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  },
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "QR6YUJuFsyXG"
      },
      "outputs": [],
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import tensorflow as tf"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "pip install transformers"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "VSfdCi1Is65l",
        "outputId": "09ad8f21-e193-451b-9b69-0d4f7bf25968"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Collecting transformers\n",
            "  Downloading transformers-4.28.1-py3-none-any.whl (7.0 MB)\n",
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            "\u001b[?25hRequirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from transformers) (3.12.0)\n",
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            "Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub<1.0,>=0.11.0->transformers) (4.5.0)\n",
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            "Installing collected packages: tokenizers, huggingface-hub, transformers\n",
            "Successfully installed huggingface-hub-0.14.1 tokenizers-0.13.3 transformers-4.28.1\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df = pd.read_csv(\"skills_new1.csv\")"
      ],
      "metadata": {
        "id": "xsZrYcrUs_lP"
      },
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "qR-PSldF0F3D"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "pip install datasets"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "H6h2orMfz75R",
        "outputId": "2676bc12-9fe2-46c8-e554-82f45141cb04"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Collecting datasets\n",
            "  Downloading datasets-2.12.0-py3-none-any.whl (474 kB)\n",
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            "\u001b[?25hCollecting aiohttp\n",
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            "\u001b[?25hRequirement already satisfied: tqdm>=4.62.1 in /usr/local/lib/python3.10/dist-packages (from datasets) (4.65.0)\n",
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            "Collecting dill<0.3.7,>=0.3.0\n",
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            "\u001b[?25hCollecting multiprocess\n",
            "  Downloading multiprocess-0.70.14-py310-none-any.whl (134 kB)\n",
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            "  Downloading responses-0.18.0-py3-none-any.whl (38 kB)\n",
            "Collecting xxhash\n",
            "  Downloading xxhash-3.2.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (212 kB)\n",
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            "  Downloading async_timeout-4.0.2-py3-none-any.whl (5.8 kB)\n",
            "Collecting frozenlist>=1.1.1\n",
            "  Downloading frozenlist-1.3.3-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl (149 kB)\n",
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            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.1->pandas->datasets) (1.16.0)\n",
            "Installing collected packages: xxhash, multidict, frozenlist, dill, async-timeout, yarl, responses, multiprocess, aiosignal, aiohttp, datasets\n",
            "Successfully installed aiohttp-3.8.4 aiosignal-1.3.1 async-timeout-4.0.2 datasets-2.12.0 dill-0.3.6 frozenlist-1.3.3 multidict-6.0.4 multiprocess-0.70.14 responses-0.18.0 xxhash-3.2.0 yarl-1.9.2\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from datasets import load_dataset\n",
        "\n",
        "# Load CSV file as a dataset\n",
        "dataset = load_dataset('csv', data_files='skills_new1.csv')\n",
        "\n",
        "# Convert dataset into the required format\n",
        "dataset = dataset.map(lambda examples: {'text': examples['0']})\n",
        "\n",
        "# Print the resulting dataset\n",
        "print(dataset)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 272,
          "referenced_widgets": [
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            "7fa5640f4a124e05abf824a59fe4e21d",
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            "9370de27d4c34e26aab713cef25ac75d",
            "461f266fd9e24cf585a6bc526d3eb767",
            "8b2bb14076d34b91a516b35d48dc3410",
            "d33cfa8a509e45928e6d76d04146b1fd",
            "c7b80133c18a4325b82625cee17530eb",
            "656b197e906e4c2989d101c347fdab5e"
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        },
        "id": "_BYHZBHazxy-",
        "outputId": "a56890ab-4737-4847-a253-8b58b7801be9"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Downloading and preparing dataset csv/default to /root/.cache/huggingface/datasets/csv/default-eeb0790438d8e475/0.0.0/6954658bab30a358235fa864b05cf819af0e179325c740e4bc853bcc7ec513e1...\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading data files:   0%|          | 0/1 [00:00<?, ?it/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "79ce5d7df1ec4f10aa6603256f0f3a08"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Extracting data files:   0%|          | 0/1 [00:00<?, ?it/s]"
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              "version_major": 2,
              "version_minor": 0,
              "model_id": "b476298d964b4dfebc783ababccb6387"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Generating train split: 0 examples [00:00, ? examples/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
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              "model_id": "20b0e3bec14c48c999b3828a7762cbd8"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Dataset csv downloaded and prepared to /root/.cache/huggingface/datasets/csv/default-eeb0790438d8e475/0.0.0/6954658bab30a358235fa864b05cf819af0e179325c740e4bc853bcc7ec513e1. Subsequent calls will reuse this data.\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "  0%|          | 0/1 [00:00<?, ?it/s]"
            ],
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              "model_id": "83bb37e1095442ff91012c647fe75ec0"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Map:   0%|          | 0/13408 [00:00<?, ? examples/s]"
            ],
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              "version_major": 2,
              "version_minor": 0,
              "model_id": "ef67a3c6a15742edb13e5f132c2a2308"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "DatasetDict({\n",
            "    train: Dataset({\n",
            "        features: ['0', 'text'],\n",
            "        num_rows: 13408\n",
            "    })\n",
            "})\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dataset['train'][1]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "del54pH11NrR",
        "outputId": "3cfd8e25-c4e9-4b53-e0ea-68f5cf75ce3d"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'0': 'Forecasting,  Classification,  Encoding,  Feature selection,  Ml,  Scaling,  Learning',\n",
              " 'text': 'Forecasting,  Classification,  Encoding,  Feature selection,  Ml,  Scaling,  Learning'}"
            ]
          },
          "metadata": {},
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "text_column = dataset['train']['text'][1]\n"
      ],
      "metadata": {
        "id": "xJukhG-91l4C"
      },
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "text_column"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "id": "PbhLQOhh1sYP",
        "outputId": "22f2981f-98c8-4ee2-ef2c-306f79381de5"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'Forecasting,  Classification,  Encoding,  Feature selection,  Ml,  Scaling,  Learning'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dataset.keys()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "q4vlqOf801rq",
        "outputId": "59c4469f-0386-4c8d-a659-c87e589fe6ab"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "dict_keys(['train'])"
            ]
          },
          "metadata": {},
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 165
        },
        "id": "qwhNsCtmtZtR",
        "outputId": "6c71067d-0188-40e1-8dd3-eb806b682486"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "error",
          "ename": "NameError",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-10-c42a15b2c7cf>\u001b[0m in \u001b[0;36m<cell line: 1>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhead\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
            "\u001b[0;31mNameError\u001b[0m: name 'df' is not defined"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.rename(columns= { '0' : 'skills'}, inplace = True)"
      ],
      "metadata": {
        "id": "XNSK6OtEtv3v"
      },
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df.skills = df.skills.str.lower()"
      ],
      "metadata": {
        "id": "xMO2YARvtd5M"
      },
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df.skills = df.skills.astype(str)"
      ],
      "metadata": {
        "id": "hpHPS5Fjtsc2"
      },
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "\n",
        "train_texts, test_texts= train_test_split(\n",
        "   df[\"skills\"].tolist(), test_size=0.3, random_state=42\n",
        ")\n"
      ],
      "metadata": {
        "id": "rH3w309jt8iu"
      },
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "train_df = pd.DataFrame(train_texts)"
      ],
      "metadata": {
        "id": "eZZt-SPcwyCp"
      },
      "execution_count": 24,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "train_df.rename(columns= { 0 : 'skills'}, inplace = True)"
      ],
      "metadata": {
        "id": "MLxCOEgyxH2G"
      },
      "execution_count": 27,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "train_df"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 423
        },
        "id": "K8QornzMxAyw",
        "outputId": "5f928d64-e71f-4cd5-89f3-6124cf937c04"
      },
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                                                 skills\n",
              "0     java,  c++,  user requirement,  excel,  ajax, ...\n",
              "1     banking,  spoc,  network,  mis,  communication...\n",
              "2      web based application,  functional testing,  ...\n",
              "3     decommissioning,  datapump,  sccm,  databases,...\n",
              "4     python,  communication,  software development ...\n",
              "...                                                 ...\n",
              "9380   ai,  excel,  data visualization,  r studio,  ...\n",
              "9381  training,  automation,  functional testing,  d...\n",
              "9382  ssl,  planning,  remediation,  routers,  firew...\n",
              "9383  engineering,  network,  python,  html5,  apex,...\n",
              "9384  mysql,  aws,  database,  maintenance,  shell s...\n",
              "\n",
              "[9385 rows x 1 columns]"
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    {
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      "source": [
        "train_dict = train_df.to_dict()"
      ],
      "metadata": {
        "id": "Eq924rvQwf_U"
      },
      "execution_count": 29,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "train_dict"
      ],
      "metadata": {
        "colab": {
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      "execution_count": 30,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'skills': {0: 'java,  c++,  user requirement,  excel,  ajax,  programming,  jdbc,  jquery,  j2ee,  java script',\n",
              "  1: 'banking,  spoc,  network,  mis,  communication,  effectiveness,  leadership,  detailing,  interpersonal skills,  client requirements',\n",
              "  2: ' web based application,  functional testing,  smoke testing,  apache poi,  testng,  testing,  integration testing,  analysis,  system testing,  reliability,  black box testing,  operational analysis,  jdbc,  jsp,  defect tracking,  exploratory testing,  traceability matrix,  training,  recruitment process,  test cases,  grid,  selenium,  ide,  communication,  white box testing,  development,  sdlc,  black,  stlc,  critical thinking,  usability,  compatibility testing,  automation,  new technologies',\n",
              "  3: 'decommissioning,  datapump,  sccm,  databases,  data center migration,  scom,  database management,  rman,  itil,  cloning',\n",
              "  4: 'python,  communication,  software development life cycle,  coding,  mysql,  sdlc,  debugging,  sow,  maintenance,  java',\n",
              "  5: ' linux,  enthusiastic,  sonarqube,  embedded,  ide,  sql,  engineering,  java,  core java,  windows,  design',\n",
              "  6: ' cloudformation,  administration support,  aix,  database,  linux servers,  puppet,  linux,  maintenance,  appdynamics,  spotfire,  oracle database,  template,  operations,  elastic,  unix,  shell scripts,  dynamo db,  azure cloud,  server,  development,  mysql,  testing,  production deployment,  html,  analysis,  insurance,  administration,  filenet,  queries,  shell scripting,  oracle,  deployment,  tsys,  vdi,  application support,  replication,  troubleshooting,  engineering,  production servers,  telecommunications,  planning,  automation,  aws,  database backup,  ec2',\n",
              "  7: ' billing,  metadata,  purchase,  user requirements,  sales,  teradata db,  investigation,  webi,  performed unit testing,  design,  testing,  precise,  business objects,  sap,  teradata,  cmc,  visualization,  reporting,  audience,  sales reports,  analytics,  requirement gathering,  bar chart,  implementation,  patterns,  developing,  hpsm,  decommissioning,  documentation,  presentation,  development,  credit,  change request,  ticketing,  analyzing',\n",
              "  8: 'automation,  outlook,  computer proficiency,  networking,  android application,  patterns,  testing,  linux,  java,  android',\n",
              "  9: ' conveyor,  supervision,  leader,  mechanical,  hydraulic system,  autocad,  actuator,  printing',\n",
              "  10: ' aix,  cloudformation,  automation,  database backup,  sql queries,  oracle database,  scripting,  electronics,  linux servers,  shell scripts,  queries,  replication,  server,  spotfire,  windows,  administration support,  insurance,  scaling,  troubleshooting,  maintenance,  oracle,  development,  filenet,  unix,  mysql,  production deployment,  template,  production servers,  coordinating,  deployment,  aws,  sql,  dynamo db,  telecommunications,  application support,  vdi,  debugging,  engineering,  xen,  writing,  linux,  appdynamics,  tsys,  azure cloud,  ec2',\n",
              "  11: 'lans,  troubleshoot,  bgp,  deployment,  cisco,  eigrp,  reconnaissance,  idea,  vlan,  ethernet',\n",
              "  12: ' reporting,  sharepoint,  timesheet,  billing,  confluence,  implementation,  visio,  maintenance,  patterns,  sla,  sla management,  sap,  planning,  communications,  senior management,  staffing,  operations,  kpi,  ms project,  itil,  forecast,  highlighting,  hiring,  invoicing,  managed services,  resource utilization,  analysis,  interface,  training,  filing,  documentation,  advanced ms excel,  spoc,  scheduling,  training team',\n",
              "  13: ' regression testing,  erp,  development,  java,  programming,  learning,  inventory management system,  selenium webdriver,  android,  testing,  scripting,  functional testing,  planning,  database,  testng,  pom,  windows,  selenium,  sales,  c++,  debugging,  reporting,  svn,  testing framework,  framework,  ci,  spring,  api testing,  integration,  excel,  sql,  webdriver,  system testing,  inventory,  scheduling,  maven,  restful,  selenium web driver,  ejb,  javascript,  eclipse,  insurance,  automation,  time management,  restful web service',\n",
              "  14: ' excel,  development,  continuous improvement,  petrochemical,  project execution,  purchase,  cad,  auto cad,  pneumatics,  supply chain management,  internet,  sales,  customer requirements,  procurement,  improvement,  product selection,  sales service,  maintenance manuals,  supply chain,  contract,  corrective actions,  inventory,  costing,  negotiation,  coordinating,  technical specification,  3d modeling,  prototype,  iso,  documentation,  buying,  realistic,  invoicing,  engineering drawing,  engineering,  mgmt,  analysis,  analyzing,  standard operating procedures,  vendor development,  electrical,  awareness,  assemblies,  schematics,  automation,  guide,  maintenance,  cost estimation,  purchasing,  database,  engineering analysis,  audit plan,  invoices,  audit,  training,  developing,  design,  instrumentation,  detailing,  mechanical,  manufacturing,  negotiating,  construction,  actuator,  fabrication,  actuators,  process flow,  erp,  drawings',\n",
              "  15: 'confidence,  adaptability,  science,  learning,  examination,  honesty',\n",
              "  16: ' ospf,  eigrp,  vlan,  configuration,  bgp,  netflow,  translation,  ipv4,  vlans,  authentication,  troubleshoot,  mpls,  ethernet,  subnetting,  deployment,  routers,  reconnaissance,  installing,  routing,  idea,  firewall,  cisco,  firewalls,  accounting,  logging,  authorization,  ssl',\n",
              "  17: ' jsf,  hibernate,  ms access,  sql,  oracle,  object oriented programming,  development,  engineering,  c++,  programming',\n",
              "  18: ' procurement,  purchase,  supervising,  electrical,  inspection,  drawings,  ms office,  billing,  infrastructure,  plumbing,  installation',\n",
              "  19: 'api,  cache,  as/400,  technical expertise,  database structure,  mysql,  python,  testing,  uat,  angular',\n",
              "  20: 'listening,  contract',\n",
              "  21: ' jquery,  sorting,  rfid,  hibernate,  algorithm,  javascript,  spring,  html,  cryptography,  mysql,  ubuntu,  encryption,  java,  implementation,  aes,  sql,  matlab,  software tools,  windows',\n",
              "  22: 'erp,  classification,  network,  project management,  daily operation,  rca,  flexibility,  cadd,  sap,  design',\n",
              "  23: ' programming,  transmission,  proactive,  mentoring,  infrastructure,  partnership,  development,  implementation,  planning,  researching,  midi,  social media,  ambitious,  administration,  publishing,  advertising,  potential,  reporting,  communication,  audience,  sourcing,  communications,  qualitative,  marketing,  progress reports,  pitching,  direct mail,  insight,  media coverage,  developing,  quantitative,  publication,  creative,  assisted,  briefings',\n",
              "  24: ' time management skills,  redshift,  programming,  big data,  talend,  databases,  testing,  design,  sql queries,  sql,  methodology,  communication,  ftp server,  scheduling,  queries,  best practices,  insight,  sql database,  unit testing,  processing,  documenting,  flat files,  etl,  production environment,  operations,  sql server,  business logic,  db2,  administration,  xml,  aws,  writing,  network,  strategy,  agile,  mysql,  business needs,  framework,  database',\n",
              "  25: 'writing,  kyc,  angular.js,  jquery,  operations,  bug fixing,  microservices,  database,  b2b,  network',\n",
              "  26: ' engineering,  windows,  transformer,  excel,  word,  initiative,  electrical',\n",
              "  27: ' engineering,  javascript,  mvc,  framework,  ajax,  database,  scripting,  linux,  jsp,  java,  mssql,  j2ee,  angular,  ionic,  oracle,  spring mvc',\n",
              "  28: 'windows,  encryption,  cryptography,  aws,  java,  python,  operating systems,  css,  jquery,  windows xp',\n",
              "  29: 'ide,  apache,  oops,  development,  server,  tomcat,  sql,  eclipse,  java script,  css',\n",
              "  30: 'designing,  renovation,  design,  sustainability,  construction,  forecast,  supervising,  legal requirements,  project completion,  development',\n",
              "  31: ' change requests,  automation,  design,  debugger,  development,  analysis,  unit testing,  jira,  analyzing,  unix,  fabrication,  commitment,  router,  etl tool,  etl',\n",
              "  32: ' electrical safety,  preventive maintenance,  maintenance,  scada,  distribution,  electrical,  hvac,  actuators,  provision,  clearance,  network,  testing',\n",
              "  33: 'leadership,  sap bi,  abap,  development,  solman,  design,  technical specifications,  service desk,  edi,  communication',\n",
              "  34: 'data visualization,  developing,  statistical,  visualization,  passionate,  python,  business ideas,  processing,  consulting,  statistics',\n",
              "  35: ' interlocking,  stp,  troubleshooting,  preventive maintenance,  transformer,  maintenance,  clearance,  hvac,  mechanical,  testing,  hydraulic machine,  scada',\n",
              "  36: 'analyzing,  implementation,  abap,  design,  solman,  sap abap,  sap s/4hana,  ewm,  sap,  service desk',\n",
              "  37: ' framework,  spring,  ajax,  oracle,  json,  mvc,  spring mvc,  mssql,  linux,  angular,  mysql,  hibernate,  javascript,  j2ee,  php,  servlet',\n",
              "  38: 'management system,  analysis,  compliance,  construction drawings,  potential,  environmental,  contract,  pharmaceutical,  testing,  drawings',\n",
              "  39: 'punctual',\n",
              "  40: 'dbms,  good communication,  ecommerce,  communication,  internet,  leadership,  computerized accounting,  database,  scrum,  c language',\n",
              "  41: 'loading data,  apache,  configuration,  publication,  sdk,  sybase,  engineering,  python,  etl,  sap r3',\n",
              "  42: 'oracle database,  spotfire,  administration support,  mysql,  production servers,  elastic,  writing,  database backup,  development,  production deployment',\n",
              "  43: ' developing,  forecast,  scheduling,  computer software,  compiling,  excel,  infrastructure,  designing,  development,  investigations,  design,  training,  environmental',\n",
              "  44: 'documenting,  db2,  network,  stored procedures,  communication,  framework,  aws,  ftp server,  ftp,  strategy',\n",
              "  45: 'knowledge transfer,  tableau,  analytical models,  financial reports,  algorithms,  healthcare,  customer segmentation,  finance,  windows server,  windows',\n",
              "  46: 'punctual,  java,  spring,  jsp,  mvc,  servlet,  programming,  hibernate,  struts,  motivated',\n",
              "  47: ' guide,  autocad,  infrastructure,  installation,  contract,  progressive,  inspection,  planning,  purchase,  electrical,  coordination',\n",
              "  48: 'governance,  user interaction,  agile,  scripting,  server,  designing,  strategic,  plsql,  developing,  debugging',\n",
              "  49: ' quick learner,  iso,  personal skills,  maintenance,  validation,  functional testing,  leadership,  testing,  capa,  transformers,  organizational,  distribution,  competitive',\n",
              "  50: ' interpersonal skills,  phone banking,  development,  detailing,  customer satisfaction,  planning,  pos,  operational efficiency,  operations,  spoc,  insight,  developing,  dexterity,  designing,  analytical skills,  leadership,  organisational skills,  bcp,  mis,  organizational,  steering,  project objectives,  kyc,  client requirements,  training programs,  communications,  leader,  communication,  organizational abilities,  transaction monitoring,  sla,  determine,  field services,  training,  time management,  decision making,  credit,  analyzing',\n",
