From c1c8b1345d82c40abbbf41762a8fa34353f54cc2 Mon Sep 17 00:00:00 2001
From: smayer <simon.mayer@onb.ac.at>
Date: Thu, 29 Aug 2024 13:38:30 +0000
Subject: [PATCH] WIP: Add code for creating plots

---
 Notebooks/Classifier_plots.ipynb | 118 +++++++++++++++++++++++--------
 Notebooks/String_matching.ipynb  |  91 ++++++++++++++++++++----
 2 files changed, 167 insertions(+), 42 deletions(-)

diff --git a/Notebooks/Classifier_plots.ipynb b/Notebooks/Classifier_plots.ipynb
index e3e0e87..5c08c5f 100644
--- a/Notebooks/Classifier_plots.ipynb
+++ b/Notebooks/Classifier_plots.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 68,
    "id": "35ded88f-0bcd-42a8-b62b-e4a8456d59bf",
    "metadata": {
     "tags": []
@@ -24,7 +24,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 69,
    "id": "a9f0fa3e-dfa0-4ee5-9458-7401b62b3f91",
    "metadata": {
     "tags": []
@@ -34,7 +34,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/tmp/ipykernel_82532/2205541700.py:1: DtypeWarning: Columns (8,9) have mixed types. Specify dtype option on import or set low_memory=False.\n",
+      "/tmp/ipykernel_39578/2205541700.py:1: DtypeWarning: Columns (8,9) have mixed types. Specify dtype option on import or set low_memory=False.\n",
       "  preds = pd.read_csv('data/predictions/all_pred_final.csv')\n"
      ]
     }
@@ -45,7 +45,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 70,
    "id": "e61369ab-8dbb-4181-a14c-83c651c71ed3",
    "metadata": {
     "tags": []
@@ -57,7 +57,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 71,
    "id": "3d444dd2-7ef7-4bc8-ac3f-4f805dd9597e",
    "metadata": {
     "tags": []
@@ -69,7 +69,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 72,
    "id": "fe9ab426-1d3d-43ea-ab41-7650024bb03d",
    "metadata": {
     "tags": []
@@ -81,7 +81,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 73,
    "id": "ed1e4090-5c81-41f3-8373-b86f50ca0aad",
    "metadata": {
     "tags": []
@@ -93,7 +93,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 74,
    "id": "6f832730-1b46-4262-ac7c-651fa136d04b",
    "metadata": {
     "tags": []
@@ -106,7 +106,7 @@
        "Name: Wappenklassifizierung, dtype: object"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 74,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -117,7 +117,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 75,
    "id": "cf7a38aa-55fa-4d44-bcf1-3c7dc1044a43",
    "metadata": {
     "tags": []
@@ -384,7 +384,7 @@
        "[73 rows x 13 columns]"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 75,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -395,7 +395,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 76,
    "id": "2db20ca5-6dda-4348-8c8f-a2d8bafcf1d5",
    "metadata": {
     "tags": []
@@ -407,7 +407,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 77,
    "id": "a69a6e70-3bc1-493b-829c-4a875e85f508",
    "metadata": {
     "tags": []
@@ -502,7 +502,7 @@
        "4132          A              B  "
       ]
      },
-     "execution_count": 11,
+     "execution_count": 77,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -513,7 +513,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 78,
    "id": "b38be7cf-2911-4552-8662-732c97af7fa1",
    "metadata": {
     "tags": []
@@ -780,7 +780,7 @@
        "[73 rows x 13 columns]"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 78,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -791,7 +791,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 79,
    "id": "80706fb7-b386-492e-908d-ef55b09ac5e4",
    "metadata": {
     "tags": []
@@ -803,7 +803,7 @@
        "6142"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 79,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -814,7 +814,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 80,
    "id": "caa5fef5-16d2-4d94-822c-ed93495cdb21",
    "metadata": {
     "tags": []
@@ -826,7 +826,7 @@
        "8447"
       ]
      },
-     "execution_count": 14,
+     "execution_count": 80,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -837,7 +837,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 81,
    "id": "d064f1c3-49a9-4483-a663-2dd71a9ccf54",
    "metadata": {},
    "outputs": [
@@ -859,7 +859,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 82,
    "id": "65021f88-83d0-47dd-bca6-f09f342af87e",
    "metadata": {
     "tags": []
@@ -873,7 +873,7 @@
        "      dtype='object')"
       ]
      },
-     "execution_count": 17,
+     "execution_count": 82,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -884,7 +884,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 83,
    "id": "f4a20ea8-5ac2-4b37-a257-1e53c33b7dca",
    "metadata": {
     "tags": []
@@ -908,7 +908,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 84,
    "id": "53d45c76-cfe8-4cdf-a5e1-62e9a155a3b4",
    "metadata": {
     "tags": []
@@ -920,7 +920,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 85,
    "id": "36a89221-c074-4f5f-8f0d-c20daa38ccdc",
    "metadata": {
     "tags": []
@@ -943,7 +943,7 @@
        "Name: Sprache, Length: 9591, dtype: object"
       ]
      },
-     "execution_count": 24,
+     "execution_count": 85,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -954,9 +954,71 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 93,
    "id": "c3c059e9-bab0-4154-85e4-9bdfb2f1659a",
    "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "813\n",
+      "1818\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(len(BE_certain[BE_certain['Signatur'].str.contains('BE\\.11\\.')]))\n",
