data_cleaning.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Import Libraries\n",
    "import pandas as pd\n",
    "import missingno as msn\n",
    "import seaborn as sns\n",
    "import warnings\n",
    "import matplotlib.pyplot as plt\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The shape of the original dataset is : (1711833, 71)\n"
     ]
    }
   ],
   "source": [
    "#Read data file obtained from datos.gov.co\n",
    "# path = \"C:/Users/User/Downloads/ds4a-secopII/\" #path Carlos\n",
    "# path = \"C:/Users/VMNR/Desktop/\" #path vicman\n",
    "path = \"../data/\" #path GENERAL\n",
    "file_name = \"SECOP_II_-_Contratos_Electr_nicos.csv\"\n",
    "\n",
    "#Select the columns that we want to parse as dates.\n",
    "date_cols = ['Fecha de Firma', 'Fecha de Inicio del Contrato', 'Fecha de Fin del Contrato', 'Fecha de Inicio de Ejecucion',\n",
    "             'Fecha de Fin de Ejecucion', 'Ultima Actualizacion', 'Fecha Inicio Liquidacion', 'Fecha Fin Liquidacion',]\n",
    "\n",
    "df = pd.read_csv(path+file_name, parse_dates=date_cols, low_memory=False)\n",
    "print('The shape of the original dataset is : ' + str(df.shape))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1656 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Check for missing values within the dataset\n",
    "msn.bar(df.sample(300000))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Select Columns to delete\n",
    "delete_list = ['Nit Entidad', 'Proceso de Compra', 'Localización', 'Ciudad', 'ID Contrato', 'Referencia del Contrato',\n",
    "               'Codigo de Categoria Principal', 'Descripcion del Proceso', 'Fecha de Firma', \n",
    "               'Justificacion Modalidad de Contratacion', 'Condiciones de Entrega', 'TipoDocProveedor', \n",
    "               'Documento Proveedor', 'Proveedor Adjudicado', 'Habilita Pago Adelantado', 'Liquidación',\n",
    "               'Reversion', 'Estado BPIN', 'Código BPIN', 'Anno BPIN', 'Saldo CDP', 'Saldo Vigencia',\n",
    "               'URLProceso', 'Puntos del Acuerdo', 'Pilares del Acuerdo', 'Nombre Representante Legal',\n",
    "               'Nacionalidad Representante Legal','Tipo de Identificación Representante Legal',\n",
    "               'Género Representante Legal', 'Ultima Actualizacion', 'Codigo Entidad', 'Fecha Inicio Liquidacion',\n",
    "               'Fecha Fin Liquidacion', 'Codigo Proveedor', 'Objeto del Contrato', 'Identificación Representante Legal']\n",
    "\n",
    "#Dataset cleaned version 1\n",
    "df_cleanv1 = df.drop(delete_list, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1711833, 35)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_cleanv1.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Normalizing 'Departamento' column\n",
    "dic = {'Distrito Capital de Bogotá':'Bogotá, D.C.', 'Quindío':'Quindio',\n",
    "       'San Andrés, Providencia y Santa Catalina':'Archipiélago De San Andrés, Providencia Y Santa Catalina'}\n",
    "\n",
    "df_cleanv1['Departamento'] = df_cleanv1.Departamento.replace(dic)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1703158, 35)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Dataset cleaned version 2. Cleaning missing or undefined values in column 'Departamento'\n",
    "df_cleanv2 = df_cleanv1[(df_cleanv1[\"Departamento\"] != \"No Definido\") | (df_cleanv1[\"Dias Adicionados\"] != 0)]\n",
    "df_cleanv2.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1701483, 35)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Dataset cleaned version 3. Cleaning missing or undefined values in column 'EsPostConflicto'\n",
    "df_cleanv3 = df_cleanv2[(df_cleanv2['EsPostConflicto']!='ND') | (df_cleanv2[\"Dias Adicionados\"] != 0)]\n",
    "df_cleanv3.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1701480, 35)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Dataset cleaned version 4. Cleaning missing or undefined values in column 'Orden'\n",
    "df_cleanv4 = df_cleanv3[(df_cleanv3['Orden']!='No Definido') | (df_cleanv3[\"Dias Adicionados\"] != 0)]\n",