              "  51: ' robot,  rfid,  software tools,  sql,  gsm,  hibernate,  algorithm,  html,  matlab,  implementation,  javascript,  interface,  windows,  ubuntu,  cryptography,  spring,  consulting,  css,  aes',\n",
              "  52: 'listening,  contract',\n",
              "  53: ' testing,  framework,  implementation,  technical skills,  operating system,  manual testing,  surgical,  printing,  java,  organization growth,  c++,  j2ee,  linux,  developing,  functional testing,  database,  inventory,  windows,  ms-office,  spring,  engineering,  backend,  inventory control,  stock control,  angular',\n",
              "  54: 'job scheduling,  sql server,  designing,  microsoft sql server,  scheduling,  agile,  unix,  server,  user interaction,  etl',\n",
              "  55: ' consulting,  ubuntu,  javascript,  mysql,  aws,  html,  hibernate,  sorting,  rfid,  aes,  multisim,  algorithm,  css,  software tools,  jquery,  operating systems,  spring,  interface,  encryption',\n",
              "  56: ' clearance,  punctuality,  mis reporting,  stock control,  warehousing,  manufacturing,  ticketing,  negotiations,  brokerage,  database,  inspection,  dispatching,  leader,  mis,  receiving,  interviewing,  warehouse management,  transportation,  coordination,  strategic sourcing,  potential,  mobilization,  negotiating,  timely delivery,  maintenance,  procurement,  software packages,  export documentation,  sourcing,  procuring,  operations,  network,  shipping,  streamlining,  developing,  commitment,  planning,  sop,  logistic,  purchasing,  purchase orders,  partnerships,  transshipment,  analyzing,  logistics,  compliance,  pricing strategies,  documentation,  construction,  inventory,  filing,  tally,  logistics management,  distribution,  efficient,  purchase,  billing,  contract,  reporting,  invoicing,  iso,  underwriting,  development,  inventory control,  productivity,  analysis,  reasonable,  pivotal,  transport,  erp,  wms,  accounting,  banking,  insurance,  internet,  coordinating,  dispatch',\n",
              "  57: ' progressive,  procurement,  electrical,  inspection,  computer skills,  installation,  billing,  basic computer,  coordination,  ms office,  planning',\n",
              "  58: 'call support,  performance tuning,  administration,  improvement,  server,  deployment,  database administration,  clustering,  database,  sip',\n",
              "  59: ' programming,  learning,  python,  scripting languages,  hdfs,  srm,  scheduling,  mediation,  development,  putty,  fraud detection,  tableau,  scripting,  anti money laundering,  scala,  data warehouse,  network,  mysql,  rf,  designing,  hadoop distributed file system,  workspace,  integration,  wireless,  hive,  oms,  transaction monitoring,  writing,  jsp,  cassandra,  distributed,  queries,  eclipse,  nosql,  yarn,  mapreduce,  pyspark,  idea,  developing,  toad,  programming languages,  windows,  testing,  sqoop,  ran,  unix,  autosys,  sqlserver,  cloudera,  workflows,  ftp,  jupyter,  architecture,  java,  reconciliation,  etl',\n",
              "  60: 'jsp,  punctual,  motivated,  servlet,  mvc,  discipline,  spring,  java,  struts,  programming',\n",
              "  61: ' linux,  html,  spring,  mysql,  frameworks,  struts,  php,  jdbc,  javascript,  java,  servlet,  json,  database,  angular,  scripting,  oracle',\n",
              "  62: ' subversion,  continuous deployment,  build tools,  analyzing,  testing,  science,  b2c,  ansible,  scripting,  git,  merging,  configuration,  deployment,  developing,  configuring,  development,  application configuration,  electronics,  potential,  java,  integration,  ant,  maintenance,  bitbucket,  continuous integration,  software development life cycle,  distribution,  architecture,  engineering,  infrastructure,  installing,  automation,  marketing,  uat,  reporting,  linux,  configuration management,  application servers,  core competencies,  programming,  tomcat,  apache,  programming languages,  collaboration,  usability,  maven',\n",
              "  63: ' reporting,  profitability,  advertising,  endurance,  legislation,  supervising,  market research,  administration,  sales,  writing,  scheduling,  windows,  operations,  excel,  prioritizing,  customer service,  designing,  word,  ms-office,  planning,  recruiting,  training',\n",
              "  64: 'sap,  replication,  honeywell,  editing,  technical specification,  analysis,  analyzing,  sql,  business requirement,  science',\n",
              "  65: ' analysis,  eclipse,  xml,  weblogic,  java,  development,  jenkins,  change request,  xcode,  invoices,  j2ee,  documentation,  shell script,  legacy systems,  html,  databases,  weblogic server,  swift,  server,  ejb,  billing',\n",
              "  66: 'dance,  sql,  asp.net,  science,  css,  html,  server',\n",
              "  67: 'configuration,  routers,  dhcp,  vlan,  eigrp,  subnetting,  ipsec,  operational requirements,  bgp,  ospf',\n",
              "  68: ' oracle,  windows,  automation,  selenium webdriver,  ms sql server',\n",
              "  69: 'operating systems,  painting,  windows',\n",
              "  70: 'pandas,  dynamics,  gui development,  excel,  functional requirements,  operating systems,  configuration,  java,  html,  sorting',\n",
              "  71: 'microbiology,  counselling,  training,  physiology,  organized',\n",
              "  72: 'architecture,  b2b,  ansible,  online sales,  java,  maintenance,  continuous deployment,  testing,  infrastructure,  maven',\n",
              "  73: 'web application,  engineering,  bootstrap,  multifunctional,  communication,  technical skills,  knowledge base,  java,  xml,  middleware',\n",
              "  74: 'hpqc,  android,  banking,  prioritizing,  business processes,  reporting,  improvement,  potential,  srs,  issue resolution',\n",
              "  75: 'credit,  communication,  kyc,  sla,  time management,  queries,  engagements,  organisational skills,  organizational abilities,  steering',\n",
              "  76: 'credit,  audit,  leader,  lending,  database,  onshore,  investment services,  facilitating,  mis,  competitive',\n",
              "  77: 'economics',\n",
              "  78: 'banking,  retail,  business intelligence,  advertisement,  unix,  data extraction,  communication,  loading data,  financial reports,  programming skills',\n",
              "  79: 'prototype,  documentation,  potential,  administration,  senior management,  efficient,  project charter,  training,  mis,  sops',\n",
              "  80: 'operating systems,  painting,  windows',\n",
              "  81: 'financial reports,  designing,  sap,  sql server,  design,  reporting,  algorithm,  analysing,  insights,  customer segmentation',\n",
              "  82: 'sorting,  java,  python,  ubuntu,  html,  windows xp,  css,  aws,  software tools,  javascript',\n",
              "  83: ' troubleshoot,  positive attitude,  wan,  network,  administration,  crimping,  queries,  learning,  finance,  polite,  creativity,  creative,  lan,  brainstorming,  audience,  network security,  science,  routing,  friendly,  facilitate,  network administration,  troubleshooting,  vpn,  learning skills,  communication,  reporting,  installation',\n",
              "  84: ' mysql,  implementation,  python,  encryption,  rfid,  javascript,  windows,  sorting,  spring,  windows xp,  software tools,  cryptography,  algorithm,  operating systems,  hibernate,  gsm,  html,  aws,  consulting',\n",
              "  85: ' development,  netbeans,  engineering,  oracle,  nlp,  regex,  processing,  matplotlib,  google,  bluemix,  ticketing,  frameworks,  documentation,  python,  communication,  neural networks,  predicting,  linear regression,  databases,  efficient,  ubuntu,  learning,  developing,  sql,  optimization,  configuration,  training,  programming,  designing,  google cloud,  data science,  logistic,  engagement,  mysql,  algorithms,  numpy,  reinforcement,  analytics,  pandas,  decision tree,  intelligence,  deep learning,  coursera,  network,  logistic regression,  windows,  linux,  artificial intelligence,  keras,  automation,  science,  biotechnology',\n",
              "  86: ' daily reports,  ms sql server,  deployment,  windows,  health check,  implementation,  problem management,  log shipping,  clustering,  procurement,  sql server,  databases,  azure ad,  installation,  architecture,  bots,  database administration,  sip,  science,  performance tuning,  replication,  ssms,  jira,  netezza,  planning,  database,  erp,  java,  troubleshooting,  oracle,  uat,  automation,  improvement,  administration,  rca,  scom,  guide',\n",
              "  87: ' competitive,  organizational,  documentation,  validation,  inspection,  implementation,  process testing,  capa,  transformers,  transformer,  testing,  functional testing,  quick learner',\n",
              "  88: 'sybase,  sql,  queries,  iis,  ssis,  windows server,  designing,  science,  oracle,  testing',\n",
              "  89: ' scripting,  database,  angular,  javascript,  java,  jsp,  linux,  ionic,  oracle,  spring mvc,  servlet,  struts,  json,  mssql,  jdbc,  engineering',\n",
              "  90: ' webi,  implementation,  analysis,  processing,  analyzing,  drilling,  finance domain,  sap hana,  sharepoint,  sql,  editing,  honeywell,  business requirement,  science,  technical specification,  scheduling,  finance,  configuring',\n",
              "  91: ' interlocking,  mono,  scada,  preventive maintenance,  statistics,  electrical safety,  plc,  actuators,  hydraulic machine,  transformer,  testing,  mechanical',\n",
              "  92: 'engineering,  drawings,  company policies,  hardware testing,  debugging,  compliance,  system performance,  technical manuals,  process improvements,  schematics',\n",
              "  93: 'dashboard,  risk identification,  development,  sla compliance,  training,  billing,  brainstorming,  governance,  engagement,  analysis',\n",
              "  94: 'finance,  optimization,  forecast,  visio,  hiring,  design,  service delivery management,  training team,  database,  operations',\n",
              "  95: ' quantitative analysis,  selenium,  forecasts,  ibm watson,  algorithms,  lex,  distribution channels,  database,  quantitative,  data science,  qliksense,  ibm bluemix,  bluemix,  distribution,  spark,  insights,  science,  fraud detection,  internet,  analysis,  comparative analysis,  leadership,  intelligence,  machine learning,  selenium web driver,  planning,  interpretation,  python,  pyspark,  hadoop,  pgp,  electronics,  apache,  hive,  nlp,  face recognition,  analytics,  messaging,  api',\n",
              "  96: 'visualizing,  loyalty,  sales,  collaborative,  marketing,  optimistic,  communication,  loyal,  marketing management',\n",
              "  97: 'positive attitude,  testing,  electrical,  leader,  electronics',\n",
              "  98: ' databases,  database,  profitability,  angular,  java,  framework,  functional testing,  developing,  technical skills,  j2ee,  organization growth,  hibernate,  surgical,  operating systems,  operating system,  invoicing,  testing,  printing,  backend,  implementation,  ordering,  inventory management,  stock control,  windows,  engineering',\n",
              "  99: 'word,  testing,  excel,  hard working,  positive attitude,  engineering,  electrical,  transformer,  ms office,  windows',\n",
              "  100: 'elastic,  aix,  coordinating,  production deployment,  electronics,  vdi,  analysis,  planning,  cloudformation,  troubleshooting',\n",
              "  101: ' analysis,  maintenance,  product selection,  3d modeling,  analyzing,  electrical,  engineering analysis,  assemblies,  pneumatics,  vendor development,  customer requirements,  internet,  developing,  costing,  development,  sales service,  corrective actions,  database,  prototype,  invoicing,  coordinating,  project execution,  process flow,  iso,  maintenance manuals,  machining,  actuator,  instrumentation,  audit plan,  inventory,  cost estimation,  detailing,  guide,  design,  audit,  supply chain,  engineering drawing,  mechanical,  excel,  new product development,  awareness,  fabrication,  invoices,  manufacturing,  petrochemical,  innovative,  improvement,  internal audit,  construction,  cad,  training,  rfq,  purchasing,  procurement,  automation,  auto cad,  erp,  actuators,  marketing,  sales,  continuous improvement,  finishing,  buying,  negotiations,  mgmt,  negotiating,  negotiation,  drawings,  standard operating procedures',\n",
              "  102: 'selenium,  machine learning algorithms,  engineering,  machine learning,  nltk,  mysql,  selenium web driver,  deep learning,  learning,  insurance',\n",
              "  103: ' transaction monitoring,  kyc,  developing,  customer feedback,  training programs,  leadership,  designing,  banking,  leader,  determine,  time management,  mis,  analytical skills,  effectiveness,  analyzing,  organisational skills,  decision making,  insight,  steering,  sla,  managing processes,  phone banking,  operational efficiency,  organizational abilities,  bcp,  network,  interpersonal skills,  dexterity,  organizational,  queries,  spoc,  training,  credit,  detailing,  engagements,  pos,  customer satisfaction,  client requirements',\n",
              "  104: ' queries,  performance tuning,  database,  testing,  sql queries,  big data,  db2,  sql,  talend,  agile methodologies,  production environment,  framework,  best practices,  etl,  development,  ftp,  determine,  scheduling,  stored procedures,  business needs,  insight,  data warehouse,  administration,  sql database,  aws,  programming,  time management skills,  server,  communication,  ftp server,  mysql,  flat files,  xml,  databases,  operations,  processing,  business logic,  methodology,  sql server',\n",
              "  105: 'engineering,  unix,  jira,  debugger,  fabrication,  router,  analysis,  change requests,  troubleshooting,  etl tool',\n",
              "  106: 'talent management',\n",
              "  107: ' receiving,  supervising,  coordinating,  insurance,  potential,  leader,  sales,  reasonable,  wms,  accounting,  stocking,  banking,  sop,  strategic,  sourcing,  punctuality,  queries,  transportation,  efficient,  negotiations,  developing,  coordination,  stock control,  manufacturing,  brokerage,  productivity,  logistic,  tally,  filing,  mobilization,  compliance,  warehouse management,  database,  analyzing,  dispatch,  timely delivery,  sophisticated,  purchase,  export documentation,  dispatching,  procurement,  documentation,  underwriting,  purchase orders,  inspection,  partnerships,  interviewing,  planning,  purchasing,  freight forwarding,  streamlining,  mis reporting,  internet,  ticketing,  analysis,  maintenance,  distribution,  iso,  credit,  clearance,  transport,  procuring,  contract,  transshipment,  communicating,  warehousing,  logistics,  pricing strategies,  billing,  inventory control,  commitment,  strategic sourcing,  operations,  logistics management,  shipping,  development,  invoicing',\n",
              "  108: ' banking domain,  python,  organized,  banking,  git,  development,  leader,  rest,  debugging,  algorithms,  idea',\n",
              "  109: ' stream,  api,  pivotal,  erp,  database,  restful,  angular,  science,  database structure,  mongodb,  html,  uat,  postgresql,  as400,  server,  technical expertise,  cache,  django,  agile,  agile methodology,  git,  pivotal cloud foundry,  development,  customer interaction,  hardworking,  testing,  training,  as/400,  css,  methodology',\n",
              "  110: 'sql,  presentations,  talent management,  customer requirements,  learning,  invoices,  analysis,  documentation,  server,  commercial lending',\n",
              "  111: 'rca,  lighting,  design,  autocad,  cadd,  negotiation,  market survey,  flexibility,  welding,  sales',\n",
              "  112: 'counselling,  coordinating,  queries,  diagnostic,  leader,  healthcare,  organized,  science,  supervising,  marketing',\n",
              "  113: 'facilitate,  brainstorming,  network administration,  learning skills,  network security,  configuration,  communication,  positive attitude,  reporting,  creative',\n",
              "  114: 'operating systems,  painting,  windows',\n",
              "  115: ' database,  sql,  angular,  profitability,  inventory management,  linux,  developing,  hibernate framework,  inventory,  operating system,  organization growth,  manual testing,  j2ee,  functional testing,  science,  java,  engineering,  hibernate,  stock control,  implementation,  inventory control,  framework,  ordering,  operating systems,  databases',\n",
              "  116: 'electrical,  leader,  electronics,  positive attitude,  testing',\n",
              "  117: 'learning,  developing,  logistic,  windows,  queries,  algorithms,  development,  efficient,  deep learning,  biotechnology',\n",
              "  118: ' budgeting,  automation,  core competencies,  team handling,  mis,  communication,  developing,  reliable,  organizational skills,  strategic thinking,  leadership,  compliance,  reporting,  operations,  ppt,  sla,  activity diagrams,  auditing,  productive,  training,  statistical,  qualitative,  macros,  supportive,  sla compliance,  project management,  quantitative,  billing,  analysis,  risk management,  performance report,  fast paced environment,  strategy,  dashboard,  influence,  infrastructure,  organizational,  excel,  engagement,  brainstorming,  governance,  administration,  financial performance,  strategic,  insights,  proven ability,  forecasting,  collaboration,  documentation,  multitasking,  client communication,  synthesize,  analyzing,  brainstorming sessions',\n",
              "  119: 'logistics management,  iso,  invoicing,  wms,  transshipment,  reasonable,  queries,  documentation,  productivity,  banking',\n",
              "  120: ' effectiveness,  help desk,  training programs,  sales,  senior management,  operations,  system deployment,  emerging technologies,  documentation,  competitive,  strategic,  incident reporting,  consulting,  editing,  sla,  kyc,  sungard,  productivity,  planning,  processing,  investment management,  server,  crm,  audit,  improvement,  development,  generating revenue,  backend,  encourage,  onshore,  investment services,  fiserv,  analysis,  drafting,  commercial lending,  strategy,  database,  framework,  financial services,  aviation,  troubleshooting,  spreadsheets,  testing,  examination,  lending,  sql,  standard operating procedures,  distribution,  negotiations,  training,  siebel,  mis,  hiring,  presentations,  customer requirements,  performance management,  credit,  proactive,  billing,  facilitating,  deployment,  compliance,  spoc,  accountability,  leader,  determined,  mentoring,  learning,  transport,  communicating,  credibility,  reporting,  talent management,  contract,  potential,  determine',\n",
              "  121: 'personal skills,  autocad,  learning,  hardworking,  construction,  engineering,  passionate',\n",
              "  122: 'actuator,  positive attitude,  quick learner,  catia,  conveyor,  engineering,  microsoft office,  hydraulic system,  r&d,  mechanical',\n",
              "  123: 'diagnostic,  clustering,  planning,  improvement,  sql,  scom,  training,  server,  shipping,  installation',\n",
              "  124: 'intelligence,  bods,  loading data,  server,  authentication,  troubleshooting,  administration,  metadata,  sso,  apache',\n",
              "  125: ' java,  operating systems,  ajax,  php,  sql,  framework,  tomcat,  design,  designing,  development,  friendly,  xampp,  css,  html,  css3,  bootstrap,  jquery,  mysql',\n",
              "  126: 'web services,  erp system,  my sql,  configuration,  router,  struts,  node js,  oracle,  networking,  php',\n",
              "  127: 'linux,  mysql database administration,  user acceptance,  database,  maintenance,  security management,  mysql,  administration,  analysis,  queries',\n",
              "  128: 'word,  creativity,  tapping,  transformer,  engineering,  positive attitude,  loyalty,  crm,  electrical,  testing',\n",
              "  129: 'java,  eclipse,  jdbc,  spring,  jquery,  ajax,  javascript,  analysis,  development,  hibernate',\n",
              "  130: 'determine,  planning,  presentation,  initiative,  team performance,  ms excel,  sales performance,  microsoft office,  marketing,  ms word',\n",
              "  131: 'testing,  css,  automation,  test plans,  test cases,  html,  maintenance,  android,  test scenarios,  reporting',\n",
              "  132: ' implementation,  ui,  asp,  web based application,  project completion,  dashboard,  reconciliation,  bootstrap,  liability,  development,  friendly,  graphics,  sales,  banking,  mvc,  visual studio,  sass,  photography,  engineering,  angular js,  javascript',\n",
              "  133: 'tendering,  development,  design,  maintenance,  legal requirements,  supervising,  renovation,  scheduling,  construction,  drawings',\n",
              "  134: ' assurance,  reporting',\n",
              "  135: 'learning,  unit testing,  analysis,  testing,  workflows,  troubleshooting,  router,  design,  sql,  automation',\n",
              "  136: 'sales',\n",
              "  137: ' communication,  flow meter,  electrical maintenance,  maintenance,  digital,  calibration,  learning,  analysis,  abb,  process automation,  field instruments,  greenfield,  plc,  testing,  engineering services,  bidding,  autocad,  actuators,  coordination,  loop testing,  documentation,  electrical drawing,  transformer,  electrical,  detailing,  technical specifications,  developing,  scheduling,  vfd,  supervising,  lighting,  preventive maintenance,  problem solving,  drawings,  cabling,  reporting,  electronics,  planning,  efficient,  processing',\n",
              "  138: ' windows,  ubuntu',\n",
              "  139: 'schematics,  invoices,  petrochemical,  design,  iso,  engineering,  new product development,  buying,  analysis,  improvement',\n",
              "  140: ' routers,  cisco,  communication,  firewall,  vlan,  translation,  authentication,  vlans,  routing,  bgp,  subnetting,  stp,  authorization,  ipsec,  nat,  network,  firewalls,  accounting,  ssl,  dhcp,  ospf,  deployment,  vpn,  ipv4,  troubleshoot,  networking,  idea',\n",
              "  141: 'rendering,  design,  engineering,  science,  solidworks,  mechanical,  confident,  construction,  autocad',\n",
              "  142: ' contract,  developing,  negotiations,  awareness,  negotiating,  corrective actions,  actuators,  maintenance manuals,  internal audit,  electrical,  supply chain management,  coordinating,  development,  customer requirements,  detailing,  engineering,  analysis,  audit,  improvement,  realistic,  documentation,  petrochemical,  drawings,  engineering drawing,  pneumatics,  design,  mechanical,  procurement,  erp,  costing,  analyzing,  product selection,  technical specification,  invoices,  project execution,  mgmt,  rfq,  marketing,  potential,  automation,  iso,  construction,  engineering analysis,  maintenance,  invoicing,  internet,  vendor development,  inventory,  guide,  sales service,  machining,  training,  standard operating procedures,  purchase,  assemblies,  actuator,  fabrication,  manufacturing,  finishing,  sales,  3d modeling,  negotiation,  inspection,  cost estimation,  innovative,  continuous improvement,  buying,  cad,  schematics',\n",
