¿Quién fabrica lo que compramos?
| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# ¿Quién fabrica lo que compramos?" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Los códigos de barras de los productos que compramos contienen información sobre la empresa que los distribuye, empaca o fabrica. En este breve ejercicio, vamos a intentar combinar una lista de productos tomada del sitio público [Precios Claros](https://www.preciosclaros.gob.ar/) con una lista de compañías compilada por el proyecto [Product Open Data](http://www.product-open-data.com/).\n", | |
| "\n", | |
| "Los identificadores de productos en _preciosclaros.gob.ar_ son, en la mayoría de los casos, el código de barras del producto. Para extraer el campo [GCP (Global Company Prefix)](http://www.gs1.org/company-prefix) del identificador, vamos a usar la librería [`gtin`](https://pypi.python.org/pypi/gtin/0.1.4)." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 98, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "import pandas as pd\n", | |
| "from gtin import GTIN" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Leemos la lista de productos, y agradecemos a nuestro anónimo amigo que se tomó el trabajo de _scrapear_ Precios Claros." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "df = pd.read_csv('productos_precios_claros.csv')\n", | |
| "df.loc[:, 'uuid'] = df.uuid.apply(lambda s: s.split('producto-')[1])" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Agregamos una columna que contendrá, si es posible, el campo GCP." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 29, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "def gg(gtin):\n", | |
| " try:\n", | |
| " g = GTIN(gtin)\n", | |
| " except:\n", | |
| " return None\n", | |
| " \n", | |
| " try:\n", | |
| " return g.get_gcp()\n", | |
| " except:\n", | |
| " return None\n", | |
| "\n", | |
| "df.loc[:, 'gcp'] = df.uuid.apply(lambda u: gg(u))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Calculamos una agregación de la tabla anterior, calculando dos variables adicionales:\n", | |
| "\n", | |
| " - `marca`: un conjunto de marcas asociadas a un `GCP`\n", | |
| " - `product_count`: cantidad de productos asociados a un `GCP`" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 115, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "products_by_gcp = df \\\n", | |
| " .groupby(['gcp'], as_index=False) \\\n", | |
| " .agg({\n", | |
| " 'marca': lambda m: set(m), \n", | |
| " 'uuid': 'count'\n", | |
| " }) \\\n", | |
| " .rename(columns={'uuid': 'product_count'}) \\\n", | |
| " .sort_values(by='product_count', ascending=False)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Leemos la base de datos de GCPs obtenida de [Product Open Data](http://product-open-data.com). Lamentablemente, la última versión es de 2013 y su cobertura para fabricantes argentinos es bastante mala." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 61, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "gepir = pd.read_csv('/Users/manuel/Downloads/gs1_gcp.csv', \n", | |
| " dtype={'GCP_CD': str, 'GLN_CD': str}, \n", | |
| " low_memory=False)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "…y la combinamos con nuestra lista de GCPs (`products_by_gcp`)." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 116, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "merged = products_by_gcp.merge(gepir, how='inner', left_on='gcp', right_on='GCP_CD')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Verificamos qué porcentaje de GCPs pudimos encontrar en la base de datos:" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 129, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "66.34615384615384\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "n_matched_gcps = len(merged[~merged.GLN_NM.isnull()])\n", | |
