>['ger']</td>\n",
              "      <td>25c35671-0a28-4ddc-a92c-85549a1ccfdf</td>\n",
              "      <td>...</td>\n",
              "      <td>{\"Earthquake\": {\"Earthquake Locations\": \"Bramb...</td>\n",
              "      <td>Brambach</td>\n",
              "      <td>Plauen</td>\n",
              "      <td>19. April</td>\n",
              "      <td></td>\n",
              "      <td>[]</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>7SYTVBGEJJTUGEY5ECSVBTDHMGUKRI3N-ALTO8579397_D...</td>\n",
              "      <td>10</td>\n",
              "      <td>Kölnische Zeitung. 1803-1945</td>\n",
              "      <td>VKNQFFAKOR4XZWJJKUX3NGYSZ3QZAXCW</td>\n",
              "      <td>Universitäts- und Landesbibliothek der Rheinis...</td>\n",
              "      <td>2719361-5</td>\n",
              "      <td>1911-09-14 12:00:00</td>\n",
              "      <td>['Köln', 'Kleve (Kreis Kleve)', 'Jülich']</td>\n",
              "      <td>['ger']</td>\n",
              "      <td>0b9e3fc1-a7ff-469e-ad5c-d19fff379297</td>\n",
              "      <td>...</td>\n",
              "      <td>{\"Earthquake\": {\"Earthquake Locations\": \"W Flo...</td>\n",
              "      <td>W Florenz</td>\n",
              "      <td>W Siena (Italien)</td>\n",
              "      <td>13. Sept.</td>\n",
              "      <td></td>\n",
              "      <td>[]</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>AKWP2TKVQE7WDUEJPPWU6QKK7QTTJG4U-ALTO8230847_D...</td>\n",
              "      <td>14</td>\n",
              "      <td>Kölnische Zeitung. 1803-1945</td>\n",
              "      <td>VKNQFFAKOR4XZWJJKUX3NGYSZ3QZAXCW</td>\n",
              "      <td>Universitäts- und Landesbibliothek der Rheinis...</td>\n",
              "      <td>2719361-5</td>\n",
              "      <td>1909-10-09 12:00:00</td>\n",
              "      <td>['Köln', 'Kleve (Kreis Kleve)', 'Jülich']</td>\n",
              "      <td>['ger']</td>\n",
              "      <td>69f0af86-4b92-4f92-971c-59411402c323</td>\n",
              "      <td>...</td>\n",
              "      <td>{\"Earthquake\": {\"Earthquake Locations\": \"Bosni...</td>\n",
              "      <td>Bosnien und dem Sandschak</td>\n",
              "      <td>Graz</td>\n",
              "      <td>9. Okt.</td>\n",
              "      <td></td>\n",
              "      <td>[]</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>B63MVKDVJHOSEYVU5VZKHELM465H5FXN-ALTO8168609_D...</td>\n",
              "      <td>17</td>\n",
              "      <td>Kölnische Zeitung. 1803-1945</td>\n",
              "      <td>VKNQFFAKOR4XZWJJKUX3NGYSZ3QZAXCW</td>\n",
              "      <td>Universitäts- und Landesbibliothek der Rheinis...</td>\n",
              "      <td>2719361-5</td>\n",
              "      <td>1909-01-12 12:00:00</td>\n",
              "      <td>['Köln', 'Kleve (Kreis Kleve)', 'Jülich']</td>\n",
              "      <td>['ger']</td>\n",
              "      <td>20c607c8-e156-45b5-8058-c6ef2c2c62ed</td>\n",
              "      <td>...</td>\n",
              "      <td>{\"Earthquake\": {\"Earthquake Locations\": \"Kanto...</td>\n",
              "      <td>Kanton Wallis</td>\n",
              "      <td>Zürich</td>\n",
              "      <td>11. Jan.</td>\n",
              "      <td></td>\n",
              "      <td>[Pfarrer, Gemeindevorsteher]</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>Die Rettungsarbeiten von den gesamten herbeige...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>BOJLMNUXI7MEBQ2AAMSXSP6PXZWFVKPO-ALTO8168646_D...</td>\n",
              "      <td>2</td>\n",
              "      <td>Kölnische Zeitung. 1803-1945</td>\n",
              "      <td>VKNQFFAKOR4XZWJJKUX3NGYSZ3QZAXCW</td>\n",
              "      <td>Universitäts- und Landesbibliothek der Rheinis...</td>\n",
              "      <td>2719361-5</td>\n",
              "      <td>1909-01-15 12:00:00</td>\n",
              "      <td>['Köln', 'Kleve (Kreis Kleve)', 'Jülich']</td>\n",
              "      <td>['ger']</td>\n",
              "      <td>be6697d0-3910-497f-8316-1662235f1657</td>\n",
              "      <td>...</td>\n",
              "      <td>{\"Earthquake\": {\"Earthquake Locations\": \"Messi...</td>\n",
              "      <td>Messina</td>\n",
              "      <td>Neapel</td>\n",
              "      <td>14. Jan.</td>\n",
              "      <td></td>\n",
              "      <td>[]</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>BOJLMNUXI7MEBQ2AAMSXSP6PXZWFVKPO-ALTO8168646_D...</td>\n",
              "      <td>2</td>\n",
              "      <td>Kölnische Zeitung. 1803-1945</td>\n",
              "      <td>VKNQFFAKOR4XZWJJKUX3NGYSZ3QZAXCW</td>\n",
              "      <td>Universitäts- und Landesbibliothek der Rheinis...</td>\n",
              "      <td>2719361-5</td>\n",
              "      <td>1909-01-15 12:00:00</td>\n",
              "      <td>['Köln', 'Kleve (Kreis Kleve)', 'Jülich']</td>\n",
              "      <td>['ger']</td>\n",
              "      <td>be6697d0-3910-497f-8316-1662235f1657</td>\n",
              "      <td>...</td>\n",
              "      <td>\\n{\\n    \"Earthquake\": {\\n        \"Earthquake ...</td>\n",
              "      <td>italienisches Erdbebengebiet</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>[]</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>ein internationales Hilfskomitee</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>BXEEQDN3CHWHFNHUBTUTWVCNADQ7M3AN-ALTO8384675_D...</td>\n",
              "      <td>2</td>\n",
              "      <td>Kölnische Zeitung. 1803-1945</td>\n",
              "      <td>VKNQFFAKOR4XZWJJKUX3NGYSZ3QZAXCW</td>\n",
              "      <td>Universitäts- und Landesbibliothek der Rheinis...</td>\n",
              "      <td>2719361-5</td>\n",
              "      <td>1910-05-27 12:00:00</td>\n",
              "      <td>['Köln', 'Kleve (Kreis Kleve)', 'Jülich']</td>\n",
              "      <td>['ger']</td>\n",
              "      <td>31c85e4c-39af-4371-a77d-a6c65142e7b2</td>\n",
              "      <td>...</td>\n",
              "      <td>{\"Earthquake\": {\"Earthquake Locations\": \"Züric...</td>\n",
              "      <td>Zürich</td>\n",
              "      <td>Straßburg (Els.)</td>\n",
              "      <td>26. Mai</td>\n",
              "      <td></td>\n",
              "      <td>[]</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>20 rows × 26 columns</p>\n",
              "</div>\n",
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              "                                                    [key], {});\n",
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              "\n",
              "  .colab-df-quickchart:hover {\n",
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              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