              "  143: 'electronics,  windows,  consulting,  ethics,  autocad,  mac os,  designing,  abb,  computer skills,  motor control',\n",
              "  144: 'preventive maintenance,  network,  reliability,  transformer,  clearance,  troubleshooting,  scada,  electrical,  statistics,  provision',\n",
              "  145: ' friendly,  asp,  ui,  banking,  javascript,  dedicated,  html5,  visual studio,  liability,  bootstrap,  photography,  web based application,  digital,  angular,  css3,  sales,  photoshop,  jquery,  brackets,  reconciliation,  purchase',\n",
              "  146: ' domain knowledge,  learning,  sqlserver,  autosys,  oracle,  idea,  toad,  workspace,  distributed,  spark,  testing,  developing,  jsp,  scheduling,  ran,  hbase,  data warehouse,  programming languages,  writing,  jupyter,  integration,  python,  fraud detection,  hadoop,  hdfs,  scripting,  databases,  deployment,  unix,  reconciliation,  eclipse,  workflows,  mysql,  tableau,  hive,  nosql,  scripting languages,  cloudera,  oozie,  scala,  queries,  etl,  wireless,  oms,  pyspark,  transaction monitoring,  hadoop distributed file system,  designing,  yarn,  putty,  teradata,  development,  sqoop,  anti money laundering,  srm,  ftp',\n",
              "  147: 'retail,  sap,  communication,  ewm,  sap bi,  leadership,  embedded,  sap s/4hana,  service desk,  application development',\n",
              "  148: ' brackets,  angular,  cbs,  liability,  banking,  html5,  reconciliation,  digital,  asp,  project completion,  web based application,  dashboard,  friendly,  angular js,  mvc,  engineering,  photography,  graphics,  css3,  ui,  development',\n",
              "  149: ' communicating,  communication,  leadership,  designing',\n",
              "  150: ' database,  dbms,  leadership',\n",
              "  151: ' xml,  interfaces,  windows,  communication,  ms-sql,  json,  development,  automation,  oracle,  java,  eclipse,  technical skills,  bootstrap,  proactive,  workflow,  webservices,  knowledge base,  c++,  databases,  collaboration,  backend,  science',\n",
              "  152: ' training,  networking,  administration,  operations,  project charter,  sales,  communication,  efficient,  prototype,  design,  mis,  deployment,  uat,  development,  senior management',\n",
              "  153: 'counselling,  organized,  physiology,  microbiology,  training',\n",
              "  154: 'automation,  network,  maintenance,  software engineering,  dcs,  processing,  design,  honeywell,  inspection,  sow',\n",
              "  155: 'sql,  deletion,  jira,  replication,  troubleshoot,  configuration,  database,  iis,  sql server,  uat',\n",
              "  156: 'developing,  design,  functional testing,  highlighting,  use cases,  maintenance,  analysis,  crs,  capa,  determine',\n",
              "  157: 'java,  communication,  electronics',\n",
              "  158: 'dedication,  training,  automotive,  programming,  discipline,  confidence,  auto cad,  cad,  hardworking,  cnc machine',\n",
              "  159: ' sop,  wms,  streamlining,  purchase,  potential,  mis reporting,  transport,  coordination,  maintenance,  leader,  dispatching,  timely delivery,  strategic,  manufacturing,  freight forwarding,  developing,  reasonable,  operations,  negotiating,  queries,  analyzing,  compliance,  interviewing,  banking,  billing,  logistics management,  mobilization,  commitment,  documentation,  procurement,  efficient,  brokerage,  logistics,  iso,  transshipment,  purchase orders,  contract,  internet,  ticketing,  pricing strategies,  transportation,  distribution,  clearance,  filing,  mis,  customer satisfaction,  partnerships,  logistic,  construction,  analysis,  negotiations,  warehouse management,  purchasing,  planning,  underwriting,  stocking,  accounting,  credit,  invoicing,  erp,  coordinating,  network,  productivity,  communicating,  stock control,  inventory,  supervising,  development,  tally,  export documentation,  sophisticated,  inspection,  receiving,  database,  strategic sourcing,  inventory control,  insurance',\n",
              "  160: 'flask,  matlab,  labview,  deep learning,  python,  eclipse,  django,  electrical,  pycharm,  design',\n",
              "  161: 'incident management,  analyzing,  user interaction,  governance,  remediation,  etl,  autosys,  server,  flat files,  jira',\n",
              "  162: 'spring mvc,  scripting,  jdbc,  ionic,  php,  ajax,  servlet,  linux,  json,  mysql',\n",
              "  163: ' appdynamics,  oracle,  troubleshooting,  maintenance,  xen,  development,  shell scripting,  azure cloud,  linux servers,  vdi,  scripting,  debugging,  server,  insurance,  dynamo db,  html,  administration support,  windows,  elastic,  unix,  application support,  analysis,  planning,  template,  oracle database,  production deployment,  production servers,  scaling,  mysql,  puppet,  database,  queries,  writing,  shell scripts,  tsys,  cloudformation,  administration,  filenet,  operations,  aix,  ec2,  automation,  electronics,  sql,  telecommunications',\n",
              "  164: 'mysql,  design,  windows,  sql,  framework,  ajax,  tomcat,  bootstrap,  designing,  codeigniter',\n",
              "  165: 'j2ee,  servlet,  angular,  scripting,  mssql,  ajax,  java,  spring mvc,  mysql,  mvc',\n",
              "  166: ' microsoft excel,  html,  powerpoint,  microsoft powerpoint',\n",
              "  167: ' invoicing,  itil,  communications,  training team,  implementation,  hiring,  sla,  analysis,  managed services,  visio,  sap,  deployment,  confluence,  service delivery management,  maintenance,  sla management,  excel,  resource utilization,  spoc,  staffing,  word,  senior management,  interface,  reporting,  design,  forecast,  finance,  operations,  highlighting,  planning,  billing,  documentation,  optimization,  filing,  sharepoint',\n",
              "  168: 'engineering,  scripting,  spring,  oracle,  hibernate,  ionic,  json,  mssql,  jdbc,  linux',\n",
              "  169: ' sla,  client requirements,  network,  dexterity,  cascading,  managing processes,  training programs,  communications,  interpersonal skills,  queries,  training,  effectiveness,  steering,  analytical skills,  time management,  developing,  designing,  audit,  project objectives,  customer feedback,  leadership,  determine,  leader,  banking,  organizational abilities,  detailing,  organizational,  transaction monitoring,  pos,  mis,  operational efficiency,  development,  organisational skills,  planning,  engagements,  decision making,  kyc,  qc',\n",
              "  170: 'flat files,  requirement gathering,  developing,  debugging,  plsql,  analyzing,  sql server,  etl,  writing,  governance',\n",
              "  171: ' mvc,  php,  hibernate,  scripting,  html,  oracle,  linux,  servlet,  jsp,  javascript,  json,  frameworks,  struts,  spring,  ajax,  j2ee',\n",
              "  172: ' infrastructure,  security management,  writing,  windows,  release management,  server,  optimization,  mysql,  database,  analysis',\n",
              "  173: ' git,  prototyping,  design,  development,  computer vision,  idea,  leader,  training,  rest,  presentation,  numpy',\n",
              "  174: 'css,  javascript,  apache tomcat,  operating systems,  windows,  codeigniter,  sql,  bootstrap,  designing,  jquery',\n",
              "  175: 'productivity,  excel,  mis,  assurance,  excel macro,  dashboard,  innovative,  trading,  reporting,  planning',\n",
              "  176: 'ajax,  excel,  jquery,  user requirement,  jdbc,  java,  j2ee,  c++,  programming,  java script',\n",
              "  177: 'visual studio,  angular js,  banking,  javascript,  development,  bootstrap,  mvc,  graphics,  brackets,  ui',\n",
              "  178: 'network,  stp,  maintenance,  distribution,  reliability,  troubleshooting,  hvac,  provision,  clearance,  electrical',\n",
              "  179: ' database,  investment management,  framework,  encourage,  emerging technologies,  spreadsheets,  siebel,  potential,  determined,  financial services,  sql,  incident reporting,  onshore,  spoc,  aviation,  training programs,  commercial lending,  billing,  transport,  strategic,  accountability,  determine,  sales,  sla,  credibility,  crm,  audit,  coaching,  distribution,  backend,  help desk,  lending,  effectiveness,  senior management,  troubleshooting,  productivity,  processing,  motivation,  consulting,  examination,  fiserv,  replication,  kyc,  generating revenue,  drafting,  compliance,  testing,  standard operating procedures,  operations,  consistent,  negotiations,  mis,  facilitating,  hiring,  contract,  competitive,  deployment,  server,  leasing,  strategy,  design,  leader,  sungard,  proactive,  improvement,  learning,  communicating,  planning,  mentoring,  customer requirements,  invoices,  performance management,  credit,  editing,  investment services,  analysis',\n",
              "  180: 'documenting,  db2,  network,  stored procedures,  communication,  framework,  aws,  ftp server,  ftp,  strategy',\n",
              "  181: 'networking,  deployment,  developing,  science,  publication,  reactjs,  c programming,  marketing,  analytics,  engineering',\n",
              "  182: ' analyzing,  communication,  purchase orders,  distribution,  invoicing,  engineering,  instrumentation,  server,  preventive maintenance,  client satisfaction,  leader,  visa processing,  purchase,  coordinating,  reporting,  ethics,  testing,  costing,  methodology,  analysis,  sap,  compensation,  scheduling,  microsoft visio,  procurement,  hmi,  automation,  teamwork,  planning,  corrective actions,  architecture,  schematics,  quality management system,  project execution,  manufacturing,  infrastructure,  teleconference,  visio,  epc,  application engineering,  fdm,  grid,  planned,  coordination,  iso,  hardware engineering,  hvac,  modernization,  communicating,  maintenance,  gateway,  contract,  documentation,  plc,  graphics,  operations,  schematic,  application development,  closeout,  software engineering,  development,  database,  timely delivery,  processing,  queries,  forecast,  validation,  change orders,  progress reports,  design,  prioritization,  contingency plan,  electronics,  sales,  dcs',\n",
              "  183: ' derivatives,  cloning,  clusters,  databases,  marketplace,  quick learner,  operating systems,  replication,  efficient,  engineering,  mutual funds,  sql server,  hot fixes,  database backup,  postgresql,  maintenance,  technical expertise,  server,  file management,  linux servers,  production system,  installation,  windows server 2008 r2,  addm,  dbca,  implementation,  authentication,  gui,  confident,  rman,  architecture,  ldap,  team player,  sql,  user management,  administration,  troubleshooting,  oracle,  database tools,  pacemaker,  configuring,  configuration,  communication,  redhat linux,  backups',\n",
              "  184: 'dashboard,  excel,  sales,  innovative,  coordinating,  reporting,  excel macro,  mis,  trading,  planning',\n",
              "  185: ' functional testing,  inspection,  quick learner,  transformers,  iso,  dispatch,  calibration,  capa,  maintenance,  implementation,  process testing,  personal skills,  testing',\n",
              "  186: ' documentation,  cnc,  analysis,  diagnosis,  sdlc,  use cases,  database,  java,  design,  illustrator,  agile,  ide,  graphics,  databases,  connectivity,  detailed design,  requirement analysis,  presentation,  notepad,  designing,  bootstrap,  jquery,  windows,  sublime text,  photoshop,  c++,  corel draw,  javascript,  requirement gathering,  methodology,  implementation',\n",
              "  187: 'planning,  contract,  purchase,  stock control,  potential,  coordinating,  developing,  strategic sourcing,  accounting,  maintenance',\n",
              "  188: ' communications,  communication,  project charter,  design,  development,  selling,  sops,  senior management,  administration,  potential,  prototype,  reporting,  reengineering,  operations,  uat',\n",
              "  189: ' database,  android,  testing,  networking,  selenium,  outlook,  patterns',\n",
              "  190: 'oracle database,  operations,  planning,  troubleshooting,  scaling,  scripting,  deployment,  engineering,  template,  filenet',\n",
              "  191: ' nlp,  practical knowledge,  technical aspects,  practical,  analysis,  nltk,  machine learning algorithms,  algorithms,  mysql,  selenium web driver,  insurance,  machine learning,  learning,  scikit-learn,  classification,  science',\n",
              "  192: 'python,  database,  qliksense,  analysis,  planning,  distribution channels,  communication,  business intelligence,  queries,  bluemix',\n",
              "  193: 'debugging,  testing,  abap,  invoices,  science,  pharmaceuticals,  sap,  writing',\n",
              "  194: 'nexus,  electronics,  planning,  dns,  firewalls,  remediation,  solarwinds,  dedicated,  documentation,  routers',\n",
              "  195: 'rfid,  gsm,  consulting,  windows xp,  python,  spring,  implementation,  windows,  interface,  algorithm',\n",
              "  196: 'sales,  dependability,  communication,  dedication,  flexibility,  talent management,  finance,  marketing,  team work,  convincing',\n",
              "  197: ' html5,  css3,  advertisements,  iso,  ajax,  sublime text,  windows,  jsp,  java,  selling,  spring,  jquery,  database,  bootstrap,  mvc,  mysql,  hibernate,  angularjs,  architecture,  operating system,  web technology,  programming,  credit,  windows xp,  sales order,  back end',\n",
              "  198: 'routing,  ospf,  networking,  ssl,  translation,  communication,  logging,  bgp,  stp,  troubleshoot',\n",
              "  199: 'banking,  websphere,  cloudera,  sqoop,  flume,  visualization,  python,  loading data,  aws,  avro',\n",
              "  200: ' testing,  networking,  android,  leader,  automation,  java,  selenium',\n",
              "  201: ' framework,  ecommerce,  mongodb,  cakephp,  aws,  bug fixing,  mysql,  kyc,  focused,  postgresql,  php,  customisation,  node.js,  science,  database,  writing,  jquery,  docker,  operations,  webservices,  integration,  nodejs,  b2b,  network,  digital,  opencart,  b2c,  supply chain management,  blockchain',\n",
              "  202: ' administration,  server,  ems,  installing,  cabling,  cisco router,  infrastructure,  accounting,  configuring,  active directory,  fortinet,  qms,  acl,  microsoft outlook,  virtualbox,  linux os,  api,  dns,  print server,  configuration,  hsrp,  dns server,  linux,  symantec,  lan,  routing,  windows,  helpdesk,  windows servers,  logging,  backup management,  tally,  ftp,  installation,  eigrp,  dhcp server,  vlan,  sccm,  gns3,  esxi,  routers,  implementation,  virtualisation,  ubuntu,  firewall,  cisco,  server management,  stp,  router,  maintenance,  ospf,  troubleshooting,  tftp,  sla,  backups,  file servers,  inventory management,  vtp,  incident management,  oracle,  rhel,  wan,  application servers,  sla monitoring,  interface,  system management,  ris,  wifi',\n",
              "  203: 'programming,  deployment,  ant,  automation,  maven,  documentation,  integration,  git,  application configuration,  infrastructure',\n",
              "  204: ' aws,  operating systems,  interface,  python,  spring,  implementation,  html,  mysql,  encryption,  css,  sql,  multisim,  consulting,  cryptography,  gsm,  windows,  java,  algorithm,  software tools',\n",
              "  205: 'oracle database,  aix,  coordinating,  database,  appdynamics,  tsys,  analysis,  linux,  administration support,  database backup',\n",
              "  206: 'hpc,  rapport,  drafting,  adaptability,  extrovert,  numerous,  team work,  disciplinary,  windows',\n",
              "  207: 'healthcare,  testing,  sap,  c#,  swift,  financial reports,  sap hana,  insights,  design,  infrastructure',\n",
              "  208: 'honesty,  windows,  inspection,  autocad,  hardworking,  scheduling,  sincerity,  construction,  shuttering,  facilitating',\n",
              "  209: ' php,  css3,  database,  development,  framework,  tomcat,  design,  xampp,  designing,  server,  interface,  innovative,  javascript,  operating systems,  css,  jquery,  windows,  java',\n",
              "  210: ' databases,  c++,  spark,  scripting languages,  engineering,  processing,  design,  scripting,  python,  aws,  hdfs,  scala,  pl-sql,  kerberos,  hadoop clusters,  installing,  unix,  javascript,  sql,  emr,  css,  mapreduce,  coding,  clustering,  java,  weka,  windows xp,  db2,  hive,  programming,  rational,  oracle,  html5,  random forest,  clusters',\n",
              "  211: 'documenting,  blockchain,  developing,  writing,  engineering',\n",
              "  212: 'opencv,  rest,  design,  computer vision,  development,  training,  engineering,  idea,  prototyping,  banking domain',\n",
              "  213: 'server management,  troubleshooting,  configuring,  print server,  implementation,  logging,  symantec,  virtualbox,  qms,  network',\n",
              "  214: 'sql,  payroll,  photoshop,  presentation,  sales,  ms office,  pos',\n",
              "  215: ' spoc,  compliance,  service delivery management,  maintenance,  implementation,  senior management,  highlighting,  sharepoint,  staffing,  optimization,  scheduling,  interface,  hiring,  advanced ms excel,  training team,  microsoft office,  database,  reporting,  sla management,  forecast,  filing,  finance,  billing,  managed services,  documentation,  training,  visio,  kpi,  word,  excel,  invoicing,  planning,  confluence,  design,  communications',\n",
              "  216: 'selenium,  computer proficiency,  team work,  java,  word,  automation,  networking,  patterns,  android application,  database',\n",
              "  217: ' maintenance,  oracle,  sql,  ide,  operating system,  hardworking,  engineering,  design,  embedded,  putty,  sonarqube',\n",
              "  218: ' tally,  stocking,  wms,  strategic sourcing,  analyzing,  pivotal,  manufacturing,  purchase orders,  credit,  documentation,  logistics management,  procuring,  purchase,  mis,  transshipment,  purchasing,  sourcing,  brokerage,  maintenance,  construction,  contract,  receiving,  export documentation,  compliance,  mis reporting,  streamlining,  coordination,  shipping,  punctuality,  clearance,  strategic,  network,  potential,  mobilization,  internet,  supervising,  planning,  invoicing,  analysis,  partnerships,  freight forwarding,  productivity,  reasonable,  procurement,  developing,  distribution,  sophisticated,  iso,  dispatching,  stock control,  sop,  transport,  banking,  database,  underwriting,  insurance,  inventory,  erp,  coordinating,  interviewing,  software packages,  inspection,  reporting,  sales,  dispatch,  negotiating,  communicating,  efficient,  ticketing,  operations,  customer satisfaction,  accounting,  leader,  warehouse management,  negotiations,  logistics,  pricing strategies',\n",
              "  219: ' sql,  operating system,  oracle,  databases,  linux,  java,  design,  sonarqube,  ide,  development,  gateway',\n",
              "  220: 'ms office,  pos,  sql,  sales,  payroll,  presentation,  photoshop',\n",
              "  221: 'writing,  documenting,  developing,  engineering,  blockchain',\n",
              "  222: ' audit,  web services,  javascript,  telecom,  postgresql,  software skills,  database,  erp,  mvc,  html,  front end,  windows,  windows xp,  employee management,  css,  development,  spring,  rest,  networking,  router,  contract,  rdbms,  server,  sql,  jdbc,  c++,  api,  inventory system,  routing,  network,  php,  react,  scripting,  mysql,  loyalty,  angular,  mysql db,  struts,  java spring,  crm,  angular js,  java,  training,  my sql,  blockchain,  ubuntu,  react js,  infrastructure,  content management system,  jquery,  p2p,  glassfish,  soap',\n",
              "  223: ' oracle,  databases,  analytics,  deep learning,  development,  engineering,  engagement,  pandas,  algorithms,  regex,  queries,  designing,  neural networks,  reinforcement,  programming,  nlp,  tensorflow,  mysql,  network,  ubuntu,  coursera,  ticketing,  neural network,  sql,  automation,  bluemix,  logistic regression,  communication,  developing,  configuration,  windows,  data science,  intelligence,  documentation,  linux,  frameworks,  numpy,  efficient,  artificial intelligence,  planning,  keras,  google cloud,  decision tree,  predicting,  computer science,  learning,  science,  linear regression,  netbeans,  clustering,  processing,  google',\n",
              "  224: 'uat,  flume,  upstream,  reporting,  unix,  integration testing,  bug fixing,  testing,  spark,  java',\n",
              "  225: ' sales targets,  planning,  word,  team performance,  client relationship,  operations,  sales,  presentation,  initiative,  learning,  ms word,  leader,  sales performance,  dedication,  computer knowledge,  powerpoint,  motivate,  determine',\n",
              "  226: 'listening,  contract',\n",
              "  227: 'retail,  engineering,  python,  financial reports,  reporting,  sql,  visual studio,  normalization,  data flow,  t-sql',\n",
              "  228: 'developing,  computer knowledge,  motivate,  ms excel,  ms word,  awareness,  microsoft office,  proven ability,  training,  sales performance',\n",
              "  229: 'operations,  network,  administration,  mis,  compliance,  sla,  documentation,  leadership,  governance,  analysis',\n",
              "  230: ' quick learner,  agriculture,  engineering,  organized,  pharmacy,  windows operating system,  windows,  development',\n",
              "  231: 'troubleshooting,  virtualisation,  wifi,  sla,  installation,  sccm,  tally,  inventory,  implementation,  networking',\n",
              "  232: ' agile scrum,  mysql,  sqlite,  analysis,  api,  telecommunications,  restful,  unit testing,  fault management,  mongodb,  inventory,  css3,  html,  oracle,  support systems,  sqlalchemy,  deployment,  hub,  restful api,  implementation,  server,  json,  interface,  django,  agile,  operations,  telecommunication,  git,  databases,  scrum,  code deployment,  development,  network inventory,  processing,  design,  testing,  web crawling,  css',\n",
              "  233: 'communication,  electronics,  java',\n",
              "  234: 'network,  collaboration,  quantitative,  software development lifecycle,  organizational,  onshore,  mis,  analyzing,  analysis,  dashboard',\n",
              "  235: 'leadership skills,  healthcare,  volunteering,  team work,  leader,  designing,  communicating,  leadership,  presentation,  science',\n",
              "  236: 'queries,  writing,  telecommunications,  elastic,  testing,  aws,  xen,  production servers,  coordinating,  sql',\n",
