{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"df_napping = pd.read_csv('../data/csv/napping.csv')\n",
"df_napping['experiment_no'] = [int(item.replace('experiment_no_', '')) for item in df_napping.experiment_no]\n",
"df_participant = pd.read_csv('../data/csv/participants.csv', sep = \";\")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(1014630, 12)"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_image_review_attributes = pd.read_csv('../data/csv/images_reviews_attributes.csv')\n",
"df_image_review_attributes.shape"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(1010152, 12)"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# drop rows on image column if they are null\n",
"df_image_review_attributes = df_image_review_attributes.dropna(subset=['image'])\n",
"df_image_review_attributes.shape"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"def write_jsonl(df, file_path):\n",
" with open(file_path, 'w') as jsonlfile:\n",
" for _, row in df.iterrows():\n",
" # Convert each row to a JSON string and write it as a line in JSONL\n",
" json_string = row.to_json()\n",
" jsonlfile.write(json_string + '\\n')"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['iVoa6qR6TSKjLeb1RoHWtQ.jpg',\n",
" 'e2W_085qRbCQbZJVp_tzHA.jpg',\n",
" 'DdLNo35SRiCMxpoKTiEXyQ.jpg',\n",
" 'vi-1ygw7RXCM6Pnwx9C6CA.jpg',\n",
" '1pjborIfR1Wdlr35jEHbtA.jpg',\n",
" 'kDz5LBlFRz2wb61xaMj_Dw.jpg',\n",
" 'EJQLq-qLShSP-uf2Tg-G1g.jpg',\n",
" 'MhhKQteWSXW0gYUNnvHs6A.jpg',\n",
" 'fdsdbl6XR2ynvoQnNYLXQQ.jpg',\n",
" 'BQkoD9sXQi-EIk3e2cG-YA.jpg',\n",
" 'XP7CQ-tORdSKzftuGU-UZg.jpg',\n",
" 'ZtEeyNSFSminX2lRSwQsuA.jpg',\n",
" 'CcY5v7-pRpCv5duEsSiHgg.jpg',\n",
" 'YuTCU7c1R2SjiE2EBSRxaQ.jpg',\n",
" 'GoSDYtj-RoGdLVeqVfS2rQ.jpg',\n",
" '5XAR_DNCQQi8GNl4PCr2-g.jpg',\n",
" 'ZJzuxipfSVWmnsS89iF5_g.jpg',\n",
" 'Tvfl8L50QSKqVDTyrVklXA.jpg',\n",
" '9QXK0W-qQa2jwQmdRCbEjQ.jpg',\n",
" 'vtD_0oSgQ-2Fs8_YN1RkEw.jpg',\n",
" '12YoxDcyS0OjqLKIExvwcw.jpg',\n",
" 'SiOSREmbTzKFOBgSBi0FfQ.jpg',\n",
" 'SGYz01iaRomTHfo1QhxvTw.jpg',\n",
" 'QnDGy5lCRVWCeGgllBSi-w.jpg',\n",
" 'eCu1W9agRXuwM4ne101Ysg.jpg',\n",
" 'wxUU_gYMSQ6e5YEnwrPqnA.jpg',\n",
" 'JnWy63xvSCKZLr6CmJaQiA.jpg',\n",
" 'qb-pJAuuS3GA8BR0Um-qUA.jpg',\n",
" '02rqcedr9vihz.jpg',\n",
" '01p4mo9p6tzgv.jpg',\n",
" 'nmUMFGoFRKWdwNlTgSMoBg.jpg',\n",
" 'nmUMFGoFRKWdwNlTgSMoBg.jpg',\n",
" 'uQyiIUGdQ1CF_wvOM0Mfew.jpg',\n",
" '-fxwMOAiR8uat6eHfp9pmg.jpg',\n",
" 'Khu03sBNSSCZUfzAo4VRKA.jpg',\n",
" '1x-esP05SOOOaKJNI_RSjg.jpg',\n",
" 'nRrtMc-xStKb3pcVK6kXNQ.jpg',\n",
" 'vY-UO8UuSsipeLp-63acKQ.jpg',\n",
" 'zUFnH7BERgWTTa3aNSd0vA.jpg',\n",
" 'AGdoP6syR_m1oU8B73FhFw.jpg',\n",
" 'twGJnb1VSCCqLLabisusOA.jpg',\n",
" '6iW0z1A3TiG9ipUcCrBaaw.jpg',\n",
" '0u6MMrhnQDydVqogNeeFtg.jpg',\n",
" 'A1r7SytyQsi22HgqOpvKaA.jpg',\n",
" 'Tkt2CgeFRaex9KpUNdBsMw.jpg',\n",
" 'P8HaTnbtTa-j5ap1Ktkf8w.jpg',\n",
" 'tbuZOgIkSjuyoz7PC-kc6g.jpg',\n",
" 'yE2VQWpdTUardwxaFE292w.jpg',\n",
" '2ALNR5UUQU-3zBFS7Ao8NA.jpg',\n",
" 'gN3Xow4GTUC7mKSG9_gSvQ.jpg',\n",
" 'jkQrBunQRVGq7ZE3_WHUcA.jpg',\n",
" 'AFeKOaz5Srq0Xx4WNaNrmw.jpg',\n",
" 'yhcXpMIhShmbSN1g6AuRFQ.jpg',\n",
" 'huSZQKipSS-z5F1z6B3umQ.jpg',\n",
" '8kpLD-qeT4eNmojkDFCf6w.jpg',\n",
" '5SMoJVq3SyyIKVEy4pJ7sA.jpg',\n",
" 'e0kqUlXWTPiLvVzSxlLtiQ.jpg',\n",
" 'EzIaj7TfTjSijdVPmp7KUg.jpg',\n",
" 'r_hSYeHQRfO3kXK_2XaSFw.jpg',\n",
" 'KlagCZzTSH-waaXZGqVw8g.jpg',\n",
" 'L02GzDzzQyKEFEZhct19Bg.jpg',\n",
" 'hkYjt7_lRnemx9T1XlIZEg.jpg',\n",
" 'OXnpP3DGQSathRsjGfwN9A.jpg',\n",
" 't3ZeoI1gRzO1EKbYGA6xkA.jpg',\n",
" 'gR7frKFKQQyTjEQkHpi_dQ.jpg',\n",
" 'uDx92pk3SC6-wZ2jni9iJw.jpg',\n",
" 'VDX5qt3CSxS2Jyzy2sXx7Q.jpg',\n",
" 'KlRmcYKqQSKQEuL7gitemw.jpg',\n",
" '5IuKSywjTDOjyx3TTRdfJA.jpg',\n",
" '0hwa4iqUSwKlTuYKnCXjng.jpg',\n",
" 'lFrvJPAkQ_u5FWanYlFfEw.jpg',\n",
" '022slzr5hkrda.jpg',\n",
" 'vAF7udRYTFm2DRk_YILr6Q.jpg',\n",
" 'PoFclc1zQAWSsMRwz3RAog.jpg',\n",
" 'Ncjj5QeRTwmb_k4DOd3kiQ.jpg',\n",
" 'yUjdnagTRG2Q3nIOQY9FcQ.jpg',\n",
" '6zUqkvsUTSSMEAbxGiDTLw.jpg',\n",
" 'zT56tVaNTmiD7yQnUteNmw.jpg',\n",
" '40bIDJ3eT4-duIAvm2oIjw.jpg',\n",
" '78g8_LpMQXybtOp_g0UDUg.jpg',\n",
" 'wSylbewySBamlYuz-UfTbA.jpg',\n",
" 'tt4fPGiWSJWZM4Q50iM7yQ.jpg',\n",
" 'Alvn7cCOTYKwpX4gFoWrFQ.jpg',\n",
" 'Q463ROFmSjSph0QsSJEKAg.jpg',\n",
" 'PpAAIgMYQ1SOld_Pi7LenQ.jpg',\n",
" 'Mg8Fax59Sq-iqTW5J3bhjQ.jpg',\n",
" 'LezhIotBSl2Pt6_ftfrD4Q.jpg',\n",
" 'KJr8LX0uQtyAPWhvB0yo_Q.jpg',\n",
" 'cP-KKw2lTUyBrohxpIIWwg.jpg',\n",
" 'I0uqwmOhR0mkDjZQYPFiZw.jpg',\n",
" '8LLClD4OTQmCBd8N_bCw-A.jpg',\n",
" 'EKTL9INLSaCDpmTyuywnBw.jpg',\n",
" 'ccrAuxt4QlKzaTyH_KFYag.jpg',\n",
" 'wVLa7HGzQ-6cOKNdzGbUNw.jpg',\n",
" '6DLzz4o7QD6yoUYank37jw.jpg',\n",
" 'HnG1bWTjQqqMEu1wmmQKHA.jpg',\n",
" 'mNUF3wfJRmCnnBeIHsXp7g.jpg',\n",
" 'U2mcTcIFSv6Ca6PM9hmFqQ.jpg',\n",
" 'XfBrtXMXTbaXLOebNNmrUA.jpg',\n",
" 'saAuptvzSc6wG5PqLxNKzQ.jpg',\n",
" 'Jl9FB2UFSU6NqgMxpTRPKg.jpg',\n",
" 'HaFCKLG1Q5ikKioxHibkcQ.jpg',\n",
" 'Fge80S_6RASY-mHp6fiRlQ.jpg',\n",
" 'CSMOQ91BRhCsi70AoE-JPA.jpg',\n",
" 'yIiSdBW6QbG2X9tFKCR3Fg.jpg',\n",
" 'eqcw7-jnRAOSl_2hcy379w.jpg',\n",
" 'paa6bkkdT1uoD-NAWxyteA.jpg',\n",
" 'iT2XEPesTuWoOucD50xTvA.jpg',\n",
" 'iMqsDx5dQuqbcdK2-3EsPw.jpg',\n",
" 'jCow6DTIQ3CgSs_twBESDg.jpg',\n",
" 'xiXYP8BMTguH87yVuR6UOQ.jpg',\n",
" 'fRNBzVf5QiGdMEk32sYGJw.jpg',\n",
" 'S_th9FzaSlKxoQLOYLjrBA.jpg',\n",
" 'VpRjtxzzRsqYD6nwvhGlYg.jpg',\n",
" 'Ng0tAjLLSC6YETNcVmQHjQ.jpg',\n",
" 'pZL1T75-SfOkuuNYmGT8Ug.jpg',\n",
" 'cQXFUIOzRLiytKaYrpR-gA.jpg',\n",
" 'zFT4sTRPTyeYtrJt8BoR7Q.jpg',\n",
" 'PZFVz6vPRDyu4tDmgpVFbg.jpg',\n",
" 'MCZLW0wdR8iQPECMXA9yaQ.jpg',\n",
" 'N25waeuKRnmf2oX4rZPDog.jpg',\n",
" '9TTvPVaKRuK-d6pmWjgpWA.jpg',\n",
" 'yc2Pikq0SUCaUOlvtQFrKg.jpg',\n",
" 'GrzvQMMrT_ygIDSyvJ5v0g.jpg',\n",
" 'Jye7c2_hQ8KHbi34AMUcLA.jpg',\n",
" 'JWOksFCtRdStTmLWx8LXcg.jpg',\n",
" 'HF_G8NT3T0StylqSp8wJ8w.jpg',\n",
" 'vuQ7WScZTGOwB8f4m4JMvQ.jpg',\n",
" 'TRVVtwFuSSiPEx2PaVW9Sw.jpg',\n",
" 'CETMEtGzRlKYClD46xsXWA.jpg',\n",
" 'bYYXF97WREeAp4KPVlq05A.jpg',\n",
" 'cfMdNWlLTTSQxxIGZDeCuw.jpg',\n",
" 'iQFqF2q7QKuM9MEvH8XuRw.jpg',\n",
" 'LSIDiYKtQIKIOWbGWeBREA.jpg',\n",
" 'S6kvPfzHQOijSVi9lOheiw.jpg',\n",
" 'xa1ydF7LTTqc6RNuBA18BA.jpg',\n",
" 'F-9WpkfoR0qmz-2f3vag9g.jpg',\n",
" '8h4FMr7ZTaOM8njkpCw2NA.jpg',\n",
" '_c_ZiR-fReenCGCHuAwEwQ.jpg',\n",
" 'b1QBvDhGSqC5DhBk4o0fFA.jpg',\n",
" 'zhW_HK-6Q_esBp34k4gWsA.jpg',\n",
" 'Z2fA9dBaSaigLhnwRVKuPQ.jpg',\n",
" 'jAtMG0lPS5CzN3_IPGr40A.jpg',\n",
" '-03rZQkTSDSv6KMO_ypZsw.jpg',\n",
" '6hawIpaRQUeMaU5LnGl8Mg.jpg',\n",
" '2Wx3nKZ-RdyCn_cIh51HBA.jpg',\n",
" 'ErbuVvdrTF-fNct8A1szxA.jpg',\n",
" '-9xnzQsiSu-0bZ-cn7mEHg.jpg',\n",
" 'tWHbfDANQS2OQzOLwL84ew.jpg',\n",
" 'SlCBXpBxSVuEFXRBSJ1GEA.jpg',\n",
" 'eHmmNH_JSW63wn34DXCSEQ.jpg',\n",
" 'giO6n1QzQZiGtafNOGUBKQ.jpg',\n",
" '6w4qoZcGSt-yycEI3MdNSg.jpg',\n",
" 'Tyd-GayhQs6MNE4mw74zVA.jpg',\n",
" '8FKikN7RS3WRH-HAL2QIwQ.jpg',\n",