    "df_cleanv4.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1701480, 35)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Dataset cleaned version 5. Cleaning missing or undefined values in column 'Sector'. No deleted rows\n",
    "df_cleanv5 = df_cleanv4[(df_cleanv4['Sector']!='No Definido') | (df_cleanv4[\"Dias Adicionados\"] != 0)]\n",
    "df_cleanv5.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1701480, 35)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Dataset cleaned version 6. Cleaning missing or undefined values in column 'Rama'. No deleted rows\n",
    "df_cleanv6 = df_cleanv5[(df_cleanv5['Rama']!='No Definido') | (df_cleanv5[\"Dias Adicionados\"] != 0)]\n",
    "df_cleanv6.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1699729, 35)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Dataset cleaned version 7. Cleaning missing or undefined values in column 'Tipo de Contrato'.\n",
    "df_cleanv7 = df_cleanv6[(df_cleanv6['Tipo de Contrato']!='No Especificado') | (df_cleanv6[\"Dias Adicionados\"] != 0)]\n",
    "df_cleanv7.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1699729, 35)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Dataset cleaned version 8. Cleaning missing or undefined values in column 'Modalidad de Contratacion'.\n",
    "df_cleanv8 = df_cleanv7[(df_cleanv7['Modalidad de Contratacion']!=\"Concurso de méritos con precalificación\") | (df_cleanv7[\"Dias Adicionados\"] != 0)]\n",
    "df_cleanv8.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1676303, 35)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Dataset cleaned version 8.1 Cleaning missing or undefined values in column 'Modalidad de Contratacion'.\n",
    "df_cleanv8_1 = df_cleanv8[(df_cleanv8['Destino Gasto']!=\"No Definido\") | (df_cleanv8[\"Dias Adicionados\"] != 0)]\n",
    "df_cleanv8_1.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Normalizing 'Modalidad de Contratacion' column\n",
    "dic = {'Enajenación de bienes con sobre cerrado':'Enajenación de bienes', \n",
    "        'Enajenación de bienes con subasta':'Enajenación de bienes'}\n",
    "\n",
    "df_cleanv8_1['Modalidad de Contratacion'] = df_cleanv8_1['Modalidad de Contratacion'].replace(dic)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1562164, 35)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_cleanv8_1[(df_cleanv8_1['Fecha de Inicio del Contrato'].isna()==False) | (df_cleanv8_1[\"Dias Adicionados\"] != 0)].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1562162, 35)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Dataset cleaned version 9 and 10. Cleaning Nulls in 'Fecha de Inicio del Contrato' and 'Fecha de Fin del Contrato' columns\n",
    "df_cleanv9 = df_cleanv8_1[df_cleanv8_1['Fecha de Inicio del Contrato'].isna()==False]\n",
    "df_cleanv10 = df_cleanv9[df_cleanv9['Fecha de Fin del Contrato'].isna()==False]\n",
    "df_cleanv10.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1562162, 35)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_cleanv9[(df_cleanv9['Fecha de Fin del Contrato'].isna()==False) | (df_cleanv1[\"Dias Adicionados\"] != 0)].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(315371, 35)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_cleanv10[df_cleanv10['Fecha de Inicio del Contrato'].dt.year <= 2019].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(22470, 35)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_cleanv10[(df_cleanv10['Fecha de Inicio del Contrato'].dt.year <= 2019) & (df_cleanv1[\"Dias Adicionados\"] != 0)].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Dataset cleaned version 11. Convert 'Fecha de Fin del Contrato' and 'Fecha de Fin de Ejecucion' as date data types\n",
    "df_cleanv10['Fecha de Fin del Contrato'] = pd.to_datetime(df_cleanv10['Fecha de Fin del Contrato'], errors = 'coerce')\n",
    "df_cleanv10['Fecha de Fin de Ejecucion'] = pd.to_datetime(df_cleanv10['Fecha de Fin de Ejecucion'], errors = 'coerce')\n",
    "\n",
    "df_cleanv10['Fecha de Fin del Contrato'] = df_cleanv10['Fecha de Fin del Contrato'].astype('datetime64[ns]')\n",
    "df_cleanv10['Fecha de Fin de Ejecucion'] = df_cleanv10['Fecha de Fin de Ejecucion'].astype('datetime64[ns]')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Create new column Origen de los Recursos as multiple binary columns.\n",