              "  237: 'computer skills,  sql,  engineering,  unix,  playing cricket,  etl,  electronics,  telecommunication',\n",
              "  238: ' leader,  clinical research,  coordinating,  insurance,  motivate,  professionalism,  organized,  science,  supervising,  reporting',\n",
              "  239: ' knowledge base,  web application,  science,  middleware,  communication,  xml,  engineering,  bootstrap,  oracle,  eclipse,  development,  java,  automation,  toad,  workflow,  c++,  interfaces,  productive,  windows,  databases,  multifunctional,  backend',\n",
              "  240: 'maintenance,  hpqc,  ewm,  sap abap,  qm,  sap s/4hana,  sap,  potential,  analyzing,  itil',\n",
              "  241: 'apache,  design,  telecom,  weka,  java programming,  scripting languages,  installing,  processing,  mapreduce,  kerberos',\n",
              "  242: 'programming,  science,  git,  programming languages,  usability,  configuration management,  application servers,  jenkins,  scripting,  developing',\n",
              "  243: ' insight,  ambitious,  marketing,  consultation,  publishing,  partnerships,  potential,  briefings,  mentoring,  quantitative,  midi,  administration support,  communications,  strategic,  partnership,  interviewing,  logistics,  programming,  proactive,  reporting,  planning,  social media,  assisted,  developing,  communication,  designing,  effectiveness,  transmission,  audience,  sourcing,  administration,  pitching,  publication,  creative,  implementation',\n",
              "  244: 'api,  development,  design,  git,  javascript,  cms,  potential,  unit testing,  wcf rest,  sql',\n",
              "  245: ' ajax,  hibernate,  java,  servlet,  server,  html,  computer skills,  eclipse,  development,  apache',\n",
              "  246: 'dedication',\n",
              "  247: 'testing,  coding,  html,  angular,  sdlc,  agile,  cache,  pivotal,  science,  database structure',\n",
              "  248: 'punctual',\n",
              "  249: 'docker,  analytics,  angular.js,  database,  opencart,  kyc,  digital,  science,  engineering,  operations',\n",
              "  250: 'server,  testing,  sql,  ms sql server,  ide,  selenium,  automation,  oracle,  dbms,  automation testing',\n",
              "  251: 'qualitative,  engagement,  forecasting,  organizational,  strategic,  automation,  productive,  quantitative,  communication,  proven ability',\n",
              "  252: ' administration,  server,  ems,  installing,  cabling,  cisco router,  infrastructure,  accounting,  configuring,  active directory,  fortinet,  qms,  acl,  microsoft outlook,  virtualbox,  linux os,  api,  dns,  print server,  configuration,  hsrp,  dns server,  linux,  symantec,  lan,  routing,  windows,  helpdesk,  windows servers,  logging,  backup management,  tally,  ftp,  installation,  eigrp,  dhcp server,  vlan,  sccm,  gns3,  esxi,  routers,  implementation,  virtualisation,  ubuntu,  firewall,  cisco,  server management,  stp,  router,  maintenance,  ospf,  troubleshooting,  tftp,  sla,  backups,  file servers,  inventory management,  vtp,  incident management,  oracle,  rhel,  wan,  application servers,  sla monitoring,  interface,  system management,  ris,  wifi',\n",
              "  253: ' api,  aws,  engineering,  docker,  analytics,  operations,  integration,  angular.js,  digital,  mysql,  b2b,  blockchain,  nodejs,  bug fixing,  supply chain management,  network,  microservices,  node.js,  cakephp,  database,  finance,  interface,  enthusiastic,  customisation,  science,  ecommerce,  angular,  mongodb,  webservices',\n",
              "  254: ' documentation,  css,  http,  java,  svn,  shell script,  invoices,  analysis,  mysql,  android,  swift,  weblogic,  billing,  xml,  html,  jenkins,  eclipse,  oracle,  testing,  change request,  development',\n",
              "  255: 'implementation,  transformers,  dispatch,  organizational,  iso,  functional testing,  engineering,  quick learner,  capa,  leadership',\n",
              "  256: ' ms-sql,  interfaces,  sql,  proactive,  automation,  webservices,  science,  collaboration,  oracle,  c++,  eclipse,  toad,  ms-access,  developing,  jsp,  json,  backend,  productive,  windows,  workflow,  databases,  development',\n",
              "  257: ' mysql,  construction,  authentication,  shell scripting,  automation scripts,  c++,  kanban,  performance testing,  tcp,  hl7,  integration testing,  rockwell,  python,  rational robot,  database,  selenium,  clear case,  robot,  server,  design,  tdd,  science,  test strategy,  regression testing,  design documents,  pacs,  database testing,  windows,  qc,  sprint planning,  system integration,  automation tools,  linux,  ldap,  bug report,  scrum,  api,  descriptive programming,  engineering,  health care,  retail,  scripting,  agile,  environmental,  programming,  planning,  framework,  sql,  administration,  industrial automation,  innovative,  http,  embedded,  html,  backend,  software quality,  automation,  automation framework,  test plan,  healthcare,  installation,  qtp,  modular,  bugzilla,  test reports,  microsoft sql,  test cases,  image reconstruction,  jira,  product requirement document,  traceability matrix,  javascript,  xml,  banking,  gui,  reconstruction,  integration,  network,  testing,  debugging,  svn,  vb,  vpn,  https,  fda,  analysis,  test coverage,  development,  methodology,  functional specification,  productivity',\n",
              "  258: ' windows xp,  tracking bugs,  coordinating,  css,  server,  maintenance,  windows,  test scenarios,  testing,  test plans,  mysql,  analyzing',\n",
              "  259: ' networking,  team work,  android application,  excel,  patterns,  database,  android',\n",
              "  260: ' healthcare,  sla,  informatica powercenter,  datamart,  workflow,  advertising,  design,  data warehousing,  oracle,  retail,  etl,  loading data,  business intelligence,  customer management,  billing,  writing,  flat files,  health insurance,  unit testing,  documentation,  advertisement,  banking,  data warehouse,  interface,  powercenter,  intelligence,  testing,  analysis,  quality center,  private banking,  multimedia,  insurance,  data extraction,  retail banking,  integration,  database,  warehousing,  development,  production support,  windows,  programming skills,  technical requirements,  management reports,  compensation,  financial services,  project documentation,  investment banking,  securities,  programming',\n",
              "  261: 'jira,  test cases,  bugzilla,  svn,  gui,  automation tools,  fda,  javascript,  robot,  qc',\n",
              "  262: ' resolve issues,  powerpoint,  fluency,  mms,  hardworking,  guide,  php,  java,  timesheet,  project objectives,  business process',\n",
              "  263: ' linux,  databases,  engineering,  gateway,  java,  windows,  ide,  development,  centos,  eclipse,  hardworking',\n",
              "  264: ' asp .net mvc,  motivated,  transport,  planning,  angularjs,  html,  visual studio,  hard worker,  training,  sql,  crm,  asp,  asp.net mvc,  user requirements,  development,  mvc,  css,  javascript,  primary skill',\n",
              "  265: ' html5,  sales,  project completion,  photography,  dashboard,  brackets,  jquery,  development,  ui,  graphics,  angular js,  engineering,  mvc,  banking,  purchase,  digital,  visual studio,  asp,  liability,  photoshop,  angular',\n",
              "  266: 'banking,  engineering,  unix,  technical skills,  rman,  vsphere,  analysis,  installation,  troubleshooting,  reporting',\n",
              "  267: 'design,  rca,  erp,  training,  classification,  communication,  autocad,  market survey,  international standards,  negotiation',\n",
              "  268: ' testing,  statistics,  mechanical,  interlocking,  plc,  reliability,  scada,  actuators,  troubleshooting,  mono,  hydraulic machine,  preventive maintenance',\n",
              "  269: ' microsoft excel,  excel,  machine learning,  html',\n",
              "  270: 'node.js,  integration,  mysql,  framework,  finance,  ecommerce,  engineering,  microservices,  docker,  opencart',\n",
              "  271: ' assemblies,  costing,  manufacturing,  engineering drawing,  sales,  iso,  inspection,  actuator,  3d modeling,  mgmt,  machining,  actuators,  schematics,  project execution,  buying,  erp,  innovative,  guide,  sales service,  electrical,  instrumentation,  analyzing,  maintenance,  engineering,  internal audit,  awareness,  rfq,  internet,  supply chain management,  coordinating,  customer requirements,  fabrication,  excel,  corrective actions,  cost estimation,  maintenance manuals,  procurement,  new product development,  detailing,  inventory,  audit plan,  automation,  auto cad,  documentation,  improvement,  development,  product selection,  purchasing,  technical specification,  drawings,  developing,  training,  process flow,  marketing,  prototype,  negotiations,  audit,  database,  contract,  cad,  continuous improvement,  potential,  purchase,  standard operating procedures,  mechanical,  engineering analysis,  construction,  supply chain,  invoicing',\n",
              "  272: 'leader,  writing,  volunteering,  presentation,  confident,  presentations,  team work,  designing,  leadership skills,  leadership',\n",
              "  273: 'javascript,  java,  selling,  sales,  angular js,  web technology,  mvc,  ide,  css3,  servlet',\n",
              "  274: ' development,  project charter,  deployment,  sales,  mis reporting,  efficient,  flexibility,  documentation,  communication,  training,  selling,  operations,  communications,  sops,  design',\n",
              "  275: ' developing,  compliance,  billing,  audit,  client communication,  project management,  mis,  influence,  organizational,  documentation,  operations,  team handling,  administration,  strategy,  fast paced environment,  proven ability,  ppt,  performance report,  forecasting,  development,  synthesize,  governance,  analyzing,  strategic,  sdlc,  supportive,  collaboration,  sla compliance,  leadership,  financial performance,  reporting,  macros,  auditing,  analysis,  budgeting,  excel,  risk management,  multitasking,  software development lifecycle,  reliable,  training,  ms office,  productive,  quantitative,  strategic thinking,  core competencies,  sla,  organizational skills,  patterns,  insights,  risk identification,  activity diagrams,  feedback analysis,  onshore',\n",
              "  276: ' jquery,  tableau,  java,  mysql,  coding,  natural language processing,  analysis,  flask,  kafka,  reporting,  erp,  database,  sql,  analyzing,  sentiment analysis,  python flask,  cassandra,  elasticsearch,  pipeline,  regular expression,  angular,  decision trees,  numpy,  science,  programming languages,  plotly,  elastic search,  node.js,  topic modelling,  programming,  learning,  kibana,  html,  scikit-learn,  classification,  precision,  elastic,  pandas,  assurance,  developing,  assisted,  javascript,  computer vision,  nltk,  pca,  user requirement,  governance,  docker,  hbase,  git,  random forest,  intelligence,  development,  accounting,  word,  ggplot,  analytics,  visualizations,  processing,  sqlserver,  investigations,  interactive,  tableau dashboard,  time series analysis,  scipy,  css',\n",
              "  277: 'efficient,  writing,  banking,  litigation,  filing',\n",
              "  278: ' engineering,  communication,  procurement,  construction materials,  design,  development,  shuttering,  inspection,  sincerity,  casting,  hardworking',\n",
              "  279: 'abap,  writing,  debugging,  sap,  pharmaceuticals,  testing,  science,  invoices',\n",
              "  280: 'python,  science,  database,  ubuntu,  windows,  engineering,  c++,  numpy,  mysql,  fedora',\n",
              "  281: 'physiology,  microbiology,  counselling,  training,  organized',\n",
              "  282: ' optimization,  regex,  algorithms,  framework,  development,  ubuntu,  deep learning,  numpy,  configuration,  google,  neural networks,  tensorflow,  efficient,  ticketing,  bluemix,  analytics,  flexibility,  sql,  developing,  artificial intelligence,  biotechnology,  google cloud,  network,  neural network,  mysql,  python,  designing,  netbeans,  logistic regression,  training,  oracle,  matplotlib,  reinforcement,  decision tree,  nlp,  keras,  engagement,  predicting,  planning,  linear regression,  frameworks,  coursera,  pandas,  engineering,  machine learning,  intelligence,  science,  logistic,  data science,  clustering,  learning,  communication',\n",
              "  283: 'cad,  design,  auto cad,  cnc machine,  hardworking,  automotive,  training,  cnc,  honest,  milling',\n",
              "  284: ' regression testing,  testing,  business rules,  bill payment,  analyzing,  test cases,  reporting,  database,  test script,  black,  automation,  mis,  selenium webdriver,  database management,  api testing,  apps,  electronics,  framework,  packaging,  processing,  html,  automation scripts,  test case,  selling,  sales,  order processing,  delivery system,  test scripts,  engineering,  gateway,  development,  data driven framework,  authorization,  triage,  purchase',\n",
              "  285: ' operating systems,  scripting,  python,  html,  software configuration management,  mysql,  programming,  numpy,  functional requirements,  technical design,  gui,  development,  configuration,  business requirements,  gui development,  dynamics,  python scripting',\n",
              "  286: 'erp',\n",
              "  287: ' troubleshooting,  plc,  electrical,  hydraulic machine,  mechanical,  testing,  preventive maintenance,  scada,  distribution,  provision,  reliability,  mono',\n",
              "  288: ' customer satisfaction,  system testing,  electronics,  troubleshoot,  schematics,  documentations,  quality management system,  process improvements,  company policies,  test plan,  abacus',\n",
              "  289: ' programming,  machine learning,  marketing,  c programming,  nodejs,  deployment,  science,  networking,  engineering,  internet,  java,  developing,  learning',\n",
              "  290: 'developing,  ecosystem,  hadoop clusters,  distributed,  avro,  connectivity,  algorithms,  processing,  system performance,  analysis',\n",
              "  291: 'server,  documentation,  sap,  framework,  preventive maintenance,  methodology,  infrastructure,  software engineering,  sow,  closeout',\n",
              "  292: 'performance report,  client communication,  ppt,  patterns,  influence,  proven ability,  brainstorming sessions,  sla,  analysis,  excel',\n",
              "  293: ' processing,  investigative,  accounting,  plotly,  ggplot,  elasticsearch,  scikit-learn,  analyzing,  boosting,  sqlserver,  docker,  jquery,  pipeline,  kafka,  interactive,  css,  regular expression,  reporting,  cassandra,  investigations,  topic modelling,  sql,  node.js,  programming,  learning,  analysis,  science,  elastic search,  computer vision,  numpy,  pca,  d3.js,  word,  visualizations,  dimensionality reduction,  precision,  cluster analysis,  mysql,  natural language processing,  programming languages,  java,  html,  tableau,  time series analysis,  pandas,  tableau dashboard,  angular,  classification,  kibana,  sentiment analysis,  git,  hbase,  intelligence,  erp,  development,  analytics,  python,  friendly,  decision trees,  nltk,  developing,  python flask,  bootstrap,  coding,  user requirement,  elastic',\n",
              "  294: ' front end,  design,  html,  crm,  framework,  json,  server,  content management system,  sql,  mvc,  cms,  jquery,  asp.net,  cooperation,  visual studio,  hitech,  knockout,  git,  testing,  svn,  unit testing,  ide,  development,  rest,  potential,  wcf rest,  leadership,  javascript,  visual studio code,  programming,  knockout js,  database',\n",
              "  295: ' delivery system,  authorization,  bug report,  test script,  analyzing,  mis,  automation scripts,  printing,  triage,  gateway,  selenium webdriver,  api testing,  automation framework,  test scripts,  test case,  automation,  sales,  black,  database management,  purchase,  selenium,  reporting,  selling,  webdriver,  instrumentation,  business rules,  test cases,  processing,  html,  testing,  translation,  packaging,  mobile apps,  regression testing,  data driven framework',\n",
              "  296: ' contract,  purchase,  progressive,  supervising,  billing,  procurement,  inspection,  aviation,  coordination,  infrastructure,  planning',\n",
              "  297: 'karate,  black',\n",
              "  298: 'design,  analysis,  router,  development,  oracle,  automation,  debugger,  fabrication,  putty,  learning',\n",
              "  299: 'marketing,  sales,  convincing,  flexibility,  talent management,  dedication,  dependability,  communication,  team work,  finance',\n",
              "  300: 'sap r3,  sybase,  tomcat,  sap,  sso,  validation,  configuration,  testing,  flat files,  server',\n",
              "  301: ' programming,  scheduling,  entity framework,  word,  asp.net mvc,  html5,  css3,  framework,  server,  ajax,  science,  mvc,  asp.net',\n",
              "  302: ' tuv,  vfd,  operating system,  installation,  hand tools,  computer skills,  hmi,  field instruments,  automation,  electrical,  ethics,  instrumentation,  programming,  social skills,  abb,  scada,  calibrations,  c++,  assurance,  practical,  wincc,  developing,  electronics,  windows,  plc,  actuators,  motor control,  determined,  designing,  mac os,  consulting,  testing,  unity,  dcs,  training,  omron',\n",
              "  303: ' internet,  marketing,  operations,  reporting,  planning,  scheduling,  profitability,  training,  coaching,  recruiting,  customer relationship,  windows,  excel,  administration,  advertising,  compliance,  statistical,  writing,  designing,  market research,  administrative tasks,  endurance',\n",
              "  304: 'database,  science',\n",
              "  305: 'engineering,  computer knowledge,  administration,  ms office,  dynamics,  automobile,  maintenance',\n",
              "  306: 'engineering,  python,  science',\n",
              "  307: 'electrical,  engineering,  electronics,  basic computer,  maintenance,  distribution,  transmission,  installation',\n",
              "  308: 'encoding,  classification,  scaling,  forecasting,  ml,  feature selection,  learning',\n",
              "  309: 'frameworks,  framework,  mvc,  json,  struts,  spring,  engineering,  linux,  database,  scripting',\n",
              "  310: 'designing,  framework,  html,  javascript,  xampp,  css,  design,  innovative,  java,  apache tomcat',\n",
              "  311: ' cad,  auto cad,  cnc,  mechanical engineering,  confidence,  programming,  milling,  hardworking',\n",
              "  312: ' server,  sales,  kpi,  sql profiler,  infrastructure,  analytics,  finance,  analysing,  windows server,  communication,  knowledge transfer,  linear programming,  restructuring,  retail analytics,  algorithm,  digital,  sql server,  uat,  crm,  developing,  electronics,  windows,  media analytics,  nlp,  designing,  insights,  etl,  data models,  ownership,  sap,  cluster analysis,  stored procedures,  tableau,  analytical models,  database,  analyzing,  science,  uml,  invoices,  customer segmentation,  rfm analysis,  documentation,  forecast,  pl-sql,  business requirements,  telecom,  scm,  planning,  design,  processing,  testing,  decomposition,  data modelling,  dashboard,  algorithms,  analysis,  maintenance,  forecasting,  ms sql,  healthcare,  programming,  sap hana,  c#,  object detection,  interface,  swift,  development,  initiative',\n",
              "  313: ' databases,  hadoop clusters,  analytics,  data lake,  oracle,  tomcat,  unit testing,  client side,  sqoop,  oozie,  processing,  hive,  clusters,  kpi,  hiveql,  telecommunications,  scala,  troubleshooting,  sql,  windows,  avro,  queries,  database,  scripting,  eclipse,  mapreduce,  algorithms,  flume,  cloudera,  aws,  nosql,  svn,  ecosystem,  distributed,  test cases,  loading data,  hadoop,  server,  testing,  developing,  linux,  writing,  storm,  analysis,  documentation,  technical documentation,  development,  design,  application development,  teradata,  system performance,  visualization,  hdfs,  workflow,  optimization,  websphere,  java,  spark,  tpt,  mysql,  putty',\n",
              "  314: 'mechanical,  engineering,  microsoft office,  ms office,  supervision,  r&d,  actuator,  conveyor,  training,  quick learner',\n",
              "  315: ' css3,  apache,  html,  design,  java,  server,  framework,  xampp,  apache tomcat,  sql,  php,  codeigniter,  css,  friendly,  tomcat,  interface,  jquery,  bootstrap',\n",
              "  316: 'basic computer,  computer skills,  plumbing,  inspection,  guide,  installation,  procurement,  purchase,  autocad,  planning',\n",
              "  317: ' planning,  innovative',\n",
              "  318: 'hardworking,  personal skills,  passionate,  autocad,  learning,  construction,  engineering',\n",
              "  319: 'api,  bug report,  automation framework,  selenium,  printing,  negotiation,  instrumentation,  translation,  mobile apps,  webdriver',\n",
              "  320: 'science',\n",
              "  321: ' testing,  html,  java,  weblogic,  ejb,  android,  change request,  invoices,  weblogic server,  documentation,  billing,  css,  requirement analysis,  server,  xml,  jenkins,  xcode,  legacy systems,  http,  analysis,  svn',\n",
              "  322: 'engineering,  science,  ubuntu,  tensorflow,  fedora,  numpy,  database,  python,  programming,  windows',\n",
              "  323: ' j2ee,  mysql,  scripting,  html,  oracle,  spring,  jsp,  json,  ionic,  java,  mssql,  engineering,  jdbc,  ajax,  angular,  framework',\n",
              "  324: 'science',\n",
              "  325: 'environmental,  installation,  backups,  oracle databases,  cloud front,  accounting,  databases,  addm,  server,  space management',\n",
              "  326: 'network,  negotiating,  mis,  software packages,  reporting,  erp,  pivotal,  construction,  customer satisfaction,  inventory',\n",
              "  327: 'effectiveness,  communications,  transaction monitoring,  determine,  training programs,  development,  network,  engagements,  organizational,  analytical skills',\n",
              "  328: ' integration testing,  descriptive programming,  testing,  automation,  modular,  test plan,  sql,  server,  c++,  administration,  productivity,  clear case,  tdd,  tcp,  performance testing,  qa automation,  analysis,  traceability matrix,  mysql,  automation framework,  test cases,  qtp,  bug report,  robot,  ftp,  image reconstruction,  collaborative,  html,  scrum,  qc,  network,  science,  rational robot,  functional specification,  api,  system integration,  win cvs,  database testing,  industrial automation,  gui,  jira,  sprint planning,  product requirement document,  automation scripts,  agile,  test coverage,  hl7,  linux,  vb,  banking,  embedded,  microsoft sql,  scripting,  python,  health care,  fda,  kanban,  integration,  strategy,  uft,  windows,  oracle,  test strategy,  authentication,  rational,  bugzilla,  environmental,  backend,  methodology,  debugging,  automation tools,  installation,  ldap,  engineering,  xml,  http,  planning,  pacs,  selenium,  shell scripting,  vpn,  javascript,  svn,  development,  design documents,  retail,  design,  innovative,  programming,  rockwell,  healthcare',\n",
