coderjolly
diff --git a/‎0_news_articles.csv
-2,334 b/‎0_news_articles.csv
-2,334
diff --git a/‎2_user_interest.csv
-2,334 b/‎2_user_interest.csv
-2,334
diff --git a/‎3_rated_articles.csv
-2,251 b/‎3_rated_articles.csv
-2,251
diff --git a/‎1_user_interest.ipynb ‎notebooks/1_create_user_interests.ipynb
+9-3 b/‎1_user_interest.ipynb ‎notebooks/1_create_user_interests.ipynb
+9-3
diff --git a/‎4_content_based.ipynb ‎notebooks/4_content_based.ipynb
+6-2 b/‎4_content_based.ipynb ‎notebooks/4_content_based.ipynb
+6-2
diff --git a/‎5_collaborative_&_hybrid.ipynb ‎notebooks/5_collaborative_&_hybrid.ipynb
+7-2 b/‎5_collaborative_&_hybrid.ipynb ‎notebooks/5_collaborative_&_hybrid.ipynb
+7-2
@@ -141,7 +141,7 @@
     }
    ],
    "source": [
-    "data = pd.read_csv(r'/Users/harman/Desktop/EDA_NLP/Recommendation System/0_news_articles.csv')\n",
+    "data = pd.read_csv(r'/Users/harman/Desktop/EDA_NLP/Recommendation System/data/0_news_articles.csv')\n",
     "print(data.shape)\n",
     "data.head()"
    ]
@@ -259,6 +259,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -373,6 +374,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -417,6 +419,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -457,6 +460,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -1167,10 +1171,11 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "data.to_csv('2_user_interest.csv')"
+    "data.to_csv('data/2_user_interest.csv')"
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -1208,6 +1213,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -1391,7 +1397,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "ratings_data.to_csv('3_rated_articles.csv')"
+    "ratings_data.to_csv('data/3_user_rated_articles.csv')"
    ]
   }
  ],
 
@@ -62,6 +62,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -72,6 +73,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -200,11 +202,12 @@
     }
    ],
    "source": [
-    "data = pd.read_csv(r'/Users/harman/Desktop/EDA_NLP/Recommendation System/0_news_articles.csv')\n",
+    "data = pd.read_csv(r'/Users/harman/Desktop/EDA_NLP/Recommendation System/data/0_news_articles.csv')\n",
     "data.head()"
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -369,7 +372,7 @@
     }
    ],
    "source": [
-    "user = pd.read_csv(r'/Users/harman/Desktop/EDA_NLP/Recommendation System/2_user_interest.csv')\n",
+    "user = pd.read_csv(r'/Users/harman/Desktop/EDA_NLP/Recommendation System/data/2_user_interest.csv')\n",
     "print(user.shape)\n",
     "user.drop(columns= user.columns[0], \n",
     "        axis=1, \n",
@@ -378,6 +381,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
 
@@ -83,6 +83,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -93,6 +94,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -219,11 +221,12 @@
     }
    ],
    "source": [
-    "data = pd.read_csv(r'/Users/harman/Desktop/EDA_NLP/Recommendation System/0_news_articles.csv')\n",
+    "data = pd.read_csv(r'/Users/harman/Desktop/EDA_NLP/Recommendation System/data/0_news_articles.csv')\n",