    "\n",
    "variables_a_crear = ['PGN', 'SGP', 'SGR', 'RP_AGR', 'RP_NO_AGR', 'RC']\n",
    "variables_reales = ['Presupuesto General de la Nacion – PGN','Sistema General de Participaciones',\n",
    "                     'Sistema General de Regalías','Recursos Propios (Alcaldías, Gobernaciones y Resguardos Indígenas)',\n",
    "                     'Recursos Propios','Recursos de Credito']\n",
    "                     \n",
    "for i,j in zip(variables_a_crear,variables_reales):\n",
    "    df_cleanv10[i] = (df_cleanv10[j] > 0).astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1562162, 34)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Dataset cleaned version 12. Delete columns previously binarized\n",
    "delete_list = [ 'Presupuesto General de la Nacion – PGN','Sistema General de Participaciones',\n",
    "                'Sistema General de Regalías','Recursos Propios (Alcaldías, Gobernaciones y Resguardos Indígenas)',\n",
    "                'Recursos Propios','Recursos de Credito', 'Origen de los Recursos']\n",
    "\n",
    "df_cleanv11 = df_cleanv10.drop(delete_list, axis=1)\n",
    "df_cleanv11.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Initial data clean included deletion of those projects with no money assigned\n",
    "#boolean_mask = (df_cleanv12.loc[:,['PGN','SGP','SGR','RP_AGR','RP_NO_AGR','RC']].sum(axis=1)) > 0\n",
    "#df_cleanv13 = df_cleanv12[ boolean_mask ]\n",
    "df_cleanv12 = df_cleanv11"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1562162, 34)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_cleanv12.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['Nombre Entidad', 'Departamento', 'Orden', 'Sector', 'Rama',\n",
      "       'Entidad Centralizada', 'Estado Contrato', 'Tipo de Contrato',\n",
      "       'Modalidad de Contratacion', 'Fecha de Inicio del Contrato',\n",
      "       'Fecha de Fin del Contrato', 'Fecha de Inicio de Ejecucion',\n",
      "       'Fecha de Fin de Ejecucion', 'Es Grupo', 'Es Pyme',\n",
      "       'Obligación Ambiental', 'Obligaciones Postconsumo',\n",
      "       'Valor del Contrato', 'Valor de pago adelantado', 'Valor Facturado',\n",
      "       'Valor Pendiente de Pago', 'Valor Pagado', 'Valor Amortizado',\n",
      "       'Valor Pendiente de Amortizacion', 'Valor Pendiente de Ejecucion',\n",
      "       'EsPostConflicto', 'Destino Gasto', 'Dias Adicionados', 'PGN', 'SGP',\n",
      "       'SGR', 'RP_AGR', 'RP_NO_AGR', 'RC'],\n",
      "      dtype='object')\n"
     ]
    }
   ],
   "source": [
    "print(df_cleanv12.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Construct dependent variable Y \n",
    "def feature_engineer(days_added, date_init, date_finish):\n",
    "    \n",
    "    contract_duration = abs(date_init - date_finish).days\n",
    "    \n",
    "    if contract_duration == 0 and days_added != 0:\n",
    "        Normalized_Delay = 1\n",
    "    elif contract_duration == 0 and days_added == 0:\n",
    "        Normalized_Delay = 0 \n",
    "    else:\n",
    "        Normalized_Delay = days_added/contract_duration\n",
    "    \n",
    "    if Normalized_Delay == 0:\n",
    "        delay = 0\n",
    "    elif Normalized_Delay > 0 and Normalized_Delay < 0.2:\n",
    "        delay = 1\n",
    "    elif Normalized_Delay >= 0.2 and Normalized_Delay < 0.7:\n",
    "        delay = 2\n",
    "    elif Normalized_Delay >= 0.7: \n",
    "        delay = 3\n",
    "            \n",
    "    return delay"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Construct dependent variable Y \n",
    "def feature_engineer2(days_added, date_init, date_finish):\n",
    "    \n",
    "    contract_duration = abs(date_init - date_finish).days\n",
    "    \n",
    "    if contract_duration == 0 and days_added != 0:\n",
    "        Normalized_Delay = 1\n",
    "    elif contract_duration == 0 and days_added == 0:\n",
    "        Normalized_Delay = 0 \n",
    "    else:\n",
    "        Normalized_Delay = days_added/contract_duration\n",
    "            \n",