              "  329: 'selenium,  android application,  testing,  automation,  patterns,  networking,  leader,  powerpoint,  linux,  excel',\n",
              "  330: 'database,  visual studio,  credit,  hospital administration,  oop,  ui,  presentation layer,  science,  mvc,  coaching',\n",
              "  331: 'marketing,  communication,  ms-office,  dependability,  team work,  sales,  flexibility,  dedication,  talent management,  finance',\n",
              "  332: ' css3,  development,  mongodb,  databases,  code deployment,  implementation,  agile scrum,  web crawling,  oracle,  python,  communication,  jira,  css,  unix,  git,  framework,  telecommunications,  html5,  support systems,  json,  processing,  telecommunication,  sqlalchemy,  hub,  restful api,  scrum,  restful,  rest,  friendly,  server,  operations,  network inventory,  sqlite,  templates,  django,  agile,  fault management,  interface',\n",
              "  333: 'elb,  analysis,  space management,  oracle databases,  transport,  sales,  plsql,  oracle database,  ec2,  server',\n",
              "  334: ' potential,  business processes,  foreign exchange,  requirement traceability matrix,  powerpoint,  flow diagrams,  ms power point,  word,  ms excel,  excel,  rtm,  initiation,  hpqc,  brainstorming,  diagnostic testing,  facilitate,  project initiation,  automation,  documentation,  facilitating,  dashboard,  srs,  test scripts,  master data management,  bots,  scrum,  developing,  banking,  sql,  project delivery,  test plans,  determine,  uat,  android,  defect tracking,  constructing,  training,  warehousing,  powerpoint presentations,  version control,  waterfall,  ms office,  maintenance,  presentation,  engineering,  networking,  user acceptance testing,  financing,  diagnostic,  test cases,  ms word,  process improvement,  testing,  mis,  reporting,  analysis,  credit,  prioritizing,  determined,  prototyping,  test plan,  user acceptance test,  commercial banking,  operations,  writing,  queries,  development,  coordinating,  presentations,  highlighting,  dispatch,  brainstorming sessions,  improvement,  streamlining,  ui,  investment management,  test scenarios,  test coverage,  trading,  issue resolution,  onshore,  ios,  risk monitoring,  prototype,  business requirements,  poc,  brokerage,  clinical trial,  insurance,  implementation,  integration,  designing,  research process,  background checks,  visio,  design,  collaborating',\n",
              "  335: 'engineering,  integration testing,  qa automation,  scrum,  mysql,  modular,  uft,  traceability matrix,  scripting,  framework',\n",
              "  336: ' hadoop,  datasets,  centos,  oracle,  map reduce,  ide,  hbase,  writing,  java,  backend,  apache,  optimization,  database,  mysql,  programming,  distributed,  source control,  scripting,  spark,  windows,  forecasting,  scala,  hdfs',\n",
              "  337: ' planning,  machine learning,  leadership,  python,  nlp,  business intelligence,  fraud detection,  intelligence,  lex,  business analytics,  forecasts,  api,  hadoop,  selenium web driver,  analysis,  algorithms,  communication,  ibm watson,  apache,  pgp,  messaging,  distribution channels,  quantitative,  strategic,  queries,  data science,  science,  kpi,  comparative analysis,  qliksense,  bluemix,  learning,  distribution,  pyspark,  product lines,  internet,  insights,  selenium,  analytics',\n",
              "  338: 'oncology,  pharmaceutical,  developing,  mapreduce,  spark,  hdfs,  sql,  hive,  parquet,  algorithms',\n",
              "  339: ' framework,  apex,  salesforce,  blockchain,  administration,  crm,  engineering,  designing,  django,  python,  c++,  contract',\n",
              "  340: ' network,  jira,  sqlalchemy,  databases,  templates,  restful,  sqlite,  hub,  python,  unix,  telecommunication,  implementation,  network inventory,  css,  server,  api,  framework,  json,  agile,  css3,  design,  development,  agile scrum,  rest,  unit testing,  django,  oracle,  restful api,  fault management,  inventory,  support systems,  mysql,  html,  mongodb,  communication,  analysis,  interface,  testing',\n",
              "  341: 'computer skills,  excel,  hard working,  crm,  windows,  positive attitude,  word,  engineering,  testing,  transformer',\n",
              "  342: 'mis,  strategy,  emerging technologies,  spreadsheets,  reporting,  sql,  lending,  competitive,  troubleshoot,  mentoring',\n",
              "  343: 'troubleshooting,  design,  jira,  analysis,  putty,  writing,  sql,  analyzing,  electronics,  debugger',\n",
              "  344: 'development,  design,  etl,  oracle,  electronics,  testing,  router,  unit testing,  putty,  etl tool',\n",
              "  345: ' abap,  odata,  analyzing,  ecc6.0,  maintenance,  retail,  sap bi,  ewm,  scm,  sap,  communication,  sales,  edi,  sap abap,  technical specifications,  application development,  design,  potential,  embedded,  gateway,  itil',\n",
              "  346: ' java,  test scenarios,  coordinating,  windows xp,  maintenance,  test plans,  database,  reporting,  mysql,  automation,  windows,  server',\n",
              "  347: ' agile scrum,  mysql,  sqlite,  analysis,  api,  telecommunications,  restful,  unit testing,  fault management,  mongodb,  inventory,  css3,  html,  oracle,  support systems,  sqlalchemy,  deployment,  hub,  restful api,  implementation,  server,  json,  interface,  django,  agile,  operations,  telecommunication,  git,  databases,  scrum,  code deployment,  development,  network inventory,  processing,  design,  testing,  web crawling,  css',\n",
              "  348: ' spring,  java,  consulting,  jquery,  cryptography,  implementation,  ubuntu,  windows,  algorithm,  sql,  windows xp,  hibernate,  interface,  aws,  sorting,  html,  javascript,  robot,  matlab',\n",
              "  349: ' business requirements,  dashboard,  analysing,  pl-sql,  windows,  algorithm,  knowledge transfer,  crm,  reporting,  retail,  engineering,  invoices,  sales,  finance,  decomposition,  normalization,  forecast,  python,  analytical models,  linear programming,  ms sql,  communication,  analysis,  data models,  tableau,  developing,  telecom,  t-sql,  data flow,  etl,  kpi,  database,  ownership,  processing,  forecasting,  development,  programming,  uat,  object detection,  server,  restructuring,  customer segmentation,  electronics,  scm,  interface,  digital,  analyzing,  media analytics,  analytics,  uml,  sql profiler,  cluster analysis,  designing,  sql server,  nlp,  algorithms,  visual studio,  planning,  science,  windows server,  documentation,  retail analytics,  initiative,  stored procedures,  maintenance,  sql,  rfm analysis,  data modelling',\n",
              "  350: ' procurement,  epc,  quality management system,  iso,  schematics,  project plan,  server,  corrective actions,  client satisfaction,  contingency plan,  rfq,  revision,  distribution,  purchase orders,  project execution,  framework,  operations,  network,  purchase,  visa processing,  costing,  scada,  instrumentation,  scheduling,  gateway,  graphics,  design,  progress reports,  coordinating,  dcs,  invoicing,  schematic,  hvac,  methodology,  contract,  preventive maintenance,  software engineering,  application development,  hardware engineering,  database,  teleconference,  processing,  maintenance,  sow,  testing,  development,  application engineering,  manufacturing,  architecture,  sap,  timely delivery,  teamwork,  reporting,  planning,  sales,  compensation,  automation,  modernization,  queries,  documentation,  engineering,  analysis,  prioritization,  electronics,  visio,  grid,  fdm,  closeout,  infrastructure,  change orders,  plc,  planned,  leader,  communication,  validation',\n",
              "  351: 'leadership,  scrum,  communication,  accounting,  finance,  internet,  c language,  ecommerce,  database,  dbms',\n",
              "  352: 'engineering,  transmission,  electrical,  basic computer,  electronics,  maintenance,  installation,  distribution',\n",
              "  353: ' html,  python,  eclipse,  proactive,  analysis,  ecosystem,  analysing,  rdbms,  putty,  scripting,  hive,  queries,  improvement,  learning,  spark,  business improvement,  flume,  business requirements,  development,  regex,  reconciliations,  unix shell scripting,  implementation,  developing,  autosys,  mapreduce,  analytics,  data lake,  hadoop,  hdfs,  validation,  database,  optimization,  engineering,  hub,  oozie,  pipeline,  testing,  processing,  governance,  analyzing,  cloudera,  scala,  electronics',\n",
              "  354: 'filing,  taxation,  drafting',\n",
              "  355: 'scheduling,  database,  sap,  design,  excel,  patterns,  optimization,  highlighting,  service delivery management,  resource utilization',\n",
              "  356: 'engineering,  documenting,  developing,  writing,  blockchain',\n",
              "  357: ' surgical,  invoicing,  technical skills,  engineering,  inventory management,  testing,  functional testing,  databases,  ms-office,  backend,  java,  manual testing,  inventory,  spring,  printing,  c++,  developing,  stock control,  science,  ordering,  hibernate,  sql,  database,  j2ee,  windows',\n",
              "  358: 'ms-office,  marketing,  talent management,  dependability,  communication,  flexibility,  sales,  dedication,  convincing,  team work',\n",
              "  359: ' jdbc,  selenium,  system testing,  reliability,  functional testing,  selenium grid,  white box testing,  grid,  defect tracking,  compatibility testing,  writing,  analysis,  apache,  sdlc,  smoke testing,  operational analysis,  communication,  science,  training,  jsp,  testng,  servlets,  web based application,  automation,  exploratory testing,  test cases,  testing,  learning,  recruitment process,  traceability matrix,  test plan,  development,  black,  stlc',\n",
              "  360: 'server,  sql,  postgresql,  diagnostic,  analysis,  shipping,  configuration,  network,  training,  call support',\n",
              "  361: ' sql,  css,  algorithm,  implementation,  encryption,  operating systems,  windows,  hibernate,  jquery,  java,  gsm,  aws,  robot,  matlab,  mysql,  multisim,  ubuntu,  rfid,  spring',\n",
              "  362: 'cisco,  lan,  technical expertise,  firewall,  remote access,  customer requirements,  juniper,  networking,  vb,  change management',\n",
              "  363: ' customer satisfaction,  process improvements,  quality management system,  drawings,  system testing,  engineering,  troubleshoot,  abacus,  test plan,  hardware testing,  telecommunication',\n",
              "  364: 'ambitious,  media coverage,  planning,  development,  effectiveness,  qualitative,  editing,  infrastructure,  quantitative,  advertising',\n",
              "  365: ' internet,  analyzing,  machining,  audit,  developing,  assemblies,  mechanical,  finishing,  supply chain,  analysis,  inventory,  rfq,  buying,  process flow,  engineering drawing,  negotiations,  iso,  audit plan,  costing,  mgmt,  actuators,  instrumentation,  procurement,  internal audit,  maintenance,  purchase,  excel,  engineering,  automation,  3d modeling,  database,  standard operating procedures,  innovative,  purchasing,  fabrication,  project execution,  new product development,  realistic,  manufacturing,  customer requirements,  prototype,  negotiation,  contract,  negotiating,  training,  development,  invoicing,  marketing,  maintenance manuals,  coordinating,  petrochemical,  erp,  continuous improvement,  drawings,  construction,  engineering analysis,  supply chain management,  documentation,  pneumatics,  potential,  improvement,  auto cad,  schematics,  sales,  inspection,  guide,  actuator,  electrical,  vendor development',\n",
              "  366: 'compensation,  functional requirement,  audit,  windows,  timesheet,  communication,  word,  fluency,  excel,  php',\n",
              "  367: 'engineering,  apex,  salesforce.com,  css3,  salesforce,  designing,  framework,  python,  java,  html5',\n",
              "  368: ' tracking bugs,  reporting,  analyzing,  coordinating,  windows xp,  test plans,  test cases,  css,  database,  java,  maintenance,  mysql',\n",
              "  369: 'java,  tracking bugs,  analyzing,  css,  windows,  reporting,  sql,  test cases,  server,  android',\n",
              "  370: ' training,  practical,  maintenance,  compiling,  infrastructure,  environmental,  investigations,  tendering,  scheduling,  excel,  developing,  drawings,  computer software',\n",
              "  371: 'forecast,  contract,  server,  invoicing,  analyzing,  application development,  communicating,  coordinating,  validation,  procurement',\n",
              "  372: ' receiving,  supervising,  coordinating,  insurance,  potential,  leader,  sales,  reasonable,  wms,  accounting,  stocking,  banking,  sop,  strategic,  sourcing,  punctuality,  queries,  transportation,  efficient,  negotiations,  developing,  coordination,  stock control,  manufacturing,  brokerage,  productivity,  logistic,  tally,  filing,  mobilization,  compliance,  warehouse management,  database,  analyzing,  dispatch,  timely delivery,  sophisticated,  purchase,  export documentation,  dispatching,  procurement,  documentation,  underwriting,  purchase orders,  inspection,  partnerships,  interviewing,  planning,  purchasing,  freight forwarding,  streamlining,  mis reporting,  internet,  ticketing,  analysis,  maintenance,  distribution,  iso,  credit,  clearance,  transport,  procuring,  contract,  transshipment,  communicating,  warehousing,  logistics,  pricing strategies,  billing,  inventory control,  commitment,  strategic sourcing,  operations,  logistics management,  shipping,  development,  invoicing',\n",
              "  373: ' mechanical,  training,  fabrication,  dedication,  auto cad,  milling,  cnc,  automotive',\n",
              "  374: ' rest,  numpy,  presentation,  debugging,  innovation,  python,  idea,  opencv,  git,  testing,  leader',\n",
              "  375: ' design,  scripting,  deployment,  programming,  integration,  electronics,  subversion,  science,  application servers,  java,  developing,  testing,  continuous integration,  build automation,  programming languages,  automation,  application configuration,  reporting,  online sales,  distribution,  software development life cycle,  collaboration,  engineering,  architecture,  continuous deployment,  potential,  linux,  documentation,  communicating,  sales,  b2b,  configuration management,  configuring,  marketing,  usability,  jenkins,  b2c,  ant,  tomcat,  ansible,  installing,  apache,  build tools,  uat,  merging,  maven',\n",
              "  376: 'integration testing,  design,  system testing,  white box testing,  web based application,  functional testing,  black box testing,  recruitment process,  servlets,  reliability',\n",
              "  377: ' windows,  html,  sorting,  cryptography,  java,  mysql,  encryption,  gsm,  javascript,  matlab,  robot,  windows xp,  consulting,  spring,  multisim,  rfid,  python,  operating systems,  css',\n",
              "  378: 'jquery,  loyalty,  inventory,  web services,  postgresql,  soap,  backend,  erp,  spring,  networking',\n",
              "  379: ' performance report,  brainstorming sessions,  risk management,  quantitative,  brainstorming,  statistical,  fast paced environment,  governance,  feedback analysis,  training,  risk identification,  financial performance,  engagement,  insights,  excel,  ppt,  strategy,  sla compliance,  strategic thinking,  documentation,  network,  analysis,  supportive,  qualitative,  activity diagrams,  audit,  synthesize,  ms office,  team handling,  reliable,  reporting,  mis,  core competencies,  patterns,  compliance,  macros,  infrastructure,  development,  communication,  influence,  administration,  software development lifecycle,  developing,  project management,  dashboard,  multitasking,  collaboration,  client communication,  billing,  organizational,  forecasting,  analyzing,  sla,  sdlc',\n",
              "  380: ' reporting,  assurance',\n",
              "  381: 'development,  jdbc,  employee management,  network,  scripting,  jquery,  react,  sql,  routing,  infrastructure',\n",
              "  382: 'yarn,  mapreduce,  hadoop,  immunology,  windows,  oncology,  sqoop,  svn,  leadership,  sql',\n",
              "  383: ' windows,  efficient,  guide,  html,  communication,  validation,  excel,  mms,  project objectives,  business process,  resolve issues',\n",
              "  384: ' purchase,  order processing,  data driven framework,  authorization,  html,  packaging,  processing,  sales,  apps,  gateway,  test script,  selenium webdriver,  mis,  api,  webdriver,  reporting,  test case,  automation,  engineering,  testing,  framework,  api testing,  bill payment,  development,  automation scripts,  database,  black,  negotiation,  bug report,  translation,  regression testing,  electronics,  database management,  instrumentation,  delivery system',\n",
              "  385: 'pos,  communications,  operational efficiency,  organizational,  queries,  insight,  steering,  bcp,  training,  determine',\n",
              "  386: 'ms office,  sql,  sales,  payroll,  presentation,  photoshop,  pos',\n",
              "  387: 'tally,  finance,  communication,  c language,  ecommerce,  scrum,  good communication,  computerized accounting,  accounting,  internet',\n",
              "  388: 'dbms,  banking,  retail,  marketing,  python,  sensitive,  communication,  technical skills,  leadership,  networking',\n",
              "  389: 'ide,  spring,  css3,  programming,  mysql,  advertisements,  selling,  database,  angular,  credit',\n",
              "  390: 'matlab,  pcb,  computer skills,  design,  multisim,  gardening,  electronics,  latex',\n",
              "  391: ' credit,  procuring,  invoicing,  partnerships,  ticketing,  communicating,  database,  clearance,  sophisticated,  mobilization,  operations,  documentation,  streamlining,  purchasing,  strategic sourcing,  software packages,  purchase,  commitment,  logistics management,  wms,  contract,  sop,  construction,  analysis,  strategic,  transportation,  pricing strategies,  filing,  warehousing,  insurance,  leader,  queries,  coordination,  developing,  erp,  accounting,  dispatch,  analyzing,  planning,  sourcing,  purchase orders,  mis reporting,  negotiating,  interviewing,  development,  internet,  tally,  export documentation,  productivity,  brokerage,  shipping,  negotiations,  mis,  warehouse management,  transport,  freight forwarding,  stocking,  efficient,  supervising,  inventory,  timely delivery,  procurement,  reasonable,  customer satisfaction,  manufacturing,  coordinating,  dispatching,  iso,  transshipment,  inspection,  underwriting,  distribution,  reporting,  sales,  pivotal,  inventory control,  potential',\n",
              "  392: 'development,  visio,  analysis,  progress reports,  costing,  sow,  configuration,  honeywell,  infrastructure,  rfq',\n",
              "  393: 'hard working,  positive attitude,  ms office,  motivated,  tapping,  excel,  computer skills,  testing,  transformer,  crm',\n",
              "  394: ' gitbash,  ubuntu,  labview,  strategy,  development,  flask,  windows,  debian,  analytics,  django,  eclipse,  learning,  pycharm,  electronics,  ltspice,  ide,  design,  deep learning,  xampp,  marketing',\n",
              "  395: 'hiring,  operations,  visio,  training,  spoc,  microsoft office,  word,  managed services,  communications,  documentation',\n",
              "  396: ' integration testing,  hdfs,  integration,  core-java,  sql,  framework,  sqoop,  hive,  scala,  oltp,  testing,  uat,  windows,  change data capture,  eclipse,  talend,  loading data,  router,  cloudera,  reporting,  html,  databases,  upstream,  analyzing,  hbase,  flume,  design,  data warehouse,  plsql,  intellij,  pharmaceutical,  forecast,  idea,  spark,  processing,  unit testing,  unix,  sourcing,  scripting,  linux,  java,  hadoop,  embedded',\n",
              "  397: 'black,  karate',\n",
              "  398: 'sql server,  reporting,  css,  test scenarios,  html,  windows,  maintenance,  testing,  windows xp,  coordinating',\n",
              "  399: 'developing,  ambitious,  logistics,  creative,  transmission,  potential,  consultation,  social media,  quantitative,  programming',\n",
              "  400: ' ui,  angular,  mvc,  purchase,  cbs,  photography,  angular js,  visual studio,  css3,  project completion,  digital,  implementation,  sales,  reconciliation,  javascript,  graphics,  development,  liability,  photoshop,  brackets,  web based application',\n",
              "  401: 'actuators,  electrical,  provision,  network,  mono,  distribution,  reliability,  plc,  statistics,  electrical safety',\n",
              "  402: 'css3,  bootstrap,  java,  ide,  methodology,  engineering,  c++,  sdlc,  cnc,  analysis',\n",
              "  403: ' oracle,  css,  documentation,  xml,  mysql,  requirement analysis,  jenkins,  j2ee,  android,  xcode,  ejb,  development,  server,  svn,  change request,  analysis,  weblogic server,  html,  legacy systems,  testing,  interface',\n",
              "  404: ' analyzing,  architecture,  usability,  sales,  deployment,  configuration management,  ansible,  online sales,  electronics,  communicating,  merging,  git,  b2c,  engineering,  apache,  maintenance,  development,  uat,  bitbucket,  ci,  reporting,  distribution,  installing,  continuous integration,  ant,  linux,  java,  integration,  design,  potential,  marketing,  infrastructure,  tomcat,  testing,  maven,  collaboration,  subversion,  primary skills,  programming languages,  documentation,  core competencies,  build tools,  science,  scripting,  b2b,  continuous deployment',\n",
              "  405: 'application support,  elastic,  analysis,  shell scripts,  troubleshooting,  html,  scaling,  puppet,  mysql,  sql queries',\n",
              "  406: 'marketing management,  loyal,  optimistic,  sales,  collaborative,  loyalty,  marketing,  communication,  visualizing',\n",
              "  407: ' schedule tasks,  ohs,  apache,  automation,  configuration,  backups,  bcp,  loadbalancer,  contract,  troubleshoot,  oim,  grid,  scripting,  oracle,  uat,  shell scripts,  weblogic,  administration,  implementation,  smtp,  writing,  scheduling,  operations,  architecture,  soa,  databases,  infrastructure,  development,  cloning,  testing,  integration,  planning,  datapump,  planned,  tomcat',\n",
              "  408: 'queries,  database,  telecommunications,  planning,  scripting,  sql,  sql queries,  oracle database,  mysql,  electronics',\n",
              "  409: ' use cases,  capa,  audit,  spoc,  science,  uat test cases,  analysis,  test plans,  process design,  implementation,  highlighting,  maintenance,  testing,  development',\n",