| "total_gcps = len(products_by_gcp)\n", | |
| "print((n_matched_gcps / total_gcps) * 100)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Filtramos la lista para mostrar solamente las compañías que pudimos encontrar" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "out = merged[~merged.GLN_NM.isnull()][['gcp', 'product_count', 'marca', 'GLN_NM', 'GLN_COUNTRY_ISO_CD']]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Le agregamos la bandera del país" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 131, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "OFFSET = ord('🇦') - ord('A')\n", | |
| "def flag(code):\n", | |
| " return chr(ord(code[0]) + OFFSET) + chr(ord(code[1]) + OFFSET)\n", | |
| "\n", | |
| "out.loc[:, 'country_flag'] = out['GLN_COUNTRY_ISO_CD'].apply(flag)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 134, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<div>\n", | |
| "<table border=\"1\" class=\"dataframe\">\n", | |
| " <thead>\n", | |
| " <tr style=\"text-align: right;\">\n", | |
| " <th></th>\n", | |
| " <th>gcp</th>\n", | |
| " <th>product_count</th>\n", | |
| " <th>marca</th>\n", | |
| " <th>GLN_NM</th>\n", | |
| " <th>GLN_COUNTRY_ISO_CD</th>\n", | |
| " <th>country_flag</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>0</th>\n", | |
| " <td>8480017</td>\n", | |
| " <td>1009</td>\n", | |
| " <td>{GROLS, CUQUE, NAN, CARO AMICI, S.OND, CROCK, ...</td>\n", | |
| " <td>DIA</td>\n", | |
| " <td>ES</td>\n", | |
| " <td>🇪🇸</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2</th>\n", | |
| " <td>4005808</td>\n", | |
| " <td>29</td>\n", | |
| " <td>{NIVEA}</td>\n", | |
| " <td>Beiersdorf AG</td>\n", | |
| " <td>DE</td>\n", | |
| " <td>🇩🇪</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>3</th>\n", | |
| " <td>0070330</td>\n", | |
| " <td>18</td>\n", | |
| " <td>{BIC , BIC}</td>\n", | |
| " <td>BIC USA Inc.</td>\n", | |
| " <td>US</td>\n", | |
| " <td>🇺🇸</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5</th>\n", | |
| " <td>4052899</td>\n", | |
| " <td>10</td>\n", | |
| " <td>{OSRAM, DULUX}</td>\n", | |
| " <td>OSRAM GmbH CRM&S MDS P-W</td>\n", | |
| " <td>DE</td>\n", | |
| " <td>🇩🇪</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>6</th>\n", | |
| " <td>301426</td>\n", | |
| " <td>10</td>\n", | |
| " <td>{ZOOTH, GILLETTE, ORAL B}</td>\n", | |
| " <td>PROCTER ET GAMBLE FRANCE SAS</td>\n", | |
| " <td>FR</td>\n", | |
| " <td>🇫🇷</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>9</th>\n", | |
| " <td>75010074</td>\n", | |
| " <td>7</td>\n", | |
| " <td>{KOLESTON, ALWAYS, PANTENE}</td>\n", | |
| " <td>CORPORATIVO PROCTER & GAMBLE, S. DE R.L. DE C....</td>\n", | |
| " <td>MX</td>\n", | |
| " <td>🇲🇽</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>10</th>\n", | |
| " <td>4008321</td>\n", | |
| " <td>7</td>\n", | |
| " <td>{OSRAM, DULUX}</td>\n", | |
| " <td>OSRAM GmbH</td>\n", | |
| " <td>DE</td>\n", | |
| " <td>🇩🇪</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>12</th>\n", | |
| " <td>75010067</td>\n", | |
| " <td>6</td>\n", | |
| " <td>{PAMPERS, PANTENE}</td>\n", | |
| " <td>CORPORATIVO PROCTER & GAMBLE, S. DE R.L. DE C....</td>\n", | |
| " <td>MX</td>\n", | |
| " <td>🇲🇽</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>13</th>\n", | |
| " <td>7509546</td>\n", | |
| " <td>6</td>\n", | |
| " <td>{PROTEX, COLGATE, PALMOLIVE}</td>\n", | |
| " <td>COLGATE PALMOLIVE, S.A. DE C.V. COLGATE PALMOLIVE</td>\n", | |
| " <td>MX</td>\n", | |
| " <td>🇲🇽</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>14</th>\n", | |
| " <td>0038000</td>\n", | |
| " <td>6</td>\n", | |
| " <td>{PRINGLES}</td>\n", | |
| " <td>Kellogg Company</td>\n", | |
| " <td>US</td>\n", | |
| " <td>🇺🇸</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>15</th>\n", | |
| " <td>8413600</td>\n", | |