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              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
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              "\n",
              "  @keyframes spin {\n",
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              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
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              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
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              "            title=\"Generate code using this dataframe.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
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              "\n",
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            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "articles_df"
            }
          },
          "metadata": {},
          "execution_count": 5
        }
      ],
      "source": [
        "import json\n",
        "import torch\n",
        "import pandas as pd\n",
        "from transformers import AutoModelForCausalLM, AutoTokenizer\n",
        "\n",
        "def predict_NuExtract(model, tokenizer, texts, template, batch_size=1, max_length=10_000, max_new_tokens=4_000):\n",
        "    \"\"\"\n",
        "    Extract structured information from texts using NuExtract model\n",
        "\n",
        "    :param model: Loaded NuExtract model\n",
        "    :param tokenizer: Corresponding tokenizer\n",
        "    :param texts: List of input texts to extract from\n",
        "    :param template: JSON template for structured extraction\n",
        "    :param batch_size: Number of texts to process in parallel\n",
        "    :param max_length: Maximum input length\n",
        "    :param max_new_tokens: Maximum tokens to generate in output\n",
        "    :return: List of extracted information\n",
        "    \"\"\"\n",
        "    template = json.dumps(json.loads(template), indent=4)\n",
        "    prompts = [f\"\"\"<|input|>\\n### Template:\\n{template}\\n### Text:\\n{text}\\n\\n<|output|>\"\"\" for text in texts]\n",
        "\n",
        "    outputs = []\n",
        "    with torch.no_grad():\n",
        "        for i in range(0, len(prompts), batch_size):\n",
        "            batch_prompts = prompts[i:i+batch_size]\n",
        "            batch_encodings = tokenizer(batch_prompts, return_tensors=\"pt\", truncation=True, padding=True, max_length=max_length).to(model.device)\n",
        "\n",
        "            pred_ids = model.generate(**batch_encodings, max_new_tokens=max_new_tokens)\n",
        "            outputs += tokenizer.batch_decode(pred_ids, skip_special_tokens=True)\n",
        "\n",
        "    return [output.split(\"<|output|>\")[1] for output in outputs]\n",
        "    print(outputs)\n",
        "\n",
        "# Load the NuExtract model\n",
        "model_name = \"numind/NuExtract-v1.5\"\n",
        "device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n",
        "model = AutoModelForCausalLM.from_pretrained(model_name, torch_dtype=torch.bfloat16, trust_remote_code=True).to(device).eval()\n",
        "tokenizer = AutoTokenizer.from_pretrained(model_name, trust_remote_code=True)\n",
        "\n",
        "\n",
        "# Filter out non-string or empty entries\n",
        "articles_df['extracted_article_clean'] = articles_df['extracted_article_clean'].astype(str)\n",
        "valid_texts = articles_df['extracted_article_clean'][articles_df['extracted_article_clean'].str.strip() != '']\n",
        "\n",
        "# Extract information in batches to manage memory\n",
        "batch_size = 10  # Adjust based on your available memory\n",
        "all_predictions = []\n",
        "\n",
        "for i in range(0, len(valid_texts), batch_size):\n",
        "    batch_texts = valid_texts[i:i+batch_size].tolist()\n",
        "    batch_predictions = predict_NuExtract(model, tokenizer, batch_texts, earthquake_template)\n",
        "    all_predictions.extend(batch_predictions)\n",
        "\n",
        "# Parse predictions and add to DataFrame\n",
        "articles_df['earthquake_extraction'] = pd.Series([None] * len(articles_df))\n",
        "articles_df.loc[valid_texts.index, 'earthquake_extraction'] = all_predictions\n",
        "\n",
        "# Optional: Flatten the JSON extraction for easier analysis\n",
        "def parse_earthquake_info(extraction):\n",
        "    try:\n",
        "        parsed = json.loads(extraction)\n",
        "        return parsed.get('Earthquake', {})\n",
        "    except:\n",
        "        return {}\n",
        "\n",
        "articles_df['earthquake_locations'] = articles_df['earthquake_extraction'].apply(lambda x: parse_earthquake_info(x).get('Earthquake Locations', ''))\n",
        "articles_df['dateline_locations'] = articles_df['earthquake_extraction'].apply(lambda x: parse_earthquake_info(x).get('Dateline Locations', ''))\n",
        "articles_df['date'] = articles_df['earthquake_extraction'].apply(lambda x: parse_earthquake_info(x).get('Date', ''))\n",
        "articles_df['magnitude'] = articles_df['earthquake_extraction'].apply(lambda x: parse_earthquake_info(x).get('Magnitude', ''))\n",
        "articles_df['persons_involved'] = articles_df['earthquake_extraction'].apply(lambda x: parse_earthquake_info(x).get('Persons_Involved', []))\n",
        "articles_df['causalaties'] = articles_df['earthquake_extraction'].apply(lambda x: parse_earthquake_info(x).get('Injured', {}).get('Fatalities', ''))\n",
        "articles_df['infrastructure_damage'] = articles_df['earthquake_extraction'].apply(lambda x: parse_earthquake_info(x).get('Infrastructure Damage', ''))\n",
        "articles_df['economic_impact'] = articles_df['earthquake_extraction'].apply(lambda x: parse_earthquake_info(x).get('Economic Impact', ''))\n",
        "articles_df['rescue_effort'] = articles_df['earthquake_extraction'].apply(lambda x: parse_earthquake_info(x).get('Rescue Efforts', ''))\n",
        "\n",
        "\n",
        "# Optional: Save results\n",
        "articles_df.to_excel('earthquake_extractions.xlsx', index=False)\n",
        "\n",
        "\n",
        "articles_df"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Visualization Example - Creating a Map with Earthquake locations\n",
        "\n",
        "We first use the geopy library to process geographic locations and add their corresponding coordinates (latitude and longitude) to a pandas DataFrame. It includes a GeocodingService class that interfaces with the Nominatim geocoding API, implementing rate-limiting, retries with exponential backoff, and error handling to ensure robust geocoding.\n",
        "\n",
        "We further use the folium library to create an interactive map with markers for locations provided in a pandas DataFrame. Finally, the map is created and displayed, providing a visual representation of the geographic data."