              "  410: 'potential,  functional requirements,  flexibility,  efficient,  mis,  reengineering,  reporting,  training,  communication,  prototype',\n",
              "  411: 'initiative,  engineering,  transformer,  hard working,  motivated,  creativity,  crm,  electrical,  word,  testing',\n",
              "  412: 'python,  engineering,  science',\n",
              "  413: ' automation,  health care,  system integration,  tdd,  automation tools,  agile,  oracle,  server,  banking,  win cvs,  tcp,  rational robot,  descriptive programming,  automation scripts,  linux,  ldap,  innovative,  reconstruction,  hl7,  modular,  construction,  ftp,  test plan,  requirement traceability matrix,  c++,  design,  test reports,  http,  automation framework,  product requirement document,  collaborative,  microsoft sql,  image reconstruction,  html,  debugging,  scripting,  vpn,  methodology,  bugzilla,  backend,  gui,  embedded,  vb,  scrum,  science,  javascript,  robot,  installation,  sql,  software quality,  api,  qa automation,  strategy,  bug report,  shell scripting,  python,  insurance,  engineering,  analysis,  mysql,  network,  qc,  integration testing,  productivity,  functional specification,  industrial automation,  regression testing,  test cases,  programming,  uft,  pacs,  testing,  svn,  retail,  rockwell,  administration,  xml,  design documents,  development,  test coverage,  environmental,  rational,  sprint planning,  kanban,  performance testing,  clear case,  integration,  test strategy,  jira,  traceability matrix,  windows',\n",
              "  414: ' sales,  reporting',\n",
              "  415: ' tensorflow,  windows',\n",
              "  416: 'design,  unit testing,  jira,  change requests,  unix,  testing,  commitment,  etl tool,  debugger,  writing',\n",
              "  417: ' tracking bugs,  java,  reporting,  mysql,  manual testing,  css,  automation,  android,  maintenance,  sql,  coordinating,  server',\n",
              "  418: 'shell scripting,  technical documentation,  hadoop,  scripting,  nosql,  windows,  data lake,  aws,  processing,  hbase',\n",
              "  419: 'ltspice,  ubuntu,  django,  eclipse,  matlab,  electronics,  strategy,  development,  programming,  debian',\n",
              "  420: 'sql,  framework,  hospital management system,  credit,  presentation,  designing,  mvc5,  validation,  jquery,  internet',\n",
              "  421: ' coaching,  putty,  planning,  banking domain,  linux,  server,  replication,  mysql,  oracle,  installation,  datapump,  windows,  sql oracle,  deletion,  security policies,  troubleshooting,  scheduling,  space management,  development,  documentation,  daily reports,  mentoring,  database management,  oracle databases,  dml,  rman,  omnichannel,  administration,  database,  connectivity,  mongodb,  mariadb',\n",
              "  422: ' conflict resolution,  uft,  resource forecasting,  engineering,  coordinating,  automation,  tdm,  effort estimation,  confluence,  core banking,  planning,  jira,  tosca,  communication,  uat,  ci,  testing,  function testing,  alm,  jenkins,  implementation,  infrastructure,  versioning,  technical skills,  selenium,  cucumber,  framework,  ui,  test data management,  onboarding,  banking,  steering,  api',\n",
              "  423: ' publishing,  insight,  implementation,  qualitative,  logistics,  designing,  partnerships,  quantitative,  pitching,  publication,  strategic,  potential,  developing,  communications,  sourcing,  partnership,  briefings,  reporting,  mentoring,  administration support,  dance,  proactive,  advertising,  ambitious,  administration,  planning,  direct mail,  development,  transmission,  creative,  social media,  audience,  consultation,  editing,  interviewing',\n",
              "  424: 'engineering,  autocad,  construction,  hardworking,  passionate,  personal skills,  learning',\n",
              "  425: 'coordinating,  tracking bugs,  automation,  windows,  html,  sql server,  server,  maintenance,  test cases,  test plans',\n",
              "  426: ' administration,  power point,  interactive,  compensation,  sales,  internet,  processing,  esic,  pivot,  restructuring,  deployment,  development,  pivot table,  windows,  queries,  compliance,  performance management,  salary processing,  employee engagement,  excel,  analysis,  facilitation,  payroll',\n",
              "  427: 'java,  jsp,  development,  knowledge base,  productive,  technical skills,  sql,  databases,  workflow,  interfaces',\n",
              "  428: ' hardworking,  pivotal,  database,  communication,  science,  software development life cycle,  as/400,  erp,  testing,  mongodb,  server,  django,  git,  sow,  css,  technical expertise,  angular,  agile,  debugging,  sdlc,  postgresql,  database structure,  customer interaction,  stream,  python,  development,  agile methodology,  uat,  html,  as400',\n",
              "  429: 'ai,  robotics,  r studio,  consulting,  innovation,  versatile,  excel,  processing,  learning,  passionate',\n",
              "  430: ' organizational,  capa,  iso,  quick learner,  analysis,  process testing,  distribution,  transformers,  testing,  functional testing,  documentation,  calibration,  leadership',\n",
              "  431: ' project plan,  communicating,  progress reports,  preventive maintenance,  distribution,  epc,  hvac,  sow,  modernization,  grid,  invoicing,  hmi,  validation,  configuration,  schematic,  analyzing,  visio,  procurement,  iso,  gateway,  methodology,  database,  reporting,  hardware engineering,  automation,  purchase,  software engineering,  closeout,  forecast,  sap,  visa processing,  network,  fdm,  planned,  schematics,  queries,  change orders,  coordination,  compensation,  framework,  client satisfaction,  sales,  rfq,  project execution,  electronics,  inspection,  costing,  scheduling,  revision,  plc,  coordinating,  engineering,  application development,  communication,  timely delivery,  maintenance,  contract,  honeywell,  server,  operations,  teleconference,  prioritization,  testing,  graphics,  planning,  design,  application engineering,  development,  ethics,  leader,  microsoft visio,  teamwork,  quality management system,  dcs,  corrective actions',\n",
              "  432: ' templates,  mongodb,  implementation,  css,  agile scrum,  analysis,  server,  network,  rest,  support systems,  scrum,  development,  oracle,  operations,  sqlite,  jira,  framework,  network inventory,  deployment,  friendly,  fault management,  mysql,  sqlalchemy,  api,  telecommunications,  unix,  inventory,  python,  code deployment,  django,  git,  html,  telecommunication,  html5,  design,  css3,  web crawling,  agile',\n",
              "  433: ' windows,  python',\n",
              "  434: ' mvc,  php,  hibernate,  scripting,  html,  oracle,  linux,  servlet,  jsp,  javascript,  json,  frameworks,  struts,  spring,  ajax,  j2ee',\n",
              "  435: 'hibernate,  databases,  ajax,  html,  server,  development,  jsp,  tomcat,  oops,  java script',\n",
              "  436: 'erp',\n",
              "  437: ' administration,  windows,  word,  pivot table,  insurance,  facilitation,  analysis,  compensation,  salary processing,  deployment,  sales,  internet,  performance management,  power point,  validation,  development,  pivot,  ms office,  payroll,  processing,  record management,  queries,  engagement',\n",
              "  438: ' database,  asp.net mvc,  programming,  word,  api,  sql,  scheduling,  server,  entity framework,  sql server,  angular,  asp.net,  jquery',\n",
              "  439: ' photography,  banking,  visual studio,  implementation,  cbs,  dashboard,  sass,  liability,  friendly,  ui,  brackets,  digital,  dedicated,  css3,  reconciliation,  project completion,  engineering,  bootstrap,  sales,  angular,  mvc',\n",
              "  440: ' algorithms,  java,  mysql,  application development,  analysis,  technical documentation,  oozie,  troubleshooting,  data lake,  system performance,  hive,  sql,  database,  optimization,  telecommunications,  apache,  ide,  shell scripting,  spark,  connectivity,  queries,  oltp,  unit testing,  scripting,  oracle,  documentation,  eclipse,  linux,  hiveql,  test cases,  hadoop clusters,  ecosystem,  server,  developing,  writing,  clusters,  kpi,  nosql,  teradata,  storm,  windows,  putty,  scala,  jdk,  rdbms,  hbase,  databases,  workflow,  client side,  svn,  development,  tpt,  hdfs,  distributed,  analytics,  processing,  design,  testing,  mapreduce,  tomcat,  hadoop',\n",
              "  441: ' excel,  ids,  design,  adaptable,  maintenance,  sap,  confidence,  compliance,  programming,  troubleshooting,  design skills',\n",
              "  442: 'operating system,  databases,  windows,  enthusiastic,  sql,  putty,  gateway,  embedded,  eclipse,  development',\n",
              "  443: ' cisco asa,  firewall,  cisco,  documentation,  ios,  configuration,  electronics,  remediation,  internet,  network,  dns,  nexus,  itil,  firewalls,  implementation,  planning,  science,  troubleshoot,  fortinet',\n",
              "  444: 'gsm,  implementation,  css,  consulting,  sql,  algorithm,  interface,  sorting,  encryption,  python',\n",
              "  445: ' ide,  angular,  mvc,  science,  css3,  programming,  sql server,  server,  scheduling,  excel,  word,  asp.net,  ajax',\n",
              "  446: ' advertising,  infrastructure,  creative,  partnerships,  strategic,  consultation,  communication,  midi,  partnership,  communications,  publication,  progress reports,  quantitative,  potential,  interviewing,  administration support,  assisted,  designing,  reporting,  programming,  publishing,  implementation,  pitching,  editing,  development,  ambitious,  audience,  dance,  researching,  effectiveness,  sourcing,  social media,  logistics,  mentoring,  direct mail',\n",
              "  447: ' odata,  sap,  analyzing,  application development,  design,  ewm,  edi,  technical specifications,  implementation,  scm,  abap,  training,  embedded,  leadership,  service desk,  hpqc,  qm,  potential,  sap abap,  gateway,  ecc6.0',\n",
              "  448: 'internet,  computer skills,  ms-office',\n",
              "  449: 'jquery,  java,  computer skills,  sql,  apache,  ide,  java script,  hibernate,  html,  eclipse',\n",
              "  450: ' development,  oracle,  management reports,  windows,  investment banking,  developing,  communication,  workflow,  data warehousing,  intelligence,  project documentation,  multimedia,  documentation,  etl,  advertisement,  bi tools,  private banking,  writing,  sla,  retail,  informatica powercenter,  quality center,  healthcare,  programming,  organized,  powercenter,  insurance,  interface,  financial services,  loading data,  database,  customer management,  unit testing,  advertising,  technical requirements,  compensation,  analyzing,  datamart,  methodology,  testing,  financial reports,  billing,  securities,  unix,  data warehouse,  warehousing,  integration,  data extraction,  retail banking',\n",
              "  451: ' grid,  coding,  market survey,  iso,  flexibility,  api,  team spirit,  engineering,  daily operation,  training,  rca,  marketing,  business development,  design,  sales,  project management,  erp,  negotiation,  development,  bidding,  communication,  electrical,  international standards,  autocad,  lighting,  petroleum',\n",
              "  452: 'bootstrap,  html5,  jquery,  framework,  technical skills,  asp.net mvc,  api,  entity framework,  database,  sql',\n",
              "  453: 'marketing,  customer relationship,  administrative tasks,  internet,  powerpoint,  operating system,  maintenance,  statistical,  compliance,  coaching',\n",
              "  454: 'audience,  creative,  planning,  potential,  implementation,  administration support,  editing,  assisted,  logistics,  pitching',\n",
              "  455: 'marketing',\n",
              "  456: ' publication,  engineering,  sales,  networking,  computing,  developing,  c programming,  analytics,  interface,  prototype,  science,  internet,  banking',\n",
              "  457: 'critical thinking,  testing,  development,  analysis,  jdbc,  white box testing,  black box testing,  automation,  system testing,  reliability',\n",
              "  458: ' software skills,  content management system,  react,  inventory system,  angular,  javascript,  glassfish,  windows,  configuration,  router,  java,  api,  audit,  jquery,  web services,  css,  contract,  oracle,  ubuntu,  telecommunication,  blockchain,  routing,  my sql,  p2p,  database,  mysql db,  training,  development,  java spring,  erp,  erp system,  scripting,  node js,  struts,  react js,  employee management,  loyalty,  php,  html,  mysql,  c++,  framework,  windows xp,  server,  angular js,  inventory,  rest,  jdbc,  tomcat,  network,  front end,  spring,  postgresql',\n",
              "  459: ' mentoring,  database,  dml,  postgresql,  sql oracle,  mongodb,  databases,  administration,  mariadb,  mysql,  oracle,  banking,  compliance,  daily reports,  coaching,  windows,  installation,  server,  development,  deletion,  configuring,  database management,  rman,  documentation,  planning,  linux,  sql server,  sql,  oracle databases,  omnichannel,  customer requirements,  connectivity',\n",
              "  460: ' macros,  audit,  network,  reporting,  risk identification,  brainstorming,  software development lifecycle,  auditing,  analyzing,  billing,  administration,  developing,  client communication,  development,  brainstorming sessions,  team handling,  documentation,  fast paced environment,  training,  automation,  operations,  insights,  quantitative,  statistical,  dashboard,  financial performance,  strategic,  budgeting,  compliance,  leadership,  strategy,  collaboration,  supportive,  patterns,  project management,  engagement,  synthesize,  excel,  organizational,  communication,  infrastructure,  sdlc,  ppt,  influence,  sla,  risk management,  feedback analysis,  onshore,  forecasting,  sla compliance,  analysis,  core competencies,  strategic thinking,  organizational skills',\n",
              "  461: 'engineering,  writing,  microservices,  framework,  ecommerce,  angular.js,  focused,  blockchain,  node.js,  php',\n",
              "  462: 'presentation,  framework,  technical skills,  asp.net mvc,  asp,  primary skill,  motivated,  entity framework,  sql,  mvc',\n",
              "  463: ' uat,  uft,  api,  maven,  resource forecasting,  cucumber,  communication,  onboarding,  banking,  test automation,  testing,  as400,  jira,  selenium,  forecasting,  technical skills,  integration,  alm,  engineering,  automation,  steering,  test data management,  sql,  scheduling,  planning,  function testing,  core banking,  ci,  versioning,  jenkins,  ui,  tosca,  tdm',\n",
              "  464: 'retail,  tcp,  bug report,  engineering,  design,  database,  http,  modular,  ftp,  automation',\n",
              "  465: 'publishing,  quantitative,  partnerships,  sourcing,  insight,  proactive,  logistics,  creative,  administration support,  publication',\n",
              "  466: ' db2,  payroll,  oracle,  life sciences,  audit,  user training,  documentation,  reporting,  proven track record,  customization,  documenting,  awareness,  integration,  erp implementation,  testing,  erp systems,  mis reporting,  hrms,  drafting,  gap analysis,  database,  erp,  erp system,  implementation,  pharmaceutical,  analysis,  designing,  accounting,  comprehensive,  pharmaceuticals,  core competency,  jboss',\n",
              "  467: 'black,  karate',\n",
              "  468: 'fire fighting,  leadership,  engineering,  electrical,  electrical engineering',\n",
              "  469: 'team work,  ms-office,  convincing,  dependability,  talent management,  finance,  dedication,  flexibility,  marketing,  communication',\n",
              "  470: ' partnership,  transmission,  social media,  proactive,  assisted,  strategic,  progress reports,  advertising,  editing,  creative,  communication,  partnerships,  effectiveness,  reporting,  communications,  consultation,  administration,  qualitative,  insight,  administration support,  researching,  direct mail,  media coverage,  publishing,  programming,  midi,  designing,  pitching,  dance,  audience,  planning,  logistics,  ambitious,  interviewing,  publication',\n",
              "  471: 'blockchain,  analytics,  programming,  engineering,  server,  computing,  deployment,  developing,  networking,  nodejs',\n",
              "  472: 'development,  functional requirements,  design,  administration,  reporting,  operations,  sops,  mis,  efficient,  potential',\n",
              "  473: ' patterns,  powerpoint,  linux,  java,  leader,  networking,  testing',\n",
              "  474: 'communication,  sales,  ms-office,  convincing,  talent management,  marketing,  flexibility,  team work,  dedication,  dependability',\n",
              "  475: 'sql server,  android,  database,  analyzing,  windows,  sql,  maintenance,  server,  mysql,  windows xp',\n",
              "  476: ' multisim,  css,  algorithm,  gsm,  encryption,  java,  windows,  html,  mysql,  cryptography,  consulting,  robot,  spring,  sql,  rfid,  implementation,  jquery,  matlab,  sorting',\n",
              "  477: ' testing,  documentations,  drawings,  technical manuals,  customer satisfaction,  test plan,  electronics,  system testing,  compliance,  windows,  engineering',\n",
              "  478: 'finance,  human resource,  technical skills,  sns,  engineering',\n",
              "  479: 'ppe,  construction,  storm,  risk assessment,  management system,  testing,  drawings,  potential,  inspection,  supervision',\n",
              "  480: 'marketing',\n",
              "  481: 'html5,  notepad,  bootstrap,  requirement gathering,  documentation,  designing,  java,  database,  engineering,  methodology',\n",
              "  482: 'training,  actuator,  printing,  hydraulic system,  conveyor,  positive attitude,  mechanical,  supervision,  catia v5,  autocad',\n",
              "  483: ' engineering,  analysis,  use cases,  illustrator,  agile,  database connectivity,  detailed design,  sublime text,  agile methodology,  css3,  sdlc,  requirement gathering,  documentation,  implementation,  corel draw,  windows,  graphics,  jquery,  c++,  cnc,  photoshop,  windows xp,  advertising,  presentation,  development,  html5,  databases,  design,  ide,  designing,  bootstrap',\n",
              "  484: ' notepad,  agile,  photoshop,  detailed design,  requirement gathering,  documentation,  databases,  designing,  bootstrap,  sublime text,  consultation,  analysis,  c++,  corel draw,  windows xp,  use cases,  requirement analysis,  ide,  graphics,  engineering,  agile methodology,  diagnosis,  html5,  css3,  design,  cnc,  ui,  database,  sdlc,  development,  advertising',\n",
              "  485: ' network,  leader,  punctuality,  timely delivery,  inventory,  pricing strategies,  erp,  negotiations,  logistics management,  analysis,  database,  accounting,  stocking,  documentation,  analyzing,  manufacturing,  sop,  underwriting,  streamlining,  insurance,  export documentation,  maintenance,  communicating,  transport,  logistics,  distribution,  stock control,  supervising,  dispatch,  inspection,  purchase orders,  logistic,  billing,  purchase,  internet,  developing,  reporting,  credit,  invoicing,  construction,  inventory control,  productivity,  purchasing,  negotiating,  contract,  sales,  transportation,  freight forwarding,  pivotal,  mis,  receiving,  potential,  sophisticated,  banking,  software packages,  filing,  operations,  coordination,  iso,  customer satisfaction,  ticketing,  procurement,  interviewing,  dispatching,  planning,  coordinating,  warehousing,  strategic,  wms,  clearance,  brokerage,  warehouse management,  tally,  compliance,  strategic sourcing,  development,  mobilization',\n",
              "  486: ' hdfs,  datasets,  database,  optimization,  writing,  programming,  windows,  sqoop,  scripting,  spark,  forecasting,  git,  oracle,  hbase,  distributed,  predict,  hive,  ide,  hadoop,  shell scripting,  queries,  apache,  operating systems',\n",
              "  487: ' testing,  rest,  banking domain,  engineering,  design,  leader,  numpy,  debugging,  computer vision,  training,  algorithms',\n",
              "  488: 'css,  hibernate,  jquery,  sql,  oops,  apache,  java script,  ajax,  development,  ide',\n",
              "  489: ' excel macro,  dashboard',\n",
              "  490: 'cloudformation,  scripting,  production deployment,  puppet,  writing,  unix,  server,  engineering,  testing,  oracle database',\n",
              "  491: 'consulting,  editing,  analysis,  design document,  finance,  replication,  characterization,  sharepoint,  sap,  design documents',\n",
              "  492: 'testing,  patterns,  computer proficiency,  excel,  linux,  java,  selenium,  word,  outlook,  automation',\n",
              "  493: ' design,  b2b,  ant,  merging,  git,  programming,  installing,  communicating,  integration,  electronics,  uat,  developing,  deployment,  application configuration,  software development life cycle,  configuration management,  online sales,  maintenance,  ci,  collaboration,  linux,  architecture,  infrastructure,  programming languages,  b2c,  marketing,  configuration,  continuous integration,  testing,  jenkins,  primary skills,  subversion,  apache,  sales,  automation,  science,  documentation,  development,  core competencies,  scripting,  tomcat,  maven,  usability,  application servers,  analyzing,  configuring',\n",
              "  494: 'credit,  ajax,  java,  ide,  sales order,  database,  mysql,  jquery,  css3,  billing',\n",
              "  495: ' consistent,  sdlc,  vlsi,  linux,  design,  ms excel,  project plan,  svn,  crm,  queries,  ms powerpoint,  c++,  ooad,  electronics,  hp quality center,  client communication,  effort estimation,  business requirements,  design concept,  implementation,  html,  analyzing,  javascript,  visio,  java,  sales,  defect analysis,  gap analysis,  disciplines,  test cases,  uat,  uat test cases,  sales management,  powerpoint,  supervising,  excel,  test case execution,  unix,  testing,  writing,  methodology,  documentation,  autocad,  kyc,  jira,  training material,  tortoise svn,  training,  communication,  windows,  ms visio,  determined',\n",
              "  496: 'pcb,  latex,  matlab,  gardening,  design,  electronics,  multisim,  computer skills',\n",
              "  497: 'design documents,  change management,  panorama,  configuration,  connectivity,  interface,  infrastructure,  router,  writing,  resiliency',\n",
              "  498: 'xampp,  operating systems,  bootstrap,  friendly,  html5,  jquery,  framework,  innovative,  java,  mysql',\n",
              "  499: ' jquery,  ui,  web based application,  liability,  sass,  purchase,  dedicated,  dashboard,  banking,  bootstrap,  digital,  mvc,  javascript,  implementation,  friendly,  html5,  engineering,  asp,  development,  cbs,  angular js',\n",
              "  500: ' windows,  loyalty,  excel,  electrical,  crm,  positive attitude,  word',\n",