| " <td>5</td>\n", | |
| " <td>{VEET}</td>\n", | |
| " <td>RECKITT BENCKISER</td>\n", | |
| " <td>ES</td>\n", | |
| " <td>🇪🇸</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>16</th>\n", | |
| " <td>0047400</td>\n", | |
| " <td>5</td>\n", | |
| " <td>{GILLETTE}</td>\n", | |
| " <td>Procter & Gamble Company</td>\n", | |
| " <td>US</td>\n", | |
| " <td>🇺🇸</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>17</th>\n", | |
| " <td>75010092</td>\n", | |
| " <td>5</td>\n", | |
| " <td>{GILLETTE, PRESTOBARBA}</td>\n", | |
| " <td>NEWELL RUBBERMAID DE MEXICO, S. DE R.L. DE C.V...</td>\n", | |
| " <td>MX</td>\n", | |
| " <td>🇲🇽</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>18</th>\n", | |
| " <td>75010563</td>\n", | |
| " <td>5</td>\n", | |
| " <td>{PONDS, SEDAL}</td>\n", | |
| " <td>UNILEVER DE MEXICO, S. DE R.L. DE C.V. UNILEVER</td>\n", | |
| " <td>MX</td>\n", | |
| " <td>🇲🇽</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>19</th>\n", | |
| " <td>4005900</td>\n", | |
| " <td>5</td>\n", | |
| " <td>{NIVEA}</td>\n", | |
| " <td>Beiersdorf AG</td>\n", | |
| " <td>DE</td>\n", | |
| " <td>🇩🇪</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>20</th>\n", | |
| " <td>0041789</td>\n", | |
| " <td>5</td>\n", | |
| " <td>{MARUCHAN}</td>\n", | |
| " <td>Maruchan, Inc.</td>\n", | |
| " <td>US</td>\n", | |
| " <td>🇺🇸</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>21</th>\n", | |
| " <td>75010592</td>\n", | |
| " <td>4</td>\n", | |
| " <td>{COFFEE MATE, NESCAFE}</td>\n", | |
| " <td>NESTLE MEXICO, S.A. DE C.V. NESTLE MEXICO, S.A...</td>\n", | |
| " <td>MX</td>\n", | |
| " <td>🇲🇽</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>22</th>\n", | |
| " <td>0000075</td>\n", | |
| " <td>4</td>\n", | |
| " <td>{CORONA, DOVE, REXONA}</td>\n", | |
| " <td>ASOCIACION MEXICANA DE ESTANDARES PARA EL COME...</td>\n", | |
| " <td>MX</td>\n", | |
| " <td>🇲🇽</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>23</th>\n", | |
| " <td>0041333</td>\n", | |
| " <td>4</td>\n", | |
| " <td>{DURAC}</td>\n", | |
| " <td>Procter & Gamble Company</td>\n", | |
| " <td>US</td>\n", | |
| " <td>🇺🇸</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>24</th>\n", | |
| " <td>0084773</td>\n", | |
| " <td>4</td>\n", | |
| " <td>{ROBINSON CRUSOE}</td>\n", | |
| " <td>Trans Antartic Trading Co Ltda</td>\n", | |
| " <td>CL</td>\n", | |
| " <td>🇨🇱</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>25</th>\n", | |
| " <td>8718291</td>\n", | |
| " <td>3</td>\n", | |
| " <td>{PHILI}</td>\n", | |
| " <td>Philips Electronics Nederland B.V.</td>\n", | |
| " <td>NL</td>\n", | |
| " <td>🇳🇱</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>26</th>\n", | |
| " <td>75010011</td>\n", | |
| " <td>3</td>\n", | |
| " <td>{HEAD & SHOULDERS, PANTENE}</td>\n", | |
| " <td>CORPORATIVO PROCTER & GAMBLE, S. DE R.L. DE C....</td>\n", | |
| " <td>MX</td>\n", | |
| " <td>🇲🇽</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>27</th>\n", | |
| " <td>0040000</td>\n", | |
| " <td>3</td>\n", | |
| " <td>{M & M, SKITTLES}</td>\n", | |
| " <td>Mars Chocolate North America LLC</td>\n", | |
| " <td>US</td>\n", | |
| " <td>🇺🇸</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>29</th>\n", | |
| " <td>8710163</td>\n", | |
| " <td>3</td>\n", | |
| " <td>{PHILI}</td>\n", | |
| " <td>Philips Electronics Nederland B.V.</td>\n", | |
| " <td>NL</td>\n", | |
| " <td>🇳🇱</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>30</th>\n", | |
| " <td>8710103</td>\n", | |
| " <td>3</td>\n", | |
| " <td>{PHILI}</td>\n", | |
| " <td>Philips Electronics Nederland B.V.</td>\n", | |
| " <td>NL</td>\n", | |
| " <td>🇳🇱</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>31</th>\n", | |
| " <td>0000080</td>\n", | |
| " <td>3</td>\n", | |
| " <td>{KINDER}</td>\n", | |
| " <td>Indicod-Ecr - GS1 Italy</td>\n", | |