      ],
      "metadata": {
        "id": "8B-_hff0g4IO"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "id": "ygivtCLFk4KD",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "0c7c34d3-7d55-43ed-b306-037b5c88fc71"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Sample of geocoded locations:\n",
            "                                earthquake_locations  \\\n",
            "0                                             Mexiko   \n",
            "1  Neapel, Benevento, Cosenza, Castellamare di St...   \n",
            "2                                             Foggia   \n",
            "3                            Brancaleone (Kalabrien)   \n",
            "4                                                      \n",
            "\n",
            "                                         coordinates  \n",
            "0                        [(19.4326296, -99.1331785)]  \n",
            "1  [(40.8358846, 14.2487679), (41.2476307, 14.705...  \n",
            "2                [(41.50281055, 15.452893911491383)]  \n",
            "3                           [(37.962968, 16.100405)]  \n",
            "4                                                 []  \n",
            "\n",
            "Geocoding Statistics:\n",
            "Total locations processed: 20\n",
            "Successfully geocoded: 23\n",
            "Failed to geocode: 6\n"
          ]
        }
      ],
      "source": [
        "from geopy.geocoders import Nominatim\n",
        "from geopy.exc import GeocoderTimedOut, GeocoderServiceError\n",
        "import pandas as pd\n",
        "import time\n",
        "from typing import List, Tuple, Optional\n",
        "import random\n",
        "\n",
        "class GeocodingService:\n",
        "    def __init__(self, user_agent: str = None, timeout: int = 10, rate_limit: float = 1.1):\n",
        "        \"\"\"\n",
        "        Initialize the geocoding service with proper configuration.\n",
        "\n",
        "        Args:\n",
        "            user_agent: Custom user agent string (default: generated)\n",
        "            timeout: Timeout for requests in seconds\n",
        "            rate_limit: Time to wait between requests in seconds\n",
        "        \"\"\"\n",
        "        if user_agent is None:\n",
        "            user_agent = f\"python_geocoding_script_{random.randint(1000, 9999)}\"\n",
        "\n",
        "        self.geolocator = Nominatim(\n",
        "            user_agent=user_agent,\n",
        "            timeout=timeout\n",
        "        )\n",
        "        self.rate_limit = rate_limit\n",
        "        self.last_request = 0\n",
        "\n",
        "    def _rate_limit_wait(self):\n",
        "        \"\"\"Implement rate limiting between requests\"\"\"\n",
        "        current_time = time.time()\n",
        "        time_since_last = current_time - self.last_request\n",
        "        if time_since_last < self.rate_limit:\n",
        "            time.sleep(self.rate_limit - time_since_last)\n",
        "        self.last_request = time.time()\n",
        "\n",
        "    def geocode_location(self, location: str, max_retries: int = 3) -> Optional[Tuple[float, float]]:\n",
        "        \"\"\"\n",
        "        Geocode a single location with retries.\n",
        "\n",
        "        Args:\n",
        "            location: Location string to geocode\n",
        "            max_retries: Maximum number of retry attempts\n",
        "\n",
        "        Returns:\n",
        "            Tuple of (latitude, longitude) or None if geocoding fails\n",
        "        \"\"\"\n",
        "        for attempt in range(max_retries):\n",
        "            try:\n",
        "                self._rate_limit_wait()\n",
        "                location_data = self.geolocator.geocode(location)\n",
        "                if location_data:\n",
        "                    return (location_data.latitude, location_data.longitude)\n",
        "                return None\n",
        "            except (GeocoderTimedOut, GeocoderServiceError) as e:\n",
        "                if attempt == max_retries - 1:\n",
        "                    print(f\"Failed to geocode '{location}' after {max_retries} attempts: {e}\")\n",
        "                    return None\n",
        "                time.sleep(2 ** attempt)  # Exponential backoff\n",
        "            except Exception as e:\n",
        "                print(f\"Error geocoding '{location}': {e}\")\n",
        "                return None\n",
        "        return None\n",
        "\n",
        "    def process_locations(self, locations: str) -> List[Optional[Tuple[float, float]]]:\n",
        "        \"\"\"\n",
        "        Process a comma-separated string of locations.\n",
        "\n",
        "        Args:\n",
        "            locations: Comma-separated string of location names\n",
        "\n",
        "        Returns:\n",
        "            List of coordinate tuples or None for failed geocoding\n",
        "        \"\"\"\n",
        "        if pd.isna(locations) or not locations:\n",
        "            return []\n",
        "\n",
        "        location_list = [loc.strip() for loc in locations.split(',')]\n",
        "        return [self.geocode_location(loc) for loc in location_list]\n",
        "\n",
        "def geolocate_places(df: pd.DataFrame,\n",
        "                    places_column: str = 'places',\n",
        "                    user_agent: str = None) -> pd.DataFrame:\n",
        "    \"\"\"\n",
        "    Add coordinates to a DataFrame based on location names.\n",
        "\n",
        "    Args:\n",
        "        df: Input DataFrame\n",
        "        places_column: Name of the column containing comma-separated location strings\n",
        "        user_agent: Custom user agent string\n",
        "\n",
        "    Returns:\n",
        "        DataFrame with added 'coordinates' column\n",
        "    \"\"\"\n",
        "    geocoder = GeocodingService(user_agent=user_agent)\n",
        "\n",
        "    # Create a copy to avoid modifying the original DataFrame\n",
        "    result_df = df.copy()\n",
        "\n",
        "    # Process locations\n",
        "    result_df['coordinates'] = result_df[places_column].apply(geocoder.process_locations)\n",
        "\n",
        "    return result_df\n",
        "\n",
        "# Main execution\n",
        "if __name__ == \"__main__\":\n",
        "    # Assuming articles_df is your DataFrame with a 'places' column\n",
        "    # Apply geocoding to the articles DataFrame\n",
        "    articles_df_with_coords = geolocate_places(\n",
        "        articles_df,\n",
        "        places_column='earthquake_locations',\n",
        "        user_agent='article_geocoding_service_v1.0'\n",
        "    )\n",
        "\n",
        "    # Update the original DataFrame with the new coordinates\n",
        "    articles_df['coordinates'] = articles_df_with_coords['coordinates']\n",