" '8RkB6zunRVqIfjZQGaP4NA.jpg',\n",
" 'HAxyvWd_RkSrGI3yhC4PWw.jpg',\n",
" 'YrJA37mgRxi5SPNd12-aeg.jpg',\n",
" 'x_6OGzOuQsyKkvaKNFsQQQ.jpg',\n",
" '4K9j8pmRRgOKrvk7v0r-UA.jpg',\n",
" '3gxSqP74Ss-SFSu-ST1znA.jpg',\n",
" '8y4hHPDZRYyyfHGSfL0KWw.jpg',\n",
" '-9n6qQADSRiPO1LjL9xGAA.jpg',\n",
" 'XhuwFVWeRWK3Uw5d-rXWig.jpg',\n",
" '6lg-9SiTQZC3-J-i4BVoIw.jpg',\n",
" 'CUsQGerKQaahg5v3qYObKA.jpg',\n",
" 'c8zoHl6bThS7seAhUXdMvA.jpg',\n",
" 'zGQCcfUkR7SFl563-ZVvIg.jpg',\n",
" '6OwBYCeHQhShHml5Ip9eGA.jpg',\n",
" 'jknJnfDoTwyAwwwfuvhQkg.jpg',\n",
" 'UHVFSx5EQ3SAiWfOeOQmjQ.jpg',\n",
" 'eBprDhCdTIO2IZCl4mOYTw.jpg',\n",
" 'x2zxbSUjRSeiod-2mJXNWQ.jpg',\n",
" 'C88E0PYhQNi4-pmfg6l2NA.jpg',\n",
" 'E8L9PPq2SleXHJf_gqZEAQ.jpg',\n",
" 'dU7VtlkOQoeIV8OPdVmeRw.jpg',\n",
" '6J4x3R6DTjCqoeJJX5eKvA.jpg',\n",
" '-wJP7XUuSdCtWoxa1fnE4A.jpg',\n",
" 'y4r5LATCTUeofDMgdSKIaQ.jpg',\n",
" 'oCoergwmR-K0ciljq5QHfQ.jpg',\n",
" 'DGzhVEckQOqFiutwGyeh8w.jpg',\n",
" 'h9IN3BXDTBCpZMmBCO1n6Q.jpg',\n",
" 'sODAGYt9RWWU993ZMNO6DQ.jpg',\n",
" 'uOtJBBzZSUOICH7OA6NuYw.jpg',\n",
" 'ai7wrMPWR-i_24C2UH-p4A.jpg',\n",
" 'GlT6-gm4Ta2UBRpHSWpUvA.jpg',\n",
" 'CY321abcQ3qviZNKo2sQBA.jpg',\n",
" 'q9d_DpYuT4CK2XKVtnRm3A.jpg',\n",
" 'lMqQCIpyTB-e14Z_E8PQFQ.jpg',\n",
" 'p32EQS0tSQGKyPbiKxQElg.jpg',\n",
" 'y6vLQwACR1SdMsEsCb5Gog.jpg',\n",
" '9YwSOV4ZSImqJ8tOLimCRQ.jpg',\n",
" 'O_zij7N8RI-R4zCV_J-LkQ.jpg',\n",
" 'ZfzOmLXiStCh-OSIJXXd3A.jpg',\n",
" 'KyZK9WpISRW4Ccu3Qx-EVg.jpg',\n",
" '5oz_WvHzQ16AjOX-uSj2cw.jpg',\n",
" 'w7M2FEWfSde6Jj97zST33g.jpg',\n",
" 'q-uDz_AuQ8isxmsUuiwdTw.jpg',\n",
" 'AXt0-tSvRkaToUv9jrOweg.jpg',\n",
" 'bP62jDcfSFiRMjrbw4P57g.jpg',\n",
" 'byS1uDkIRDmcFkUipzZx1w.jpg',\n",
" 'Zc4zAM5hRiGbXmiNxjvVIw.jpg',\n",
" 'TA2MsttcQKi-bE4pyzhqjw.jpg',\n",
" 'RnyTxNZQTDaGeaQs9GWTEw.jpg',\n",
" 'SMVyUcoFQ1q_ZiqATB2aJg.jpg',\n",
" 'XCEWgndwSHeFQqugfzbM5Q.jpg',\n",
" 'xIwwhp21R267O9xL-xA3TQ.jpg',\n",
" 'xN9qVYQJQ96-YOTsLhIRLA.jpg',\n",
" 'dc13mO5eTCygKEWSvEe-jw.jpg',\n",
" 'EBzRzrB8QnuJ9--zaZbjzg.jpg',\n",
" 'HYvfuQyMSseowMhRVQLLsg.jpg',\n",
" 'oqsPZpXdR_mqnkWDUMBw6w.jpg',\n",
" 'oqsPZpXdR_mqnkWDUMBw6w.jpg',\n",
" 'crKCjQkATq-p3uEAMLvLMg.jpg',\n",
" 'FED4ff1uSmebCSEHB9AV4w.jpg',\n",
" 'Vcho1aLbTFmHwV9_CBER4A.jpg',\n",
" 'TSwtWEuDS5CqfVv2EkbH3Q.jpg',\n",
" 'EzV9DT3oReiapBpREiSsLw.jpg',\n",
" 'Q4ymM8KMTeGqldrpBfjZsg.jpg',\n",
" 'GdwsthvLRFKnSpxexdprwQ.jpg',\n",
" 'r1ezRRKjSniap1eBtSrhQg.jpg',\n",
" 'qWJfUlEoRkesQCnH0LhEeA.jpg',\n",
" 'KwiakVJLRdqup2PLHtgS_g.jpg',\n",
" 'xTBWiNwdRpm5OeipWutwgQ.jpg',\n",
" 'fTsMT-vrRleuNu9aju80kA.jpg',\n",
" 'quBUbDL-TX-1P8KUDOOlUQ.jpg',\n",
" 'BsTry6xoTSaoL-XXLx_64A.jpg',\n",
" '7yfBvPaETye_7_XL-Wykew.jpg',\n",
" 'oCKly6b4QvG_X47YTQB5Qw.jpg',\n",
" 'x_o4mBURSzCnC6_h-DvqQg.jpg',\n",
" '997br-hPSqCtdpdaz6nFIA.jpg',\n",
" 'aXY86jEOQDCG3IDlFHZUEQ.jpg',\n",
" 'qBKA7fMNRSmB9isWx4F7GA.jpg',\n",
" '4joxmTAdT_u4qgGpPKqpEA.jpg',\n",
" 'vWdvXtQZTKq1qFj4mokPCw.jpg',\n",
" 'WXjqpjkpRRuWR0IU-wqKcg.jpg',\n",
" '1tINsLf1QYOuRPy26k9iLw.jpg',\n",
" '0R7ito1kQmmOPTykoAc7nw.jpg',\n",
" 'wZb-XO39QdyH8Gjvlynv0Q.jpg',\n",
" 'CeFgu97xQwCvpf-epvO3RA.jpg',\n",
" 'vqEAUz0LRUKD3mQoo8rWwA.jpg',\n",
" 's-4-ZqysSPC3cAQpe9FkXg.jpg',\n",
" 'AL3hqc9rRWeEHtPyaPmtBw.jpg',\n",
" 'eYsn73kJTlKwROgsDpJYmQ.jpg',\n",
" 'zfpxTaQZRzGXt5cfusTSVA.jpg',\n",
" 'v3J0hyUoQ7iQ8Z37XA5SNg.jpg',\n",
" 'vwg1bK_bSou_7jkbFAKqDA.jpg',\n",
" '2da2mk9iQ2SxKkpGXAuyLg.jpg',\n",
" '41PExK7yQGqyi26a2BfbIQ.jpg',\n",
" 'HTx-C6qSTmGwBykfDDm_Iw.jpg',\n",
" 'jI_bioZQSVW7j1YuMQrySg.jpg',\n",
" 'JjR1GLQmSpKTnulKEoFcUQ.jpg',\n",
" 'yH3kRYkBRTmq0enoWgr35Q.jpg',\n",
" 'FabPKYNnQmqHQtAWu_wpTQ.jpg',\n",
" 'F5bz4KTgT5OtPR18bqxBRg.jpg',\n",
" 'QVKxDtRTQJCdSmmUANRFgQ.jpg',\n",
" 'pvlCMhV4TeuJPKWtrbUn6g.jpg',\n",
" '6dNxyoJdQ2W3n665NZswzQ.jpg',\n",
" 'Vp6_4QrGQCWy2rNQKIRXNw.jpg',\n",
" 'fcEvIyGcT8aOfJxO1jpnOg.jpg',\n",
" 'e27duwSNTvKwtUqnZfdRaw.jpg',\n",
" 'IO278isPR_W7DLCgAMmQXQ.jpg',\n",
" 'hAUPvonFTt6cyg-ghPPoEQ.jpg',\n",
" 'CmLeAqJwRYmSS1tTLpxxhA.jpg',\n",
" 'qMVO3q3nQgOR4YhFF_DVxA.jpg',\n",
" 'fAwsqrkDThiH15FdbHG1ug.jpg',\n",
" 'xR4JprawRTO5kX71jMgkdQ.jpg',\n",
" 'eZpnYQv2Qeqb2eI5SaGFGQ.jpg',\n",
" 'UegaCXqVQvSZHf7SXwUQeg.jpg',\n",
" 'zOpRWWkQQ8euZnJ1DNMMRA.jpg',\n",
" 'cscLChipTkWg8XA8GdOpCQ.jpg',\n",
" 'Rwfd3HdbSJmrucXskkkKPw.jpg',\n",
" 'eAtiEVUkQ0Skni46I1JQjw.jpg',\n",
" 'odN0KOguRE6gjmjbyDuWgA.jpg',\n",
" 'lQd3v-bzRxqGha5Csc-9mA.jpg',\n",
" 'NKnFgb2USQ6SYStgPfTemw.jpg',\n",
" 'dcplmJafTPSxqFezTBRQ6w.jpg',\n",
" 'H7sa7HOKSZWHj9Df8ebkjw.jpg',\n",
" '5TW3DyJ0R3-Kzk_2T4mY1w.jpg',\n",
" '1MH7oR6ERw6BrhseSwKeuA.jpg',\n",
" 'JNvO30swTuK6GUWqLVwdhA.jpg',\n",
" 'hu6mOKFKRTCULA8D9o_IQA.jpg',\n",
" '9xKxLi4SSxmZmhAbnDAcOw.jpg',\n",
" '1YzMy9U6S4Sl6fyrOuDahw.jpg',\n",
" 'LiJRUU5PT1ac81NY9cv2WQ.jpg',\n",
" 'JvoYRqMyRzaJAniXcW79CQ.jpg',\n",
" '1BVfsKVGT_SuAzajrZJwUQ.jpg',\n",
" 'qX1d4ZuYTMikZO09QCTvbQ.jpg',\n",
" '4nh1c40DSKOUd0MFGVf-3A.jpg',\n",
" 'Idq_qo1uQwys8eb2jRlUUQ.jpg',\n",
" 'TVsc4o4qSgyqzz_hFHI17g.jpg',\n",
" 'mTSU42qUT1qe3FFSeXc17Q.jpg',\n",
" 'hb32bG8BTDmf7nu5cAWWPg.jpg',\n",
" '9ZPYma_hTIWK4rPzeDGWEA.jpg',\n",
" 't0UZamR_SoGR6ZIJYy5TnQ.jpg',\n",
" 's14ytNweRlGpqO6yt_b-fQ.jpg',\n",
" 'JVQGu_R-SQKWyhkYUBO1Zg.jpg',\n",
" 'BTUyKLSPR-mVUrhdLmPuTw.jpg',\n",
" 'eRif6ywSTDO5iqx6SsSuUQ.jpg',\n",
" 'eRif6ywSTDO5iqx6SsSuUQ.jpg',\n",
" 'yHwkpr3iTmaSOA6QzsPuoA.jpg',\n",
" 'w37j22c9TlKDvD1zvcf3Sg.jpg',\n",
" 'L2Jmd59bTK6b_hthGrD2Pg.jpg',\n",
" '24reNydOSEmy8PukG5sZzg.jpg',\n",
" 'TPJjlj7dQVmuxNNKWcEDGA.jpg',\n",
" 'YQQ374qgQ26onsWDnNoOeA.jpg',\n",
" 'OW5G0ZQkTU6rHU35Nl_rlg.jpg',\n",
" '0k6vWRM7R8OKmTOlF3TC5w.jpg',\n",
" 'gRLUxSgCRl-w7MZBd7dq_w.jpg',\n",
" 'EYohiVX4TySj_6A-5OXf9w.jpg',\n",
" 'yeQON6-oSM2-7y1XXiodJA.jpg',\n",
" 'Prx80SySS7qnXuW5TsxqYg.jpg',\n",
" 'SzFNRqGFQg29JYEa9RG-nw.jpg',\n",
" 'cAS_YAWrQguqxeg3l4g5OA.jpg',\n",
" 'k3aoRuEcQMeXtjRqX2ZX7A.jpg',\n",
" 'n_e953lBTreEiHm5iRaHdw.jpg',\n",
" 'gZHQ0U0dRgmkJJ9mcaGt9Q.jpg',\n",
" '0276PA0KSf69cQB-EmnoUg.jpg',\n",
" 'uz16gN9UTmO6TZSIAiTIqQ.jpg',\n",
" 'oX2vH77tSyq3OMdoIB-pKg.jpg',\n",
" 'ykrYgHFlQKaWTx2iw3i9Dw.jpg',\n",
" 'sX9SCQXWQtCHbmgSitx0Bg.jpg',\n",
" 'rSHA_hE6Q8C3l5zT8TfRcw.jpg',\n",
" '6T9c686PSP-F9ZUoh_3l0A.jpg',\n",
" 'hAYGTcs1S9mH2t7cSXLAQQ.jpg',\n",
" '9D2Vq0j0TKyleQ6nfsP9aw.jpg',\n",
" 'HH_PGjD8RX6bPYFNlu05rA.jpg',\n",
" 'De_PBJM2RemfIGbWXHAqqA.jpg',\n",
" '8EwnhMZxRi2ZIziLUMUbHw.jpg',\n",
" 'oy6YcK23TiuSeWg2LXg1qA.jpg',\n",
" 'dAatp3-2SvOAvgFDZHxwlg.jpg',\n",
" 'bbgeiLJ_ScKZxBsFJSshqg.jpg',\n",
" 'IQcakM-NQQu0essB-b6cRQ.jpg',\n",
" 'kHy36RxdTROSpFVtBjTDkg.jpg',\n",
" 'g4Ils8IgR3OJyJ36LX52Hw.jpg',\n",
" 'njIGNjWnT56CMc7n41g-aQ.jpg',\n",
" 'H7vuJfbEQuS8mHJdfs0b4g.jpg',\n",
" 'Fyhm1REqT26AsIXENOkGog.jpg',\n",
" 'Qb1dJOZRRoS5Z1zVpeI8zw.jpg',\n",
" '9feVJGbjR5aFuEcODvPaUA.jpg',\n",
" '1-T-NBcGSKmGwUCsAoHPAw.jpg',\n",
" 'YDyDlZTvQWG6K6H6mlTSiw.jpg',\n",
" '08A1QcAWSwOTpo5JCHrpwg.jpg',\n",