| " <td>IT</td>\n", | |
| " <td>🇮🇹</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>32</th>\n", | |
| " <td>75010086</td>\n", | |
| " <td>2</td>\n", | |
| " <td>{BACARDI}</td>\n", | |
| " <td>BACARDI Y COMPAÑIA, S.A. DE C.V. BACARDI</td>\n", | |
| " <td>MX</td>\n", | |
| " <td>🇲🇽</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>33</th>\n", | |
| " <td>75010012</td>\n", | |
| " <td>2</td>\n", | |
| " <td>{HEAD & SHOULDERS}</td>\n", | |
| " <td>CORPORATIVO PROCTER & GAMBLE, S. DE R.L. DE C....</td>\n", | |
| " <td>MX</td>\n", | |
| " <td>🇲🇽</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>34</th>\n", | |
| " <td>75010013</td>\n", | |
| " <td>2</td>\n", | |
| " <td>{OLD SPICE, PANTENE}</td>\n", | |
| " <td>CORPORATIVO PROCTER & GAMBLE, S. DE R.L. DE C....</td>\n", | |
| " <td>MX</td>\n", | |
| " <td>🇲🇽</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>35</th>\n", | |
| " <td>9044400</td>\n", | |
| " <td>2</td>\n", | |
| " <td>{PEZ}</td>\n", | |
| " <td>PEZ International GmbH</td>\n", | |
| " <td>AT</td>\n", | |
| " <td>🇦🇹</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>36</th>\n", | |
| " <td>8712581</td>\n", | |
| " <td>2</td>\n", | |
| " <td>{PHILI}</td>\n", | |
| " <td>Philips Electronics Nederland B.V.</td>\n", | |
| " <td>NL</td>\n", | |
| " <td>🇳🇱</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>37</th>\n", | |
| " <td>75010864</td>\n", | |
| " <td>2</td>\n", | |
| " <td>{PRO}</td>\n", | |
| " <td>CORPORATIVO PROCTER & GAMBLE, S. DE R.L. DE C....</td>\n", | |
| " <td>MX</td>\n", | |
| " <td>🇲🇽</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>38</th>\n", | |
| " <td>7591083</td>\n", | |
| " <td>2</td>\n", | |
| " <td>{COLGATE}</td>\n", | |
| " <td>COLGATE-PALMOLIVE C.A</td>\n", | |
| " <td>VE</td>\n", | |
| " <td>🇻🇪</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>39</th>\n", | |
| " <td>0021200</td>\n", | |
| " <td>2</td>\n", | |
| " <td>{SCOTCH BRITE}</td>\n", | |
| " <td>3M Company</td>\n", | |
| " <td>US</td>\n", | |
| " <td>🇺🇸</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>41</th>\n", | |
| " <td>0071603</td>\n", | |
| " <td>2</td>\n", | |
| " <td>{TRIM}</td>\n", | |
| " <td>Pacific World Corporation</td>\n", | |
| " <td>US</td>\n", | |
| " <td>🇺🇸</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>42</th>\n", | |
| " <td>08452180</td>\n", | |
| " <td>2</td>\n", | |
| " <td>{VULCA, SIN MARCA}</td>\n", | |
| " <td>GS1 China</td>\n", | |
| " <td>CN</td>\n", | |
| " <td>🇨🇳</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>43</th>\n", | |
| " <td>0070501</td>\n", | |
| " <td>2</td>\n", | |
| " <td>{NEUTROGENA}</td>\n", | |
| " <td>Neutrogena Corporation</td>\n", | |
| " <td>US</td>\n", | |
| " <td>🇺🇸</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>44</th>\n", | |
| " <td>0022000</td>\n", | |
| " <td>2</td>\n", | |
| " <td>{WRIGLEYS}</td>\n", | |
| " <td>Wm. Wrigley Jr. Company</td>\n", | |
| " <td>US</td>\n", | |
| " <td>🇺🇸</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>45</th>\n", | |
| " <td>4015400</td>\n", | |
| " <td>2</td>\n", | |
| " <td>{PAMPERS}</td>\n", | |
| " <td>Procter & Gamble GmbH Wasch- u. Reinigungsmittel</td>\n", | |
| " <td>DE</td>\n", | |
| " <td>🇩🇪</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>46</th>\n", | |
| " <td>0079400</td>\n", | |
| " <td>2</td>\n", | |
| " <td>{REXONA}</td>\n", | |
| " <td>Unilever Home and Personal Care USA</td>\n", | |
| " <td>US</td>\n", | |
| " <td>🇺🇸</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>47</th>\n", | |
| " <td>5000329</td>\n", | |
| " <td>2</td>\n", | |
| " <td>{BEEFEATER}</td>\n", | |
| " <td>Chivas Brothers Limited</td>\n", | |
| " <td>GB</td>\n", | |
| " <td>🇬🇧</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>48</th>\n", | |
| " <td>0012800</td>\n", | |
| " <td>1</td>\n", | |