        "\n",
        "    # Display the results\n",
        "    print(\"\\nSample of geocoded locations:\")\n",
        "    print(articles_df[['earthquake_locations', 'coordinates']].head())\n",
        "\n",
        "    # Optional: Display some statistics\n",
        "    total_locations = len(articles_df)\n",
        "    successful_geocodes = articles_df['coordinates'].apply(lambda x: len([c for c in x if c is not None])).sum()\n",
        "    failed_geocodes = articles_df['coordinates'].apply(lambda x: len([c for c in x if c is None])).sum()\n",
        "\n",
        "    print(f\"\\nGeocoding Statistics:\")\n",
        "    print(f\"Total locations processed: {total_locations}\")\n",
        "    print(f\"Successfully geocoded: {successful_geocodes}\")\n",
        "    print(f\"Failed to geocode: {failed_geocodes}\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "id": "JbsClLRclZHY",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 531
        },
        "outputId": "e9a75470-0190-4a34-8265-2319a6d1a5d3"
      },
      "outputs": [
        {
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              "&lt;html&gt;\n",
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              "    \n",
              "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
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              "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
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              "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap-glyphicons.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@6.2.0/css/all.min.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
              "    \n",
              "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
              "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
              "            &lt;style&gt;\n",
              "                #map_1b72d8432482574ad7092570cb0e17c1 {\n",
              "                    position: relative;\n",
              "                    width: 100.0%;\n",
              "                    height: 100.0%;\n",
              "                    left: 0.0%;\n",
              "                    top: 0.0%;\n",
              "                }\n",
              "                .leaflet-container { font-size: 1rem; }\n",
              "            &lt;/style&gt;\n",
              "        \n",
              "&lt;/head&gt;\n",
              "&lt;body&gt;\n",
              "    \n",
              "    \n",
              "            &lt;div class=&quot;folium-map&quot; id=&quot;map_1b72d8432482574ad7092570cb0e17c1&quot; &gt;&lt;/div&gt;\n",
              "        \n",
              "&lt;/body&gt;\n",
              "&lt;script&gt;\n",
              "    \n",
              "    \n",
              "            var map_1b72d8432482574ad7092570cb0e17c1 = L.map(\n",
              "                &quot;map_1b72d8432482574ad7092570cb0e17c1&quot;,\n",
              "                {\n",
              "                    center: [0.0, 0.0],\n",
              "                    crs: L.CRS.EPSG3857,\n",
              "                    ...{\n",
              "  &quot;zoom&quot;: 2,\n",
              "  &quot;zoomControl&quot;: true,\n",
              "  &quot;preferCanvas&quot;: false,\n",
              "}\n",
              "\n",
              "                }\n",
              "            );\n",
              "\n",
              "            \n",
              "\n",
              "        \n",
              "    \n",
              "            var tile_layer_11531a68cec9bf502e781d4ce8babac5 = L.tileLayer(\n",
              "                &quot;https://tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
              "                {\n",
              "  &quot;minZoom&quot;: 0,\n",
              "  &quot;maxZoom&quot;: 19,\n",
              "  &quot;maxNativeZoom&quot;: 19,\n",
              "  &quot;noWrap&quot;: false,\n",
              "  &quot;attribution&quot;: &quot;\\u0026copy; \\u003ca href=\\&quot;https://www.openstreetmap.org/copyright\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e contributors&quot;,\n",
              "  &quot;subdomains&quot;: &quot;abc&quot;,\n",
              "  &quot;detectRetina&quot;: false,\n",
              "  &quot;tms&quot;: false,\n",
              "  &quot;opacity&quot;: 1,\n",
              "}\n",
              "\n",
              "            );\n",
              "        \n",
              "    \n",
              "            tile_layer_11531a68cec9bf502e781d4ce8babac5.addTo(map_1b72d8432482574ad7092570cb0e17c1);\n",
              "        \n",
              "    \n",
              "            var marker_a518222113cd4390c726949886f0f347 = L.marker(\n",
              "                [19.4326296, -99.1331785],\n",
              "                {\n",
              "}\n",
              "            ).addTo(map_1b72d8432482574ad7092570cb0e17c1);\n",
              "        \n",
              "    \n",
              "        var popup_3780deec258e5f519c29c198b0d00904 = L.popup({\n",
              "  &quot;maxWidth&quot;: 300,\n",
              "});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_9a0edabc05136127fa13cb29c52967c9 = $(`&lt;div id=&quot;html_9a0edabc05136127fa13cb29c52967c9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;&lt;b&gt;Mexiko&lt;/b&gt;&lt;/div&gt;`)[0];\n",
              "                popup_3780deec258e5f519c29c198b0d00904.setContent(html_9a0edabc05136127fa13cb29c52967c9);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_a518222113cd4390c726949886f0f347.bindPopup(popup_3780deec258e5f519c29c198b0d00904)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            marker_a518222113cd4390c726949886f0f347.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     Mexiko\n",
              "                 &lt;/div&gt;`,\n",
              "                {\n",
              "  &quot;sticky&quot;: true,\n",
              "}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_e17122f041deddb4b58c05bd7c7e1add = L.marker(\n",
              "                [40.8358846, 14.2487679],\n",
              "                {\n",
              "}\n",
              "            ).addTo(map_1b72d8432482574ad7092570cb0e17c1);\n",
              "        \n",
              "    \n",
              "        var popup_805a75411bf0c366940dcc6e625d3287 = L.popup({\n",
              "  &quot;maxWidth&quot;: 300,\n",
              "});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_cc1f50f720093c49b251268c2b06db33 = $(`&lt;div id=&quot;html_cc1f50f720093c49b251268c2b06db33&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;&lt;b&gt;Neapel&lt;/b&gt;&lt;/div&gt;`)[0];\n",
              "                popup_805a75411bf0c366940dcc6e625d3287.setContent(html_cc1f50f720093c49b251268c2b06db33);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_e17122f041deddb4b58c05bd7c7e1add.bindPopup(popup_805a75411bf0c366940dcc6e625d3287)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            marker_e17122f041deddb4b58c05bd7c7e1add.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     Neapel\n",