" 'uz_lyIEuTpe_Hul_SQwdbw.jpg',\n",
" 'd5SkfjA_So2YYF53smCrwQ.jpg',\n",
" 'bBuZdX_eS6aoEVyEbv_FtQ.jpg',\n",
" 'dDdsPGJzR7OkXdCR2W_1YA.jpg',\n",
" 'D3mUW1ljRwGrSP9WgjM_Ow.jpg',\n",
" 'GGwS1OeCRgyf5ck0FZFLQg.jpg',\n",
" 'bkNM0hAgSpqMvVYarJz_2A.jpg',\n",
" 'eELR7nhLRGyJL4td3aAS-Q.jpg',\n",
" 'Ox4NQPE4RauTYnIr9pb7Kg.jpg',\n",
" 'TPrV9C74Sw-XMW4lc0-t6A.jpg',\n",
" 'G7bveyYGQBGIYh-_lO3hUQ.jpg',\n",
" '8JYdflQPQUSlLM1neIFM_A.jpg',\n",
" '9yYMJCPVQduIp2ypbv0XpQ.jpg',\n",
" 'urIR1ERvSfSfyWXop5Ybdw.jpg',\n",
" 'irxGXYuGRTqDrU9W4zHgNg.jpg',\n",
" '7knqOB6IQayckNufsgNUMQ.jpg',\n",
" 'OVEO4HdsSMG6B5vNkwqmng.jpg',\n",
" 'Zw4HBxdGTlC8M3aoSC4Q9g.jpg',\n",
" 'hSACEd8uSR6-T27a7DBT7A.jpg',\n",
" '0t6Yfnr_T4mWplk4GtAK0g.jpg',\n",
" 'y-4yF6RVShimqz8CjgcYkA.jpg',\n",
" 'ewnYvCaRSuiPyLpuTxPcgg.jpg',\n",
" 'mGB9uzSqTfmZa1uOR5mFXA.jpg',\n",
" 'LmWmi_LYQRiD5FVIRSFtbg.jpg',\n",
" 'ixJpHz9PRrCTGNYgu7A1Hw.jpg',\n",
" '0t7BGCM2Qiil_AWD1pzQhQ.jpg',\n",
" 'jNpWR89SRia7a7w0PLGCNA.jpg',\n",
" 'EqlI-IdPSdaKQ0wLPgEwng.jpg',\n",
" 'hj4hVbyFQM2XpjPyyOwADA.jpg',\n",
" 'jWfzPALCQsGT7kaSVV8ZTg.jpg',\n",
" '5olSoOCIRh2XBCI1-SEPYw.jpg',\n",
" 'V4vVkC_kTkaMz3pXZpVXbQ.jpg',\n",
" 'T4KV2WlBQxKzNS6CRi2utQ.jpg',\n",
" '43-QH1A0Q368S344JP4tZw.jpg',\n",
" 'ih1-Pr40TiqIUYsWsupzMg.jpg',\n",
" 'GA6dFxmCSmCxDNQyKgM8_Q.jpg',\n",
" '_UJhS45ZTZGdwwHZ2bkPsg.jpg',\n",
" 'sXlcjBfNQl-YGHMjAvhRgw.jpg',\n",
" 'JocrsR9ATj-JHk-mP5rGtg.jpg',\n",
" 'v8o4THKET_udolh-8q-Vtw.jpg',\n",
" 'LaNK2WfhTfaoMpVqeQUEgg.jpg',\n",
" 'P97ZZUMQT0CpZ5AAvWRLSQ.jpg',\n",
" '6-pGEzkESs2DurGsinAm2w.jpg',\n",
" 'F3mmymNgQX29fMF_fkBUlA.jpg',\n",
" 'Qz8TnmmOSdKlGGX5HNPfHw.jpg',\n",
" 'v7n5WuKOS9CT-XlVouOVuQ.jpg',\n",
" 'WEIFOsl9QPmDPhZsglx-gg.jpg',\n",
" 'YYmTCnI5QFSPsAxsf-quvA.jpg',\n",
" 'ZZW_qB6oS8uBRm9EbkgFmg.jpg',\n",
" 'TkpHdUOYSSCbnGzxwIRq2A.jpg',\n",
" 'aIGDDf4qTTKkCoAvRnn58g.jpg',\n",
" 'RdbJWMp-TWyvGXAM6jWv6g.jpg',\n",
" 'u4b1jXw8R0enE3wGq6hSWw.jpg',\n",
" 'p-JK2yoQTDS1Yw3YZ11igg.jpg',\n",
" 'edohAcl7SAyJAWTKnagpjQ.jpg',\n",
" 'qtbSJrJ9RKm5qA5mNm68rQ.jpg',\n",
" 'QV85dV7ZRnSMQXpjzwH8Xw.jpg',\n",
" 'xCTuHZ03TyW2IjnjCe7L0g.jpg',\n",
" 'EtCOjMIgRCSj6Z_FEyAxkQ.jpg',\n",
" 'ODFpWMrDSP6cDAecQFYiCA.jpg',\n",
" 'n86vzZT_RJ-5AAltvAYWNw.jpg',\n",
" 'snzAJTn3RgClKGprZc7omg.jpg',\n",
" 'awHBzI_0Tu6T7F7RoF_9Zw.jpg',\n",
" 'jTMv-dHKQY2wNXetC3h7bw.jpg',\n",
" '4iM_madnTSW6QHw93bXNRg.jpg',\n",
" 'N0d6gTPIQgmlFRLLYpvRUg.jpg',\n",
" '_o8nX5sGSmKaZ4bDGJR5og.jpg',\n",
" 'C-As5EAKSh6viFLt_AeCnw.jpg',\n",
" 'TFnGZd_VSieOIAKgA-nptg.jpg',\n",
" 'W4T0Q0knQIamfuYDEyZ1cQ.jpg',\n",
" 'gAkjBFUnQpmpI88_0Uel0w.jpg',\n",
" 'nsDK7T_URKqB8m0m_QIYug.jpg',\n",
" 'HSOTsn3nRWKjV8UaOmV87g.jpg',\n",
" 'Le9FxLBRTnqk_OCPokVNkA.jpg',\n",
" '8XYtyeoTQv6qD7-vPojUgg.jpg',\n",
" '_YhjoHcJQ0SCvmCWuGi8FQ.jpg',\n",
" 'HW4aZmGcQViZ9n0gc4UClg.jpg',\n",
" 'veVZoWbARQqr_8co20f3dQ.jpg',\n",
" 'YnxbTVw_TvioGJWh5bms9A.jpg',\n",
" '_gv4Tj5_Qb2bt6FBwP6XmA.jpg',\n",
" 'dCRSrG26TuqczFpcG_dnXw.jpg',\n",
" 'CH6MdbIeQFG8nIg8-wKNFQ.jpg',\n",
" 'Ncqi6gTRR8KtmPRyuQlxMw.jpg',\n",
" 'IJJ-ZHdvTBSNs4xgsTuYEA.jpg',\n",
" 'C0BQPkJ3SCuqtmCKVfXyIA.jpg',\n",
" 'zKDZUQdmTySyqcYIcv2fTA.jpg',\n",
" '9S4wCBEjT06Xe8HKwUdnfQ.jpg',\n",
" 'ac35ssnoQ9arkIjUmR__eQ.jpg',\n",
" 'TLn_FoI9SiK3ac3CPQ_A2A.jpg',\n",
" 'LcFFFuoySKGLeBRUOPl5dA.jpg',\n",
" 'E8RCJhG5SbiXjwZ8KOOjcQ.jpg',\n",
" 'MkRbchspTKej8ePRU6MfmA.jpg',\n",
" '5iIOxAjITqSQIZSCT8gouA.jpg',\n",
" 'F-J6b5evTciCqZiPntrXNA.jpg',\n",
" 'TtPC24mxQyeaUey4Alp_tQ.jpg',\n",
" 'HJrs_s_2QGCdOGwFuSAuIQ.jpg',\n",
" 'qJJQ2C12S0WJKoTJvXd6mg.jpg',\n",
" '8VWG7N6oTa2ze8iw57MuSQ.jpg',\n",
" 'Q3QBX23FRs-ooIuxM3ihFw.jpg',\n",
" 'uFTMElVQSF2ZYiqn1j5FHg.jpg',\n",
" '250bcIM8RaGlBxz5BC-N5g.jpg',\n",
" 'NFKhTfakQ3-WB1Cl2msvwA.jpg',\n",
" 'd7ZwIm1JR1WiVTeqA3luuQ.jpg',\n",
" 'Wjv2MFAQRMi8HTe_76_2KA.jpg',\n",
" 'azi5otu_SdGofQBKRCvCMQ.jpg',\n",
" 'gnCiSMujRC6sciAKofXi9A.jpg',\n",
" 'NCYAbEfORb2PP6Y45_3daA.jpg',\n",
" 'retOIVN1RCKDWXTbYJhEOw.jpg',\n",
" 'UpFJh5iQRAmyCtHO8L3DVw.jpg',\n",
" 'unfofIBLR-GbUgj7tMR-eQ.jpg',\n",
" '1_He-08kT-Wl8kOF9V-iMw.jpg',\n",
" 'uwn6D6cOSlai5AkvAJWRUA.jpg',\n",
" 'F39QKe2BQ5C6v9H1tfbjUw.jpg',\n",
" 'ZjeR4nfsTmWbTlmCLKXTCg.jpg',\n",
" 'odz6XdbyS9qLNZwwjDSz7g.jpg',\n",
" 'yat2s4Z6SLyHWIUKn7h-jQ.jpg',\n",
" 'VuZltscSQIOW8gPytfk93Q.jpg',\n",
" 'TFtdZRkuTIyi26bHIadUrg.jpg',\n",
" 'YBWqAcfDSBSweFltPhm8LQ.jpg',\n",
" 'ENwKfZNEQ06VOORKo93Xuw.jpg',\n",
" 'GtDpIyB9R8KBBSAOUUVF-g.jpg',\n",
" 'ZA6YOLtoQk2XpTDmy8ku_w.jpg',\n",
" 'eILxFx5CTBKWOnJr33EAXw.jpg',\n",
" 'anu9UQvSQsmWxiweUEzr9w.jpg',\n",
" 'jOzhXVFvQQGj2KFMsYJTsw.jpg',\n",
" 'QSfErTANTG2uyXjF3TbRxw.jpg',\n",
" 'ObRwwEMSTqyG94g2h3ekbQ.jpg',\n",
" 'Xe6A5GZlQKWwuRHwAP4eXw.jpg',\n",
" 'jKjt0gHtSC6OgX6Je9xi1Q.jpg',\n",
" 'R8LVEWsKSh-wcGCyU4p6LQ.jpg',\n",
" 'VvdGafgpS02RG2qYYm8Eqg.jpg',\n",
" 'kT-tekj6QJW4SXgl0k2fKA.jpg',\n",
" 'Wtw2VJ74R9KLh-Q3E5Zpug.jpg',\n",
" 'XLSlOybsTz6ZYBaerC1ABA.jpg',\n",
" 'ZIhkx099SUm42X56Arybiw.jpg',\n",
" 'okao2Uj8RY-kaoNnzdnHyw.jpg',\n",
" 'FP_4PyZbSSm0aJpOuZp0Lw.jpg',\n",
" '2yM0VovhR12ZnTP6dEW67Q.jpg',\n",
" 'C3s3gWgVSgqPk3dbUYdvmw.jpg',\n",
" 'KW6ziQYUSiWyWcQvFXngDQ.jpg',\n",
" '2F7xgrkBRX2lap8M2CYaEg.jpg',\n",
" '2F7xgrkBRX2lap8M2CYaEg.jpg',\n",
" 'NdgeTkFWTviCDg-p2hPKZA.jpg',\n",
" 'pr5Ok6WKS5mtzeuL8pTZwQ.jpg',\n",
" '5PUN64CkTtm-mksp8m45hQ.jpg',\n",
" 'Le_oV9yZRYOy0gCyDkJBmQ.jpg',\n",
" 'XNm9i6KTTwmQEIAiqTXzCw.jpg',\n",
" 'LgurOJTeRfWYn2WtyjVHDQ.jpg',\n",
" 'IQ9LSi14TiOifdbUzNXg1A.jpg',\n",
" 'pO1SpXzlQwit2n9DlQVy0Q.jpg',\n",
" 'PRcebuYERrKZ29-jhpGsVA.jpg',\n",
" '6YkTIrtTS2GNtvii-7VQiQ.jpg',\n",
" '9Jy8UocGTza-nBeWZ7DsIA.jpg',\n",
" 'OcpqlU6vRlW7E9Vn3qUKxQ.jpg',\n",
" 'pObJuaSIQ6q744WNNPbGCw.jpg',\n",
" 'bmM4hT2HQU6fzSzdYiP-Tw.jpg',\n",
" '3v3CFX6NQIyLSYJ_nQOunw.jpg',\n",
" 'Mze5djfuSkaCsmtEEHQEig.jpg',\n",
" 'rCkZMT17T3GC_fDJdB-byg.jpg',\n",
" 'So5MjYpGScGYoWN5bnRZhw.jpg',\n",
" '6kHspXVuRwKdJu9AbfxkhA.jpg',\n",
" 'reK466p0T32SQvMmnd-bKA.jpg',\n",
" 'Yjh8ITf9Tm-LlinMCDiGLg.jpg',\n",
" '_qNQuWCWSRu3z2O9VH1oFg.jpg',\n",
" 'fwH0jQKyT5yNzjHqzdgxdw.jpg',\n",
" '56mtd5-wSMil4XtdeNclbQ.jpg',\n",
" 'p5owv5xUTRKjU7n0t6KTQg.jpg',\n",
" 'tb3YinelTGSyl53xtEoK1Q.jpg',\n",
" 'N4wgML3rTHCrdjnXAm9BDg.jpg',\n",
" 'DO6bgEu8QxKkfZKyK3kgtw.jpg',\n",
" 'uOb17_13QNueK0XsLQSvMw.jpg',\n",
" '-tq7Pop6STmxmFtRDnTr-Q.jpg',\n",
" '9PSc_VDsQy22OJBVAAkojQ.jpg',\n",
" '_ZpCcxo3Qgm-LJOCbfCYaA.jpg',\n",
" 'UDZap-YORnuRtibNXvfHEQ.jpg',\n",
" 'OPvy-UHRTyOsPtjxUp5FlQ.jpg',\n",
" 'OHaVugY_SaqJZvjmmBLizQ.jpg',\n",
" 'bs-aU7FET4ueGpCm5OMT_w.jpg',\n",
" 'jmBz1Sz1S-SSdj0gagWRLw.jpg',\n",
" 'RrYWqmjkTAOeRE9f9KPzLg.jpg',\n",
" 'wn3_QgdLRrexgD-5AwhXfA.jpg',\n",
" 'DUYAreVyQ7mfnnKj0RLBcQ.jpg',\n",
" 'JE6QO_2BQFmjaUX7HssGnQ.jpg',\n",
" 'Pfkg-pVsReKnOxSmOMeu7w.jpg',\n",
" 'nZ_4UcrFT7-5KhTVIgMYtw.jpg',\n",
" 'AfhnMsUnSuGHdKL4veJwPw.jpg',\n",
" 'q1fEgb4kSSed2DHcborCGw.jpg',\n",