| " <td>{RAYOV}</td>\n", | |
| " <td>Spectrum Brands, Inc.</td>\n", | |
| " <td>US</td>\n", | |
| " <td>🇺🇸</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>49</th>\n", | |
| " <td>9002490</td>\n", | |
| " <td>1</td>\n", | |
| " <td>{RED BULL}</td>\n", | |
| " <td>Red Bull GmbH</td>\n", | |
| " <td>AT</td>\n", | |
| " <td>🇦🇹</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>50</th>\n", | |
| " <td>0079200</td>\n", | |
| " <td>1</td>\n", | |
| " <td>{NERDS}</td>\n", | |
| " <td>Sunmark</td>\n", | |
| " <td>US</td>\n", | |
| " <td>🇺🇸</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>51</th>\n", | |
| " <td>0000040</td>\n", | |
| " <td>1</td>\n", | |
| " <td>{KINDER}</td>\n", | |
| " <td>Nestlé Deutschland AG</td>\n", | |
| " <td>DE</td>\n", | |
| " <td>🇩🇪</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>52</th>\n", | |
| " <td>0070942</td>\n", | |
| " <td>1</td>\n", | |
| " <td>{GUM}</td>\n", | |
| " <td>Sunstar Americas, Inc.</td>\n", | |
| " <td>US</td>\n", | |
| " <td>🇺🇸</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>53</th>\n", | |
| " <td>8412300</td>\n", | |
| " <td>1</td>\n", | |
| " <td>{NIVEA}</td>\n", | |
| " <td>BEIERSDORF MANUFACTURING TRES CANTO</td>\n", | |
| " <td>ES</td>\n", | |
| " <td>🇪🇸</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>54</th>\n", | |
| " <td>8715200</td>\n", | |
| " <td>1</td>\n", | |
| " <td>{NIVEA}</td>\n", | |
| " <td>Beiersdorf N.V.</td>\n", | |
| " <td>NL</td>\n", | |
| " <td>🇳🇱</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>55</th>\n", | |
| " <td>0051000</td>\n", | |
| " <td>1</td>\n", | |
| " <td>{sin marca}</td>\n", | |
| " <td>Campbell Soup Company</td>\n", | |
| " <td>US</td>\n", | |
| " <td>🇺🇸</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>57</th>\n", | |
| " <td>0080432</td>\n", | |
| " <td>1</td>\n", | |
| " <td>{CHIVAS REGAL}</td>\n", | |
| " <td>Pernod Ricard USA LLC</td>\n", | |
| " <td>US</td>\n", | |
| " <td>🇺🇸</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>58</th>\n", | |
| " <td>0016304</td>\n", | |
| " <td>1</td>\n", | |
| " <td>{SIN MARCA}</td>\n", | |
| " <td>Unofficial Guides Ltd.</td>\n", | |
| " <td>US</td>\n", | |
| " <td>🇺🇸</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>59</th>\n", | |
| " <td>0013000</td>\n", | |
| " <td>1</td>\n", | |
| " <td>{HEINZ}</td>\n", | |
| " <td>Heinz USA</td>\n", | |
| " <td>US</td>\n", | |
| " <td>🇺🇸</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>60</th>\n", | |
| " <td>0099176</td>\n", | |
| " <td>1</td>\n", | |
| " <td>{COLGATE}</td>\n", | |
| " <td>Colgate Palmolive (Central America) S.A.</td>\n", | |
| " <td>GT</td>\n", | |
| " <td>🇬🇹</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>61</th>\n", | |
| " <td>0090159</td>\n", | |
| " <td>1</td>\n", | |
| " <td>{MAIST}</td>\n", | |
| " <td>May Cheong Toy Products Factory Limited</td>\n", | |
| " <td>HK</td>\n", | |
| " <td>🇭🇰</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>62</th>\n", | |
| " <td>75010587</td>\n", | |
| " <td>1</td>\n", | |
| " <td>{sin marca}</td>\n", | |
| " <td>RECKITT BENCKISER MEXICO, S.A. DE C.V. RECKITT...</td>\n", | |
| " <td>MX</td>\n", | |
| " <td>🇲🇽</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>63</th>\n", | |
| " <td>5900273</td>\n", | |
| " <td>1</td>\n", | |
| " <td>{COLGATE}</td>\n", | |
| " <td>Colgate-Palmolive (Poland) Sp. z o.o.</td>\n", | |
| " <td>PL</td>\n", | |
| " <td>🇵🇱</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>64</th>\n", | |
| " <td>5410316</td>\n", | |
| " <td>1</td>\n", | |
| " <td>{SMIRNOFF}</td>\n", | |
| " <td>DIAGEO SCOTLAND LTD</td>\n", | |
| " <td>GB</td>\n", | |
| " <td>🇬🇧</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>65</th>\n", | |
| " <td>5011013</td>\n", | |
| " <td>1</td>\n", | |
| " <td>{BAILEYS}</td>\n", | |
| " <td>GS1 Ireland</td>\n", | |