     "data.head()"
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -351,7 +354,7 @@
     }
    ],
    "source": [
-    "rating = pd.read_csv(r'3_rated_articles.csv')\n",
+    "rating = pd.read_csv(r'data/3_user_rated_articles.csv')\n",
     "print(rating.shape)\n",
     "rating.drop(columns= rating.columns[0], \n",
     "        axis=1, \n",
@@ -999,6 +1002,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
@@ -1327,6 +1331,7 @@
    ]
   },
   {
+   "attachments": {},
    "cell_type": "markdown",
    "metadata": {},
    "source": [
Original file line number	Diff line number	Diff line change
`@@ -141,7 +141,7 @@`
`141`	`141`	`}`
`142`	`142`	`],`
`143`	`143`	`"source": [`
`144`		`- "data = pd.read_csv(r'/Users/harman/Desktop/EDA_NLP/Recommendation System/0_news_articles.csv')\n",`
	`144`	`+ "data = pd.read_csv(r'/Users/harman/Desktop/EDA_NLP/Recommendation System/data/0_news_articles.csv')\n",`
`145`	`145`	`"print(data.shape)\n",`
`146`	`146`	`"data.head()"`
`147`	`147`	`]`
`@@ -259,6 +259,7 @@`
`259`	`259`	`]`
`260`	`260`	`},`
`261`	`261`	`{`
	`262`	`+ "attachments": {},`
`262`	`263`	`"cell_type": "markdown",`
`263`	`264`	`"metadata": {},`
`264`	`265`	`"source": [`
`@@ -373,6 +374,7 @@`
`373`	`374`	`]`
`374`	`375`	`},`
`375`	`376`	`{`
	`377`	`+ "attachments": {},`
`376`	`378`	`"cell_type": "markdown",`
`377`	`379`	`"metadata": {},`
`378`	`380`	`"source": [`
`@@ -417,6 +419,7 @@`
`417`	`419`	`]`
`418`	`420`	`},`
`419`	`421`	`{`
	`422`	`+ "attachments": {},`
`420`	`423`	`"cell_type": "markdown",`
`421`	`424`	`"metadata": {},`
`422`	`425`	`"source": [`
`@@ -457,6 +460,7 @@`
`457`	`460`	`]`
`458`	`461`	`},`
`459`	`462`	`{`
	`463`	`+ "attachments": {},`
`460`	`464`	`"cell_type": "markdown",`
`461`	`465`	`"metadata": {},`
`462`	`466`	`"source": [`
`@@ -1167,10 +1171,11 @@`
`1167`	`1171`	`"metadata": {},`
`1168`	`1172`	`"outputs": [],`
`1169`	`1173`	`"source": [`
`1170`		`- "data.to_csv('2_user_interest.csv')"`
	`1174`	`+ "data.to_csv('data/2_user_interest.csv')"`
`1171`	`1175`	`]`
`1172`	`1176`	`},`
`1173`	`1177`	`{`
	`1178`	`+ "attachments": {},`
`1174`	`1179`	`"cell_type": "markdown",`
`1175`	`1180`	`"metadata": {},`
`1176`	`1181`	`"source": [`
`@@ -1208,6 +1213,7 @@`
`1208`	`1213`	`]`
`1209`	`1214`	`},`
`1210`	`1215`	`{`
	`1216`	`+ "attachments": {},`
`1211`	`1217`	`"cell_type": "markdown",`
`1212`	`1218`	`"metadata": {},`
`1213`	`1219`	`"source": [`
`@@ -1391,7 +1397,7 @@`
`1391`	`1397`	`"metadata": {},`
`1392`	`1398`	`"outputs": [],`
`1393`	`1399`	`"source": [`
`1394`		`- "ratings_data.to_csv('3_rated_articles.csv')"`
	`1400`	`+ "ratings_data.to_csv('data/3_user_rated_articles.csv')"`
`1395`	`1401`	`]`
`1396`	`1402`	`}`
`1397`	`1403`	`],`
Original file line number	Diff line number	Diff line change
`@@ -62,6 +62,7 @@`
`62`	`62`	`]`
`63`	`63`	`},`
`64`	`64`	`{`
	`65`	`+ "attachments": {},`
`65`	`66`	`"cell_type": "markdown",`
`66`	`67`	`"metadata": {},`
`67`	`68`	`"source": [`
`@@ -72,6 +73,7 @@`
