diff --git a/recommander/data_gen.ipynb b/recommander/data_gen.ipynb
new file mode 100644
index 0000000..be2aa73
--- /dev/null
+++ b/recommander/data_gen.ipynb
@@ -0,0 +1,133 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Art\n",
+    "Sports\n",
+    "Politics\n",
+    "Books\n",
+    "Movies\n",
+    "Technology\n",
+    "Fashion\n",
+    "Outdoor Activities\n",
+    "Pets\n",
+    "Familiy"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import random\n",
+    "import requests\n",
+    "import json\n",
+    "import credentials"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def generate_random_entries(N):\n",
+    "    entries = []\n",
+    "    for _ in range(N):\n",
+    "        entry = {category: random.randint(1, 5) for category in categories}\n",
+    "        entries.append(entry)\n",
+    "    return entries"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "mockaroo_url = '\thttps://api.mockaroo.com/api/generate.csv'\n",
+    "# API key\n",
+    "num_rows_to_generate = 300  # Max 1000 for the free version of the API"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def post_request():\n",
+    "\n",
+    "    url = url = mockaroo_url + '?key=' + credentials.mockaroo_key + '&count=' + str(num_rows_to_generate)\n",
+    "\n",
+    "\n",
+    "    with open('schema.json', 'r') as datafile:\n",
+    "        fields = json.load(datafile)\n",
+    "    # Make a post call to the URL\n",
+    "    # Body of the post request is the schema definition of the output expected\n",
+    "    response = requests.post(url=url, json=fields)\n",
+    "\n",
+    "    # Write the output to a file (output.json)\n",
+    "    with open('output.csv', 'w') as outfile:\n",
+    "        outfile.write(response.text)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "post_request()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'Art': 1, 'Sports': 5, 'Politics': 5, 'Books': 3, 'Movies': 2, 'Technology': 1, 'Fashion': 3, 'Outdoor Activities': 5, 'Pets': 4, 'Family': 1}\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(random_entries[0])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "bhack",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.18"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/recommander/output.csv b/recommander/output.csv
new file mode 100644
index 0000000..e79c9d7
--- /dev/null
+++ b/recommander/output.csv
@@ -0,0 +1,301 @@