| " <td>IE</td>\n", | |
| " <td>🇮🇪</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>66</th>\n", | |
| " <td>5010103</td>\n", | |
| " <td>1</td>\n", | |
| " <td>{J&B}</td>\n", | |
| " <td>Diageo PLC</td>\n", | |
| " <td>GB</td>\n", | |
| " <td>🇬🇧</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>67</th>\n", | |
| " <td>75010080</td>\n", | |
| " <td>1</td>\n", | |
| " <td>{CHOCO KRISPIS }</td>\n", | |
| " <td>KELLOGG COMPANY MEXICO, S. DE R.L.DE C.V. KELLOGG</td>\n", | |
| " <td>MX</td>\n", | |
| " <td>🇲🇽</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>68</th>\n", | |
| " <td>75010152</td>\n", | |
| " <td>1</td>\n", | |
| " <td>{PELIK}</td>\n", | |
| " <td>PELIKAN MEXICO, S.A. DE C.V. PELIKAN</td>\n", | |
| " <td>MX</td>\n", | |
| " <td>🇲🇽</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>69</th>\n", | |
| " <td>75010329</td>\n", | |
| " <td>1</td>\n", | |
| " <td>{GLADE}</td>\n", | |
| " <td>S.C. JOHNSON AND SON S.A. DE C.V. S.C. JOHNSON...</td>\n", | |
| " <td>MX</td>\n", | |
| " <td>🇲🇽</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>70</th>\n", | |
| " <td>4006584</td>\n", | |
| " <td>1</td>\n", | |
| " <td>{L.B.L}</td>\n", | |
| " <td>OSRAM GmbH CRM&S MDS P-W</td>\n", | |
| " <td>DE</td>\n", | |
| " <td>🇩🇪</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>71</th>\n", | |
| " <td>75010641</td>\n", | |
| " <td>1</td>\n", | |
| " <td>{CORONA}</td>\n", | |
| " <td>CERVECERIA MODELO, S. DE R.L. DE C.V. CERVECER...</td>\n", | |
| " <td>MX</td>\n", | |
| " <td>🇲🇽</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>72</th>\n", | |
| " <td>4005800</td>\n", | |
| " <td>1</td>\n", | |
| " <td>{NIVEA}</td>\n", | |
| " <td>Beiersdorf AG</td>\n", | |
| " <td>DE</td>\n", | |
| " <td>🇩🇪</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>73</th>\n", | |
| " <td>303371</td>\n", | |
| " <td>1</td>\n", | |
| " <td>{NESCAFE}</td>\n", | |
| " <td>NESTLE FRANCE SAS</td>\n", | |
| " <td>FR</td>\n", | |
| " <td>🇫🇷</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>74</th>\n", | |
| " <td>0742832</td>\n", | |
| " <td>1</td>\n", | |
| " <td>{AOC}</td>\n", | |
| " <td>Tufftek</td>\n", | |
| " <td>US</td>\n", | |
| " <td>🇺🇸</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>76</th>\n", | |
| " <td>0681326</td>\n", | |
| " <td>1</td>\n", | |
| " <td>{SIN MARCA}</td>\n", | |
| " <td>Jazwares</td>\n", | |
| " <td>US</td>\n", | |
| " <td>🇺🇸</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>77</th>\n", | |
| " <td>7590002</td>\n", | |
| " <td>1</td>\n", | |
| " <td>{ALWAYS}</td>\n", | |
| " <td>PROCTER & GAMBLE DE VENEZUELA, S.C.A.</td>\n", | |
| " <td>VE</td>\n", | |
| " <td>🇻🇪</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " gcp product_count \\\n", | |
| "0 8480017 1009 \n", | |
| "2 4005808 29 \n", | |
| "3 0070330 18 \n", | |
| "5 4052899 10 \n", | |
| "6 301426 10 \n", | |
| "9 75010074 7 \n", | |
| "10 4008321 7 \n", | |
| "12 75010067 6 \n", | |
| "13 7509546 6 \n", | |
| "14 0038000 6 \n", | |
| "15 8413600 5 \n", | |
| "16 0047400 5 \n", | |
| "17 75010092 5 \n", | |
| "18 75010563 5 \n", | |
| "19 4005900 5 \n", | |
| "20 0041789 5 \n", | |
| "21 75010592 4 \n", | |
| "22 0000075 4 \n", | |
| "23 0041333 4 \n", | |
| "24 0084773 4 \n", | |
| "25 8718291 3 \n", | |
| "26 75010011 3 \n", | |
| "27 0040000 3 \n", | |
| "29 8710163 3 \n", | |
| "30 8710103 3 \n", | |
| "31 0000080 3 \n", | |
| "32 75010086 2 \n", | |
| "33 75010012 2 \n", | |
| "34 75010013 2 \n", | |
| "35 9044400 2 \n", | |
| "36 8712581 2 \n", | |
| "37 75010864 2 \n", | |
| "38 7591083 2 \n", | |
| "39 0021200 2 \n", | |
| "41 0071603 2 \n", | |
| "42 08452180 2 \n", | |
| "43 0070501 2 \n", | |
| "44 0022000 2 \n", | |
| "45 4015400 2 \n", | |
| "46 0079400 2 \n", | |
| "47 5000329 2 \n", | |
| "48 0012800 1 \n", | |
| "49 9002490 1 \n", | |