" 'G9P75gqARciumRnRLAaOZw.jpg',\n",
" 'SOh5bhCxR8qDNb1xoFZb1Q.jpg',\n",
" 'hwVOk-PPROWF6vXkJFTpLw.jpg',\n",
" 'TdS5RhruQOWxR197YFRAjw.jpg',\n",
" '_g7QwanfSJukp-gByQFJww.jpg',\n",
" 'VkFwkTBzQVqFx9LUVjqx8A.jpg',\n",
" 'VZ6KdEfiSv2s6F1Ix8J88g.jpg',\n",
" 'ZBBAODmvQfKFsll0GAuUYA.jpg',\n",
" 'K-RSoMWfRuO6OSzIXBJv9A.jpg',\n",
" '-DsEMSI1ToWmn3N0zvRT9A.jpg',\n",
" '9x4oHSFqTP2vrE-mGaZfpQ.jpg',\n",
" 'Q9nzIoZHQ9-osXKlnbey-g.jpg',\n",
" 'c-4KL9PlQGGe-ovELz152A.jpg',\n",
" '022svp88t50vk.jpg',\n",
" '01nkvebtup4bp.jpg',\n",
" '00ylyfaghvi65.jpg',\n",
" 'BsNhcnwUSRqtpeMM0_m79g.jpg',\n",
" 'gi-DKBHuT6yMTehgwuFWlw.jpg',\n",
" 'njqcjoeGRzGpqMyCmtWCUg.jpg',\n",
" 'HryclPSIRYWcauJRBvbYdQ.jpg',\n",
" 'O9OzBmbKQvu4tkxPSD9YKQ.jpg',\n",
" 'FNmV54SaSKe2mSvVM_6Z9A.jpg',\n",
" 'MxWi9MTQQraQfQx0Xe8EfQ.jpg',\n",
" 'JSJBttKORkOBAkxmXSOLrg.jpg',\n",
" 'eRto_HbVSfeffT36h2GdDw.jpg',\n",
" 'IUwB_hJeQJ6S2qNUkG4InQ.jpg',\n",
" '9BuL1pF8SByxCfKWpWEdjw.jpg',\n",
" 'hKbsIVX0TA-UcoJKVbd-aQ.jpg',\n",
" '3zfQ6dSwRkO5rUG1lc_rYg.jpg',\n",
" 'GYbfb8t_TeC6XJnFWO3tcg.jpg',\n",
" 'XXFk4jd8S9-0yGXxo2LmBA.jpg',\n",
" 'TTJsdXBaQEKjNZ4R_s3WMw.jpg',\n",
" 's4BvFyngTWKNTPVMyQgyQw.jpg',\n",
" 'qu0uAQAWQcuT4MnbLDAccw.jpg',\n",
" 'JbeUJYmJQ8mWBGSDWTy-JA.jpg',\n",
" 'yKnk8_UMSoOein7aCQKABw.jpg',\n",
" '5JR0enFnRamVCXrSlrowEg.jpg',\n",
" 'JliN4HqXQVupIkaNWUPKNA.jpg',\n",
" 'ChEMbl5QRaeHTJXt8incvw.jpg',\n",
" 'eI1wZYSlQzmPkmf-7gplmA.jpg',\n",
" 'y5DbC50fT2ibpQEFX-emXQ.jpg',\n",
" '-KN5E0NJQqC80gFXG2rReA.jpg',\n",
" 'WA2Z06oDQz2ywDX5hZaYLg.jpg',\n",
" 'KLqn1cG-SFyquZMa-jdZew.jpg',\n",
" 'yXS6Svz5T2ikVepnX6cnKw.jpg',\n",
" 'ejLXuDtNSrWPm7-VIIjQCA.jpg',\n",
" 'jkny5Z-0RIOphvoNOYFKDg.jpg',\n",
" 'SGty9wDCQIeLNcFqxMV8qg.jpg',\n",
" 'yfj-_mQGQoWtIjA7eWAXfg.jpg',\n",
" 'P56CRVpiQsOROZmmu8P6yg.jpg',\n",
" 'WhCgMVlGTIaFRWbEUjVZJw.jpg',\n",
" 'OA_SCu7IS9qjBRDDD7vEFg.jpg',\n",
" 'QzB_fB1dQLm6eOKT4pOWkw.jpg',\n",
" 'YI05rBjKRHewMACkmhk6zg.jpg',\n",
" 'bY48Ro3URzGguC73SecKKw.jpg',\n",
" 'Rm9_s047Tn-o2KqR8n9y1g.jpg',\n",
" 'uFtci7hfToWACloGXUumrA.jpg',\n",
" '0UHMpg9eQTa04S02-fD-DA.jpg',\n",
" 'Hf01Ja2RSBKXvYWQ1cJ5bA.jpg',\n",
" 'KVwn6RQrRE2TBngBcuCxww.jpg',\n",
" 'AfImOVjnRz-wvLyYeJL8nQ.jpg',\n",
" 'pYsjb_muSmmOcaR3Z8wZtw.jpg',\n",
" '75H7KQP2SxeTtnIiCaLB3A.jpg',\n",
" 'brr-72AfR9iK0Qu2RLJ4jg.jpg',\n",
" 'OJqBoQSyR527rFeOkLMa5A.jpg',\n",
" 'pclWhgASRyGhZ8j1hKc7uQ.jpg',\n",
" 'pclWhgASRyGhZ8j1hKc7uQ.jpg',\n",
" 'W4CoVl1IT46WIzcVz3Q4ew.jpg',\n",
" 'ASjTFhMSRqGMebkEsuFeNg.jpg',\n",
" 'eczcwZlpR7-wVmXT5S6SBA.jpg',\n",
" '4Ry68N-7THWHMUoH9VkGQQ.jpg',\n",
" 'PMUzVoP2TL6-IJgPMx6kOg.jpg',\n",
" '9KftRrzcQjG6tWb1tOaFBw.jpg',\n",
" 'FEoRYm_7ScKxKQFVG-owfg.jpg',\n",
" 'IyAxzaYtRqunv8J6xeLOuw.jpg',\n",
" 'o3DzpSw6RAWkdgeN6i_FJw.jpg',\n",
" 'bakp4ALUScO_VavRLvJs0Q.jpg',\n",
" '1BkRleD8SXKNw0t_c7vIUQ.jpg',\n",
" 'w97Zu0aGQVaACsxePkRTyw.jpg',\n",
" 'ajaDR85-R8i5CXKBoGRKcg.jpg',\n",
" 'j_6HA5G7TI-GviM4CFP3Kg.jpg',\n",
" 'Y8FDMgYITo-xx4Oq_ovK_w.jpg',\n",
" 'ENJZWAipTLifyD7babKH_g.jpg',\n",
" 'vM2Xghq_QTm9Jivf8iPQqw.jpg',\n",
" 'Ml8pVnUMQp-xSlGfHFWxAw.jpg',\n",
" 't68nqi44R56yCZcjI_-wTw.jpg',\n",
" 'WBVGPeoESfSKA5pEMERvfw.jpg',\n",
" '2Q6c62nsRse0Z2YjfgqJSA.jpg',\n",
" 'nCpPOt3cT42KmfiC3P7AmA.jpg',\n",
" 'sz5oL7JJSFWalVI_m2q3Fw.jpg',\n",
" 'crKzWGeSSluVAQtFIJCgOg.jpg',\n",
" 'iZ5E50OZQeOd3auxVsPc3w.jpg',\n",
" 'Hl29fRr4Sc-nbeGabrgVww.jpg',\n",
" 'wCdIx2OgTgmjRxc9-3nGww.jpg',\n",
" 'a6kTvbwTQ_q5-NUc8KkGCQ.jpg',\n",
" 'Vbzj0z9YQCSXpuw69GaG1A.jpg',\n",
" 'RsYyKRoJRpuIuAu8I91J6g.jpg',\n",
" 'ocF2GciOQ3uT1OGYsDQDww.jpg',\n",
" '6vH5-YDYSYKtW-y-sREbnw.jpg',\n",
" 'MB6IOouqSS-ocJXcC2SaYQ.jpg',\n",
" 'N_QhKZr8RsKXNOjhAY9lCA.jpg',\n",
" 'ED7qpKrqR22K9Fadoz5rTQ.jpg',\n",
" 'sFeh8181StKJPMuuX0VC8Q.jpg',\n",
" 'xze9yTUcQ7CUUKaKPE7DGg.jpg',\n",
" 'wUuIOnkkRvSioZjd6LVwTg.jpg',\n",
" 'iCwgkH4rRh2_JtwViy6vDA.jpg',\n",
" '-Xcqt_G_RDue9CvD_YqtiA.jpg',\n",
" '2qQKSpHzQI6wAHsNcvXBcg.jpg',\n",
" 'v6bua7d4SdyCJhMmHwlw-Q.jpg',\n",
" 'mf_eFicoSiaBisJO8hRDpQ.jpg',\n",
" 'cQFu0ABaRH-4vWBJ-ERK-g.jpg',\n",
" 'XhzyOa5pQP6CCnNUwubqkg.jpg',\n",
" '8NRHpkNaSpqwLfLwie-0lA.jpg',\n",
" '7fuzVEt7TiWmdfQPObbJ5g.jpg',\n",
" 'YP-_ct1ISd-o6ituF0OO5A.jpg',\n",
" 'NkMBaiKuRDyihS-Otz3gsw.jpg',\n",
" 'itYEg_emTK2f3feJbmztoQ.jpg',\n",
" 'Kq9cVbf9Q9Odb8yXX565xA.jpg',\n",
" 'PiOxoF8FRf616O3oxgapag.jpg',\n",
" '-B5YKHqWQxmfR_fvUtZ3UA.jpg',\n",
" '_rBh01-USxuapSoREWXG2g.jpg',\n",
" 'z23yUibSSB-Bb7foHWVO0A.jpg',\n",
" 'pnIlJ_-cTSO0lA8L8K58yQ.jpg',\n",
" 'jWN7nfRDQ3WXlgRV1vpeTQ.jpg',\n",
" 'yVBFwF5GRhicZ0PDSWJMXA.jpg',\n",
" 'SKIljzHeT0W7ZqOEdNaz4A.jpg',\n",
" 'RUwdoY3sSKmMxaq3MseHkQ.jpg',\n",
" '63KRTvoBTSWC4BoD4Om3qg.jpg',\n",
" 'vj80KjFXSm6nLR3nvimE8g.jpg',\n",
" 'GcbX5K1qRSS2exQk8FKsmg.jpg',\n",
" 'qOujWltoS9SNErjY347ukw.jpg',\n",
" 'pG3OypqURCqrSvc_uVc0MA.jpg',\n",
" '8j_9Ev5YRze3GSKikoNCYg.jpg',\n",
" 'fCSUJY14TOaVuOl1-7rqAA.jpg',\n",
" 'v_TnQmkRRn-pSjKc30FTig.jpg',\n",
" 'JEsmwI7JSVuxtS5OCUXSCw.jpg',\n",
" 'BWWl3rt6RamhKL6Khfy-_A.jpg',\n",
" '5liRcLzXQOeuqOt017PUuw.jpg',\n",
" 'DvYVhHtHQwyfKAlHTO2dgw.jpg',\n",
" 'LIKXx8qeR-GxSOlD6zdbqw.jpg',\n",
" '6bREG834TSKl7FOfBTUJ1w.jpg',\n",
" 'DsWZuU4fRj6I5BlTZuBwLA.jpg',\n",
" '1HM5M8wvSNuOjFXNNGA5dw.jpg',\n",
" 'f-HjL3n3RmSGK6VKITN8hQ.jpg',\n",
" 'FP2i9UP7TlGbX6o0sCLoDQ.jpg',\n",
" 'hAm_tKGaQoSjEOVqgrw6SA.jpg',\n",
" 'Z9Qce6LKRXudKNnV1etdkA.jpg',\n",
" 'gBbdqS90Rv6a6RVQCaZtkA.jpg',\n",
" '3QOYp2QKT_SiKXSup6e2kw.jpg',\n",
" 'M8x1JY39TLa9pjCmJ5Zcdg.jpg',\n",
" 'hIEebEJLTEadanaLK8dPyQ.jpg',\n",
" 'AZV8PmxyTOSkhMMnzp89uA.jpg',\n",
" 'czV1mZFLRCq1FJAv2HpcuA.jpg',\n",
" '_j1IiEQzTd22DsNQVlk3JA.jpg',\n",
" '_yviOGgVS8G6pHXfCTJYBg.jpg',\n",
" 'ye61u9wHQF2CmaE-qELMgA.jpg',\n",
" 'qXYbl3HNSkiy-tzNfcLQBg.jpg',\n",
" 'a1gMwIw5RcmRH4ja7V22wA.jpg',\n",
" 'Wl6kTqgOTj6XIFKSjkZV8g.jpg',\n",
" 'HjUdvWZOQra7qkQz_GvGfQ.jpg',\n",
" 'A1Oz0x5QQIONhk19zLiEEg.jpg',\n",
" 'hgWKcjU8TO-ymtzY8kdRoQ.jpg',\n",
" 'F-TD1c89SKSB2z6h1kaUzQ.jpg',\n",
" 'MTDOs7KcQ2uI4ACsZ3wywQ.jpg',\n",
" 'Np7BpPpgQcCK9b6Nzc6pEg.jpg',\n",
" 'jTNBeWV0TpGw_VVZKDaHSw.jpg',\n",
" 'VNEG8_fzSgGrvKy1nEGXPQ.jpg',\n",
" 'ZE_kbVM1Q42WUdfZwnWffg.jpg',\n",
" 'jOBshOtvSb6P_UpMbMC9Mg.jpg',\n",
" 'RKzf5R7yTfW15MP4gvW8Wg.jpg',\n",
" 'icRphFJ9S9G_xC6Ynksffg.jpg',\n",
" '2QEVkv_PR8qTzqaI_aDEsw.jpg',\n",
" 'uPTNSFRaQXmwTzWBGzcv1g.jpg',\n",
" 'KtUi3PTBSNGbvuIRKbxVYA.jpg',\n",
" 'L75-EIibTE2Or8PJg_-9Ig.jpg',\n",
" '1X0L-wa1TeCb38cBqEiCgg.jpg',\n",
" '08Pho7TiScKKK6x9QrLpcA.jpg',\n",
" 'U7eJKEnsRk6WzW-TGEdgyA.jpg',\n",
" 'sJkXnfU-SWKxbVYc0V9dGw.jpg',\n",
" 'NSQTVpKFRzK8IudjmSpnpg.jpg',\n",
" 'aiwpeOkYThyrBgc1TaYY6Q.jpg',\n",
" 'nTWikF0dTdSwNkn6r9ysNg.jpg',\n",
" 'PfoJqLM7RP2Yc-Z1NyGvWQ.jpg',\n",
" 'dG6o-lWmRr2Ewm2v2CcGmA.jpg',\n",
" '70i8Oxl1Ql-rjLIOBin_4g.jpg',\n",
" 'fPTwPCAeTPqDo3nZ-ZlbiQ.jpg',\n",
" 'tBtlQPoqRx6G1xwAyl5znQ.jpg',\n",
" 'noqFyZZKRKy5Zv6dNukUxw.jpg',\n",
" 'bG_49DwiQ3SEwJyT2-8ytA.jpg',\n",