+id,last_name,first_name,gender,team_id,squad_id,experience,art,sports,politics,books,movies,technology,fashion,outdoor activities,pets,family,mood,battery,stress
+1,Parish,Yvon,Male,8,4,9,0,1,5,2,1,3,4,5,4,1,5,0,1
+2,Hallbird,Bertha,Female,10,5,1,0,0,2,1,1,5,3,2,3,2,5,5,3
+3,Philippault,Melisande,Female,1,7,9,4,0,4,1,1,4,1,5,2,4,4,3,5
+4,Minghi,Worth,Male,9,2,18,2,3,2,0,0,4,1,3,2,2,3,4,0
+5,Denes,Crystal,Female,9,5,17,0,3,5,4,1,1,0,3,0,4,2,1,2
+6,Sabie,Kellen,Male,1,10,28,3,4,0,4,1,0,0,0,0,4,0,1,2
+7,Grabeham,Traci,Polygender,2,9,27,2,3,2,0,1,1,0,3,4,2,5,4,5
+8,Duckerin,Dinny,Female,9,1,17,5,0,5,0,1,5,1,1,4,0,5,0,2
+9,Bolletti,Grace,Non-binary,3,10,22,1,2,0,1,4,0,4,1,3,0,5,5,3
+10,Cail,Scott,Genderqueer,8,9,6,0,3,0,2,0,4,1,4,3,3,2,3,5
+11,O'Hoey,Lucky,Bigender,4,4,28,1,5,2,1,1,3,4,2,2,4,2,2,1
+12,Suggett,Chip,Polygender,7,1,30,5,4,0,2,4,5,4,1,0,5,3,4,5
+13,Gargett,Jase,Male,3,3,25,2,5,3,5,1,2,1,3,5,3,4,0,5
+14,Hollyman,Teri,Female,1,6,7,0,5,5,2,0,0,1,2,0,5,5,5,3
+15,Beacham,Berthe,Female,8,6,4,5,4,0,4,2,4,2,2,1,4,5,2,2
+16,Kimmerling,Laina,Female,9,9,2,0,4,0,5,0,4,4,4,5,5,3,4,5
+17,Slewcock,Hew,Male,2,7,12,5,4,5,5,0,2,2,0,3,0,2,5,0
+18,Catherine,Ashley,Male,10,2,11,4,2,3,1,4,2,3,1,2,1,1,1,4
+19,Carnihan,Gretal,Female,0,3,3,1,2,0,3,5,0,3,0,1,1,0,1,1
+20,Riddiough,Nata,Female,8,7,18,1,5,5,1,1,2,2,5,3,5,5,2,3
+21,Hursthouse,Austina,Genderqueer,1,6,15,5,0,4,5,2,2,2,2,5,2,4,3,4
+22,Dandie,Niel,Male,5,9,18,1,1,1,2,1,3,5,0,2,1,0,0,0
+23,Holhouse,Ty,Male,9,0,15,2,1,5,4,0,1,3,1,1,0,5,3,2
+24,Odcroft,Ginni,Female,4,3,14,1,5,2,4,2,0,1,4,2,5,4,1,3
+25,Risby,Hussein,Male,7,6,8,3,0,2,4,2,0,0,4,1,1,5,5,1
+26,Rubrow,Faye,Female,10,8,29,0,4,2,3,4,3,3,2,3,4,2,5,2
+27,Flipek,Ambrosius,Male,8,10,7,5,4,1,0,1,2,3,0,4,4,0,4,1
+28,O'Skehan,Vicki,Female,0,2,22,5,4,2,2,2,0,5,3,1,5,0,3,3
+29,Elkins,Merrick,Polygender,4,10,4,0,2,2,4,5,5,3,0,0,3,1,4,1
+30,Sivewright,Aloise,Female,2,5,14,1,5,3,0,4,3,0,4,2,1,3,4,1
+31,Symcock,Bar,Male,1,9,7,1,0,5,3,2,2,2,2,0,4,4,5,0
+32,McCay,Bernie,Male,1,1,6,4,3,0,4,1,4,1,4,4,2,2,3,3
+33,Draysay,Aurea,Female,4,6,17,3,4,2,1,3,3,5,1,1,2,4,0,2
+34,Abadam,Vonny,Female,10,3,23,5,3,3,4,3,1,1,1,2,3,0,0,1
+35,Simmon,Camey,Male,0,2,6,2,0,3,0,1,1,5,0,2,4,5,1,5
+36,Langfat,Garik,Male,8,0,1,4,2,2,3,1,5,5,5,0,5,2,4,2
+37,Howard - Gater,Gilly,Female,4,0,0,5,3,4,3,0,0,2,5,4,5,3,1,1
+38,Meritt,Clemente,Non-binary,1,8,2,1,1,2,0,5,5,2,1,4,5,5,0,0
+39,Trebble,Matthieu,Male,0,8,7,0,2,3,2,0,2,5,2,5,2,3,4,3