    "    return Normalized_Delay"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1562161, 34)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Dataset cleaned version 14. Delete one record with NAT in 'Fecha de Fin del Contrato' column\n",
    "df_cleanv13 = df_cleanv12[df_cleanv12['Fecha de Fin del Contrato'].isna() != True]\n",
    "df_cleanv13.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_cleanv13['Delay'] = df_cleanv13.apply(lambda x: feature_engineer(x['Dias Adicionados'],\n",
    "                                                  x['Fecha de Inicio del Contrato'],\n",
    "                                                  x['Fecha de Fin del Contrato']), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_cleanv13['NormalizedDelay'] = df_cleanv13.apply(lambda x: feature_engineer2(x['Dias Adicionados'],\n",
    "                                                  x['Fecha de Inicio del Contrato'],\n",
    "                                                  x['Fecha de Fin del Contrato']), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The shape of the cleaned dataset is : (1562161, 36)\n"
     ]
    }
   ],
   "source": [
    "print('The shape of the cleaned dataset is : ' + str(df_cleanv13.shape))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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/VzbZ9sRcss0v21RzybY2rW/JHZd+Ouynh3E/r6rDktw8yf3S+4V4V5L3VtVerbUzh9l/lH467HVaax/fnbkG10jyhiR/2Fr75sL4VyX5bJLHVNUhrbVfDMsxrbU3JHlna+0XC//fbjfV9SnbvHLJNr9sU80l2/yyTTWXbPPLNtVcss0v21RzyTbPbHuaGmm/lz3I0FizZbh//vT3xbcWxw+PHZfkk621+y0/Jptse3Iu2eaXbaq5ZNstGfdP8ouVIkNV7ZN+KaTT0zsOOzHJbZM8Isl/ttbusjBvjdXgv5KttXbG0rhK8k/phZJbt9aOqaq9VwoQY5ry+pRtPrlkm1+2qeaSbX7ZpppLtvllm2ou2eaXbaq5ZJtntj2VMyM2uao6OMlTqureSdJa+3Zr7VvD/cUP1d7p75dDVh6rqkOr6kE1HOEpm2x7Yi7Z5pdtqrlk2z1ab+xf3LA7Msm70y959MbW2mfSG//fkuQqVXWuhXlHPQKjtXZGVdXK31W/LH48Ib3D7JVlux6FiMmuT9nmk0u2+WWbai7Z5pdtqrlkm1+2qeaSbX7ZpppLtnlm25NZIJtYVR2a3uv7NZIcWFX7bm3aoeHktCT7DPOeI8mTh+HXZJNtT8wl2/yyTTWXbGvOdVBV3a+qnlhVf1ZV1x8ybBk2+NJae2+SB7fWTlrZIGyt/Tz9kkw/H7LudkO2v6qqF1fVU6vqZsNr/7Lg0Vprw8bnD5P8R5Lfr6rfHSPPUrZJrk/Z5pVLtvllm2ou2eaXbaq5ZJtftqnmkm1+2aaaS7Z5ZtvT7bPRAdgY1S9z8cYkJyV5YJIvtbOuq701P0pyUFXtl+TpSe6Q5Jqttc/JJtuelku2+WWbai7Z1pzr0CTHp3f2tSXJxZKcVlX/0Vq7fxv6XmitbWm/emmkiyW5dJL/SrLbz0IYsr0nvdPqnye5XJJbVdVdWmsfXpx2KJBsqapXJfnTJL+b5OiqcS4ZNdX1Kdu8csk2v2xTzSXb/LJNNZds88s21VyyzS/bVHPJNs9sc6AYsXldJsl5k/y/DB+qqrrCMO5CSd6R5LRh/Mq1zvZOcmCSv0/vQf43W2v/I5tse2gu2eaXbaq5ZNtJ1fuB+Pck307yJ621z1TVFZM8Lcn9quq8Se7dWvth9TMkWjvrOp4XSfKo4f96YNvNl0Sqfqru+5J8J8k9WmufrKpLJflckmsn+fDCtL+8Vmhr7fiqek6SB1XVS1u/nNQYJrc+ZZtlLtnml22quWSbX7ap5pJtftmmmku2+WWbai7Z5pltz9daM2zCIckdk3w/yX7D37dPr/h9P/0I1M8muW+SQxfm+bfhse+lV/dkk22PzSXb/LJNNZdsa8p0viSfSfKAJLUw/vBh/JYkr11lvnsmeXOSk5NcbYRceyd5TvoZG5cbxu013L4nyZ2TXCrJ+RfnWbh/jyTfTHKJzbQ+ZZtfLtnml22quWSbX7ap5pJtftmmmku2+WWbai7Z5pltDsOGBzBs0IpPrpPkG0mukuR66dc2e2ySGw1/fyD9FKO75ayGlr8aPnxXlE22PT2XbPPLNtVcsq0p0+XSN+TuPPy9T4ZG/SQPS9/A+2mSf16Y50pJ/jn9jIrLj5TrkCR/meTBSfZZGH/+YRmuFEo+k+TJC4/vtXD/Apttfco2v1yyzS/bVHPJNr9sU80l2/yyTTWXbPPLNtVcss0z2xyGGhYYm0xVXTb9UhLPSPK1JLdKv9zE94fHK/1a24ekV/R+Vv0a3Ge01r4tm2x7ei7Z5pdtqrlkW1Omg5IcnaSGLJ+uqn1baz+vqsck+Y30yyLdMMnvt+E6nFV1gSQ/aa39aIRM1VprVXWhJN9trf1sGL9vkk+kF0een+TLSe6T3jfEY1prTxum++Ulm8Y0xfUp2/xyyTa/bFPNJdv8sk01l2zzyzbVXLLNL9tUc8k2z2yzsKvVDMP0hySHJrltzqrWrRShHpnesedJWbjcRZIDhttbJjkzyW/LJtuenEu2+WWbai7Z1pxr3ySHLY17UJJTkrw+yRWHaa6WflTK/ZJcOMnp6cWIUZbXkOOQrHKmxcKyu3eS1ya5+MJyvUiSTyV51cjZJrk+ZZtXLtnml22quWSbX7ap5pJtftmmmku2+WWbai7Z5pltrsNeYdaq6tAkX0zyx0n2S3ovn8PDr0y/nMWFk1ymqq46PP7T4fFD0xuCvi6bbHtqLtnml22quWRbc66D0/t5eEhVnXtlfGvtH5M8M8k1k/xfkhOTfCzJ61prz2utfSO9b4gL7u5MC9lWltljqneU/Usry6619sIkd2+tfbWd1Vn119OX1TnXIduk1qds88ol2/yyTTWXbPPLNtVcss0v21RzyTa/bFPNJds8s83arlYzDNMdkhyW5EtJ3pnkoluZ5vpJXp1e7XtBhg4/04/qfEmSjyY5j2yy7Ym5ZJtftqnmkm2Xsj0+vZ+FLyR5aJJzLT1+3ST3H6a7y8L4a6d3HHbD3Z1pYZl9cVhmF9nKNHttZfxlknwwycNGzDbV9SnbTHLJNr9sU80l2/yyTTWXbPPLNtVcss0v21RzyTbPbHMfNjyAYaQV2yt0JyZ5R3oVb+V0o73Sq317L0x7jfTroK00Bn0kvRHlu0muKptse2Iu2eaXbaq5ZNvlfL+b5H+SfCj9NNeHJDnnKtMtdgJ93iQvTXJCkguOtMw+l+Td6RuatY1p91rKdsH0viM+k+RSm2l9yjafXLLNL9tUc8k2v2xTzSXb/LJNNZds88s21VyyzTPbZhh0YD1Dw6UkTkxyeJIbtdaOGcb/TpLbp1/y4otJ/qu19uzhsX2S/HZ6pywXTj/a9GWttc/KJtuelku2+WWbai7ZdjlfDRlelF6UeOaQ65FJXtBa+25V7zh6YZ7bJ7lzkt8a/qeP7+ZM+yX5eJJzJblea+3zw/jrpC+XayQ5PslHW2vvX5r3D4Zsvz1StsmuT9nmk0u2+WWbai7Z5pdtqrlkm1+2qeaSbX7ZpppLtnlm2zR2V1XDMK0hyZ+lV+3+Pcl50j8wp6cfffru9GreliRPX5qvFm9lk21PzSXb/LJNNZdsuyXjfyU5arj/1iQ/S+/A+qAkf5LkfMNje6d3FPafSY4YKcv5krxsWEYPHMbdNsmp6afxfn7Id2KSuy3Md+Mkb0k/zXeUbFNfn7LNJ5ds88s21VyyzS/bVHPJNr9sU80l2/yyTTWXbPPMthmGDQ9g2M0r9OyXiviT4cPzwfROVR6V4brX6dezftbw+D0X5hnzwy7bjLJNNZds88s21Vyy7ZaM+wy3r03ykoXxb0hv8P/EkOvwxTxJDhw51/mSvDjJT9IvufTd9D4rLj88ftMkn0zvWPvXF+Y7Ism5N9v6lG0+uWSbX7ap5pJtftmmmku2+WWbai7Z5pdtqrlkm2e2zTRseADDCCt19Q/XC5IcsjTdZZN8I8mzZZNtTrlkm1+2qeaSbaey7Jt+Suu1kxy09Njtk7w/C51XJ/l6ekHihRka+DPejsZKtt/IUOhI79DsRcMye9oqmW+R3pHZPcfINPX1Kdt8c8k2v2xTzSXb/LJNNZds88s21VyyzS/bVHPJNs9sm2XYJ+zxquqQJH+d5B9ba6e11rZU1V6ttS2ttedW1bfSO1/58TD9ymOfrarvpHfOKZtse2wu2eaXbaq5ZNulXC9NcpUkv5bkg1X1D621Nw2TnJzkqkkOTHJqVb0iyf5JPpbkqCRfq6qnt9a+vw7Zjq+qv2+tvbmqHpF+BsT/ttZ+Mky/T2vtzCTvSvKDJFfa3ZmWsk1ufco2r1yyzS/bVHPJNr9sU80l2/yyTTWXbPPLNtVcss0z26bVJlARMax9SG+4+Wh6Je9lSQ5YeGyvVaZf7BH+Ckk+k+RvZJNtT80l2/yyTTWXbGvOdUiST6dfe/Mvktwp/QiTty1Mc0B6vxE3S79u53eTHDk89t4k305ynnXM9vaFaQ5bbTkmuW6SryW582Zan7LNK5ds88s21VyyzS/bVHPJNr9sU80l2/yyTTWXbPPMtpmHDQ9g2IWVl+yT5KlJvpzkFUlOS/KaxQ/X0vSLH6oLpF/64qQkl5ZNtj0xl2zzyzbVXLKtOdcB6Q3970pyyYXx90gvOBy6MO7N6RuJJ6d3Br3fwmMXG2GZbS/bYcvTL9w/f5KXJPlskotulvUp27xyyTa/bFPNJdv8sk01l2zzyzbVXLLNL9tUc8k2z2ybfdjwAIZdWHnJJZOcmN7R5wWT3De9s81Xb+3DNcx39yRvTPKdJFeTTbY9NZds88s21VyyrTnXLZIcm+TWw9813N4tyQeSPDjJk5PcOr0viRcnuVWGo1QydHA90jLbkWxPTHKHpfluluQ/kpya5KqbaX3KNq9css0v21RzyTa/bFPNJdv8sk01l2zzyzbVXLLNM9tmHzY8gGEXVl7vcPOonNWx57mTPGD5w5WFDj/TO+d8VXoDzBGyybYn55Jtftmmmku2Nec6d5I/TLL/wrgD0jcKT04/ZfbkYXhyknMuZhxz2Ils30ryhOHxOyT5UJKPJLnSZlufss0rl2zzyzbVXLLNL9tUc8k2v2xTzSXb/LJNNZds88y22YcND2DYxRV41pGc+wy351j6cB24MO1hw+2FM8K1t2Wbd7ap5pJtftmmmku2Xc61V5K9kxw/DFcZxp87yduTfCULl0taj2EHs70tyVeTXGgYd5OV+5txfco2r1yyzS/bVHPJNr9sU80l2/yyTTWXbPPLNtVcss0z22YeNjyAYYSVevYP138k2T/99KRXJHmMbLLNPZds88s21VyyrSnTvZJceLi/snF49fT+Im6ywctrW9luvpHZpro+ZZtfLtnml22quWSbX7ap5pJtftmmmku2+WWbai7Z5pltswz7hNlprf2gql6ZpCX5p/QOWlqSG6WfciSbbLPOJdv8sk01l2w7rqqqdS9ayNeGu1dK8rUkn17PTDuZ7YSNyLZoSutTtvnmkm1+2aaaS7b5ZZtqLtnml22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\n",
      "text/plain": [
       "<Figure size 1800x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Check for missing values within the dataset\n",
    "msn.bar(df_cleanv13)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Findings:**\n",
    "\n",
    "1. There are 366400 rows in column 'Fecha de Inicio de Ejecucion' with valid dates (no NAT)\n",
    "2. There are 370887 rows in column 'Fecha de Fin de Ejecucion' with valid dates (no NAT)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(297110, 36)"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Projects with same date in 'Fecha de Inicio del Contrato' and 'Fecha de Inicio de Ejecucion' columns\n",
    "df_cleanv13[df_cleanv13['Fecha de Inicio del Contrato'] == df_cleanv13['Fecha de Inicio de Ejecucion']].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(295784, 36)"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Projects with same date in 'Fecha de Fin del Contrato' and 'Fecha de Fin de Ejecucion' columns\n",
    "df_cleanv13[df_cleanv13['Fecha de Fin del Contrato'] == df_cleanv13['Fecha de Fin de Ejecucion']].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1562161, 34)"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Results in the two previous cells indicates that those dates are very similar most of the cases, so it is valid \n",
    "#to delete 'Fecha de Inicio de Ejecucion' and 'Fecha de Fin de Ejecucion' columns from dataframe\n",
    "df_cleanv14 = df_cleanv13.drop(['Fecha de Inicio de Ejecucion', 'Fecha de Fin de Ejecucion'], axis=1)\n",
    "df_cleanv14.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Export the cleaned dataset to a csv file\n",
    "df_cleanv14.to_csv(path + 'SECOP_Electronicos_Cleaned.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Nombre Entidad</th>\n",
       "      <th>Departamento</th>\n",
       "      <th>Orden</th>\n",
       "      <th>Sector</th>\n",