              "  501: 'ant,  marketing,  engineering,  b2b,  software development life cycle,  subversion,  bitbucket,  java,  core competencies,  build automation',\n",
              "  502: 'adaptable,  engineering,  compliance,  automation,  documentation,  design,  authorization,  grc,  confidence,  programming',\n",
              "  503: ' opencv,  debugging,  organized,  git,  algorithms,  presentation,  idea,  banking,  banking domain,  development,  engineering',\n",
              "  504: 'timesheet,  communication,  powerpoint,  java,  guide,  mms,  fluency,  php,  functional requirement,  html',\n",
              "  505: ' sap,  team spirit,  coding,  sales,  business development,  iso,  engineering,  autocad,  network,  negotiation,  innovation,  development,  api,  flexibility,  routine maintenance,  petroleum,  rca,  market survey,  design,  international standards,  daily operation,  engineering services,  bidding,  maintenance,  electrical,  lighting',\n",
              "  506: 'databases,  operating system,  inventory control,  operating systems,  invoicing,  technical skills,  stock control,  java,  j2ee,  ordering',\n",
              "  507: ' implementation,  inventory,  active directory,  virtualbox,  configuration,  sla,  installing,  inventory management,  symantec,  oracle,  troubleshooting,  installation,  hsrp,  ospf,  dhcp server,  esxi,  system management,  dhcp,  logging,  administration,  interface,  linux os,  incident management,  backup management,  ubuntu,  cisco router,  routing,  wifi,  lan,  sla monitoring,  virtualisation,  ipv6,  mis,  server management,  stp,  networking,  backups,  dns server,  wan,  eigrp,  vtp,  server configuration,  vlan,  sccm,  routers,  fortinet,  ems,  infrastructure,  ftp,  tftp,  helpdesk,  api,  acl,  cisco,  dns,  accounting,  tally,  linux,  outlook,  rhel,  server,  qms,  gns3,  configuring,  microsoft outlook,  windows servers,  application servers,  maintenance',\n",
              "  508: 'brackets,  graphics,  implementation,  visual studio,  angular js,  angular,  development,  javascript,  liability,  ui',\n",
              "  509: 'distribution,  calibration,  automation,  vfd,  problem solving,  electrical drawing,  mechanical,  plc,  communication,  troubleshooting',\n",
              "  510: ' coordinating,  clinical research,  insurance,  leader,  sales,  operations,  sas,  design,  counselling,  organized',\n",
              "  511: ' loyalty,  word,  testing,  creativity,  tapping,  initiative,  computer skills',\n",
              "  512: 'matlab,  multisim,  computer skills,  electronics,  design,  latex,  gardening,  pcb',\n",
              "  513: 'convincing',\n",
              "  514: 'mysql,  mssql,  scripting,  engineering,  jsp,  struts,  java,  html,  angular,  database',\n",
              "  515: 'development,  sql,  configuring,  consulting,  webi,  sap hana,  analysis,  design document,  processing,  science',\n",
              "  516: 'core competency,  ireport,  analysis,  pharmaceuticals,  erp,  oracle,  engineering,  audit,  comprehensive,  database',\n",
              "  517: ' analysis,  hub,  optimization,  writing,  development,  autosys,  putty,  processing,  ecosystem,  unix shell scripting,  sqoop,  spark,  eclipse,  governance,  apache,  scala,  data lake,  impala,  communication,  electronics,  analytics,  reconciliations,  analysing,  auditing,  unix,  business requirements,  analyzing,  testing,  queries,  hadoop,  oozie,  improvement,  rdbms,  implementation,  python,  flume,  hdfs,  html,  hadoop ecosystem,  engineering,  regex,  sql,  programming,  proactive',\n",
              "  518: 'api,  sccm,  mis,  server,  administration,  server management,  accounting,  gns3,  symantec,  cisco router',\n",
              "  519: 'transformers,  eagerness,  distribution,  documentation,  dispatch,  engineering,  maintenance,  implementation,  process testing,  iso',\n",
              "  520: 'electrical,  testing,  leader,  electronics,  positive attitude',\n",
              "  521: ' electronics,  troubleshoot,  ios,  dedicated,  nexus,  firewall,  dns,  science,  internet,  cisco,  implementation,  cisco asa,  remediation,  sungard,  documentation,  itil,  fortinet,  ssl,  configuration',\n",
              "  522: 'timesheet,  communication,  powerpoint,  java,  guide,  mms,  fluency,  php,  functional requirement,  html',\n",
              "  523: ' visual studio,  banking,  photography,  photoshop,  brackets,  engineering,  bootstrap,  reconciliation,  dashboard,  sass,  purchase,  sales,  asp,  javascript,  dedicated,  cbs,  liability,  friendly,  angular,  ui,  graphics',\n",
              "  524: 'progressive,  typing,  skillful,  legal assistance,  multitasking',\n",
              "  525: 'highlighting,  reporting,  itil,  analysis,  optimization,  patterns,  spoc,  communications,  senior management,  staffing',\n",
              "  526: ' css,  jquery,  implementation,  gsm,  consulting,  aes,  sorting,  interface,  algorithm,  matlab,  sql,  aws,  operating systems,  windows xp,  rfid,  hibernate,  python,  mysql,  java',\n",
              "  527: ' science,  ide,  excel,  technical skills,  mvc,  html5,  api,  asp.net,  asp.net mvc,  angular,  bootstrap,  framework,  ajax',\n",
              "  528: 'testing,  computer vision,  banking domain,  design,  idea,  numpy,  banking,  debugging,  leader,  development',\n",
              "  529: ' process flow,  supply chain management,  3d modeling,  coordinating,  engineering analysis,  improvement,  potential,  sales,  cost estimation,  engineering drawing,  excel,  supply chain,  project execution,  machining,  detailing,  corrective actions,  internal audit,  negotiations,  vendor development,  developing,  actuators,  product selection,  manufacturing,  negotiation,  continuous improvement,  new product development,  fabrication,  database,  analyzing,  purchase,  instrumentation,  invoices,  petrochemical,  procurement,  documentation,  inspection,  pneumatics,  awareness,  rfq,  customer requirements,  design,  purchasing,  mechanical,  marketing,  drawings,  internet,  cad,  analysis,  maintenance,  guide,  prototype,  automation,  iso,  electrical,  contract,  buying,  actuator,  sales service,  assemblies,  development,  realistic,  maintenance manuals,  costing,  training,  mgmt,  audit,  standard operating procedures,  audit plan,  invoicing',\n",
              "  530: 'operating systems,  windows,  painting',\n",
              "  531: 'communication,  team work,  flexibility,  ms-office,  dependability,  sales,  marketing,  finance,  convincing,  talent management',\n",
              "  532: ' sales targets,  leader,  computer knowledge,  team performance,  ms word,  dedication,  planning,  ms excel,  marketing,  proven ability,  handling enquiries,  powerpoint,  client relationship,  motivate,  communication,  operations,  sales,  developing',\n",
              "  533: ' hdfs,  mysql,  eclipse,  backend,  shell scripting,  apache,  distributed,  database,  forecasting,  hive,  algorithm,  sqoop,  hadoop,  operating systems,  hbase,  optimization,  windows,  writing,  programming,  linux,  spark,  oracle,  git',\n",
              "  534: 'linux,  shell scripts,  sql,  dynamo db,  replication,  xen,  tsys,  administration support,  troubleshooting,  planning',\n",
              "  535: ' microsoft window server,  replication,  backups,  writing,  scripting,  server,  payroll,  statistics,  connectivity,  audit,  dpa,  uat,  databases,  installation,  windows,  configuration,  jira,  troubleshoot,  shipping,  administration,  database,  ticketing,  ssms,  maintenance,  mongodb,  sales,  troubleshooting,  ssrs,  database applications,  operations,  consistency,  reporting,  deletion,  log shipping,  linux,  sql server',\n",
              "  536: ' dbms,  honesty,  communication,  matlab',\n",
              "  537: 'transportation,  sales,  receiving,  inventory,  communicating,  punctuality,  filing,  coordinating,  invoicing,  supervising',\n",
              "  538: ' maintenance,  application support,  database backup,  appdynamics,  troubleshooting,  database,  sql,  telecommunications,  vdi,  production deployment,  automation,  shell scripting,  production servers,  queries,  scripting,  html,  oracle,  xen,  coordinating,  elastic,  deployment,  linux,  aix,  shell scripts,  insurance,  administration,  server,  writing,  oracle database,  sql queries,  electronics,  administration support,  windows,  dynamo db,  operations,  template,  ec2,  spotfire,  linux servers,  development,  testing,  planning,  cloudformation,  puppet,  tsys',\n",
              "  539: 'salesforce,  network,  administration,  force.com,  salesforce.com,  framework,  mysql,  java,  database,  blockchain',\n",
              "  540: ' determine,  organizational,  steering,  designing,  qc,  mis,  communication,  spoc,  engagements,  operations,  leader,  bcp,  analytical skills,  time management,  dexterity,  training programs,  queries,  analyzing,  customer feedback,  cascading,  pos,  organisational skills,  development,  operational efficiency,  insight,  phone banking,  planning,  training,  interpersonal skills,  field services,  banking,  audit,  kyc,  effectiveness,  client requirements,  project objectives,  network,  transaction monitoring',\n",
              "  541: ' html,  writing,  hdfs,  analysing,  spark,  validation,  reconciliations,  rdbms,  governance,  testing,  implementation,  hadoop,  database,  queries,  engineering,  communication,  sql,  learning,  scala,  cloudera,  pipeline,  analysis,  auditing,  improvement,  proactive,  impala,  scripting,  data lake,  developing,  sqoop,  python,  business requirements,  regex,  electronics,  oozie,  flume,  hub,  hadoop ecosystem,  putty,  apache,  optimization,  autosys,  development,  unix',\n",
              "  542: 'standard operating procedures,  compliance,  leader,  consistent,  motivation,  strategy,  proactive,  incident reporting,  editing,  transport',\n",
              "  543: ' b2c,  communicating,  java,  continuous deployment,  distribution,  configuration,  engineering,  merging,  configuration management,  core competencies,  online sales,  uat,  continuous integration,  ansible,  developing,  maintenance,  programming,  automation,  primary skills,  build tools,  testing,  design,  bitbucket,  programming languages,  git,  maven,  ci,  jenkins,  marketing,  application configuration,  collaboration,  sales,  installing,  integration,  scripting,  software development life cycle,  reporting,  electronics,  science,  application servers,  infrastructure,  analyzing,  potential,  usability,  linux,  documentation',\n",
              "  544: 'android,  excel,  selenium,  computer proficiency,  patterns,  word,  networking,  team work,  java,  leader',\n",
              "  545: ' html5,  agile,  scrum,  web crawling,  development,  analysis,  testing,  communication,  jira,  inventory,  rest,  oracle,  unit testing,  mysql,  network,  framework,  implementation,  hub,  network inventory,  templates,  python,  telecommunications,  api,  django,  operations,  css,  css3,  interface,  json,  restful api,  mongodb,  processing,  fault management,  design,  git,  server,  support systems,  code deployment',\n",
              "  546: 'punctual,  motivated,  hibernate,  struts,  discipline,  programming,  servlet,  mvc,  jsp,  java',\n",
              "  547: 'computer skills,  sql,  engineering,  unix,  playing cricket,  etl,  electronics,  telecommunication',\n",
              "  548: ' design,  tomcat,  java,  javascript,  friendly,  apache tomcat,  database,  css3,  jquery,  sql,  ajax,  html5,  apache,  xampp,  css,  development,  designing,  innovative',\n",
              "  549: 'programming,  processing,  databases,  coding,  apache,  windows,  analyzing,  scala,  html5,  sql',\n",
              "  550: 'sql,  machine learning,  sql server,  asp,  jquery,  profitability,  shipping,  vbscript,  oracle 9i,  analysis',\n",
              "  551: ' designing,  incident management,  server,  writing,  jira,  developing,  flat files,  scheduling,  strategic,  sql,  agile,  audit,  governance,  microsoft sql server,  autosys,  scripting,  plsql,  job scheduling,  analyzing',\n",
              "  552: ' c++,  django,  blockchain,  crm,  python,  network,  mysql,  html5,  framework,  css3,  java,  database',\n",
              "  553: 'ide,  gateway,  sonarqube,  design,  eclipse,  oracle,  centos,  enthusiastic,  core java,  databases',\n",
              "  554: 'customer management,  organized,  compensation,  datamart,  billing,  data warehousing,  advertising,  developing,  securities,  programming skills',\n",
              "  555: 'aws,  j2ee,  hadoop clusters,  emr,  mapreduce,  telecom,  db2,  sql,  rational,  analyzing',\n",
              "  556: 'macros,  brainstorming,  statistical,  reporting,  compliance,  strategy,  productive,  forecasting,  fast paced environment,  administration',\n",
              "  557: 'science,  c++,  windows,  programming,  engineering,  tensorflow,  python,  fedora,  ubuntu,  database',\n",
              "  558: 'billing,  intelligence,  data warehousing,  integration,  securities,  advertisement,  plsql,  windows,  writing,  communication',\n",
              "  559: ' design,  innovation,  leader,  engineering,  algorithms,  computer vision,  training,  python,  rest,  banking domain,  prototyping',\n",
              "  560: ' development,  gui,  ms office,  technical design,  electronics,  business requirements,  software configuration management,  java,  pandas,  scripting,  python scripting,  functional requirements,  sorting,  django,  gui development,  testability,  mysql',\n",
              "  561: 'training,  designing,  organizational,  communication,  credit,  queries,  insight,  kyc,  customer satisfaction,  effectiveness',\n",
              "  562: ' mechanical,  training,  programming,  milling,  design,  dedication,  cnc,  engineering',\n",
              "  563: 'queries,  audit,  detailing,  determine,  training,  effectiveness,  bcp,  organizational,  managing processes,  transaction monitoring',\n",
              "  564: ' presentation layer,  architecture,  motivated,  server,  asp.net mvc,  visual studio,  html,  hard worker,  primary skill,  mvc,  user requirements,  crm,  sql,  training,  framework,  technical skills,  entity framework,  javascript,  adaptability',\n",
              "  565: ' strategy,  learning,  capacity planning,  database,  efficient,  technical skills,  retail,  configuration,  banking,  client databases,  machine learning,  python,  quick learner,  databases,  statistical,  multitasking,  analytics,  linux,  installation,  dbms,  science,  networking,  facilitating,  design,  leadership qualities,  training,  sensitive,  marketing,  planning,  oracle',\n",
              "  566: 'positive attitude,  testing,  leader,  electronics,  electrical',\n",
              "  567: ' agile methodology,  requirement analysis,  design,  corel draw,  sdlc,  documentation,  designing,  java,  database connectivity,  implementation,  illustrator,  detailed design,  advertising,  html5,  development,  use cases,  ui,  methodology,  consultation,  photoshop,  notepad,  graphics,  windows,  css3,  agile,  c++,  sublime text,  ide,  diagnosis,  javascript,  requirement gathering',\n",
              "  568: ' science,  numpy,  selenium web driver,  technical aspects,  scikit-learn,  nlp,  sql,  analysis,  practical,  insurance,  deep learning,  engineering,  selenium,  practical knowledge,  web crawling,  python',\n",
              "  569: ' mysql,  programming,  sorting,  development,  gui development,  django,  gui,  electronics,  business requirements,  software configuration management,  python,  java,  windows,  scripting,  pandas,  testability,  operating systems',\n",
              "  570: 'operating systems,  painting,  windows',\n",
              "  571: ' hbase,  embedded,  idea,  cash transactions,  pharmaceutical,  processing,  etl,  queries,  sourcing,  workflow,  eclipse,  sql,  integration,  core-java,  linux,  loading data,  hive,  development,  router,  sqoop,  database,  spark,  framework,  unit testing,  java,  mysql,  unix,  implementation,  scala,  reporting,  data warehouse,  talend,  change data capture,  flume,  integration testing,  hdfs,  upstream,  analytics,  bug fixing,  databases,  oltp,  hadoop,  plsql',\n",
              "  572: ' engineering,  cbs,  visual studio,  html5,  liability,  css3,  jquery,  dedicated,  ui,  asp,  angular js,  graphics,  implementation,  web based application,  development,  purchase,  photoshop,  brackets,  sales,  javascript,  reconciliation',\n",
              "  573: ' bar chart,  documentation,  sap,  designing,  metadata,  poc,  change request,  audience,  component selection,  patterns,  user requirements,  queries,  developing,  visualization,  backend,  reporting,  business objects,  teradata db,  interactive,  analysis,  intelligence,  credit,  transport,  analytics,  decommissioning,  dashboard,  sales reports,  testing,  performed unit testing,  cmc,  billing,  investigation,  webi,  precise,  purchase',\n",
              "  574: 'operating systems,  ipv6,  network,  dhcp,  mis,  networking,  server configuration,  inventory,  outlook,  coordinating',\n",
              "  575: ' php,  mssql,  ionic,  linux,  mysql,  spring mvc,  ajax,  j2ee,  jdbc,  database,  servlet,  mvc,  spring,  oracle,  jsp,  engineering',\n",
              "  576: ' maintenance,  abap,  analyzing,  technical specifications,  ecc6.0,  qm,  odata,  gateway,  implementation,  potential,  sales,  itil,  scm,  development,  customization,  hpqc,  edi,  sap abap,  design,  training,  solman',\n",
              "  577: 'science,  engineering,  construction',\n",
              "  578: 'transportation,  timely delivery,  dispatching,  partnerships,  transport,  maintenance,  erp,  analysis,  efficient,  pivotal',\n",
              "  579: 'windows,  spring,  robot,  javascript,  python,  sql,  jquery,  html,  java,  rfid',\n",
              "  580: 'apache poi,  traceability matrix,  communication,  new technologies,  jdbc,  sdlc,  integration testing,  analysis,  critical thinking,  reliability',\n",
              "  581: 'operating systems,  sqoop,  source control,  java,  datasets,  mysql,  hive,  forecasting,  database,  optimization',\n",
              "  582: 'marketing,  communication,  ms-office,  dependability,  team work,  sales,  flexibility,  dedication,  talent management,  finance',\n",
              "  583: ' mysql,  analysis,  implementation,  fault management,  network inventory,  agile,  restful,  processing,  communication,  rest,  css,  oracle,  deployment,  json,  interface,  scrum,  web crawling,  restful api,  friendly,  unit testing,  jira,  databases,  html,  css3,  testing,  telecommunications,  django,  python,  agile scrum,  mongodb,  support systems,  api,  development,  inventory,  design,  telecommunication,  html5,  network',\n",
              "  584: 'mechanical engineering,  confidence,  automotive,  training,  milling,  auto cad,  dedication,  programming,  cad,  honest',\n",
              "  585: ' data warehouse,  hbase,  tableau,  workflows,  ran,  databases,  autosys,  workspace,  hive,  architecture,  jupyter,  domain knowledge,  sqoop,  hadoop distributed file system,  wireless,  scheduling,  oozie,  cloudera,  designing,  fraud detection,  yarn,  mediation,  python,  deployment,  distributed,  unix,  programming languages,  programming,  putty,  windows,  sqlserver,  java,  anti money laundering,  rf,  jsp,  scripting languages,  cassandra,  etl,  srm,  distribution,  oms,  hadoop,  testing,  integration,  network,  teradata,  pyspark,  mysql,  reconciliation,  developing,  scala,  learning,  idea,  oracle,  ftp,  development',\n",
              "  586: 'purchase,  schematic,  graphics,  inspection,  planned,  operations,  communication,  communicating,  iso,  scada',\n",
              "  587: 'engineering,  unix,  replication,  scaling,  azure cloud,  aws,  mysql,  filenet,  debugging,  analysis',\n",
              "  588: ' billing,  reporting,  interface,  sap,  forecast,  highlighting,  invoicing,  sla,  documentation,  microsoft office,  kpi,  resource utilization,  optimization,  advanced ms excel,  hiring,  staffing,  maintenance,  filing,  itil,  senior management,  analysis,  deployment,  compliance,  spoc,  scheduling,  confluence,  communications,  visio,  word,  managed services,  database,  operations,  sla management,  sharepoint,  timesheet',\n",
              "  589: ' quality center,  health insurance,  analysis,  customer management,  data warehousing,  database,  sql,  analyzing,  sla,  data warehouse,  securities,  healthcare,  investment banking,  advertising,  private banking,  unit testing,  warehousing,  programming,  datamart,  oracle,  technical requirements,  billing,  financial services,  documentation,  compensation,  insurance,  informatica powercenter,  writing,  developing,  interface,  retail banking,  production support,  windows,  management reports,  workflow,  flat files,  intelligence,  development,  testing,  integration,  design,  project documentation,  methodology,  etl,  powercenter,  bi tools,  organized,  multimedia,  plsql',\n",
              "  590: ' mysql,  servlet,  css3,  eclipse,  angular,  back end,  web technology,  purchasing,  windows,  jsp,  architecture,  operating system,  java,  windows xp,  sublime text,  selling,  programming,  hibernate,  ajax,  mvc,  mvc architecture,  credit,  javascript,  angularjs,  billing,  html5',\n",
              "  591: 'collaboration,  analyzing,  ci,  testing,  infrastructure,  potential,  java,  apache,  application configuration,  electronics',\n",
              "  592: 'engineering,  itil process,  installing,  netbackup,  rman,  incident management,  analysis,  scom,  improvement,  datapump',\n",
              "  593: ' development,  sales,  flexibility,  functional requirements,  reengineering,  prototype,  networking,  operations,  efficient,  mis,  sops,  reporting,  training,  documentation,  communication',\n",
              "  594: 'troubleshooting,  routing,  learning,  audience,  science,  creative,  polite,  network administration,  network security,  finance',\n",
              "  595: 'data warehousing,  flat files,  interface,  multimedia,  loading data,  documentation,  unit testing,  sql,  private banking,  warehousing',\n",
              "  596: 'inventory management system,  testing framework,  framework,  jboss,  selenium webdriver,  java,  debugging,  integration testing,  selenium web driver,  api',\n",
              "  597: ' gsm,  matlab,  html,  multisim,  cryptography,  javascript,  spring,  algorithm,  css,  java,  aws,  windows,  encryption,  windows xp,  consulting,  sorting,  aes,  implementation,  mysql',\n",
              "  598: ' contracting,  construction,  storm,  ppe,  development,  manufacturing,  validation,  engineering,  risk assessment,  pharmaceutical,  construction drawings,  coordinating,  contract,  drawings,  calibration,  arm',\n",
              "  599: 'training,  sdlc,  communication,  angular,  technical expertise,  postgresql,  database,  agile methodology,  sow,  uat',\n",