              "                 &lt;/div&gt;`,\n",
              "                {\n",
              "  &quot;sticky&quot;: true,\n",
              "}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_0057a9643f9bb72d7678b67775860aac = L.marker(\n",
              "                [41.2476307, 14.705705363146528],\n",
              "                {\n",
              "}\n",
              "            ).addTo(map_1b72d8432482574ad7092570cb0e17c1);\n",
              "        \n",
              "    \n",
              "        var popup_6e92d30bcd2c919e6c584194efb5ebf6 = L.popup({\n",
              "  &quot;maxWidth&quot;: 300,\n",
              "});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c8d57120f9ce0062532a5d3ff517fddf = $(`&lt;div id=&quot;html_c8d57120f9ce0062532a5d3ff517fddf&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;&lt;b&gt;Benevento&lt;/b&gt;&lt;/div&gt;`)[0];\n",
              "                popup_6e92d30bcd2c919e6c584194efb5ebf6.setContent(html_c8d57120f9ce0062532a5d3ff517fddf);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_0057a9643f9bb72d7678b67775860aac.bindPopup(popup_6e92d30bcd2c919e6c584194efb5ebf6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            marker_0057a9643f9bb72d7678b67775860aac.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     Benevento\n",
              "                 &lt;/div&gt;`,\n",
              "                {\n",
              "  &quot;sticky&quot;: true,\n",
              "}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_2e5da5513d34f4a28fdf3dd37b5750ea = L.marker(\n",
              "                [39.596685300000004, 16.333055599019605],\n",
              "                {\n",
              "}\n",
              "            ).addTo(map_1b72d8432482574ad7092570cb0e17c1);\n",
              "        \n",
              "    \n",
              "        var popup_227452b0d26a48a80f826d2198b87a95 = L.popup({\n",
              "  &quot;maxWidth&quot;: 300,\n",
              "});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_7c9f31a940e25e845dea44fb177dd8f0 = $(`&lt;div id=&quot;html_7c9f31a940e25e845dea44fb177dd8f0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;&lt;b&gt;Cosenza&lt;/b&gt;&lt;/div&gt;`)[0];\n",
              "                popup_227452b0d26a48a80f826d2198b87a95.setContent(html_7c9f31a940e25e845dea44fb177dd8f0);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_2e5da5513d34f4a28fdf3dd37b5750ea.bindPopup(popup_227452b0d26a48a80f826d2198b87a95)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            marker_2e5da5513d34f4a28fdf3dd37b5750ea.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     Cosenza\n",
              "                 &lt;/div&gt;`,\n",
              "                {\n",
              "  &quot;sticky&quot;: true,\n",
              "}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_706871d9407194e13097064e144b60ee = L.marker(\n",
              "                [40.743767, 14.4823608],\n",
              "                {\n",
              "}\n",
              "            ).addTo(map_1b72d8432482574ad7092570cb0e17c1);\n",
              "        \n",
              "    \n",
              "        var popup_4e6bbdb8ec88630dc83b3d73859b42c7 = L.popup({\n",
              "  &quot;maxWidth&quot;: 300,\n",
              "});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_65cd29efce6dec84218a06eb0a700691 = $(`&lt;div id=&quot;html_65cd29efce6dec84218a06eb0a700691&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;&lt;b&gt;Castellamare di Stabia&lt;/b&gt;&lt;/div&gt;`)[0];\n",
              "                popup_4e6bbdb8ec88630dc83b3d73859b42c7.setContent(html_65cd29efce6dec84218a06eb0a700691);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_706871d9407194e13097064e144b60ee.bindPopup(popup_4e6bbdb8ec88630dc83b3d73859b42c7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            marker_706871d9407194e13097064e144b60ee.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     Castellamare di Stabia\n",
              "                 &lt;/div&gt;`,\n",
              "                {\n",
              "  &quot;sticky&quot;: true,\n",
              "}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_6fba3bd5df797033686928c0ae5df315 = L.marker(\n",
              "                [41.50281055, 15.452893911491383],\n",
              "                {\n",
              "}\n",
              "            ).addTo(map_1b72d8432482574ad7092570cb0e17c1);\n",
              "        \n",
              "    \n",
              "        var popup_e63501f3943941585a6c3f400d28a4f0 = L.popup({\n",
              "  &quot;maxWidth&quot;: 300,\n",
              "});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_70a30464a9c41b74f839a2c2c33bed65 = $(`&lt;div id=&quot;html_70a30464a9c41b74f839a2c2c33bed65&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;&lt;b&gt;Foggia&lt;/b&gt;&lt;/div&gt;`)[0];\n",
              "                popup_e63501f3943941585a6c3f400d28a4f0.setContent(html_70a30464a9c41b74f839a2c2c33bed65);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_6fba3bd5df797033686928c0ae5df315.bindPopup(popup_e63501f3943941585a6c3f400d28a4f0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            marker_6fba3bd5df797033686928c0ae5df315.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     Foggia\n",
              "                 &lt;/div&gt;`,\n",
              "                {\n",
              "  &quot;sticky&quot;: true,\n",
              "}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_c616c15e48680d6a20ed3dcbc1b2674e = L.marker(\n",
              "                [37.962968, 16.100405],\n",
              "                {\n",
              "}\n",
              "            ).addTo(map_1b72d8432482574ad7092570cb0e17c1);\n",
              "        \n",
              "    \n",
              "        var popup_845859dd39477ff926867147030efa0f = L.popup({\n",
              "  &quot;maxWidth&quot;: 300,\n",
              "});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_f9ab8fb357e30128662baf6b01dbf879 = $(`&lt;div id=&quot;html_f9ab8fb357e30128662baf6b01dbf879&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;&lt;b&gt;Brancaleone (Kalabrien)&lt;/b&gt;&lt;/div&gt;`)[0];\n",
              "                popup_845859dd39477ff926867147030efa0f.setContent(html_f9ab8fb357e30128662baf6b01dbf879);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_c616c15e48680d6a20ed3dcbc1b2674e.bindPopup(popup_845859dd39477ff926867147030efa0f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            marker_c616c15e48680d6a20ed3dcbc1b2674e.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     Brancaleone (Kalabrien)\n",
              "                 &lt;/div&gt;`,\n",
              "                {\n",
              "  &quot;sticky&quot;: true,\n",