       "      <th>Rama</th>\n",
       "      <th>Entidad Centralizada</th>\n",
       "      <th>Estado Contrato</th>\n",
       "      <th>Tipo de Contrato</th>\n",
       "      <th>Modalidad de Contratacion</th>\n",
       "      <th>Fecha de Inicio del Contrato</th>\n",
       "      <th>...</th>\n",
       "      <th>Destino Gasto</th>\n",
       "      <th>Dias Adicionados</th>\n",
       "      <th>PGN</th>\n",
       "      <th>SGP</th>\n",
       "      <th>SGR</th>\n",
       "      <th>RP_AGR</th>\n",
       "      <th>RP_NO_AGR</th>\n",
       "      <th>RC</th>\n",
       "      <th>Delay</th>\n",
       "      <th>NormalizedDelay</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Secretaria Distrital de Integración Social - O...</td>\n",
       "      <td>Bogotá, D.C.</td>\n",
       "      <td>Territorial</td>\n",
       "      <td>Inclusión Social y Reconciliación</td>\n",
       "      <td>Ejecutivo</td>\n",
       "      <td>Centralizada</td>\n",
       "      <td>Modificado</td>\n",
       "      <td>Prestación de servicios</td>\n",
       "      <td>Licitación pública</td>\n",
       "      <td>2018-12-21</td>\n",
       "      <td>...</td>\n",
       "      <td>Funcionamiento</td>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.084871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>SECRETARIA DE EDUCACION DEL DISTRITO</td>\n",
       "      <td>Bogotá, D.C.</td>\n",
       "      <td>Territorial</td>\n",
       "      <td>Educación Nacional</td>\n",
       "      <td>Ejecutivo</td>\n",
       "      <td>Centralizada</td>\n",
       "      <td>Modificado</td>\n",
       "      <td>Prestación de servicios</td>\n",
       "      <td>Contratación directa</td>\n",
       "      <td>2020-06-04</td>\n",
       "      <td>...</td>\n",
       "      <td>Inversión</td>\n",
       "      <td>59</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.219331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>MUNICIPIO DE SAN JOSE DE CUCUTA</td>\n",
       "      <td>Norte de Santander</td>\n",
       "      <td>Territorial</td>\n",
       "      <td>Servicio Público</td>\n",
       "      <td>Ejecutivo</td>\n",
       "      <td>Centralizada</td>\n",
       "      <td>Modificado</td>\n",
       "      <td>Prestación de servicios</td>\n",
       "      <td>Contratación directa</td>\n",
       "      <td>2021-06-11</td>\n",
       "      <td>...</td>\n",
       "      <td>Inversión</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.098522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>UNIDAD ADMINISTRATIVA ESPECIAL DE GESTION DE R...</td>\n",
       "      <td>Bogotá, D.C.</td>\n",
       "      <td>Nacional</td>\n",
       "      <td>Inclusión Social y Reconciliación</td>\n",
       "      <td>Ejecutivo</td>\n",
       "      <td>Centralizada</td>\n",
       "      <td>Modificado</td>\n",
       "      <td>Prestación de servicios</td>\n",
       "      <td>Contratación directa</td>\n",
       "      <td>2020-05-22</td>\n",
       "      <td>...</td>\n",
       "      <td>Inversión</td>\n",
       "      <td>31</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.442857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Rama Judicial  Dirección Seccional de Adminis...</td>\n",
       "      <td>Bolívar</td>\n",
       "      <td>Nacional</td>\n",
       "      <td>Ley de Justicia</td>\n",
       "      <td>Judicial</td>\n",
       "      <td>Descentralizada</td>\n",
       "      <td>Activo</td>\n",
       "      <td>Compraventa</td>\n",
       "      <td>Mínima cuantía</td>\n",
       "      <td>2020-02-10</td>\n",
       "      <td>...</td>\n",
       "      <td>Funcionamiento</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.692308</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 34 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                       Nombre Entidad        Departamento  \\\n",
       "18  Secretaria Distrital de Integración Social - O...        Bogotá, D.C.   \n",
       "19               SECRETARIA DE EDUCACION DEL DISTRITO        Bogotá, D.C.   \n",
       "25                    MUNICIPIO DE SAN JOSE DE CUCUTA  Norte de Santander   \n",