" '2WZ2vQoxTxCzup-WVNMXKQ.jpg',\n",
" 'NKLMGKN1QQ6RcUKGotFQPg.jpg',\n",
" 'KtFU866-SsOkNvOv6v5hLA.jpg',\n",
" '50rxwZ47RHiZcrFFs7lWAw.jpg',\n",
" 'tdWG_GdZRAucqWbqd_GQ_Q.jpg',\n",
" 'Igge_hCKQFSQUp9e4oxzLg.jpg',\n",
" '-AT90QL8Q6WTGQ3Zy0eESQ.jpg',\n",
" 'yr0mKkGMTgqBG4StPVosNg.jpg',\n",
" 'r2ETXgx4QMiQZg-zmh41-w.jpg',\n",
" 'dqLlaXVKRQuTp2psgQoX8A.jpg',\n",
" 'rwT2v1TuS_-_xtCHwyGXTg.jpg',\n",
" 'XHD9LUK9T0avTYC_pNVv2g.jpg',\n",
" 'LwO1CsrqS3-Pkq3tlxgwUw.jpg',\n",
" 'kOw__UCoSVWKnDG8p600lA.jpg',\n",
" 'SkCESPWsSZijwelbFn3LIQ.jpg',\n",
" 'daEN6nnZSuyQ05EuE9f1fw.jpg',\n",
" 'besUCwJsS_GBnSnqKdgNcQ.jpg',\n",
" 'mqJtGjs8RMCJ_OUPnfR8YA.jpg',\n",
" 'XlQUJW4mRBKJ6jGcSMpnfg.jpg',\n",
" '2sAyBKjrQiqgVmucM0cVhw.jpg',\n",
" 'I6HUX88DRAWbmedDHFEkzA.jpg',\n",
" 'i5RVE0D8TpOJLtAWDCNNbA.jpg',\n",
" '5eIVAk3pQAimy4ZmzgFNsw.jpg',\n",
" 'X6OoFnWXRviWzSxypIvJ4A.jpg',\n",
" 'zDcw-QLWRxSD62LfgTw5bQ.jpg',\n",
" 'jU3-x2wmTtmbFMAUmjENQw.jpg',\n",
" 'x5ms5uMYQpawVDmdah0X2A.jpg',\n",
" 'LIjqQbsSRCiKEv2JdvdeFQ.jpg',\n",
" 'R_q-A0wiSkOY5QOm_cwqDg.jpg',\n",
" 'ORkr6Cw5QoSk8Zr0QyrHqA.jpg',\n",
" 'P169fHiZT0efwRYw_jfPCQ.jpg',\n",
" 'kIPgomPgQLq5-Sd5XeHf9A.jpg',\n",
" 'xpp9rUtaS1q22L5DfEvSwQ.jpg',\n",
" 'ZFb1MiOaRICCPPqkcZ1C0w.jpg',\n",
" 'DahQwyKYTsaox9gnzTEoaw.jpg',\n",
" 'eAX8c_qxSCao2A7YliTYZw.jpg',\n",
" 'NMxlqF4zQVC8AWOXzUYI-Q.jpg',\n",
" 'g0ZcEq5LTEq87PWiGiAMRg.jpg',\n",
" 'AlA2qqz9SLeQNQePemfQlA.jpg',\n",
" 'uH4PbwKcQb2Gi83Pz0psAw.jpg',\n",
" 'nsarRmitRASQ5UG3gso60Q.jpg',\n",
" 'rWF7IDvWRUmze0WS0RD56A.jpg',\n",
" 'PuE-RHcMSdKr9oLUhufCyw.jpg',\n",
" 'Kp-1rNf9RiKIDGnQtxlHPg.jpg',\n",
" 'SiTKCkk_RVyXOINbXFvbLA.jpg',\n",
" '1IJ508VNQFShx8Lrp0Q7Yw.jpg',\n",
" 'jO9DyAOFQly1TzUo5ebQGg.jpg',\n",
" '4MH60PXZR5uu0MQX3_hPQQ.jpg',\n",
" '_FaSKyX_QEe7HxTpeYDPsA.jpg',\n",
" 'utSAshX2QeipmJhwvjxtXA.jpg',\n",
" 'v7Ap9qJcSzmgJWm7tOA0YQ.jpg',\n",
" 'SAf1FvrsSm6HbOdHmW4Ppg.jpg',\n",
" 'Wa92BUbkTiqMdYvcEHxXKQ.jpg',\n",
" 'CSmknawSQ6CvYnTwfonaDQ.jpg',\n",
" 'CKSMfONqSImwp2SEuz9xpQ.jpg',\n",
" 'ZoH5x_oHRqSD7naHiNHlwg.jpg',\n",
" 'DwaKJ-1MR8-R83AqchCUHw.jpg',\n",
" 'DtWu7fAzQHGZnwNGNAeBJA.jpg',\n",
" 'AWOm7R2KTqSTBMJcMNW5RA.jpg',\n",
" 'O9Wo5c-cTsmQh8FUZIXUeQ.jpg',\n",
" 'WvNCPqKoSp2f09-U1DYK7A.jpg',\n",
" 'SW63GEHpQCyTUaowvyyuyA.jpg',\n",
" 'rPJEclPzRjKW-3O8IvSH2w.jpg',\n",
" 'IuSh1PqLRAaWrf8X9HlWzw.jpg',\n",
" 'Mw8LqvwzRPyxs-3NJRxxMg.jpg',\n",
" 'mk1G9jOgRGW237pYtccfXw.jpg',\n",
" 'mFNc1ZKPQVSIn-EeWdp81A.jpg',\n",
" 'bTeH5aKpTGejkSgHgb41dQ.jpg',\n",
" 'WmezmWJHSeqecR0NFukTtQ.jpg',\n",
" 'HI8JSSBRRIa7rGPOC9VAbA.jpg',\n",
" 'eBIPSInESNycL1ypgmYD-w.jpg',\n",
" 'OUtLD_kGTJC6IBflmcXxOw.jpg',\n",
" 'LRA4LER3SWiZeAlXUnbHNg.jpg',\n",
" 'rMtz2ZmdSvGi2F3HnLfYNg.jpg',\n",
" '8CcqYD7TSL-yZAFNkQ6r2w.jpg',\n",
" 'VX_HbxujTkKsnU-q1k6aRQ.jpg',\n",
" '4nyiKgFSQzWw3fWlD6_4-w.jpg',\n",
" 'xYkCaYewRB2cXtivwtS5SA.jpg',\n",
" 'NvpXzxyKQJeg-PEIq1inQw.jpg',\n",
" 'aLMhMxa3S9mxsB8iDJg4yw.jpg',\n",
" 'P5CLGJyJQ8Gh6z_J0Dge2A.jpg',\n",
" 'MJxe7qWHQ2W1ASPvt3N5Mg.jpg',\n",
" 'pnHK4KKoS3qqpNs-82qfvQ.jpg',\n",
" 'o95nNwEqT7WYih5n6TfmsA.jpg',\n",
" '7GJY9WxLTM-IYwPK5FopBg.jpg',\n",
" 'iDVPs2DMSRyb_t4VoxluGw.jpg',\n",
" '_Al_62qfTHKBoOKzNQXLyg.jpg',\n",
" 'a8fGYHQgRAqZrSis67M4iw.jpg',\n",
" 'RWvSXGY1QUqGe0LfO6L-JA.jpg',\n",
" 'hqK2s9tZRHmm7JUPTAYs1g.jpg',\n",
" 'qL4pMDq1QOeiTcZRDiSPew.jpg',\n",
" '4F5WKlbQQNyYvAZDRuUN2g.jpg',\n",
" 'A4eNL283R-6_ZX5WTzkT3g.jpg',\n",
" '6zm4i7mIRVG59NVw9uOGGA.jpg',\n",
" 'ZSntegfnT0mKEx7WXHQYxg.jpg',\n",
" 'nS3-ESswQrWVrQofngIXKw.jpg',\n",
" '2j4dgzN-QEG_XNwG0f17tg.jpg',\n",
" 'sjTgzvx6SD2MmMWTPol0Jw.jpg',\n",
" 'hJuckp4dTUmmxjoXVkBQow.jpg',\n",
" 'tjojYeKgQ9G9VFdMVgHAHw.jpg',\n",
" 'fzFaGb_KTx6-0CGas0BS0A.jpg',\n",
" 'PPtZf4IlQfyExgJX5YPr_Q.jpg',\n",
" 'Z25ZIZ9NRraRijCNg6jgaQ.jpg',\n",
" '_xfvdFN8QJSMmN1zTJqZqw.jpg',\n",
" 'npm07TEoSnyOxaXIGDdpUA.jpg',\n",
" 'rbgpdSnrRQaojeLpwTotuQ.jpg',\n",
" 'ueJHMgwhQ_Omd7HJtSootQ.jpg',\n",
" 'QAIu2fc5QL-TiHZxILRSCA.jpg',\n",
" 'CLJWtUmbSXegWaRK1_iN1g.jpg',\n",
" 'kv0lQwwTTIKPN2_x79pQNw.jpg',\n",
" 'XgiZ6dvQRQGIaSrYKLqWrQ.jpg',\n",
" 'HXBtEwygQtajrV3yS54jvQ.jpg',\n",
" 'bxNlnKASSaeGJ_YIcfM2dQ.jpg',\n",
" '8h_6ZbdaRoipL2BgG-kz0A.jpg',\n",
" 'IJPMh9exTWyD4uZxiT87YA.jpg',\n",
" 'Z2U0noTQQueS58PqJDkXhA.jpg',\n",
" 'yviTStoCTuWQbMGKnZItwQ.jpg',\n",
" 'HUTEGK0rRo-pdCyDQlPhHw.jpg',\n",
" 'Wesf3KiBSJO-FqsZcbbWtw.jpg',\n",
" 'lvom8dh2Qautk51z4p_KjQ.jpg',\n",
" 'abZF697gST28mHyKnh5hNg.jpg',\n",
" '-akIukgqTLyxRx46cc7lNw.jpg',\n",
" 'f7I_hF6mQx6umLSwFF0Kqg.jpg',\n",
" '01SsvL3KRuS8WMxyb5y-BQ.jpg',\n",
" 'uJypuGxVSHCpd1JOztP4EA.jpg',\n",
" 'I3Cqxuh2Ru2QZRQPCw1oOQ.jpg',\n",
" 'C4sjc8I1S_S9Ju7XS1gE0Q.jpg',\n",
" 'iwR6PmgtThqqBR692Ha6qg.jpg',\n",
" 'ElT5866QRoyzH4nje_07jA.jpg',\n",
" 'tAE7PGfITYWATsC8rJavBw.jpg',\n",
" 'UfkFe44qRF-bsZodQ1_iLA.jpg',\n",
" 'FjS9G7feS0S4zG-1YuKDPw.jpg',\n",
" '0FRey2cCTLmwOYVJK70Mkg.jpg',\n",
" 'v-Rl4rEWTjmmJOAPJtAzrw.jpg',\n",
" 'AyzMoD82TUWvE6MYuEvRog.jpg',\n",
" 'ffldBQdkSCGp5RcxR5XRAg.jpg',\n",
" 'm-foyd2ZSLOHaonZSYgZCQ.jpg',\n",
" 'JXyXpUd5RzOAl0frYAxUOg.jpg',\n",
" '13Q36s-US2yRujm8i7nNAg.jpg',\n",
" '3svbgJMjQbG8ksRaXL_GMA.jpg',\n",
" 'xkr0FrmhREyGRBkmtuiRwQ.jpg',\n",
" '3mVQPTi_Ru2HLn6jfHGIbw.jpg',\n",
" 'egYQjx1VQ6-0gqvABqOJ0A.jpg',\n",
" 'ptCmr-c4RJmG8KMLqoLmIQ.jpg',\n",
" '-nki0J-5TSaOL9-mMbSPoA.jpg',\n",
" '26qJ1Bn8TKGQnsfZfH7uWw.jpg',\n",
" 'TQbVeRgcTHWBGx9oWXoDUw.jpg',\n",
" 'BGK45UFvTMGwktvDoHeIjQ.jpg',\n",
" 'b86-LF4_QW6hz_8MBO81Jw.jpg',\n",
" '8r3QFVcDS66Md5aBP-538g.jpg',\n",
" 'FD1Yd7thSLS0cLVXPlHELw.jpg',\n",
" 'zCZGh9lrS8OMUt6-yYIEoQ.jpg',\n",
" 'DPn87YQ1R6KISgTgb8EIVQ.jpg',\n",
" 'r5q2zJ4KRim8mwi0nORqFA.jpg',\n",
" 'rq-PAy0gSIyQ4i6HPNlGzQ.jpg',\n",
" 'rq-PAy0gSIyQ4i6HPNlGzQ.jpg',\n",
" 'DvfsTu9FQumgNq0tgy-XuQ.jpg',\n",
" 'a05__AOGQ1yOGe0OHgmbAw.jpg',\n",
" '7R8zYWAbQWup9-GViUYS0w.jpg',\n",
" 'N61FVgTSQzOyR4yWT45piw.jpg',\n",
" '7GJ7-ILZQjKMkC0Hgy4Jqg.jpg',\n",
" 'Sl0Ee_sURsOaKbq5VZJfUQ.jpg',\n",
" 'M0ufG2qWSBuI65IY9ftnBg.jpg',\n",
" 'EyPXY_1hRjSL_EXlDvLVgQ.jpg',\n",
" 'f7MWc2IpRPm1p-CHAZXlhA.jpg',\n",
" 'vsaoFj05S0Wfvb7wpaAYOQ.jpg',\n",
" 'T3HmyGw5TNKnIg4lUtf3fQ.jpg',\n",
" 'f2JD9HMpSa2DTMCJ0G97Pg.jpg',\n",
" 'U6GUInSkRYqDUBEIkQsyAA.jpg',\n",
" '1UZaaHcORbG7lxuuGWH-kQ.jpg',\n",
" '_ET0qOXjSzalTES_rWWhOw.jpg',\n",
" 'GOCl9M8mTqSb1Amg4wGH6Q.jpg',\n",
" 'VAlF_uZESVSKHVImmuWPYQ.jpg',\n",
" 'nHsnfZtqSxiIQM3mcoVwug.jpg',\n",
" 'lNVVp0QRS4Sn-OgqSB7WhA.jpg',\n",
" 'tY8dOX3DTQaWSrYDmcBYyw.jpg',\n",
" 'ZBXbt4H7QXC_Qx5l_EVLzw.jpg',\n",
" 'O0xE7MkvRTGaKICTsxkS7w.jpg',\n",
" 'CJY7hZJ2SMGk67Ut8WoOtA.jpg',\n",
" 'OeCJqYJ3Qf-MGuQnBBqFEw.jpg',\n",
" 'WXf8qgZnT3GLF0YXlpen-A.jpg',\n",
" 'Girzs9GBTSeShrolKgRX9g.jpg',\n",
" '1pfX4OHIQ_CnHVcWIruYpA.jpg',\n",
" 'Fk4fA95VRTihBEwk-2lKQQ.jpg',\n",
" 'PG10j2-ZQ5yU0s5K-3Rh7Q.jpg',\n",
" 'URK5snswTMCHB6R5WUaSBg.jpg',\n",
" 'FbvNeRlhSfy77bvHXopdUw.jpg',\n",