              "}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_c3cb74e785cc6ab3833d61affa23d761 = L.marker(\n",
              "                [49.4892913, 8.4673098],\n",
              "                {\n",
              "}\n",
              "            ).addTo(map_1b72d8432482574ad7092570cb0e17c1);\n",
              "        \n",
              "    \n",
              "        var popup_3264c647f1d02fb59fcbef76dd955bf5 = L.popup({\n",
              "  &quot;maxWidth&quot;: 300,\n",
              "});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_e0190869711c16fac30c68c191f72182 = $(`&lt;div id=&quot;html_e0190869711c16fac30c68c191f72182&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;&lt;b&gt;Mannheim&lt;/b&gt;&lt;/div&gt;`)[0];\n",
              "                popup_3264c647f1d02fb59fcbef76dd955bf5.setContent(html_e0190869711c16fac30c68c191f72182);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_c3cb74e785cc6ab3833d61affa23d761.bindPopup(popup_3264c647f1d02fb59fcbef76dd955bf5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            marker_c3cb74e785cc6ab3833d61affa23d761.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     Mannheim\n",
              "                 &lt;/div&gt;`,\n",
              "                {\n",
              "  &quot;sticky&quot;: true,\n",
              "}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_5be2eced7bf89bf9c60d1543f9ce8613 = L.marker(\n",
              "                [49.4093582, 8.694724],\n",
              "                {\n",
              "}\n",
              "            ).addTo(map_1b72d8432482574ad7092570cb0e17c1);\n",
              "        \n",
              "    \n",
              "        var popup_38c6125bc0dd1d19e1563b05f0f08aec = L.popup({\n",
              "  &quot;maxWidth&quot;: 300,\n",
              "});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6a714c039722afa6c8694472356cc7cc = $(`&lt;div id=&quot;html_6a714c039722afa6c8694472356cc7cc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;&lt;b&gt;Heidelberg&lt;/b&gt;&lt;/div&gt;`)[0];\n",
              "                popup_38c6125bc0dd1d19e1563b05f0f08aec.setContent(html_6a714c039722afa6c8694472356cc7cc);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_5be2eced7bf89bf9c60d1543f9ce8613.bindPopup(popup_38c6125bc0dd1d19e1563b05f0f08aec)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            marker_5be2eced7bf89bf9c60d1543f9ce8613.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     Heidelberg\n",
              "                 &lt;/div&gt;`,\n",
              "                {\n",
              "  &quot;sticky&quot;: true,\n",
              "}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_9163bd9fa020eed443ff1b7f46a8cb4f = L.marker(\n",
              "                [48.1678244, 8.626979],\n",
              "                {\n",
              "}\n",
              "            ).addTo(map_1b72d8432482574ad7092570cb0e17c1);\n",
              "        \n",
              "    \n",
              "        var popup_14060e596316e6d9607e08bb990b0af8 = L.popup({\n",
              "  &quot;maxWidth&quot;: 300,\n",
              "});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_b377ccc376733dba958342698ca8f9f5 = $(`&lt;div id=&quot;html_b377ccc376733dba958342698ca8f9f5&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;&lt;b&gt;Rottweil&lt;/b&gt;&lt;/div&gt;`)[0];\n",
              "                popup_14060e596316e6d9607e08bb990b0af8.setContent(html_b377ccc376733dba958342698ca8f9f5);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_9163bd9fa020eed443ff1b7f46a8cb4f.bindPopup(popup_14060e596316e6d9607e08bb990b0af8)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            marker_9163bd9fa020eed443ff1b7f46a8cb4f.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     Rottweil\n",
              "                 &lt;/div&gt;`,\n",
              "                {\n",
              "  &quot;sticky&quot;: true,\n",
              "}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_86564652be2db4e06312386f8095e196 = L.marker(\n",
              "                [48.1371079, 11.5753822],\n",
              "                {\n",
              "}\n",
              "            ).addTo(map_1b72d8432482574ad7092570cb0e17c1);\n",
              "        \n",
              "    \n",
              "        var popup_da12c7efa3d4f95fbb6c8807cbefbc5c = L.popup({\n",
              "  &quot;maxWidth&quot;: 300,\n",
              "});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_c6b36fff27eca4f3947b3d95317d252f = $(`&lt;div id=&quot;html_c6b36fff27eca4f3947b3d95317d252f&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;&lt;b&gt;München&lt;/b&gt;&lt;/div&gt;`)[0];\n",
              "                popup_da12c7efa3d4f95fbb6c8807cbefbc5c.setContent(html_c6b36fff27eca4f3947b3d95317d252f);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_86564652be2db4e06312386f8095e196.bindPopup(popup_da12c7efa3d4f95fbb6c8807cbefbc5c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            marker_86564652be2db4e06312386f8095e196.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     München\n",
              "                 &lt;/div&gt;`,\n",
              "                {\n",
              "  &quot;sticky&quot;: true,\n",
              "}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_f024d69a26d12d681bce67c64f1f842a = L.marker(\n",
              "                [48.584614, 7.7507127],\n",
              "                {\n",
              "}\n",
              "            ).addTo(map_1b72d8432482574ad7092570cb0e17c1);\n",
              "        \n",
              "    \n",
              "        var popup_d1745d4c7a792cb06c936d37f9dbea79 = L.popup({\n",
              "  &quot;maxWidth&quot;: 300,\n",
              "});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_43b38b8798c095354c7b8d70f18d651c = $(`&lt;div id=&quot;html_43b38b8798c095354c7b8d70f18d651c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;&lt;b&gt;Straßburg&lt;/b&gt;&lt;/div&gt;`)[0];\n",
              "                popup_d1745d4c7a792cb06c936d37f9dbea79.setContent(html_43b38b8798c095354c7b8d70f18d651c);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_f024d69a26d12d681bce67c64f1f842a.bindPopup(popup_d1745d4c7a792cb06c936d37f9dbea79)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            marker_f024d69a26d12d681bce67c64f1f842a.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     Straßburg\n",
              "                 &lt;/div&gt;`,\n",
              "                {\n",
              "  &quot;sticky&quot;: true,\n",
              "}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_1df08dee89747d740754837964d53920 = L.marker(\n",
              "                [48.2083537, 16.3725042],\n",
              "                {\n",
              "}\n",
              "            ).addTo(map_1b72d8432482574ad7092570cb0e17c1);\n",
              "        \n",
              "    \n",
              "        var popup_5badaaa757dd4b733df756bef36a91fa = L.popup({\n",