+40,Flowith,Jemima,Polygender,0,3,20,0,5,4,1,0,0,4,3,3,3,3,2,2
+41,Yepiskopov,Egbert,Male,0,4,3,1,1,2,4,4,3,4,2,5,2,5,1,1
+42,Chelnam,Kayle,Agender,7,4,5,1,0,1,0,3,3,4,0,3,1,5,0,1
+43,Goodspeed,Fawnia,Female,8,1,20,1,1,2,5,3,2,3,5,3,5,2,3,0
+44,Copin,De,Female,8,9,27,0,5,3,5,0,0,1,5,3,1,1,2,3
+45,Coldrick,Edwina,Female,8,7,24,3,5,4,1,2,5,0,0,0,5,5,1,2
+46,Chamney,Tallia,Female,7,5,8,1,4,4,2,1,0,1,2,0,5,5,5,2
+47,Harby,Curtice,Male,0,4,17,5,2,4,4,5,1,1,1,1,2,1,4,4
+48,Verick,Sanson,Male,1,1,6,4,0,3,4,0,4,5,2,4,1,3,2,4
+49,Lilie,Wyn,Male,8,6,3,5,2,2,3,2,1,5,2,4,2,3,2,3
+50,Houlden,Blane,Male,7,1,1,5,4,0,4,4,4,0,2,0,4,3,2,0
+51,Armour,Megen,Female,2,6,24,3,2,0,1,2,0,3,5,1,2,4,5,0
+52,Slatten,Benito,Male,3,5,8,2,2,5,0,1,4,0,0,4,2,0,5,1
+53,Packman,Neddy,Male,6,3,26,4,3,1,1,0,5,5,5,4,5,1,5,2
+54,Melin,Kermy,Male,10,3,6,0,3,4,0,2,4,4,2,5,3,4,0,0
+55,Stubbeley,Delcina,Non-binary,7,6,18,2,0,2,1,4,2,5,3,4,3,4,0,1
+56,Senett,Tommie,Male,0,2,5,3,2,0,5,2,5,1,2,0,5,3,0,4
+57,Kirkbride,Babita,Female,10,5,19,5,2,1,2,0,5,5,2,5,3,4,3,0
+58,Hassent,Warde,Male,7,0,24,2,5,2,5,0,5,1,3,4,5,5,2,0
+59,Tomadoni,Beilul,Female,10,3,5,1,2,5,5,0,1,4,0,0,0,0,0,1
+60,Schach,Orrin,Male,4,2,28,0,1,0,3,1,0,4,1,2,4,2,2,2
+61,Chatband,Kiele,Bigender,6,4,10,0,0,1,5,2,2,5,4,1,2,1,0,3
+62,Roizin,Katleen,Female,3,8,29,3,1,3,1,5,1,2,0,1,5,0,0,2
+63,Cashen,Zebulon,Male,10,10,24,0,3,4,5,2,1,5,4,3,1,0,5,5
+64,Highnam,Jeff,Male,5,10,16,5,4,5,2,4,1,1,5,3,5,0,2,1
+65,Garham,Scarface,Male,10,4,16,1,4,1,3,4,2,4,4,0,5,3,2,5
+66,Shirley,Kincaid,Male,2,10,0,1,1,0,0,4,1,4,3,5,0,4,0,1
+67,Ovendale,Lexy,Female,8,2,4,5,2,2,2,3,2,0,1,5,3,2,1,1
+68,Kubalek,Bendick,Male,10,10,28,1,4,4,3,4,0,4,0,4,1,1,1,5
+69,Ianetti,Charlton,Male,0,8,19,0,2,1,3,2,1,1,0,4,5,4,2,3
+70,Corston,Ginger,Male,0,5,1,5,0,3,1,4,0,5,1,3,1,3,4,5
+71,Rakes,Pepillo,Male,3,10,16,5,1,5,0,3,5,4,0,3,2,4,0,2
+72,Joincey,Art,Male,4,2,28,4,2,4,2,5,2,0,2,2,3,3,1,4
+73,De Ruggero,Marika,Female,9,8,8,4,4,1,4,1,2,4,4,3,2,4,0,2
+74,Janus,Donella,Female,10,4,12,4,3,5,1,0,5,3,5,5,0,0,2,5
+75,MacAndrew,Rainer,Male,7,8,12,4,4,0,4,5,2,2,2,3,1,3,4,0
+76,Giovannazzi,Nessy,Female,2,3,27,0,3,3,1,5,3,5,3,0,3,4,0,0
+77,Willerstone,Cahra,Female,2,7,0,3,3,0,3,1,1,0,3,0,2,0,3,2
+78,Summerbell,Ranique,Genderqueer,7,7,29,0,3,2,0,0,5,5,4,0,2,3,0,5
+79,McBrearty,Bendick,Male,3,8,29,4,2,3,3,4,3,1,5,2,4,3,0,3
+80,Hazley,Florri,Agender,7,5,13,4,3,4,5,4,2,3,1,2,3,0,5,0