`72`	`73`	`]`
`73`	`74`	`},`
`74`	`75`	`{`
	`76`	`+ "attachments": {},`
`75`	`77`	`"cell_type": "markdown",`
`76`	`78`	`"metadata": {},`
`77`	`79`	`"source": [`
`@@ -200,11 +202,12 @@`
`200`	`202`	`}`
`201`	`203`	`],`
`202`	`204`	`"source": [`
`203`		`- "data = pd.read_csv(r'/Users/harman/Desktop/EDA_NLP/Recommendation System/0_news_articles.csv')\n",`
	`205`	`+ "data = pd.read_csv(r'/Users/harman/Desktop/EDA_NLP/Recommendation System/data/0_news_articles.csv')\n",`
`204`	`206`	`"data.head()"`
`205`	`207`	`]`
`206`	`208`	`},`
`207`	`209`	`{`
	`210`	`+ "attachments": {},`
`208`	`211`	`"cell_type": "markdown",`
`209`	`212`	`"metadata": {},`
`210`	`213`	`"source": [`
`@@ -369,7 +372,7 @@`
`369`	`372`	`}`
`370`	`373`	`],`
`371`	`374`	`"source": [`
`372`		`- "user = pd.read_csv(r'/Users/harman/Desktop/EDA_NLP/Recommendation System/2_user_interest.csv')\n",`
	`375`	`+ "user = pd.read_csv(r'/Users/harman/Desktop/EDA_NLP/Recommendation System/data/2_user_interest.csv')\n",`
`373`	`376`	`"print(user.shape)\n",`
`374`	`377`	`"user.drop(columns= user.columns[0], \n",`
`375`	`378`	`" axis=1, \n",`
`@@ -378,6 +381,7 @@`
`378`	`381`	`]`
`379`	`382`	`},`
`380`	`383`	`{`
	`384`	`+ "attachments": {},`
`381`	`385`	`"cell_type": "markdown",`
`382`	`386`	`"metadata": {},`
`383`	`387`	`"source": [`
Original file line number	Diff line number	Diff line change
`@@ -83,6 +83,7 @@`
`83`	`83`	`]`
`84`	`84`	`},`
`85`	`85`	`{`
	`86`	`+ "attachments": {},`
`86`	`87`	`"cell_type": "markdown",`
`87`	`88`	`"metadata": {},`
`88`	`89`	`"source": [`
`@@ -93,6 +94,7 @@`
`93`	`94`	`]`
`94`	`95`	`},`
`95`	`96`	`{`
	`97`	`+ "attachments": {},`
`96`	`98`	`"cell_type": "markdown",`
`97`	`99`	`"metadata": {},`
`98`	`100`	`"source": [`
`@@ -219,11 +221,12 @@`
`219`	`221`	`}`
`220`	`222`	`],`
`221`	`223`	`"source": [`
`222`		`- "data = pd.read_csv(r'/Users/harman/Desktop/EDA_NLP/Recommendation System/0_news_articles.csv')\n",`
	`224`	`+ "data = pd.read_csv(r'/Users/harman/Desktop/EDA_NLP/Recommendation System/data/0_news_articles.csv')\n",`
`223`	`225`	`"data.head()"`
`224`	`226`	`]`
`225`	`227`	`},`
`226`	`228`	`{`
	`229`	`+ "attachments": {},`
`227`	`230`	`"cell_type": "markdown",`
`228`	`231`	`"metadata": {},`
`229`	`232`	`"source": [`
`@@ -351,7 +354,7 @@`
`351`	`354`	`}`
`352`	`355`	`],`
`353`	`356`	`"source": [`
`354`		`- "rating = pd.read_csv(r'3_rated_articles.csv')\n",`
	`357`	`+ "rating = pd.read_csv(r'data/3_user_rated_articles.csv')\n",`
`355`	`358`	`"print(rating.shape)\n",`
`356`	`359`	`"rating.drop(columns= rating.columns[0], \n",`
`357`	`360`	`" axis=1, \n",`
`@@ -999,6 +1002,7 @@`
`999`	`1002`	`]`
`1000`	`1003`	`},`
`1001`	`1004`	`{`
	`1005`	`+ "attachments": {},`
`1002`	`1006`	`"cell_type": "markdown",`
`1003`	`1007`	`"metadata": {},`
`1004`	`1008`	`"source": [`
`@@ -1327,6 +1331,7 @@`
`1327`	`1331`	`]`
`1328`	`1332`	`},`
`1329`	`1333`	`{`
	`1334`	`+ "attachments": {},`
`1330`	`1335`	`"cell_type": "markdown",`
`1331`	`1336`	`"metadata": {},`
`1332`	`1337`	`"source": [`