              "  &quot;maxWidth&quot;: 300,\n",
              "});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_6999d16fb79db7f4c4d3f3df81683084 = $(`&lt;div id=&quot;html_6999d16fb79db7f4c4d3f3df81683084&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;&lt;b&gt;Wien&lt;/b&gt;&lt;/div&gt;`)[0];\n",
              "                popup_5badaaa757dd4b733df756bef36a91fa.setContent(html_6999d16fb79db7f4c4d3f3df81683084);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_1df08dee89747d740754837964d53920.bindPopup(popup_5badaaa757dd4b733df756bef36a91fa)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            marker_1df08dee89747d740754837964d53920.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     Wien\n",
              "                 &lt;/div&gt;`,\n",
              "                {\n",
              "  &quot;sticky&quot;: true,\n",
              "}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_370d7599c4b84e623b38bf9548b0480c = L.marker(\n",
              "                [47.2654296, 11.3927685],\n",
              "                {\n",
              "}\n",
              "            ).addTo(map_1b72d8432482574ad7092570cb0e17c1);\n",
              "        \n",
              "    \n",
              "        var popup_36a9b0d070ba1ac961360343cd625b48 = L.popup({\n",
              "  &quot;maxWidth&quot;: 300,\n",
              "});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_3e78fb5f46c6e1b348192b20d5fc8200 = $(`&lt;div id=&quot;html_3e78fb5f46c6e1b348192b20d5fc8200&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;&lt;b&gt;Innsbruck&lt;/b&gt;&lt;/div&gt;`)[0];\n",
              "                popup_36a9b0d070ba1ac961360343cd625b48.setContent(html_3e78fb5f46c6e1b348192b20d5fc8200);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_370d7599c4b84e623b38bf9548b0480c.bindPopup(popup_36a9b0d070ba1ac961360343cd625b48)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            marker_370d7599c4b84e623b38bf9548b0480c.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     Innsbruck\n",
              "                 &lt;/div&gt;`,\n",
              "                {\n",
              "  &quot;sticky&quot;: true,\n",
              "}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_603f104b02caee92915f12f3ec7fe628 = L.marker(\n",
              "                [50.7702908, 6.2295504],\n",
              "                {\n",
              "}\n",
              "            ).addTo(map_1b72d8432482574ad7092570cb0e17c1);\n",
              "        \n",
              "    \n",
              "        var popup_929cbab75d26501526d36c8d720f46ff = L.popup({\n",
              "  &quot;maxWidth&quot;: 300,\n",
              "});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_bfa2e324d5299eec5970467be457a5fc = $(`&lt;div id=&quot;html_bfa2e324d5299eec5970467be457a5fc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;&lt;b&gt;Stolberg&lt;/b&gt;&lt;/div&gt;`)[0];\n",
              "                popup_929cbab75d26501526d36c8d720f46ff.setContent(html_bfa2e324d5299eec5970467be457a5fc);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_603f104b02caee92915f12f3ec7fe628.bindPopup(popup_929cbab75d26501526d36c8d720f46ff)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            marker_603f104b02caee92915f12f3ec7fe628.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     Stolberg\n",
              "                 &lt;/div&gt;`,\n",
              "                {\n",
              "  &quot;sticky&quot;: true,\n",
              "}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_3cf11af5038809b4486be8144155bd7d = L.marker(\n",
              "                [40.902119, 15.430556],\n",
              "                {\n",
              "}\n",
              "            ).addTo(map_1b72d8432482574ad7092570cb0e17c1);\n",
              "        \n",
              "    \n",
              "        var popup_459a4490ff11868fb0099f354f9215ec = L.popup({\n",
              "  &quot;maxWidth&quot;: 300,\n",
              "});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ff92d412056adbdff4a003b36452329b = $(`&lt;div id=&quot;html_ff92d412056adbdff4a003b36452329b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;&lt;b&gt;Calitri&lt;/b&gt;&lt;/div&gt;`)[0];\n",
              "                popup_459a4490ff11868fb0099f354f9215ec.setContent(html_ff92d412056adbdff4a003b36452329b);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_3cf11af5038809b4486be8144155bd7d.bindPopup(popup_459a4490ff11868fb0099f354f9215ec)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            marker_3cf11af5038809b4486be8144155bd7d.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     Calitri\n",
              "                 &lt;/div&gt;`,\n",
              "                {\n",
              "  &quot;sticky&quot;: true,\n",
              "}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_2ee7f4392f549f5ff18cf15df0f76e66 = L.marker(\n",
              "                [4.1567895, 9.2315915],\n",
              "                {\n",
              "}\n",
              "            ).addTo(map_1b72d8432482574ad7092570cb0e17c1);\n",
              "        \n",
              "    \n",
              "        var popup_30439a44a5a014810f64cf01f611439f = L.popup({\n",
              "  &quot;maxWidth&quot;: 300,\n",
              "});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_4a424846d65131b92a088968aa7a113c = $(`&lt;div id=&quot;html_4a424846d65131b92a088968aa7a113c&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;&lt;b&gt;Buéa&lt;/b&gt;&lt;/div&gt;`)[0];\n",
              "                popup_30439a44a5a014810f64cf01f611439f.setContent(html_4a424846d65131b92a088968aa7a113c);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_2ee7f4392f549f5ff18cf15df0f76e66.bindPopup(popup_30439a44a5a014810f64cf01f611439f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            marker_2ee7f4392f549f5ff18cf15df0f76e66.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     Buéa\n",
              "                 &lt;/div&gt;`,\n",
              "                {\n",
              "  &quot;sticky&quot;: true,\n",
              "}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_76da8d70d5cc785372ab161888492b94 = L.marker(\n",
              "                [36.7729333, 3.0588445],\n",
              "                {\n",
              "}\n",
              "            ).addTo(map_1b72d8432482574ad7092570cb0e17c1);\n",
              "        \n",
              "    \n",
              "        var popup_1d4c4d3c699aa92342102591024b711f = L.popup({\n",
              "  &quot;maxWidth&quot;: 300,\n",
              "});\n",
              "\n",
              "        \n",
              "            \n",
              "                var html_ba9df1bdfdd3984866ea641f6c06f557 = $(`&lt;div id=&quot;html_ba9df1bdfdd3984866ea641f6c06f557&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;&lt;b&gt;Algier&lt;/b&gt;&lt;/div&gt;`)[0];\n",