+    "print(len(BE_preds[BE_preds['Signatur'].str.contains('BE\\.11\\.')]))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 132,
+   "id": "9ef2fff7-1cbb-4e7a-9a05-04052e14fbf6",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "asdf\n",
+      "asdf\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_39578/1174459403.py:10: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
+      "Try using .loc[row_indexer,col_indexer] = value instead\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  BE_certain['unique Wissensklasse'] = BE_certain['Wissensklasse'].apply(lambda x: remove_after_pipe(x))\n"
+     ]
+    }
+   ],
+   "source": [
+    "def remove_after_pipe(x):\n",
+    "    if isinstance(x, str):\n",
+    "        if '|' in x:\n",
+    "            return x[:x.index(' |')]\n",
+    "        else:\n",
+    "            return x\n",
+    "\n",
+    "print(remove_after_pipe('asdf | qwer'))\n",
+    "print(remove_after_pipe('asdf'))\n",
+    "BE_certain['unique Wissensklasse'] = BE_certain['Wissensklasse'].apply(lambda x: remove_after_pipe(x))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3b10a784-e782-4e94-be0f-edd60b480335",
+   "metadata": {},
    "outputs": [],
    "source": []
   }
diff --git a/Notebooks/String_matching.ipynb b/Notebooks/String_matching.ipynb
index 9dbef55..6b78eec 100644
--- a/Notebooks/String_matching.ipynb
+++ b/Notebooks/String_matching.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 17,
    "id": "7a3837ac-cced-4e01-bf57-265e40729692",
    "metadata": {
     "tags": []
@@ -24,7 +24,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 18,
    "id": "29ca0dc8-cae7-4f12-bd60-fd74ea6ae5ac",
    "metadata": {
     "tags": []
@@ -36,7 +36,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 19,
    "id": "c1e1c42a-962f-40bc-bb17-b62e8089feb7",
    "metadata": {
     "tags": []
@@ -48,7 +48,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 20,
    "id": "50d15898-4687-46b7-b7e0-528d7cf9aec0",
    "metadata": {
     "tags": []
@@ -70,7 +70,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 21,
    "id": "990dfeee-1141-4acb-8a3d-a7af0573f5be",
    "metadata": {
     "tags": []
@@ -85,7 +85,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 22,
    "id": "bcd301fe-cb80-4b1c-b65f-465fce5ed915",
    "metadata": {
     "tags": []
@@ -104,7 +104,7 @@
        "        0.0102726686745882]], dtype=object)"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 22,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -115,7 +115,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 23,
    "id": "c0f4a42a-7e21-41e8-833c-2dd2f9d1985e",
    "metadata": {
     "tags": []
@@ -279,7 +279,7 @@
        "8487  Omeisij Magni Dan Academiae Altdorfinae Gloria Sive Orationum Fasciculus Vniversitatis Noricae Ortus & Progressus omniumque ipsius Professorum Vitae & Scripta accedunt I Pauli Felwingeri additamenta quaedam Altdorfi 1683 Meyerus n 1600 Fasti Consolari dell'Academia Fiorentina da Salvino Salvini in Firenze 1717 Tartini n 2151 Dissertationes Ioannis Melchioris Schwimmer de Academicis omnium Facultatum Professoribus Ienae 1671 Mullerus n 2152  "
       ]
      },
-     "execution_count": 14,
+     "execution_count": 23,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -295,7 +295,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 24,
    "id": "c4394718-cfd3-459e-8923-3ef255a41012",
    "metadata": {
     "tags": []
@@ -316,7 +316,7 @@
        "Name: 2857, dtype: object"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 24,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -327,7 +327,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 25,
    "id": "20facf5d-d609-498e-9907-7ebdffc09e15",
    "metadata": {
     "tags": []
@@ -379,7 +379,7 @@
        "Name: 14220, dtype: object"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 25,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -4793,8 +4793,71 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 28,
    "id": "38688d20-39e4-4f79-a509-c145c24eeace",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1901"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "len(BE_df[BE_df['Signatur'].str.contains('BE.11.')])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 106,
+   "id": "3bffc3af-3213-435c-b5a0-6b3b8589c61e",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 900x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "cats = entry_df['category'].value_counts()\n",
+    "\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(9,5))\n",
+    "\n",
+    "bar = ax.bar(cats.index, cats.values, 0.7, color='#ffb66d')\n",
+    "ax.bar_label(bar, labels=cats.values, rotation=90, padding=5, fontsize=10)\n",
+    "ax.set_xticks(ax.get_xticks(), ax.get_xticklabels(), rotation=45, rotation_mode='anchor', ha='right', va='center_baseline', fontsize=10)\n",
+    "ax.set_ylim(top=1700)\n",
+    "plt.margins(x=0.02, tight=True)\n",
+    "ax.spines['top'].set_visible(False)\n",
+    "ax.spines['right'].set_visible(False)\n",
+    "ax.spines['bottom'].set_visible(True)\n",
+    "ax.spines['left'].set_visible(True)\n",
+    "# plt.xticks(rotation=45, ha='right')\n",
+    "# ax.set_title('Anzahl der Einträge im hs. Katalog nach Wissensklasse')\n",
+    "plt.savefig('img/Wissensklassen.png', bbox_inches='tight', dpi=300)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "75b3839d-585f-4974-9558-395a470c3dc2",
    "metadata": {},
    "outputs": [],
    "source": []
-- 
GitLab