+81,Gatteridge,Baird,Male,2,1,6,1,3,1,0,1,2,0,5,3,5,5,3,0
+82,Tuckwell,Chadwick,Male,1,0,8,0,0,0,0,0,0,4,0,0,3,2,0,5
+83,Sneddon,Kippy,Female,7,5,26,0,5,3,4,4,4,3,0,4,2,1,2,5
+84,Espasa,Rosalinda,Female,3,6,25,2,4,2,1,0,1,2,2,4,0,0,1,3
+85,Voden,Noreen,Female,1,8,11,3,3,3,3,3,0,0,4,1,1,5,4,0
+86,Nason,Elvyn,Genderqueer,4,10,2,1,3,1,3,0,1,1,4,5,4,2,5,2
+87,Santer,Olva,Polygender,5,8,5,5,2,5,3,5,4,1,0,4,0,2,4,3
+88,Cull,Eddie,Genderqueer,4,10,18,3,3,4,1,0,4,0,0,1,1,2,1,0
+89,Atwell,Mickie,Female,6,6,9,0,0,4,2,4,0,1,5,2,2,0,4,1
+90,Breitling,Casar,Male,10,6,8,4,5,0,0,3,0,4,3,1,3,0,0,3
+91,Ghiotto,Joela,Female,6,5,30,0,3,4,0,5,2,1,5,2,4,3,1,5
+92,Maryet,Dylan,Male,6,5,19,5,5,5,0,3,3,1,3,4,3,2,2,3
+93,Channon,Salli,Female,7,3,25,0,0,5,5,4,4,5,4,3,4,3,0,3
+94,Billes,Lia,Female,4,9,16,3,5,0,4,3,1,4,1,3,1,4,2,5
+95,Raiston,Karoline,Female,5,2,25,2,5,3,2,5,0,2,3,2,3,3,4,3
+96,Kain,Salaidh,Female,4,9,27,5,1,4,0,3,5,4,2,1,5,2,0,5
+97,Byne,Lucie,Female,10,8,1,2,4,4,0,2,5,1,2,1,3,5,4,1
+98,Sleany,Drew,Male,3,5,18,4,2,2,2,4,2,4,5,5,2,2,1,0
+99,Flipek,Bria,Female,10,10,5,2,2,2,2,5,2,1,3,3,4,2,0,1
+100,Toy,Adaline,Female,9,6,12,5,5,2,1,0,5,2,4,4,4,1,1,0
+101,Brimblecombe,Yulma,Male,7,6,9,2,1,1,5,3,4,3,3,1,4,5,5,0
+102,Cayton,Colin,Male,1,0,5,4,4,1,3,0,5,4,1,4,2,3,2,1
+103,Meenan,Elroy,Male,8,4,18,3,3,4,4,0,1,2,5,3,4,5,0,5
+104,Iley,Ashil,Female,4,3,21,2,2,0,0,2,3,3,4,4,0,5,1,4
+105,Cadell,Karlik,Male,4,4,28,0,2,2,3,3,2,5,4,5,4,5,3,2
+106,McCarver,Constanta,Female,9,8,1,3,1,3,2,2,3,4,5,3,2,2,5,3
+107,Haxby,Sebastien,Male,2,2,14,2,3,3,1,0,1,1,2,3,2,4,3,5
+108,Von Der Empten,Denys,Female,7,10,12,1,3,1,3,4,5,4,5,1,1,2,5,4
+109,Gennings,Kelila,Genderqueer,5,10,13,3,2,2,2,0,5,4,2,1,0,2,3,5
+110,Thys,Prisca,Female,9,2,17,5,0,4,3,0,0,1,5,4,5,1,2,4
+111,Gath,Cassie,Female,0,7,8,4,2,4,0,3,1,2,5,0,2,3,4,5
+112,Probbin,Zelma,Female,1,8,3,2,1,4,5,0,1,4,4,0,4,1,1,1
+113,Pharo,Grayce,Genderfluid,2,2,0,2,0,3,4,5,4,2,0,2,4,0,4,0
+114,Bew,Sara,Female,2,6,0,3,1,4,1,5,0,1,4,4,5,1,1,5
+115,Canario,Dacie,Female,8,6,6,5,5,2,5,4,1,5,3,4,2,4,3,1
+116,Hampshaw,Davidde,Male,3,10,11,1,5,1,2,0,3,3,2,0,5,5,0,4
+117,Wareing,Etti,Female,10,8,14,2,5,0,4,1,5,4,2,5,1,2,3,3
+118,Savill,Bronnie,Male,7,4,20,2,4,5,4,5,2,1,4,5,1,3,5,1
+119,Brazelton,Reginauld,Male,10,9,18,2,3,5,3,4,5,5,0,4,2,4,1,3
+120,McGuff,Josephine,Female,2,2,22,0,4,3,2,3,3,3,1,0,3,1,3,0
+121,Maudlen,Geri,Female,10,4,6,0,5,3,2,3,4,4,4,4,4,0,3,0
+122,Buckmaster,Ramsey,Genderfluid,6,3,1,0,1,0,2,0,4,4,4,1,5,3,1,1
