Makes file with media manifest content IDs not in predicted catalog for MD5 checks.

notebooks/ToL_media_mismatch.ipynb

@@ -277,7 +277,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -296,7 +296,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -514,7 +514,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -523,7 +523,7 @@
        "Index(['treeoflife_id', 'eol_content_id', 'eol_page_id'], dtype='object')"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -535,7 +535,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -544,7 +544,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -556,7 +556,7 @@
        "dtype: int64"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -582,7 +582,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -619,7 +619,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -660,7 +660,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -676,7 +676,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -685,7 +685,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -998,6 +998,297 @@
     "eol_df_missing_media.to_csv(\"../data/eol_files/eol_cp_not_media.csv\", index = False)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Get Content IDs in Media Manifest that didn't match \n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[22131926, 22291283, 21802775, 12784812, 29713643]"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "content_ids_in_catalog = list(eol_df_media_cp.eol_content_id)\n",
+    "content_ids_in_catalog[:5]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Index: 410321 entries, 65 to 6574223\n",
+      "Data columns (total 6 columns):\n",
+      " #   Column                  Non-Null Count   Dtype \n",
+      "---  ------                  --------------   ----- \n",
+      " 0   eol_content_id          410321 non-null  int64 \n",
+      " 1   eol_page_id             410321 non-null  int64 \n",
+      " 2   Medium Source URL       410319 non-null  object\n",
+      " 3   EOL Full-Size Copy URL  410321 non-null  object\n",
+      " 4   License Name            410321 non-null  object\n",
+      " 5   Copyright Owner         392753 non-null  object\n",
+      "dtypes: int64(2), object(4)\n",
+      "memory usage: 21.9+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "media_missing_tol = media.loc[~media.eol_content_id.isin(content_ids_in_catalog)]\n",
+    "media_missing_tol.info(show_counts = True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Save media manifest content IDs that didn't match to predicted-catalog\n",
+    "media_missing_tol.to_csv(\"../data/eol_files/media_content_not_catalog.csv\", index = False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Compare to Dec 6 Media Manifest"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 6576247 entries, 0 to 6576246\n",
+      "Data columns (total 6 columns):\n",
+      " #   Column                  Non-Null Count    Dtype \n",
+      "---  ------                  --------------    ----- \n",
+      " 0   EOL content ID          6576247 non-null  int64 \n",
+      " 1   EOL page ID             6576247 non-null  int64 \n",
+      " 2   Medium Source URL       6576245 non-null  object\n",
+      " 3   EOL Full-Size Copy URL  6576247 non-null  object\n",
+      " 4   License Name            6576247 non-null  object\n",
+      " 5   Copyright Owner         5944184 non-null  object\n",
+      "dtypes: int64(2), object(4)\n",
+      "memory usage: 301.0+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "dec_media = pd.read_csv(\"../data/media_manifest_Dec6.csv\", dtype = {\"EOL content ID\": \"int64\", \"EOL page ID\": \"int64\"}, low_memory = False)\n",
+    "dec_media.info(show_counts = True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Only about 2000 more images than July 26 media manifest."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "dec_media.rename(columns = {\"EOL content ID\": \"eol_content_id\", \"EOL page ID\": \"eol_page_id\"}, inplace = True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 5796323 entries, 0 to 5796322\n",
+      "Data columns (total 7 columns):\n",
+      " #   Column                  Non-Null Count    Dtype \n",
+      "---  ------                  --------------    ----- \n",
+      " 0   treeoflife_id           5796323 non-null  object\n",
+      " 1   eol_content_id          5796323 non-null  int64 \n",
+      " 2   eol_page_id             5796323 non-null  int64 \n",
+      " 3   Medium Source URL       5796323 non-null  object\n",
+      " 4   EOL Full-Size Copy URL  5796323 non-null  object\n",
+      " 5   License Name            5796323 non-null  object\n",
+      " 6   Copyright Owner         5189325 non-null  object\n",
+      "dtypes: int64(2), object(5)\n",
+      "memory usage: 309.6+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "eol_dec_media_cp = pd.merge(eol_df, dec_media, how = \"inner\", left_on = merge_cols, right_on = merge_cols)\n",
+    "eol_dec_media_cp.info(show_counts = True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "And we have _less_ matching....Let's compare this to the July 26 manifest and see if there are content IDs only in Dec that do match to predicted-catalog."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 6021614 entries, 0 to 6021613\n",
+      "Data columns (total 10 columns):\n",
+      " #   Column                    Non-Null Count    Dtype \n",
+      "---  ------                    --------------    ----- \n",
+      " 0   eol_content_id            6021614 non-null  int64 \n",
+      " 1   eol_page_id               6021614 non-null  int64 \n",
+      " 2   Medium Source URL_x       6021612 non-null  object\n",
+      " 3   EOL Full-Size Copy URL_x  6021614 non-null  object\n",
+      " 4   License Name_x            6021614 non-null  object\n",
+      " 5   Copyright Owner_x         5399986 non-null  object\n",
+      " 6   Medium Source URL_y       6021612 non-null  object\n",
+      " 7   EOL Full-Size Copy URL_y  6021614 non-null  object\n",
+      " 8   License Name_y            6021614 non-null  object\n",
+      " 9   Copyright Owner_y         5399986 non-null  object\n",
+      "dtypes: int64(2), object(8)\n",
+      "memory usage: 459.4+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "media_merge = pd.merge(dec_media, media, how = \"inner\", left_on = merge_cols, right_on = merge_cols)\n",
+    "media_merge.info(show_counts = True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[5470022, 5470023, 5470024, 5470025, 5470026]"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "content_ids_both_media = list(media_merge.eol_content_id)\n",
+    "content_ids_both_media[:5]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Index: 554633 entries, 6021614 to 6576246\n",
+      "Data columns (total 6 columns):\n",
+      " #   Column                  Non-Null Count   Dtype \n",
+      "---  ------                  --------------   ----- \n",
+      " 0   eol_content_id          554633 non-null  int64 \n",
+      " 1   eol_page_id             554633 non-null  int64 \n",
+      " 2   Medium Source URL       554633 non-null  object\n",
+      " 3   EOL Full-Size Copy URL  554633 non-null  object\n",
+      " 4   License Name            554633 non-null  object\n",
+      " 5   Copyright Owner         544198 non-null  object\n",
+      "dtypes: int64(2), object(4)\n",
+      "memory usage: 29.6+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "media_dec_notJuly = dec_media.loc[~dec_media.eol_content_id.isin(content_ids_both_media)]\n",
+    "media_dec_notJuly.info(show_counts = True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's see if any of these are in our predicted catalog."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 0 entries\n",
+      "Data columns (total 7 columns):\n",
+      " #   Column                  Non-Null Count  Dtype \n",
+      "---  ------                  --------------  ----- \n",
+      " 0   treeoflife_id           0 non-null      object\n",
+      " 1   eol_content_id          0 non-null      int64 \n",
+      " 2   eol_page_id             0 non-null      int64 \n",
+      " 3   Medium Source URL       0 non-null      object\n",
+      " 4   EOL Full-Size Copy URL  0 non-null      object\n",
+      " 5   License Name            0 non-null      object\n",
+      " 6   Copyright Owner         0 non-null      object\n",
+      "dtypes: int64(2), object(5)\n",
+      "memory usage: 132.0+ bytes\n"
+     ]
+    }
+   ],
+   "source": [
+    "eol_dec_only = pd.merge(eol_df, media_dec_notJuly, how = \"inner\", left_on = merge_cols, right_on = merge_cols)\n",
+    "eol_dec_only.info(show_counts = True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Okay, no matches here, so stick with July 26 file above, this doesn't help us recoup.\n",
+    "\n",
+    "Old media manifest (July 6) won't read EOL content and page IDs in properly, so can't check that against these."
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},