       "36  UNIDAD ADMINISTRATIVA ESPECIAL DE GESTION DE R...        Bogotá, D.C.   \n",
       "41  Rama Judicial  Dirección Seccional de Adminis...             Bolívar   \n",
       "\n",
       "          Orden                             Sector       Rama  \\\n",
       "18  Territorial  Inclusión Social y Reconciliación  Ejecutivo   \n",
       "19  Territorial                 Educación Nacional  Ejecutivo   \n",
       "25  Territorial                   Servicio Público  Ejecutivo   \n",
       "36     Nacional  Inclusión Social y Reconciliación  Ejecutivo   \n",
       "41     Nacional                    Ley de Justicia   Judicial   \n",
       "\n",
       "   Entidad Centralizada Estado Contrato         Tipo de Contrato  \\\n",
       "18         Centralizada      Modificado  Prestación de servicios   \n",
       "19         Centralizada      Modificado  Prestación de servicios   \n",
       "25         Centralizada      Modificado  Prestación de servicios   \n",
       "36         Centralizada      Modificado  Prestación de servicios   \n",
       "41      Descentralizada          Activo              Compraventa   \n",
       "\n",
       "   Modalidad de Contratacion Fecha de Inicio del Contrato  ...  \\\n",
       "18        Licitación pública                   2018-12-21  ...   \n",
       "19      Contratación directa                   2020-06-04  ...   \n",
       "25      Contratación directa                   2021-06-11  ...   \n",
       "36      Contratación directa                   2020-05-22  ...   \n",
       "41            Mínima cuantía                   2020-02-10  ...   \n",
       "\n",
       "     Destino Gasto Dias Adicionados PGN SGP SGR  RP_AGR  RP_NO_AGR  RC  Delay  \\\n",
       "18  Funcionamiento               46   0   0   0       0          0   0      1   \n",
       "19       Inversión               59   0   0   0       0          1   0      2   \n",
       "25       Inversión               20   0   1   0       0          0   0      1   \n",
       "36       Inversión               31   1   0   0       0          0   0      2   \n",
       "41  Funcionamiento                9   0   0   0       0          0   0      2   \n",
       "\n",
       "    NormalizedDelay  \n",
       "18         0.084871  \n",
       "19         0.219331  \n",
       "25         0.098522  \n",
       "36         0.442857  \n",
       "41         0.692308  \n",
       "\n",
       "[5 rows x 34 columns]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_cleanv14[df_cleanv14[\"Dias Adicionados\"] > 0].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [],
   "source": [
    "pre_X = df_cleanv14.drop(['Delay'], axis=1)[['Departamento','Orden','Sector',\n",
    "                                            'Rama','Entidad Centralizada',\n",
    "                                            'Estado Contrato', 'Tipo de Contrato', 'Modalidad de Contratacion',\n",
    "                                            'Es Grupo','Es Pyme', 'Valor del Contrato', 'Valor de pago adelantado',\n",
    "                                             'Valor Facturado','Valor Pendiente de Pago', 'Valor Pagado', 'Valor Amortizado',\n",
    "                                            'Valor Pendiente de Amortizacion', 'Valor Pendiente de Ejecucion',\n",
    "                                            'EsPostConflicto', 'Destino Gasto',\n",
    "                                            'PGN','SGP','SGR','RP_AGR','RP_NO_AGR','RC']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr = (pre_X.iloc[:,10:18]).corr()\n",
    "\n",
    "f, ax = plt.subplots(figsize=(15, 12))\n",
    "sns.heatmap(corr, annot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [],
   "source": [
    "pre_X2 =                              pre_X[['Departamento','Orden','Sector',\n",
    "                                            'Rama','Entidad Centralizada',\n",
    "                                            'Estado Contrato', 'Tipo de Contrato', 'Modalidad de Contratacion',\n",
    "                                            'Es Grupo','Es Pyme', 'Valor del Contrato', 'Valor de pago adelantado',\n",