              "                popup_1d4c4d3c699aa92342102591024b711f.setContent(html_ba9df1bdfdd3984866ea641f6c06f557);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_76da8d70d5cc785372ab161888492b94.bindPopup(popup_1d4c4d3c699aa92342102591024b711f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            marker_76da8d70d5cc785372ab161888492b94.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     Algier\n",
              "                 &lt;/div&gt;`,\n",
              "                {\n",
              "  &quot;sticky&quot;: true,\n",
              "}\n",
              "            );\n",
              "        \n",
              "    \n",
              "            var marker_75538cb0fe7fee47a9a91d9660ec17b8 = L.marker(\n",
              "                [51.8762455, 12.1473956],\n",
              "                {\n",
              "}\n",
              "            ).addTo(map_1b72d8432482574ad7092570cb0e17c1);\n",
              "        \n",
              "    \n",
              "        var popup_68e2a99b32307e60b74f5bb0ca38eff4 = L.popup({\n",
              "  &quot;maxWidth&quot;: 300,\n",
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              "\n",
              "        \n",
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              "                `&lt;div&gt;\n",
              "                     Brambach\n",
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              "  &quot;sticky&quot;: true,\n",
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              "        \n",
              "    \n",
              "        var popup_4b22c8f3be336b2b1ead11e98d3b74b1 = L.popup({\n",
              "  &quot;maxWidth&quot;: 300,\n",
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              "\n",
              "        \n",
              "            \n",
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              "                popup_4b22c8f3be336b2b1ead11e98d3b74b1.setContent(html_270114ae763a904b8ba0c62e137d7756);\n",
              "            \n",
              "        \n",
              "\n",
              "        marker_418714b8152779b89ca5f81649878872.bindPopup(popup_4b22c8f3be336b2b1ead11e98d3b74b1)\n",
              "        ;\n",
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              "    \n",
              "    \n",
              "            marker_418714b8152779b89ca5f81649878872.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     W Florenz\n",
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              "                popup_c31e365e15fbf7f092f16d75b25c862b.setContent(html_8f746b16313322db2c752b63ff04d450);\n",
              "            \n",
              "        \n",
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              "        marker_76477ed4df3d3204e9dfb87c9967dde6.bindPopup(popup_c31e365e15fbf7f092f16d75b25c862b)\n",
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              "            marker_76477ed4df3d3204e9dfb87c9967dde6.bindTooltip(\n",
              "                `&lt;div&gt;\n",
              "                     Kanton Wallis\n",
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              "        \n",
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              "                     Messina\n",
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              "                {}\n",
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              "        \n",
              "&lt;/script&gt;\n",
              "&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
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      ],
      "source": [
        "import folium\n",
        "from folium import plugins\n",
        "import pandas as pd\n",
        "from typing import List, Tuple, Optional\n",
        "from IPython.display import display\n",
        "\n",
        "def create_location_map(df: pd.DataFrame,\n",
        "                       coordinates_col: str = 'coordinates',\n",
        "                       places_col: str = 'earthquake_locations',\n",
        "                       title_col: Optional[str] = None) -> folium.Map:\n",
        "    \"\"\"\n",
        "    Create an interactive map with individual markers for all earthquake locations.\n",
        "\n",
        "    Args:\n",
        "        df: DataFrame containing coordinates and earthquake locations\n",
        "        coordinates_col: Name of column containing coordinates\n",
        "        places_col: Name of column containing earthquake location names\n",
        "        title_col: Optional column name for additional marker information\n",
        "\n",
        "    Returns:\n",
        "        folium.Map object with all locations marked individually\n",
        "    \"\"\"\n",
        "    # Initialize the map\n",
        "    m = folium.Map(location=[0, 0], zoom_start=2)\n",
        "\n",
        "    # Keep track of all valid coordinates for setting bounds\n",
        "    all_coords = []\n",
        "\n",
        "    # Process each row in the DataFrame\n",
        "    for idx, row in df.iterrows():\n",
        "        coordinates = row[coordinates_col]\n",
        "        places = row[places_col].split(',') if pd.notna(row[places_col]) else []\n",
        "        title = row[title_col] if title_col and pd.notna(row[title_col]) else None\n",
        "\n",
        "        # Skip if no coordinates\n",
        "        if not coordinates:\n",
        "            continue\n",
        "\n",
        "        # Add individual markers for each location\n",
        "        for i, (coord, place) in enumerate(zip(coordinates, places)):\n",
        "            if coord is not None:  # Skip None coordinates\n",
        "                lat, lon = coord\n",
        "                place_name = place.strip()\n",
        "\n",
        "                # Create popup content\n",
        "                popup_content = f\"<b>{place_name}</b>\"\n",
        "                if title:\n",
        "                    popup_content += f\"<br>{title}\"\n",
        "\n",
        "                # Add marker directly to the map (not in a cluster)\n",
        "                folium.Marker(\n",
        "                    location=[lat, lon],\n",
        "                    popup=folium.Popup(popup_content, max_width=300),\n",
        "                    tooltip=place_name,\n",
        "                    #icon=folium.Icon(color='red', icon='info-sign')\n",
        "                ).add_to(m)\n",
        "\n",
        "                all_coords.append([lat, lon])\n",
        "\n",
        "    # If we have coordinates, fit the map bounds to include all points\n",
        "    if all_coords:\n",
        "        m.fit_bounds(all_coords)\n",
        "\n",
        "    return m\n",
        "\n",
        "# Create and display the map\n",
        "map_obj = create_location_map(articles_df)\n",
        "display(map_obj)"
      ]
    }
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