| "50 0079200 1 \n", | |
| "51 0000040 1 \n", | |
| "52 0070942 1 \n", | |
| "53 8412300 1 \n", | |
| "54 8715200 1 \n", | |
| "55 0051000 1 \n", | |
| "57 0080432 1 \n", | |
| "58 0016304 1 \n", | |
| "59 0013000 1 \n", | |
| "60 0099176 1 \n", | |
| "61 0090159 1 \n", | |
| "62 75010587 1 \n", | |
| "63 5900273 1 \n", | |
| "64 5410316 1 \n", | |
| "65 5011013 1 \n", | |
| "66 5010103 1 \n", | |
| "67 75010080 1 \n", | |
| "68 75010152 1 \n", | |
| "69 75010329 1 \n", | |
| "70 4006584 1 \n", | |
| "71 75010641 1 \n", | |
| "72 4005800 1 \n", | |
| "73 303371 1 \n", | |
| "74 0742832 1 \n", | |
| "76 0681326 1 \n", | |
| "77 7590002 1 \n", | |
| "\n", | |
| " marca \\\n", | |
| "0 {GROLS, CUQUE, NAN, CARO AMICI, S.OND, CROCK, ... \n", | |
| "2 {NIVEA} \n", | |
| "3 {BIC , BIC} \n", | |
| "5 {OSRAM, DULUX} \n", | |
| "6 {ZOOTH, GILLETTE, ORAL B} \n", | |
| "9 {KOLESTON, ALWAYS, PANTENE} \n", | |
| "10 {OSRAM, DULUX} \n", | |
| "12 {PAMPERS, PANTENE} \n", | |
| "13 {PROTEX, COLGATE, PALMOLIVE} \n", | |
| "14 {PRINGLES} \n", | |
| "15 {VEET} \n", | |
| "16 {GILLETTE} \n", | |
| "17 {GILLETTE, PRESTOBARBA} \n", | |
| "18 {PONDS, SEDAL} \n", | |
| "19 {NIVEA} \n", | |
| "20 {MARUCHAN} \n", | |
| "21 {COFFEE MATE, NESCAFE} \n", | |
| "22 {CORONA, DOVE, REXONA} \n", | |
| "23 {DURAC} \n", | |
| "24 {ROBINSON CRUSOE} \n", | |
| "25 {PHILI} \n", | |
| "26 {HEAD & SHOULDERS, PANTENE} \n", | |
| "27 {M & M, SKITTLES} \n", | |
| "29 {PHILI} \n", | |
| "30 {PHILI} \n", | |
| "31 {KINDER} \n", | |
| "32 {BACARDI} \n", | |
| "33 {HEAD & SHOULDERS} \n", | |
| "34 {OLD SPICE, PANTENE} \n", | |
| "35 {PEZ} \n", | |
| "36 {PHILI} \n", | |
| "37 {PRO} \n", | |
| "38 {COLGATE} \n", | |
| "39 {SCOTCH BRITE} \n", | |
| "41 {TRIM} \n", | |
| "42 {VULCA, SIN MARCA} \n", | |
| "43 {NEUTROGENA} \n", | |
| "44 {WRIGLEYS} \n", | |
| "45 {PAMPERS} \n", | |
| "46 {REXONA} \n", | |
| "47 {BEEFEATER} \n", | |
| "48 {RAYOV} \n", | |
| "49 {RED BULL} \n", | |
| "50 {NERDS} \n", | |
| "51 {KINDER} \n", | |
| "52 {GUM} \n", | |
| "53 {NIVEA} \n", | |
| "54 {NIVEA} \n", | |
| "55 {sin marca} \n", | |
| "57 {CHIVAS REGAL} \n", | |
| "58 {SIN MARCA} \n", | |
| "59 {HEINZ} \n", | |
| "60 {COLGATE} \n", | |
| "61 {MAIST} \n", | |
| "62 {sin marca} \n", | |
| "63 {COLGATE} \n", | |
| "64 {SMIRNOFF} \n", | |
| "65 {BAILEYS} \n", | |
| "66 {J&B} \n", | |
| "67 {CHOCO KRISPIS } \n", | |
| "68 {PELIK} \n", | |
| "69 {GLADE} \n", | |
| "70 {L.B.L} \n", | |
| "71 {CORONA} \n", | |
| "72 {NIVEA} \n", | |
| "73 {NESCAFE} \n", | |
| "74 {AOC} \n", | |
| "76 {SIN MARCA} \n", | |
| "77 {ALWAYS} \n", | |
| "\n", | |
| " GLN_NM GLN_COUNTRY_ISO_CD \\\n", | |
| "0 DIA ES \n", | |
| "2 Beiersdorf AG DE \n", | |
| "3 BIC USA Inc. US \n", | |
| "5 OSRAM GmbH CRM&S MDS P-W DE \n", | |
| "6 PROCTER ET GAMBLE FRANCE SAS FR \n", | |
| "9 CORPORATIVO PROCTER & GAMBLE, S. DE R.L. DE C.... MX \n", | |
| "10 OSRAM GmbH DE \n", | |
| "12 CORPORATIVO PROCTER & GAMBLE, S. DE R.L. DE C.... MX \n", | |
| "13 COLGATE PALMOLIVE, S.A. DE C.V. COLGATE PALMOLIVE MX \n", | |
| "14 Kellogg Company US \n", | |
| "15 RECKITT BENCKISER ES \n", | |
| "16 Procter & Gamble Company US \n", | |
| "17 NEWELL RUBBERMAID DE MEXICO, S. DE R.L. DE C.V... MX \n", | |
| "18 UNILEVER DE MEXICO, S. DE R.L. DE C.V. UNILEVER MX \n", | |
| "19 Beiersdorf AG DE \n", | |
| "20 Maruchan, Inc. US \n", | |
| "21 NESTLE MEXICO, S.A. DE C.V. NESTLE MEXICO, S.A... MX \n", | |
| "22 ASOCIACION MEXICANA DE ESTANDARES PARA EL COME... MX \n", | |
| "23 Procter & Gamble Company US \n", | |
| "24 Trans Antartic Trading Co Ltda CL \n", | |
| "25 Philips Electronics Nederland B.V. NL \n", | |
| "26 CORPORATIVO PROCTER & GAMBLE, S. DE R.L. DE C.... MX \n", | |
| "27 Mars Chocolate North America LLC US \n", | |
| "29 Philips Electronics Nederland B.V. NL \n", | |