" 'Y-w_F0dgRsOILp3ZeXswBA.jpg',\n",
" 'IA7WDNqaT12CSqzyLyURLA.jpg',\n",
" 'Bv41P5NsQJaiKUeWgws0Uw.jpg',\n",
" '4yqvt-1XSMeVkLs02ZiWXA.jpg',\n",
" 'ald--DYDToG8JPSj7k4KYw.jpg',\n",
" 'FCAxZGjtTNWU0L4kK-E5ng.jpg',\n",
" 'wcOR-r_lT3ufoLiqwtjRuQ.jpg',\n",
" 'iC7PaaRJSHuWqsWcdRvkCg.jpg',\n",
" 'n2KU1fMAS4-2DNWEqKgc_g.jpg',\n",
" 'dQMupBb4QS6_0J7wYdCsoA.jpg',\n",
" 'ywz3V35oQni1EkbFv6zV4Q.jpg',\n",
" 'CJR2v0OcRBWCGvzsR_BYGw.jpg',\n",
" 'CgAIKU2USTe6UUjRjLSDvQ.jpg',\n",
" 'fZs6H4NJQomQfTtRuuVliA.jpg',\n",
" 'nMx2uOW5R2CV1DSZB1KfIw.jpg',\n",
" 'hGqZe3-oRbq0_FmF0zpc4w.jpg',\n",
" '8pv1FJDDRfCNeXey1XJLZg.jpg',\n",
" 'zW7pYhXJSXebvX4tDfrMOQ.jpg',\n",
" 'DJF_W2L8SG6liCe85OCNJA.jpg',\n",
" 'oR9XNRHERaOxDy6y1RYlTQ.jpg',\n",
" 'Up_JbugGQ66EL0GjLeklOA.jpg',\n",
" '40j7FxQPTrSqqiFnZCPMuA.jpg',\n",
" 'yhobEKh2RrOFXFP6o3AFKA.jpg',\n",
" 'gw2UjZ6xSKKCiR-Pn6zmwA.jpg',\n",
" 'd1jnFuIwQGivkRu_xMgWcg.jpg',\n",
" '6FFFv5_gTaiAKFXcmO8jRA.jpg',\n",
" '2IN-vBo6QQGjFyHW64dEIg.jpg',\n",
" 'UmUBdnS3QE6YyIC5Ml58kg.jpg',\n",
" 'O6r8A9B0RQGAY8N5EqkJ3Q.jpg',\n",
" 'L2QhsnKrRzetNxdU9J9aCg.jpg',\n",
" '9GK9Tm-qSHWMM5rWAekHTw.jpg',\n",
" 'ddfoc4VfQKm_cnvVk-N6dQ.jpg',\n",
" 'eU9xo6rPQc2MFMsQNbridw.jpg',\n",
" 'JKcQVwTjThq2j2E3sz1EjQ.jpg',\n",
" 'e-QrtHRuRG2z_D1DAFnCFQ.jpg',\n",
" 'p6go1Xu5QcyNj5theGrJfQ.jpg',\n",
" 'P6webwLGQ0q8-k_arH2z-w.jpg',\n",
" 'W-r8a9j-RpSW3mCXZ5LyLQ.jpg',\n",
" 'y-k6MKLCT22zNSI7LZ0LEw.jpg',\n",
" 'O8nMKqmSSBatzzgIwgMGow.jpg',\n",
" '4hw0nxpOQQiIuLG0EG44_g.jpg',\n",
" 'vYaq_jrSTqOT7cd1btgMjA.jpg',\n",
" '5Zath_alT9COlfYC58vfpQ.jpg',\n",
" 'bNIIXKIwRhmB8H7O21ijRw.jpg',\n",
" 'mtnHvsZORfeZYtije35Kxg.jpg',\n",
" 'pNOXo-s6QrijumaNMbqMvA.jpg',\n",
" 'VjwCO-07S9OySrjBzlrrTg.jpg',\n",
" 'KO7uWXWzRRSkqmgGz2TlSQ.jpg',\n",
" 'tAlBp1orRrm0pVESncs_zw.jpg',\n",
" 'KALdqB5dTeqbpqg4LCxK_Q.jpg',\n",
" 'ILWvO1g8TnCRKpC1lRRfVg.jpg',\n",
" 'xyeuuG7tRgmFQCdhQp2vVw.jpg',\n",
" 'Iu7nJx_wTdSMcBJu4AJ34Q.jpg',\n",
" 'Flo6Q9ozRHyW11Z3EB4J5w.jpg',\n",
" '63wHUaYTQ2Oxkvg-nOmVMg.jpg',\n",
" '0JYmlnCdT2Kc7SA22EsfUA.jpg',\n",
" 'a5r0GzQpQtqoQcgPTrfcOg.jpg',\n",
" 'wloFhYs2QwqbWY_lFJEsEA.jpg',\n",
" 'r8hDHj7iR7e-NZYxrR6yiQ.jpg',\n",
" 'r8hDHj7iR7e-NZYxrR6yiQ.jpg',\n",
" 'JIjEOQr-TEOFj0hEc5Ncmg.jpg',\n",
" '46wWRr7qRXK2dnVbFPw8Og.jpg',\n",
" 'cPLXF9zIRFqdJjXdhDTNBg.jpg',\n",
" 'A8J-whrHSjunsQXvZVgpAg.jpg',\n",
" 'c3jsjTBGQvK-zCfOeNtgmQ.jpg',\n",
" 'QRdw69_FTxiTaqXlOJCQtw.jpg',\n",
" '4-hKCN-4Q06NAtAw5jiLCg.jpg',\n",
" '6gp_DITdQDu-rRYRuOaqxw.jpg',\n",
" 'Aoi73VmUTJeHXSDrno0BRA.jpg',\n",
" 'bQ_b6DWMQJOaOYXpBOb_1Q.jpg',\n",
" 'XtnOGb1kQzO1QDW6UL8Q2Q.jpg',\n",
" '-2er6gFjQASmlstx716eHQ.jpg',\n",
" 'kABPrifnRiCPBCfnaPQuYA.jpg',\n",
" 'GB2uSSmvRkyRXKcPVMj-SA.jpg',\n",
" 'vlVEQEXsRfycIEKihtBlUQ.jpg',\n",
" 'YB4aekvcS8iwp08AeMQglg.jpg',\n",
" 'CsMQUdt7Q5y9Osec9m_HWg.jpg',\n",
" 'ls69VmYaSmapMlGMV2_CUg.jpg',\n",
" 'DBTk2FEMQe2mCTsM7h2t-w.jpg',\n",
" '-R73NFT7RXCSSv-xufIheA.jpg',\n",
" 'ODuZDgieQDOgR5L6p-s9mA.jpg',\n",
" 'F5Dp1olBSoGxnJ2TvM5Fag.jpg',\n",
" 'RUK1TGNdRAyT4VGKcZW-4A.jpg',\n",
" 'iNPuly8kQTSicEcED2w8ug.jpg',\n",
" 'NN56Ta33TnyCmfhWOtxwoA.jpg',\n",
" 'u79-bn1_T4ias8OSqZKX4A.jpg',\n",
" 'FKWiZ-IASY-CKkzQAakVuw.jpg',\n",
" 'YSM2l4LYR7ifq9IuPLQ_Kg.jpg',\n",
" 'bl0kA9DCQxKoGXX0xAz-EA.jpg',\n",
" '9avzLHo8Rg-7AOX53MTZMQ.jpg',\n",
" 'yIsVldByQqiDs4vFGDwTYQ.jpg',\n",
" '-mNWWthzTj687b6-LwwICw.jpg',\n",
" 'a5k_85V5QOKaWmR5aOUS-Q.jpg',\n",
" 'GLjuiD0GSHOSPg68qxCvig.jpg',\n",
" ...]"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"[str(item).replace('p/', '') for item in df_image_review_attributes['image'] if item is not None]"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"# IN THE README FILE, WE HAVE THE FOLLOWING INFORMATION:\n",
"# to join participants with napping\n",
"df_napping_participants = df_participant.\\\n",
" merge(df_napping, on=['event_name', 'session_round_name', 'experiment_no'])\n",
"\n",
"write_jsonl(df_napping_participants, '../data/napping_participants/napping_participants.jsonl')\n",
"\n",
"# LOAD VINTAGES\n",
"df_vintages = df_image_review_attributes.\\\n",
" drop(columns=['image', 'review', 'experiment_id']).\\\n",
" dropna(subset = ['winery_id']).\\\n",
" drop_duplicates().\\\n",
" astype({'year': int, 'winery_id': int})\n",
"write_jsonl(df_vintages, '../data/vintages/vintages_dataset.jsonl')\n",
"\n",
"# LOAD IMAGES 'small'\n",
"# df_small = df_image_review_attributes.sample(frac = 0.1)\n",
"# write_jsonl(df_small, '../data/small/small_dataset.jsonl')\n",
"# df_napping\n",
"# df_participant\n",
"\n",
"# LOAD IMAGES 'all'\n",
"write_jsonl(df_image_review_attributes, '../data/all/all_dataset.jsonl')\n",
"# df_napping\n",
"# df_participant\n",
"\n",
"# LOAD ONLY IMAGE-REVIEW of PROFILED WINES IN THE WINE TASTING EXPERIMENT\n",
"df_image_review_of_experiment = df_image_review_attributes.dropna(subset = ['experiment_id']).\\\n",
" astype({'experiment_id': int, 'year': int})\n",
"write_jsonl(df_image_review_of_experiment, '../data/wt_session/wt_session.jsonl')\n",
"# df_napping\n",
"# df_participant\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" event_name | \n",
" session_round_name | \n",
" experiment_no | \n",
" round_id | \n",
" participant_id | \n",
" experiment_id | \n",
" coor1 | \n",
" coor2 | \n",
" color | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" experiment_vivino_31_03 | \n",
" round_1_images | \n",
" 0 | \n",
" 1 | \n",
" 254 | \n",
" 106 | \n",
" 1728 | \n",
" 2882 | \n",
" red | \n",
"
\n",
" \n",
" 1 | \n",
" experiment_vivino_31_03 | \n",
" round_1_images | \n",
" 0 | \n",
" 1 | \n",
" 254 | \n",
" 112 | \n",
" 1788 | \n",
" 2060 | \n",
" light-purple | \n",
"
\n",
" \n",
" 2 | \n",
" experiment_vivino_31_03 | \n",
" round_1_images | \n",
" 0 | \n",
" 1 | \n",
" 254 | \n",
" 109 | \n",
" 1004 | \n",
" 1972 | \n",
" purple | \n",
"
\n",
" \n",
" 3 | \n",
" experiment_vivino_31_03 | \n",
" round_1_images | \n",
" 0 | \n",
" 1 | \n",
" 254 | \n",
" 111 | \n",
" 1015 | \n",
" 1760 | \n",
" blue | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" event_name session_round_name experiment_no round_id \\\n",
"0 experiment_vivino_31_03 round_1_images 0 1 \n",
"1 experiment_vivino_31_03 round_1_images 0 1 \n",
"2 experiment_vivino_31_03 round_1_images 0 1 \n",
"3 experiment_vivino_31_03 round_1_images 0 1 \n",
"\n",
" participant_id experiment_id coor1 coor2 color \n",
"0 254 106 1728 2882 red \n",
"1 254 112 1788 2060 light-purple \n",
"2 254 109 1004 1972 purple \n",
"3 254 111 1015 1760 blue "
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_napping_participants.head(4)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" vintage_id | \n",
" year | \n",
" winery_id | \n",
" wine_alcohol | \n",
" country | \n",
" region | \n",
" price | \n",
" rating | \n",
" grape | \n",
"
\n",
" \n",
" \n",
" \n",
" 1755 | \n",
" 1469676 | \n",