+123,McEntagart,Basil,Male,10,9,12,4,1,3,1,4,5,5,1,2,5,3,1,0
+124,Kuzma,Zia,Female,6,0,0,0,4,4,2,2,2,4,4,0,5,4,4,4
+125,Suffield,Krissie,Female,10,1,26,2,4,3,4,5,0,2,3,5,3,2,5,2
+126,Woodwind,Son,Male,3,6,27,2,1,5,0,3,1,5,1,3,5,2,3,3
+127,Rodgers,Blanca,Female,1,7,22,5,1,3,2,5,5,4,0,2,2,1,0,0
+128,Grealish,Kellen,Female,5,2,6,0,1,0,4,4,0,1,1,5,2,2,5,0
+129,Amar,Celinka,Female,9,5,6,0,2,5,5,5,1,4,5,0,5,4,2,0
+130,Edson,Bryn,Male,9,0,15,5,0,3,2,2,4,2,4,5,3,2,5,0
+131,Newing,Batsheva,Female,6,2,22,0,1,2,4,0,1,2,0,3,2,3,5,4
+132,Batty,Reese,Male,9,5,28,4,3,4,5,4,3,0,1,3,2,2,4,3
+133,Brookz,Dew,Male,7,9,26,3,5,0,4,5,4,3,3,3,3,0,1,1
+134,Campelli,Amelia,Female,3,6,6,2,5,5,5,0,5,4,5,1,1,3,1,4
+135,Hum,Nedda,Female,9,4,2,5,1,3,5,2,1,3,3,1,5,0,0,5
+136,Phelit,Ellerey,Male,1,6,11,2,5,5,3,4,4,2,5,0,0,1,1,3
+137,Tedder,Dreddy,Female,3,7,30,2,3,5,0,2,3,3,2,5,5,0,0,5
+138,Cosins,Joyan,Female,9,1,21,1,5,0,0,0,3,1,2,4,0,2,0,4
+139,Valois,Pincas,Genderqueer,6,5,1,0,0,1,4,0,5,3,4,0,5,0,4,2
+140,Tesimon,Carin,Female,1,9,7,0,1,0,5,4,1,2,0,5,4,5,0,3
+141,McBoyle,Dennet,Male,10,5,15,0,3,2,2,4,2,5,5,0,0,4,4,5
+142,Vell,Josepha,Female,7,3,4,3,5,2,2,0,5,5,4,4,0,3,4,5
+143,Narducci,Vanya,Male,7,10,2,1,3,3,3,5,3,0,2,4,0,2,2,5
+144,Heinreich,Ardath,Female,6,0,14,2,2,2,2,1,2,2,0,2,5,5,0,4
+145,Wolstencroft,Kellia,Female,5,5,15,2,0,4,5,5,2,0,0,0,0,3,1,1
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+166,Leate,Montgomery,Non-binary,6,2,18,2,1,2,5,1,0,1,0,4,0,5,1,4
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+191,Feeney,Courtenay,Female,6,9,28,0,3,5,5,1,5,5,5,3,5,1,2,0
+192,Lutwidge,Willow,Female,1,4,7,5,0,4,4,0,2,4,5,0,1,1,1,5
+193,Docwra,Andre,Agender,8,8,29,2,5,1,2,5,5,3,0,1,4,5,2,2
+194,Crafter,Tricia,Female,3,0,23,4,4,0,3,2,5,5,0,5,0,3,1,2
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+196,Chicco,Rosie,Female,7,10,13,4,4,2,0,5,1,5,5,5,1,1,5,1
+197,Callander,Ruprecht,Male,5,8,19,3,4,3,5,1,1,3,2,5,0,1,4,3
+198,Yuryatin,Winthrop,Male,10,7,20,0,3,5,5,1,4,0,2,3,4,1,5,0
+199,Rahill,Dredi,Female,7,9,5,5,1,1,4,3,3,0,5,2,4,2,0,5
+200,Fould,Binny,Female,7,7,8,0,1,3,1,0,2,3,2,2,2,5,3,1
+201,Silverlock,Hettie,Female,4,5,0,3,4,1,1,2,0,3,3,4,5,0,4,4
+202,Grishinov,Bo,Male,10,3,19,5,4,0,0,1,4,0,0,0,3,1,2,0
+203,Casserly,Sheryl,Female,2,3,5,4,5,0,3,3,5,5,4,2,1,3,2,1
+204,Stidworthy,Dinny,Genderfluid,10,10,12,2,1,4,5,2,3,3,4,3,2,5,3,1