| "30 Philips Electronics Nederland B.V. NL \n", | |
| "31 Indicod-Ecr - GS1 Italy IT \n", | |
| "32 BACARDI Y COMPAÑIA, S.A. DE C.V. BACARDI MX \n", | |
| "33 CORPORATIVO PROCTER & GAMBLE, S. DE R.L. DE C.... MX \n", | |
| "34 CORPORATIVO PROCTER & GAMBLE, S. DE R.L. DE C.... MX \n", | |
| "35 PEZ International GmbH AT \n", | |
| "36 Philips Electronics Nederland B.V. NL \n", | |
| "37 CORPORATIVO PROCTER & GAMBLE, S. DE R.L. DE C.... MX \n", | |
| "38 COLGATE-PALMOLIVE C.A VE \n", | |
| "39 3M Company US \n", | |
| "41 Pacific World Corporation US \n", | |
| "42 GS1 China CN \n", | |
| "43 Neutrogena Corporation US \n", | |
| "44 Wm. Wrigley Jr. Company US \n", | |
| "45 Procter & Gamble GmbH Wasch- u. Reinigungsmittel DE \n", | |
| "46 Unilever Home and Personal Care USA US \n", | |
| "47 Chivas Brothers Limited GB \n", | |
| "48 Spectrum Brands, Inc. US \n", | |
| "49 Red Bull GmbH AT \n", | |
| "50 Sunmark US \n", | |
| "51 Nestlé Deutschland AG DE \n", | |
| "52 Sunstar Americas, Inc. US \n", | |
| "53 BEIERSDORF MANUFACTURING TRES CANTO ES \n", | |
| "54 Beiersdorf N.V. NL \n", | |
| "55 Campbell Soup Company US \n", | |
| "57 Pernod Ricard USA LLC US \n", | |
| "58 Unofficial Guides Ltd. US \n", | |
| "59 Heinz USA US \n", | |
| "60 Colgate Palmolive (Central America) S.A. GT \n", | |
| "61 May Cheong Toy Products Factory Limited HK \n", | |
| "62 RECKITT BENCKISER MEXICO, S.A. DE C.V. RECKITT... MX \n", | |
| "63 Colgate-Palmolive (Poland) Sp. z o.o. PL \n", | |
| "64 DIAGEO SCOTLAND LTD GB \n", | |
| "65 GS1 Ireland IE \n", | |
| "66 Diageo PLC GB \n", | |
| "67 KELLOGG COMPANY MEXICO, S. DE R.L.DE C.V. KELLOGG MX \n", | |
| "68 PELIKAN MEXICO, S.A. DE C.V. PELIKAN MX \n", | |
| "69 S.C. JOHNSON AND SON S.A. DE C.V. S.C. JOHNSON... MX \n", | |
| "70 OSRAM GmbH CRM&S MDS P-W DE \n", | |
| "71 CERVECERIA MODELO, S. DE R.L. DE C.V. CERVECER... MX \n", | |
| "72 Beiersdorf AG DE \n", | |
| "73 NESTLE FRANCE SAS FR \n", | |
| "74 Tufftek US \n", | |
| "76 Jazwares US \n", | |
| "77 PROCTER & GAMBLE DE VENEZUELA, S.C.A. VE \n", | |
| "\n", | |
| " country_flag \n", | |
| "0 🇪🇸 \n", | |
| "2 🇩🇪 \n", | |
| "3 🇺🇸 \n", | |
| "5 🇩🇪 \n", | |
| "6 🇫🇷 \n", | |
| "9 🇲🇽 \n", | |
| "10 🇩🇪 \n", | |
| "12 🇲🇽 \n", | |
| "13 🇲🇽 \n", | |
| "14 🇺🇸 \n", | |
| "15 🇪🇸 \n", | |
| "16 🇺🇸 \n", | |
| "17 🇲🇽 \n", | |
| "18 🇲🇽 \n", | |
| "19 🇩🇪 \n", | |
| "20 🇺🇸 \n", | |
| "21 🇲🇽 \n", | |
| "22 🇲🇽 \n", | |
| "23 🇺🇸 \n", | |
| "24 🇨🇱 \n", | |
| "25 🇳🇱 \n", | |
| "26 🇲🇽 \n", | |
| "27 🇺🇸 \n", | |
| "29 🇳🇱 \n", | |
| "30 🇳🇱 \n", | |
| "31 🇮🇹 \n", | |
| "32 🇲🇽 \n", | |
| "33 🇲🇽 \n", | |
| "34 🇲🇽 \n", | |
| "35 🇦🇹 \n", | |
| "36 🇳🇱 \n", | |
| "37 🇲🇽 \n", | |
| "38 🇻🇪 \n", | |
| "39 🇺🇸 \n", | |
| "41 🇺🇸 \n", | |
| "42 🇨🇳 \n", | |
| "43 🇺🇸 \n", | |
| "44 🇺🇸 \n", | |
| "45 🇩🇪 \n", | |
| "46 🇺🇸 \n", | |
| "47 🇬🇧 \n", | |
| "48 🇺🇸 \n", | |
| "49 🇦🇹 \n", | |
| "50 🇺🇸 \n", | |
| "51 🇩🇪 \n", | |
| "52 🇺🇸 \n", | |
| "53 🇪🇸 \n", | |
| "54 🇳🇱 \n", | |
| "55 🇺🇸 \n", | |
| "57 🇺🇸 \n", | |
| "58 🇺🇸 \n", | |
| "59 🇺🇸 \n", | |
| "60 🇬🇹 \n", | |
| "61 🇭🇰 \n", | |
| "62 🇲🇽 \n", | |
| "63 🇵🇱 \n", | |
| "64 🇬🇧 \n", | |
| "65 🇮🇪 \n", | |
| "66 🇬🇧 \n", | |
| "67 🇲🇽 \n", | |
| "68 🇲🇽 \n", | |
| "69 🇲🇽 \n", | |
| "70 🇩🇪 \n", | |
| "71 🇲🇽 \n", | |
| "72 🇩🇪 \n", | |
| "73 🇫🇷 \n", | |
| "74 🇺🇸 \n", | |
| "76 🇺🇸 \n", | |
| "77 🇻🇪 " | |
| ] | |
| }, | |
| "execution_count": 134, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "pd.set_option('display.max_rows', len(out))\n", | |
| "out" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 105, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "Python 3", | |
| "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": "3.5.2" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 2 | |
| } |
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