" 2018 | \n",
" 247919 | \n",
" NaN | \n",
" Italy | \n",
" Abruzzo | \n",
" 22.26 | \n",
" 4.3 | \n",
" Sangiovese | \n",
"
\n",
" \n",
" 2230 | \n",
" 156263848 | \n",
" 2018 | \n",
" 2080 | \n",
" 14.0 | \n",
" United States | \n",
" Napa Valley | \n",
" 13.86 | \n",
" 4.0 | \n",
" Pinot Noir | \n",
"
\n",
" \n",
" 3871 | \n",
" 156177650 | \n",
" 2018 | \n",
" 18224 | \n",
" 13.5 | \n",
" Italy | \n",
" Salento | \n",
" 19.46 | \n",
" 4.0 | \n",
" Primitivo | \n",
"
\n",
" \n",
" 4319 | \n",
" 20161520 | \n",
" 2015 | \n",
" 215762 | \n",
" 14.0 | \n",
" France | \n",
" Saint-Émilion Grand Cru | \n",
" 23.66 | \n",
" 4.1 | \n",
" Merlot | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" vintage_id year winery_id wine_alcohol country \\\n",
"1755 1469676 2018 247919 NaN Italy \n",
"2230 156263848 2018 2080 14.0 United States \n",
"3871 156177650 2018 18224 13.5 Italy \n",
"4319 20161520 2015 215762 14.0 France \n",
"\n",
" region price rating grape \n",
"1755 Abruzzo 22.26 4.3 Sangiovese \n",
"2230 Napa Valley 13.86 4.0 Pinot Noir \n",
"3871 Salento 19.46 4.0 Primitivo \n",
"4319 Saint-Émilion Grand Cru 23.66 4.1 Merlot "
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_vintages.head(4)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" vintage_id | \n",
" image | \n",
" review | \n",
" experiment_id | \n",
" year | \n",
" winery_id | \n",
" wine_alcohol | \n",
" country | \n",
" region | \n",
" price | \n",
" rating | \n",
" grape | \n",
"
\n",
" \n",
" \n",
" \n",
" 429091 | \n",
" 150905918 | \n",
" p/SPYooSq3SrCroz8QOE19lQ.jpg | \n",
" Medium purple coloured. Medium intensity, blac... | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" 242022 | \n",
" 155500756 | \n",
" p/aZYgB_ioT_SeSf8NZNndaA.jpg | \n",
" LPV Lyon 2, Feb 2019: light gold, quite intens... | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" 34614 | \n",
" 156712592 | \n",
" p/6aNPhRyFRZmNPTD1ZgOEnQ.jpg | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" 124131 | \n",
" 159619405 | \n",
" p/8vP7aXeXRIuZ_ln84WuAoA.jpg | \n",
" Intense aroma and flavors, nicely matured, ear... | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" vintage_id image \\\n",
"429091 150905918 p/SPYooSq3SrCroz8QOE19lQ.jpg \n",
"242022 155500756 p/aZYgB_ioT_SeSf8NZNndaA.jpg \n",
"34614 156712592 p/6aNPhRyFRZmNPTD1ZgOEnQ.jpg \n",
"124131 159619405 p/8vP7aXeXRIuZ_ln84WuAoA.jpg \n",
"\n",
" review experiment_id \\\n",
"429091 Medium purple coloured. Medium intensity, blac... NaN \n",
"242022 LPV Lyon 2, Feb 2019: light gold, quite intens... NaN \n",
"34614 NaN NaN \n",
"124131 Intense aroma and flavors, nicely matured, ear... NaN \n",
"\n",
" year winery_id wine_alcohol country region price rating grape \n",
"429091 NaN NaN NaN NaN NaN NaN NaN NaN \n",
"242022 NaN NaN NaN NaN NaN NaN NaN NaN \n",
"34614 NaN NaN NaN NaN NaN NaN NaN NaN \n",
"124131 NaN NaN NaN NaN NaN NaN NaN NaN "
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_small.head(4)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" vintage_id | \n",
" image | \n",
" review | \n",
" experiment_id | \n",
" year | \n",
" winery_id | \n",
" wine_alcohol | \n",
" country | \n",
" region | \n",
" price | \n",
" rating | \n",
" grape | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 150301706 | \n",
" p/iVoa6qR6TSKjLeb1RoHWtQ.jpg | \n",
" Ничего особого в нем не нашел. В меру сухое, в... | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" 1 | \n",
" 159555436 | \n",
" p/e2W_085qRbCQbZJVp_tzHA.jpg | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" 2 | \n",
" 146958680 | \n",
" p/DdLNo35SRiCMxpoKTiEXyQ.jpg | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" 3 | \n",
" 2014691 | \n",
" p/vi-1ygw7RXCM6Pnwx9C6CA.jpg | \n",
" 3,3/5. Белая Риоха. Бленд на основе виуры (75%... | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" 4 | \n",
" 153305559 | \n",
" p/1pjborIfR1Wdlr35jEHbtA.jpg | \n",
" Parfum! Super frumos! | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" 5 | \n",
" 162913950 | \n",
" p/kDz5LBlFRz2wb61xaMj_Dw.jpg | \n",
" Bom vinho | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" 6 | \n",
" 14230455 | \n",
" p/EJQLq-qLShSP-uf2Tg-G1g.jpg | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" 7 | \n",
" 159888939 | \n",
" p/MhhKQteWSXW0gYUNnvHs6A.jpg | \n",
" V nice whitr | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" 8 | \n",
" 3261951 | \n",
" p/fdsdbl6XR2ynvoQnNYLXQQ.jpg | \n",
" Great label and ok tasting. Not the best but n... | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
" 9 | \n",
" 32363311 | \n",
" p/BQkoD9sXQi-EIk3e2cG-YA.jpg | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" vintage_id image \\\n",
"0 150301706 p/iVoa6qR6TSKjLeb1RoHWtQ.jpg \n",
"1 159555436 p/e2W_085qRbCQbZJVp_tzHA.jpg \n",
"2 146958680 p/DdLNo35SRiCMxpoKTiEXyQ.jpg \n",
"3 2014691 p/vi-1ygw7RXCM6Pnwx9C6CA.jpg \n",
"4 153305559 p/1pjborIfR1Wdlr35jEHbtA.jpg \n",
"5 162913950 p/kDz5LBlFRz2wb61xaMj_Dw.jpg \n",
"6 14230455 p/EJQLq-qLShSP-uf2Tg-G1g.jpg \n",
"7 159888939 p/MhhKQteWSXW0gYUNnvHs6A.jpg \n",
"8 3261951 p/fdsdbl6XR2ynvoQnNYLXQQ.jpg \n",
"9 32363311 p/BQkoD9sXQi-EIk3e2cG-YA.jpg \n",
"\n",
" review experiment_id year \\\n",
"0 Ничего особого в нем не нашел. В меру сухое, в... NaN NaN \n",
"1 NaN NaN NaN \n",
"2 NaN NaN NaN \n",
"3 3,3/5. Белая Риоха. Бленд на основе виуры (75%... NaN NaN \n",
"4 Parfum! Super frumos! NaN NaN \n",
"5 Bom vinho NaN NaN \n",
"6 NaN NaN NaN \n",
"7 V nice whitr NaN NaN \n",
"8 Great label and ok tasting. Not the best but n... NaN NaN \n",
"9 NaN NaN NaN \n",
"\n",
" winery_id wine_alcohol country region price rating grape \n",
"0 NaN NaN NaN NaN NaN NaN NaN \n",
"1 NaN NaN NaN NaN NaN NaN NaN \n",
"2 NaN NaN NaN NaN NaN NaN NaN \n",
"3 NaN NaN NaN NaN NaN NaN NaN \n",
"4 NaN NaN NaN NaN NaN NaN NaN \n",
"5 NaN NaN NaN NaN NaN NaN NaN \n",
"6 NaN NaN NaN NaN NaN NaN NaN \n",
"7 NaN NaN NaN NaN NaN NaN NaN \n",
"8 NaN NaN NaN NaN NaN NaN NaN \n",
"9 NaN NaN NaN NaN NaN NaN NaN "
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_image_review_attributes.head(10)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"import json"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## ALL"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"pd.DataFrame([item.replace('p/', '') for item in df_image_review_attributes.image if item is not None]).\\\n",
" to_csv('../data/csv/all.csv', index=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## SMALL"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"# read small_dataset.jsonl \n",
"with open('../data/small/small_dataset.jsonl') as json_file:\n",
" data = json_file.readlines()\n",
" data = [json.loads(line) for line in data] # convert string to dict format\n",
"\n",