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+207,Plumstead,Adiana,Polygender,5,10,12,3,5,2,3,3,5,3,0,2,1,5,0,1
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+210,Willingham,Crystie,Female,4,9,3,4,4,2,0,0,3,2,2,2,5,0,5,0
+211,Andrat,Dallas,Male,1,0,18,2,3,3,4,4,2,5,2,2,3,3,5,0
+212,Deyenhardt,Neely,Female,3,8,18,2,4,2,5,1,0,0,5,2,4,2,4,5
+213,Denekamp,Bentley,Male,4,2,30,1,4,4,2,2,3,5,5,2,4,4,1,3
+214,Yukhnin,Arielle,Female,9,0,15,0,5,5,1,5,5,0,1,4,4,3,1,4
+215,McReynolds,Nickolai,Male,4,1,26,3,5,0,2,0,0,4,4,3,2,0,3,3
+216,Piccard,Saunderson,Male,10,1,18,0,3,1,5,3,5,1,2,5,3,3,2,4
+217,Akett,Herve,Male,8,4,21,1,4,0,3,2,2,4,3,3,3,1,4,3
+218,Papen,Van,Male,10,9,8,1,2,3,5,5,5,1,2,0,2,5,3,4
+219,Kleinerman,Sigfried,Male,5,7,21,1,4,1,5,2,0,4,2,3,5,0,3,3
+220,Ducrow,Kamila,Female,5,9,24,3,0,4,1,0,4,4,1,0,2,2,5,4
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+223,Dalwood,Koren,Female,4,10,14,0,2,0,5,3,5,0,5,5,0,3,0,3
+224,Beatens,Pauly,Female,5,10,8,5,1,5,2,1,1,5,3,4,4,4,5,1
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+236,Antonat,Idaline,Female,2,1,5,2,1,1,4,1,3,3,1,4,1,5,5,2
+237,Jeppensen,Donnamarie,Female,1,7,23,5,4,0,4,0,1,4,3,4,2,1,1,2
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+239,Latchford,Pate,Male,4,0,15,1,2,4,4,3,3,2,5,3,4,3,3,2
+240,Coventry,Sada,Female,6,9,16,0,3,0,5,1,5,4,5,1,3,0,0,3
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+244,Gooley,Romy,Female,0,10,5,4,1,0,1,1,1,1,2,1,3,4,5,3
+245,Cutts,Dur,Male,8,7,8,0,0,5,2,4,5,1,0,3,4,5,3,3
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+248,Bowser,Dagmar,Female,8,9,25,3,1,1,3,5,0,4,4,4,0,2,1,5
+249,Orr,Derick,Male,6,9,21,2,4,3,3,1,1,4,3,5,4,5,4,1
+250,Peers,Geordie,Male,4,7,26,4,5,0,2,5,1,0,1,0,4,2,3,4
+251,Keymar,Arel,Agender,7,8,20,5,5,0,3,0,5,5,0,2,0,3,4,4
+252,Haldin,Lynsey,Female,5,10,19,3,0,4,2,3,1,5,4,2,5,5,0,1
+253,Luty,Rhys,Male,1,10,7,3,4,2,4,2,0,4,1,0,4,2,1,5
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+255,Shales,Bamby,Female,5,1,1,0,3,1,1,2,3,2,2,1,1,0,5,2
+256,Bundy,Evan,Male,5,3,24,0,4,2,2,3,4,1,1,0,4,3,3,0
+257,Pineaux,Theodora,Female,9,9,26,2,0,3,2,3,4,0,4,4,5,2,2,4
+258,Redier,Adria,Female,2,9,8,4,4,4,3,3,2,5,5,4,1,5,5,2
+259,Capon,Godfry,Male,8,3,24,1,5,3,5,2,1,3,3,0,2,4,3,3
+260,Gaiter,Inna,Genderqueer,6,2,5,1,0,3,5,4,0,5,4,4,0,5,1,0
+261,Pettipher,Donella,Female,8,9,19,1,3,1,2,0,1,2,0,0,0,3,4,5
+262,Filipponi,Erinna,Female,0,3,21,3,2,0,5,0,3,4,0,0,3,0,5,2