    "                                             'Valor Facturado','Valor Pendiente de Pago', 'Valor Amortizado',\n",
    "                                            'EsPostConflicto', 'Destino Gasto',\n",
    "                                            'PGN','SGP','SGR','RP_AGR','RP_NO_AGR','RC']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr = (pre_X.loc[:,['Valor del Contrato', 'Valor de pago adelantado',\n",
    "                                             'Valor Facturado','Valor Pendiente de Pago', 'Valor Amortizado']]).corr()\n",
    "\n",
    "f, ax = plt.subplots(figsize=(15, 12))\n",
    "sns.heatmap(corr, annot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Inversión         958637\n",
       "Funcionamiento    606117\n",
       "No Definido          696\n",
       "Name: Destino Gasto, dtype: int64"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pre_X2['Destino Gasto'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [],
   "source": [
    "cat_cols = ['Departamento', 'Orden', 'Sector', 'Rama','Entidad Centralizada', 'Estado Contrato', 'Tipo de Contrato', 'Modalidad de Contratacion',\n",
    "            'Es Grupo','Es Pyme', 'Destino Gasto', 'EsPostConflicto']\n",
    "cat_values = {key:'category' for key in cat_cols}\n",
    "pre_X2 = pre_X2.astype(cat_values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Departamento                 category\n",
       "Orden                        category\n",
       "Sector                       category\n",
       "Rama                         category\n",
       "Entidad Centralizada         category\n",
       "Estado Contrato              category\n",
       "Tipo de Contrato             category\n",
       "Modalidad de Contratacion    category\n",
       "Es Grupo                     category\n",
       "Es Pyme                      category\n",
       "Valor del Contrato              int64\n",
       "Valor de pago adelantado        int64\n",
       "Valor Facturado                 int64\n",
       "Valor Pendiente de Pago         int64\n",
       "Valor Amortizado                int64\n",
       "EsPostConflicto              category\n",
       "Destino Gasto                category\n",
       "PGN                             int32\n",
       "SGP                             int32\n",
       "SGR                             int32\n",
       "RP_AGR                          int32\n",
       "RP_NO_AGR                       int32\n",
       "RC                              int32\n",
       "dtype: object"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pre_X2.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [],
   "source": [
    "y = df_cleanv14['Delay'].astype('category')\n",
    "\n",
    "X = pre_X2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Separación de variables predictoras (X) y variable de interés (y) en set de entrenamiento y test usandola función train_test_split\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.33, random_state=42)\n",
    "n_samples = X_train.shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[15:00:21] WARNING: C:/Users/Administrator/workspace/xgboost-win64_release_1.5.1/src/learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'multi:softprob' was changed from 'merror' to 'mlogloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n"
     ]
    }
   ],
   "source": [
    "# Importación y definición de modelo XGBClassifier\n",
    "\n",
    "from xgboost import XGBClassifier\n",
    "from sklearn import metrics \n",
    "\n",
    "clf = XGBClassifier(tree_method=\"gpu_hist\", enable_categorical=True)\n",
    "\n",
    "# Entrenamiento (fit) y desempeño del modelo XGBClassifier\n",
    "clf.fit(X_train, y_train)\n",
    "y_pred = clf.predict(X_test)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.5816724396194679, 0.8998855979202437)"
      ]
     },
     "execution_count": 134,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "metrics.f1_score(y_pred, y_test.values, average= 'macro'), metrics.accuracy_score(y_pred, y_test.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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