"import pandas as pd\n",
"small_df = pd.DataFrame(data)\n",
"\n",
"\n",
"# write the image column to a csv file\n",
"pd.DataFrame([item.replace('p/', '') for item in small_df.image if item is not None]).\\\n",
" to_csv('../data/csv/small_images.csv', index=False)\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## WT_SESSION"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"# read small_dataset.jsonl \n",
"with open('../data/jsonl/wt_session.jsonl') as json_file:\n",
" data = json_file.readlines()\n",
" data = [json.loads(line) for line in data] # convert string to dict format\n",
"\n",
"import pandas as pd\n",
"small_df = pd.DataFrame(data)\n",
"\n",
"# write the image column to a csv file\n",
"pd.DataFrame([item.replace('p/', '') for item in small_df.image if item is not None]).\\\n",
" to_csv('../data/csv/wt_session.jsonl_images.csv', index=False)\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"# read small_dataset.jsonl \n",
"with open('../data/jsonl/wt_session.jsonl') as json_file:\n",
" data = json_file.readlines()\n",
" data = [json.loads(line) for line in data] # convert string to dict format\n",
"\n",
"import pandas as pd\n",
"wt_session = pd.DataFrame(data)\n"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"# drop rows on image column if they are null\n",
"wt_session_no_nall = wt_session.dropna(subset=['image'])"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(45339, 12)"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"wt_session_no_nall.shape"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"# convert small_df_no_nall into jsonl format\n",
"write_jsonl(wt_session_no_nall, '../data/wt_session/wt_session_no_null.jsonl')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import json\n",
"# read the json file\n",
"with open('/Users/alka/Devel/GIT_LFS_SKIP_SMUDGE=1/metadata/all/all_dataset.jsonl') as json_file:\n",
" data = json_file.readlines()\n",
" data = [json.loads(line) for line in data] # convert string to dict format"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"data_df = pd.DataFrame(data)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"aa = data_df.copy()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"# remove charactr p from the image column\n",
"aa['image'] = pd.DataFrame([item.replace('p/', '') for item in data_df.image if item is not None])"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" vintage_id | \n",
" image | \n",
" review | \n",
" experiment_id | \n",
" year | \n",
" winery_id | \n",
" wine_alcohol | \n",
" country | \n",
" region | \n",
" price | \n",
" rating | \n",
" grape | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" 150301706 | \n",
" p/iVoa6qR6TSKjLeb1RoHWtQ.jpg | \n",
" Ничего особого в нем не нашел. В меру сухое, в... | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" None | \n",
" None | \n",
" NaN | \n",
" NaN | \n",
" None | \n",
"
\n",
" \n",
" 1 | \n",
" 159555436 | \n",
" p/e2W_085qRbCQbZJVp_tzHA.jpg | \n",
" None | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" None | \n",
" None | \n",
" NaN | \n",
" NaN | \n",
" None | \n",
"
\n",
" \n",
" 2 | \n",
" 146958680 | \n",
" p/DdLNo35SRiCMxpoKTiEXyQ.jpg | \n",
" None | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" None | \n",
" None | \n",
" NaN | \n",
" NaN | \n",
" None | \n",
"
\n",
" \n",
" 3 | \n",
" 2014691 | \n",
" p/vi-1ygw7RXCM6Pnwx9C6CA.jpg | \n",
" 3,3/5. Белая Риоха. Бленд на основе виуры (75%... | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" None | \n",
" None | \n",
" NaN | \n",
" NaN | \n",
" None | \n",
"
\n",
" \n",
" 4 | \n",
" 153305559 | \n",
" p/1pjborIfR1Wdlr35jEHbtA.jpg | \n",
" Parfum! Super frumos! | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" None | \n",
" None | \n",
" NaN | \n",
" NaN | \n",
" None | \n",
"
\n",
" \n",
" 5 | \n",
" 162913950 | \n",
" p/kDz5LBlFRz2wb61xaMj_Dw.jpg | \n",
" Bom vinho | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" None | \n",
" None | \n",
" NaN | \n",
" NaN | \n",
" None | \n",
"
\n",
" \n",
" 6 | \n",
" 14230455 | \n",
" p/EJQLq-qLShSP-uf2Tg-G1g.jpg | \n",
" None | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" None | \n",
" None | \n",
" NaN | \n",
" NaN | \n",
" None | \n",
"
\n",
" \n",
" 7 | \n",
" 159888939 | \n",
" p/MhhKQteWSXW0gYUNnvHs6A.jpg | \n",
" V nice whitr | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" None | \n",
" None | \n",
" NaN | \n",
" NaN | \n",
" None | \n",
"
\n",
" \n",
" 8 | \n",
" 3261951 | \n",
" p/fdsdbl6XR2ynvoQnNYLXQQ.jpg | \n",
" Great label and ok tasting. Not the best but n... | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" None | \n",
" None | \n",
" NaN | \n",
" NaN | \n",
" None | \n",
"
\n",
" \n",
" 9 | \n",
" 32363311 | \n",
" p/BQkoD9sXQi-EIk3e2cG-YA.jpg | \n",
" None | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" NaN | \n",
" None | \n",
" None | \n",
" NaN | \n",
" NaN | \n",
" None | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" vintage_id image \\\n",
"0 150301706 p/iVoa6qR6TSKjLeb1RoHWtQ.jpg \n",
"1 159555436 p/e2W_085qRbCQbZJVp_tzHA.jpg \n",
"2 146958680 p/DdLNo35SRiCMxpoKTiEXyQ.jpg \n",
"3 2014691 p/vi-1ygw7RXCM6Pnwx9C6CA.jpg \n",
"4 153305559 p/1pjborIfR1Wdlr35jEHbtA.jpg \n",
"5 162913950 p/kDz5LBlFRz2wb61xaMj_Dw.jpg \n",
"6 14230455 p/EJQLq-qLShSP-uf2Tg-G1g.jpg \n",
"7 159888939 p/MhhKQteWSXW0gYUNnvHs6A.jpg \n",
"8 3261951 p/fdsdbl6XR2ynvoQnNYLXQQ.jpg \n",
"9 32363311 p/BQkoD9sXQi-EIk3e2cG-YA.jpg \n",
"\n",
" review experiment_id year \\\n",
"0 Ничего особого в нем не нашел. В меру сухое, в... NaN NaN \n",
"1 None NaN NaN \n",
"2 None NaN NaN \n",
"3 3,3/5. Белая Риоха. Бленд на основе виуры (75%... NaN NaN \n",
"4 Parfum! Super frumos! NaN NaN \n",
"5 Bom vinho NaN NaN \n",
"6 None NaN NaN \n",
"7 V nice whitr NaN NaN \n",
"8 Great label and ok tasting. Not the best but n... NaN NaN \n",
"9 None NaN NaN \n",
"\n",
" winery_id wine_alcohol country region price rating grape \n",
"0 NaN NaN None None NaN NaN None \n",
"1 NaN NaN None None NaN NaN None \n",
"2 NaN NaN None None NaN NaN None \n",
"3 NaN NaN None None NaN NaN None \n",
"4 NaN NaN None None NaN NaN None \n",
"5 NaN NaN None None NaN NaN None \n",
"6 NaN NaN None None NaN NaN None \n",
"7 NaN NaN None None NaN NaN None \n",
"8 NaN NaN None None NaN NaN None \n",
"9 NaN NaN None None NaN NaN None "
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_df.head(10)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"# write aa into jsonl format\n",
"write_jsonl(aa, '/Users/alka/Devel/GIT_LFS_SKIP_SMUDGE=1/metadata/all/all_dataset.jsonl')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "litegrave",
"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": "3.10.5"
},
"orig_nbformat": 4
},
"nbformat": 4,
"nbformat_minor": 2
}