notebooks/ToL_media_mismatch.py

@@ -153,6 +153,66 @@ eol_df_missing_media.nunique()
 # %%
 eol_df_missing_media.to_csv("../data/eol_files/eol_cp_not_media.csv", index = False)
 
+# %% [markdown]
+# ### Get Content IDs in Media Manifest that didn't match 
+#
+
+# %%
+content_ids_in_catalog = list(eol_df_media_cp.eol_content_id)
+content_ids_in_catalog[:5]
+
+# %%
+media_missing_tol = media.loc[~media.eol_content_id.isin(content_ids_in_catalog)]
+media_missing_tol.info(show_counts = True)
+
+# %%
+# Save media manifest content IDs that didn't match to predicted-catalog
+media_missing_tol.to_csv("../data/eol_files/media_content_not_catalog.csv", index = False)
+
+# %% [markdown]
+# #### Compare to Dec 6 Media Manifest
+
+# %%
+dec_media = pd.read_csv("../data/media_manifest_Dec6.csv", dtype = {"EOL content ID": "int64", "EOL page ID": "int64"}, low_memory = False)
+dec_media.info(show_counts = True)
+
+# %% [markdown]
+# Only about 2000 more images than July 26 media manifest.
+
+# %%
+dec_media.rename(columns = {"EOL content ID": "eol_content_id", "EOL page ID": "eol_page_id"}, inplace = True)
+
+# %%
+eol_dec_media_cp = pd.merge(eol_df, dec_media, how = "inner", left_on = merge_cols, right_on = merge_cols)
+eol_dec_media_cp.info(show_counts = True)
+
+# %% [markdown]
+# And we have _less_ matching....Let's compare this to the July 26 manifest and see if there are content IDs only in Dec that do match to predicted-catalog.
+
+# %%
+media_merge = pd.merge(dec_media, media, how = "inner", left_on = merge_cols, right_on = merge_cols)
+media_merge.info(show_counts = True)
+
+# %%
+content_ids_both_media = list(media_merge.eol_content_id)
+content_ids_both_media[:5]
+
+# %%
+media_dec_notJuly = dec_media.loc[~dec_media.eol_content_id.isin(content_ids_both_media)]
+media_dec_notJuly.info(show_counts = True)
+
+# %% [markdown]
+# Let's see if any of these are in our predicted catalog.
+
+# %%
+eol_dec_only = pd.merge(eol_df, media_dec_notJuly, how = "inner", left_on = merge_cols, right_on = merge_cols)
+eol_dec_only.info(show_counts = True)
+
+# %% [markdown]
+# Okay, no matches here, so stick with July 26 file above, this doesn't help us recoup.
+#
+# Old media manifest (July 6) won't read EOL content and page IDs in properly, so can't check that against these.
+
 # %% [markdown]
 # ### Check out the Duplication of Medium Source URLs