+263,McNirlan,Genvieve,Female,4,3,11,1,3,1,0,3,2,0,2,2,3,5,1,5
+264,Millsap,Kimberly,Female,3,10,15,4,4,4,3,3,0,5,2,1,5,4,4,0
+265,Pulley,Wilhelmina,Female,10,0,11,0,5,2,5,5,1,2,4,0,5,1,0,1
+266,Jeness,Nichols,Male,9,3,27,2,5,2,1,2,2,4,3,4,1,5,2,5
+267,Heber,Levey,Male,7,8,16,5,4,5,4,2,3,2,3,5,3,2,2,2
+268,Warnock,Lockwood,Non-binary,3,9,22,0,1,1,0,1,3,3,0,0,4,5,3,2
+269,Fransemai,Lorry,Male,9,2,21,2,0,3,2,3,4,5,0,5,2,0,1,4
+270,Capper,Ted,Male,8,0,17,2,2,1,3,3,3,2,3,5,4,2,3,0
+271,Cowap,Candie,Female,3,0,5,5,4,3,2,2,5,1,5,2,4,1,3,2
+272,Grogor,Janek,Male,9,0,3,4,5,4,0,2,1,2,2,4,3,2,2,3
+273,Demcik,Carr,Male,8,10,22,3,1,5,3,0,1,5,0,3,5,4,1,2
+274,Murtell,Roley,Male,3,3,6,0,4,0,3,3,0,2,2,3,2,0,1,2
+275,Josovitz,Dion,Female,1,2,26,5,2,4,2,0,5,1,1,1,2,4,4,3
+276,Beccles,Sashenka,Female,1,6,28,4,3,5,4,0,0,5,1,3,0,1,1,3
+277,Younglove,Tracee,Female,3,5,30,4,2,1,1,2,1,1,3,2,0,4,3,1
+278,Aronow,Alejandra,Polygender,5,4,17,2,5,1,5,5,3,2,0,4,5,5,0,0
+279,Merriday,Clyde,Bigender,0,1,7,1,4,3,0,5,0,5,2,0,4,3,2,4
+280,Gravet,Marietta,Genderfluid,8,0,19,4,3,0,0,4,2,4,5,0,3,4,1,1
+281,Russel,Cassey,Female,1,4,2,0,1,2,2,0,0,4,4,2,4,5,1,3
+282,Heditch,Vannie,Female,9,10,19,4,3,4,0,4,3,0,5,4,2,0,1,1
+283,Brack,Corey,Male,0,2,16,0,5,0,3,4,2,1,4,4,4,4,4,1
+284,Brisland,Kamillah,Female,1,4,30,5,0,4,4,2,4,2,2,4,2,3,5,1
+285,Hasnney,Giffy,Male,1,9,3,2,1,1,0,1,5,3,4,1,0,3,3,4
+286,Viveash,Vinita,Female,0,1,17,0,1,1,0,0,0,2,3,1,5,5,1,2
+287,Heinsius,Jehu,Male,4,0,5,2,2,1,5,1,5,0,3,0,3,1,4,4
+288,Reveley,Bartholomeus,Male,2,0,7,5,5,1,3,2,5,5,3,5,2,5,4,5
+289,Powis,Salome,Female,10,2,17,3,3,0,5,1,3,4,3,4,2,3,3,4
+290,Fulleylove,Al,Male,2,6,16,2,1,5,2,0,0,0,4,0,1,1,1,5
+291,Beining,Keelia,Female,2,8,15,2,2,4,5,4,0,5,5,3,1,0,1,2
+292,Bumby,Burk,Male,3,4,13,0,3,1,4,4,4,5,5,1,1,4,1,3
+293,Houlson,Alvy,Male,2,9,30,0,0,1,4,5,5,5,3,3,3,3,0,3
+294,Amberg,Vic,Male,10,2,30,4,1,3,1,3,1,5,3,2,0,4,4,3
+295,Ranby,Tammy,Female,5,1,7,5,0,1,3,2,2,4,4,0,5,4,2,2
+296,Chaucer,Milzie,Female,1,6,14,2,5,2,4,5,1,0,3,4,0,5,4,1
+297,Kidman,Erinna,Female,6,2,9,4,4,2,4,4,0,4,3,1,5,5,4,4
+298,Kershow,Hendrika,Genderqueer,0,9,18,3,1,1,2,0,1,1,1,4,5,1,2,1
+299,Scotsbrook,Cordula,Genderqueer,4,3,30,1,1,5,3,4,5,1,1,1,2,5,1,3
+300,Vinden,Godard,Male,1,1,28,5,2,5,3,3,1,3,3,1,3,3,3,1
diff --git a/recommander/schema.json b/recommander/schema.json
new file mode 100644
index 0000000..0d9c388
--- /dev/null
+++ b/recommander/schema.json
@@ -0,0 +1,130 @@
+[
+    {
+        "name": "id",
+        "type": "Row Number"
+    },
+    {
+        "name": "last_name",
+        "type": "Last Name"
+    },
+    {
+        "name": "first_name",
+        "type": "First Name"
+    },
+    {
+        "name": "gender",
+        "type": "Gender"
+    },
+    {
+        "name": "team_id",
+        "type": "Number",
+        "min": 0,
+        "max": 10,
+        "decimals": 0
+    },
+    {
+        "name": "squad_id",
+        "type": "Number",
+        "min": 0,
+        "max": 10,
+        "decimals": 0
+    },
+    {
+        "name": "experience",
+        "type": "Number",
+        "min": 0,
+        "max": 30,
+        "decimals": 0
+    },
+    {
+        "name": "art",
+        "type": "Number",
+        "min": 0,
+        "max": 5,
+        "decimals": 0
+    },
+    {
+        "name": "sports",
+        "type": "Number",
+        "min": 0,
+        "max": 5,
+        "decimals": 0
+    },
+    {
+        "name": "politics",
+        "type": "Number",
+        "min": 0,
+        "max": 5,
+        "decimals": 0
+    },
+    {
+        "name": "books",
+        "type": "Number",
+        "min": 0,
+        "max": 5,
+        "decimals": 0
+    },
+    {
+        "name": "movies",
+        "type": "Number",
+        "min": 0,
+        "max": 5,
+        "decimals": 0
+    },
+    {
+        "name": "technology",
+        "type": "Number",
+        "min": 0,
+        "max": 5,
+        "decimals": 0
+    },
+    {
+        "name": "fashion",
+        "type": "Number",
+        "min": 0,
+        "max": 5,
+        "decimals": 0
+    },
+    {
+        "name": "outdoor activities",
+        "type": "Number",
+        "min": 0,
+        "max": 5,
+        "decimals": 0
+    },
+    {
+        "name": "pets",
+        "type": "Number",
+        "min": 0,
+        "max": 5,
+        "decimals": 0
+    },
+    {
+        "name": "family",
+        "type": "Number",
+        "min": 0,
+        "max": 5,
+        "decimals": 0
+    },
+    {
+        "name": "mood",
+        "type": "Number",
+        "min": 0,
+        "max": 5,
+        "decimals": 0
+    },
+    {
+        "name": "battery",
+        "type": "Number",
+        "min": 0,
+        "max": 5,
+        "decimals": 0
+    },
+    {
+        "name": "stress",
+        "type": "Number",
+        "min": 0,
+        "max": 5,
+        "decimals": 0
+    }
+]
\ No newline at end of file