              "  600: 'weblogic,  performance monitoring,  development,  web servers,  grid,  addm,  scripting,  loadbalancer,  datapump,  integration',\n",
              "  601: ' strategic,  queries,  data science,  analysis,  business intelligence,  api,  bluemix,  apache,  nlp,  algorithms,  spark,  science,  aws,  product lines,  insights,  learning,  face recognition,  distribution channels,  qliksense,  business analytics,  machine learning,  leadership,  planning,  pyspark,  analytics,  hadoop,  pgp,  interpretation,  ibm bluemix,  lex,  fraud detection,  quantitative,  distribution,  comparative analysis,  database,  forecasts,  communication,  visualization,  intelligence',\n",
              "  602: ' ms office,  positive attitude,  tapping,  engineering,  excel,  computer skills,  initiative',\n",
              "  603: 'database,  science',\n",
              "  604: ' gateway,  development,  design,  operating system,  hardworking,  eclipse,  maintenance,  embedded,  ide,  linux,  java',\n",
              "  605: ' engineering,  fabrication,  mechanical,  design,  discipline,  hardworking,  cnc,  cnc machine',\n",
              "  606: 'transport,  html,  framework,  entity framework,  javascript,  technical skills,  user requirements,  training,  logistics,  asp',\n",
              "  607: 'banking,  marketing,  engineering,  nodejs,  internet,  networking,  java,  reactjs,  machine learning,  prototype',\n",
              "  608: ' teradata,  cloudera,  windows,  visualization,  analytics,  scala,  technical documentation,  python,  writing,  design,  unit testing,  hadoop clusters,  kpi,  data lake,  sql,  analysis,  testing,  avro,  queries,  flume,  test cases,  spark,  sqoop,  connectivity,  processing,  scripting,  ecosystem,  documentation,  optimization,  distributed,  jdk,  oozie,  algorithms,  system performance,  application development,  websphere,  hbase,  oltp,  aws,  hive,  hdfs,  oracle,  tomcat,  troubleshooting,  database,  ide,  storm,  rdbms,  svn,  putty,  telecommunications,  apache,  workflow,  hiveql,  java,  development,  client side,  nosql,  clusters,  databases,  mysql',\n",
              "  609: ' mobilization,  electrical,  plumbing,  billing,  drawings,  purchase,  planning,  infrastructure,  inspection,  progressive,  aviation',\n",
              "  610: 'distribution,  engineering,  basic computer,  transmission,  electrical,  electronics,  installation,  maintenance',\n",
              "  611: 'engineering,  finance,  technical skills,  sns,  human resource',\n",
              "  612: ' asp.net,  development,  sql,  git,  cms,  javascript,  front end,  linq,  crm,  coding,  knockout js,  rest,  databases,  jquery,  unit testing,  testing,  visual studio code,  website content,  typescript,  hitech,  mvc,  agile,  programming,  framework,  leadership,  knockout,  potential,  design,  ide,  relational databases,  svn,  wcf',\n",
              "  613: ' database,  mapreduce,  disciplines,  pharmaceutical,  sql,  maintenance,  distributed,  hadoop,  healthcare,  tableau,  infrastructure,  yarn,  articulate,  cluster monitoring,  oncology,  engineering,  algorithms,  immunology,  network,  cloudera,  windows,  spark,  serialization,  distribution,  scala,  learning,  svn,  hive,  leadership,  analytics',\n",
              "  614: ' word,  billing,  resource utilization,  design,  sla management,  training,  kpi,  senior management,  optimization,  sharepoint,  confluence,  service delivery management,  spoc,  ms project,  reporting,  patterns,  interface,  staffing,  itil,  invoicing,  excel,  scheduling,  planning,  advanced ms excel,  communications,  maintenance,  database,  sla,  deployment,  microsoft office,  highlighting,  analysis,  hiring,  timesheet,  operations',\n",
              "  615: ' communication,  analytics,  leadership qualities,  configuration,  quick learner,  strategy,  multitasking,  sla,  insurance,  sensitive,  networking,  numerous,  retail,  python,  banking,  machine learning,  oracle,  sql,  dbms,  r programming,  linux,  client databases,  databases,  statistical,  facilitating,  science,  leadership,  technical skills,  marketing,  capacity planning',\n",
              "  616: ' counselling,  healthcare,  organized,  design,  supervising,  reporting,  coordinating,  sas,  motivate,  professionalism',\n",
              "  617: ' detailed design,  database,  database connectivity,  ide,  ui,  connectivity,  advertising,  sublime text,  css3,  requirement gathering,  documentation,  diagnosis,  c++,  implementation,  javascript,  agile,  windows,  agile methodology,  graphics,  databases,  notepad,  designing,  development,  photoshop,  use cases,  design,  requirement analysis,  consultation,  cnc,  corel draw,  methodology',\n",
              "  618: ' mvc,  php,  hibernate,  scripting,  html,  oracle,  linux,  servlet,  jsp,  javascript,  json,  frameworks,  struts,  spring,  ajax,  j2ee',\n",
              "  619: 'finance,  sns,  technical skills,  engineering,  human resource',\n",
              "  620: 'communicating,  primary skills,  science,  usability,  java,  linux,  tomcat,  uat,  design,  deployment',\n",
              "  621: ' customer satisfaction,  electronics,  documentations,  windows,  test plan,  system testing,  debugging,  abacus,  drawings,  process improvements,  hardware testing',\n",
              "  622: ' purchase orders,  network,  logistics management,  mis reporting,  wms,  purchasing,  dispatching,  warehousing,  manufacturing,  database,  analyzing,  transport,  development,  communicating,  documentation,  pivotal,  strategic sourcing,  coordination,  pricing strategies,  sophisticated,  invoicing,  iso,  logistic,  procurement,  clearance,  banking,  interviewing,  queries,  mobilization,  stock control,  inspection,  distribution,  customer satisfaction,  leader,  partnerships,  developing,  coordinating,  construction,  tally,  productivity,  strategic,  internet,  billing,  shipping,  dispatch,  reporting,  negotiating,  commitment,  planning,  mis,  sourcing,  maintenance,  receiving,  supervising,  insurance,  transshipment,  contract,  punctuality,  reasonable,  analysis,  potential,  warehouse management,  timely delivery,  sop,  efficient,  software packages,  underwriting,  filing,  stocking,  brokerage,  ticketing,  transportation,  logistics,  operations,  erp,  export documentation,  inventory control',\n",
              "  623: ' unix,  telecommunications,  appdynamics,  oracle database,  replication,  shell scripting,  coordinating,  html,  production deployment,  scripting,  template,  linux,  administration,  database,  development,  vdi,  puppet,  analysis,  planning,  elastic,  production servers,  maintenance,  filenet,  deployment,  aws,  server,  application support,  oracle,  electronics,  spotfire,  debugging,  dynamo db,  administration support,  windows,  testing,  tsys,  queries,  ec2,  insurance,  database backup,  aix,  mysql,  operations,  linux servers,  troubleshooting',\n",
              "  624: 'scripting,  functional requirements,  pandas,  development,  html,  electronics,  numpy,  ms office,  configuration,  design',\n",
              "  625: 'economics',\n",
              "  626: ' application configuration,  maintenance,  distribution,  reporting,  ci,  analyzing,  b2c,  jenkins,  configuration,  apache,  automation,  ansible,  science,  programming languages,  primary skills,  collaboration,  merging,  communicating,  maven,  programming,  scripting,  documentation,  deployment,  uat,  linux,  potential,  sales,  developing,  installing,  application servers,  electronics,  architecture,  build tools,  git,  usability,  infrastructure,  continuous integration,  development,  configuring,  testing,  integration,  design,  online sales,  continuous deployment,  configuration management,  tomcat',\n",
              "  627: 'advanced ms excel,  filing,  sla management,  timesheet,  ms project,  finance,  service delivery management,  managed services,  invoicing,  confluence',\n",
              "  628: ' distribution,  interlocking,  troubleshooting,  mechanical,  mono,  scada,  reliability,  hvac,  electrical safety,  hydraulic machine,  clearance,  actuators',\n",
              "  629: 'forecasting,  encoding,  learning,  scaling,  ml,  feature selection,  classification',\n",
              "  630: 'construction,  science,  engineering',\n",
              "  631: ' architecture,  construction materials,  communication,  engineering,  procurement,  casting,  drafting,  design,  development,  computer skills,  supervision',\n",
              "  632: ' decision making,  bcp,  credit,  cascading,  training programs,  dexterity,  steering,  sla,  organisational skills,  transaction monitoring,  time management,  kyc,  banking,  leader,  training,  insight,  spoc,  effectiveness,  development,  analyzing,  leadership,  operations,  communications,  pos,  client requirements,  field services,  phone banking,  interpersonal skills,  network,  organizational abilities,  analytical skills,  detailing,  operational efficiency,  communication,  project objectives,  queries,  qc,  customer satisfaction',\n",
              "  633: ' capa,  process testing,  analysis,  eagerness,  personal skills,  implementation,  functional testing,  transformer,  dispatch,  maintenance,  inspection,  leadership,  transformers',\n",
              "  634: 'engineering,  ionic,  framework,  java,  jdbc,  mysql,  spring mvc,  mssql,  database,  angular',\n",
              "  635: ' insurance,  machine learning,  learning,  technical aspects,  nltk,  machine learning algorithms,  scikit-learn,  analysis,  html,  python,  classification,  numpy,  data science,  pandas,  selenium web driver,  deep learning',\n",
              "  636: 'jdk,  optimization,  design,  hadoop clusters,  analytics,  application development,  spark,  scripting,  sql,  windows',\n",
              "  637: 'engineering services,  marketing,  communication,  negotiation,  training,  maintenance,  daily operation,  lighting,  drawings,  development',\n",
              "  638: ' hiring,  credit,  mis,  performance management,  coaching,  productivity,  commercial lending,  analysis,  communicating,  customer requirements,  investment management,  mentoring,  reporting,  deployment,  credibility,  spreadsheets,  drafting,  incident reporting,  help desk,  testing,  facilitating,  determine,  troubleshoot,  design,  presentations,  sql,  improvement,  compliance,  strategy,  training,  invoices,  audit,  editing,  sla,  aviation,  generating revenue,  processing,  planning,  sales,  spoc,  replication,  standard operating procedures,  operations,  system deployment,  leader,  examination,  sungard,  lending,  proactive,  learning,  negotiations,  strategic,  server,  onshore,  talent management,  accountability,  billing,  framework,  potential,  encourage,  effectiveness,  database,  determined,  senior management,  distribution,  transport,  leasing,  human resources,  competitive,  crm,  consistent,  consulting,  troubleshooting,  architecture,  fiserv,  financial services',\n",
              "  639: ' debugger,  change requests,  putty,  commitment,  testing,  engineering,  sql,  electronics,  unix,  workflows,  writing,  analysis,  oracle,  development,  learning',\n",
              "  640: ' router,  putty,  troubleshooting,  oracle,  sql,  engineering,  jira,  writing,  development,  etl,  electronics,  debugger,  learning,  etl tool,  change requests',\n",
              "  641: ' hibernate,  employee management,  tomcat,  react js,  server,  postgresql,  spring,  telecom,  network,  inventory,  blockchain,  database,  mysql,  api,  routing,  mvc,  c++,  loyalty,  glassfish,  jquery,  erp,  react,  scripting,  node js,  crm,  javascript,  rest,  angular,  windows,  java spring,  contract,  web services,  my sql,  ubuntu,  framework,  rdbms,  sql,  soap,  struts,  development,  networking,  audit,  configuration,  css,  backend,  mysql db,  training,  software skills,  php,  infrastructure,  p2p,  router,  front end',\n",
              "  642: 'server,  reporting,  automation,  coordinating,  mysql,  manual testing,  maintenance,  test scenarios,  test plans,  android',\n",
              "  643: ' iso,  ide,  angular,  credit,  mvc,  hibernate,  angularjs,  sublime text,  angular js,  css3,  programming,  billing,  eclipse,  servlet,  sales,  selling,  jsp,  javascript,  windows,  architecture,  spring,  ajax,  purchasing,  web technology,  sales order,  mvc architecture',\n",
              "  644: 'agile methodologies,  server,  agile,  flat files,  processing,  writing,  methodology,  queries,  talend,  databases',\n",
              "  645: ' science,  rtm,  ms office,  windows operating system,  quick learner,  entrepreneurship,  organized,  windows',\n",
              "  646: 'motivate,  reporting,  professionalism,  operations,  sales,  sas,  coordinating,  counselling,  design,  healthcare',\n",
              "  647: ' fluency,  excel,  word,  audit,  powerpoint,  validation,  php,  java,  windows,  html,  mms',\n",
              "  648: 'tomcat,  rdbms,  java spring,  contract,  oracle,  front end,  telecommunication,  mvc,  postgresql,  inventory',\n",
              "  649: ' numpy,  programming',\n",
              "  650: 'investigative,  elasticsearch,  dimensionality reduction,  time series analysis,  analytics,  pca,  matplotlib,  numpy,  investigations,  interactive',\n",
              "  651: ' html,  invoicing,  api testing,  restful,  restful web service,  functional testing,  time management,  ibatis,  learning,  selenium webdriver,  framework,  regression testing,  c++,  api,  sales,  android,  ci,  testing framework,  inventory,  database,  java,  server,  testing,  inventory management system,  svn,  development,  webdriver,  sql,  integration testing,  javascript,  windows,  automation,  pom,  eclipse,  spring,  scheduling,  integration,  programming,  system testing,  jboss,  erp,  debugging,  jenkins,  scripting,  testng',\n",
              "  652: ' mapreduce,  css,  telecom,  java programming,  sql,  emr,  hive,  kerberos,  pl-sql,  design,  weka,  scripting languages,  windows,  configuring,  c++,  apache,  html5,  databases,  clusters,  algorithms,  windows xp,  spark,  engineering,  j2ee,  hadoop,  scripting,  analyzing,  coding,  programming,  javascript,  python,  scala,  clustering,  hdfs,  random forest',\n",
              "  653: 'operating system,  sonarqube,  enthusiastic,  windows,  gateway,  maintenance,  putty,  databases,  linux,  development',\n",
              "  654: 'learning,  jupyter,  programming,  pycharm,  java,  development,  mysql,  labview,  marketing,  electrical',\n",
              "  655: ' statistics,  operations,  sql,  sybase,  reporting,  oracle,  backups,  queries,  database applications,  administration,  sql server,  troubleshoot,  connectivity,  scripting,  deletion,  writing,  ssis,  database,  audit,  designing,  configuration,  ssrs,  mongodb,  databases,  log shipping,  replication,  science,  maintenance,  consistency,  server,  iis,  payroll,  windows server,  testing,  troubleshooting,  windows',\n",
              "  656: 'automation,  programming languages,  scripting,  maven,  continuous deployment,  configuration management,  linux,  maintenance,  ansible,  software development life cycle',\n",
              "  657: 'infrastructure,  timely delivery,  client satisfaction,  instrumentation,  procurement,  project execution,  hmi,  iso,  project plan,  development',\n",
              "  658: 'electronics,  communication,  java',\n",
              "  659: 'engineering,  construction,  science',\n",
              "  660: 'dcs,  planned,  architecture,  prioritization,  iso,  software engineering,  contingency plan,  analysis,  ethics,  hmi',\n",
              "  661: 'mechanical engineering,  design,  cnc,  fabrication,  mechanical,  engineering,  cnc machine,  honest,  dedication,  programming',\n",
              "  662: ' internet,  sophisticated,  transportation,  receiving,  distribution,  billing,  inventory,  erp,  documentation,  mobilization,  tally,  logistics management,  interviewing,  partnerships,  transport,  timely delivery,  banking,  streamlining,  coordinating,  dispatch,  stocking,  purchase orders,  logistics,  efficient,  potential,  export documentation,  reporting,  credit,  software packages,  sop,  strategic sourcing,  mis,  accounting,  communicating,  pricing strategies,  negotiating,  clearance,  procuring,  iso,  warehousing,  development,  filing,  supervising,  strategic,  network,  wms,  productivity,  mis reporting,  leader,  inventory control,  dispatching,  construction,  freight forwarding,  warehouse management,  compliance,  customer satisfaction,  planning,  queries,  contract,  developing,  logistic,  analyzing,  purchasing,  insurance,  underwriting,  brokerage,  coordination,  purchase,  shipping,  commitment,  analysis,  stock control,  maintenance,  pivotal,  operations,  database,  punctuality',\n",
              "  663: ' design,  codeigniter,  database,  xampp,  ajax,  framework,  mysql,  html,  windows,  javascript,  css3,  development,  html5,  sql,  java,  innovative,  css,  server',\n",
              "  664: 'functional testing,  leadership,  transformers,  engineering,  validation,  transformer,  testing,  organizational,  distribution,  maintenance',\n",
              "  665: 'drilling,  consulting,  finance,  processing,  configuring,  analysis,  analyzing,  technical specification,  sharepoint,  design',\n",
              "  666: 'unit testing,  javascript,  documentation,  internet,  srs,  coding,  testing,  html,  ui,  dashboard',\n",
              "  667: ' audit,  analyzing,  sla compliance,  collaboration,  risk identification,  synthesize,  project management,  performance report,  organizational skills,  operations,  feedback analysis,  supportive,  compliance,  influence,  dashboard,  leadership,  documentation,  billing,  developing,  budgeting,  governance,  organizational,  brainstorming,  macros,  sla,  reporting,  auditing,  financial performance,  proven ability,  communication,  multitasking,  risk management,  development,  software development lifecycle,  strategy,  ms office,  automation,  training,  onshore,  patterns,  strategic,  insights,  reliable,  sdlc,  strategic thinking,  ppt,  core competencies,  fast paced environment,  infrastructure,  mis,  engagement,  forecasting,  productive,  qualitative',\n",
              "  668: ' maintenance,  wan,  enthusiasm,  network,  network security,  administration,  friendly,  troubleshooting,  ipsec,  positive attitude,  installation,  configuration,  learning skills,  vpn,  creative,  inventory,  troubleshoot,  brainstorming,  learning,  routers,  facilitate,  routing,  lan,  communication,  creativity,  network administration,  firewalls',\n",
              "  669: ' implementation,  process testing,  personal skills,  dispatch,  documentation,  eagerness,  quick learner,  competitive,  calibration,  iso,  inspection,  capa,  analysis',\n",
              "  670: ' marketing,  debian,  django,  xampp,  ubuntu,  matlab,  pycharm,  science,  flask,  electronics,  labview,  jupyter,  development,  design,  programming,  strategy,  electrical,  mysql,  ide,  python',\n",
              "  671: 'communicating,  jira,  interface,  logging,  logistics,  webdriver,  test cases,  telecommunications,  motivated,  selenium',\n",
              "  672: ' credit,  organizational,  customer satisfaction,  transaction monitoring,  project objectives,  detailing,  designing,  analytical skills,  network,  cascading,  analyzing,  communication,  leader,  training programs,  queries,  effectiveness,  operational efficiency,  managing processes,  interpersonal skills,  spoc,  audit,  steering,  phone banking,  client requirements,  time management,  training,  banking,  organisational skills,  customer feedback,  dexterity,  field services,  operations,  leadership,  development,  pos,  qc,  insight,  kyc',\n",
              "  673: ' drafting,  architecture,  engineering,  facilitating,  scheduling,  development,  design,  honesty,  procurement,  computer skills,  shuttering',\n",
              "  674: ' contract,  aviation,  inspection,  installation,  drawings,  computer skills,  ms office,  planning,  coordination,  supervising,  plumbing',\n",
              "  675: 'autocad,  scheduling,  installation,  communication,  electronics,  electrical maintenance,  cabling,  drawings,  field instruments,  abb',\n",
              "  676: ' customer satisfaction,  schematics,  compliance,  process improvements,  electronics,  troubleshoot,  engineering,  documentations,  test plan,  abacus,  company policies',\n",
              "  677: 'implementation,  health check,  sip,  sql server,  azure ad,  database administration,  scom,  improvement,  call support,  uat',\n",
              "  678: ' developing,  application servers,  reporting,  java,  configuring,  configuration management,  distribution,  application configuration,  integration,  programming,  maven,  configuration,  marketing,  apache,  jenkins,  infrastructure,  testing,  electronics,  b2c,  programming languages,  installing,  sales,  design,  potential,  deployment,  ci,  continuous deployment,  collaboration,  bitbucket,  ansible,  continuous integration,  b2b,  merging,  git,  usability,  subversion,  documentation,  development,  science,  build tools,  engineering,  tomcat,  architecture,  uat,  core competencies,  analyzing',\n",
              "  679: 'supervising,  science,  leader,  clinical research,  marketing,  organized,  coordinating,  operations,  professionalism,  design',\n",
              "  680: ' banking,  retail,  shipping,  rdbms,  gui,  windows server,  windows,  maintenance,  call support,  log shipping,  implementation,  investment banking,  windows xp/7,  troubleshooting,  planning,  configuration,  database backup,  analyzer,  troubleshoot,  ssms,  sql profiler,  maintenance plan,  replication,  scheduling,  databases,  performance tuning,  daily maintenance,  sql',\n",
              "  681: 'team performance,  planning,  handling enquiries,  sales,  motivate,  initiative,  proven ability,  presentation,  powerpoint,  ms excel',\n",
              "  682: ' cabling,  engineering services,  supervising,  reporting,  bidding,  problem solving,  processing,  electrical,  process automation,  abb,  drawings,  developing,  calibration,  field instruments,  digital,  route,  documentation,  efficient,  installation,  planning,  electrical maintenance,  troubleshooting,  maintenance,  vfd,  preventive maintenance,  automation,  budgeting,  engineering,  detailing,  greenfield,  scheduling,  actuators,  learning,  flow meter,  mechanical,  communication,  lighting,  plc,  coordination,  autocad',\n",
              "  683: ' python,  internet,  bluemix,  analysis,  pgp,  machine learning,  api,  distribution,  selenium web driver,  hive,  database,  forecasts,  apache,  fraud detection,  selenium,  spark,  science,  pyspark,  queries,  qliksense,  learning,  data science,  kpi,  electronics,  face recognition,  comparative analysis,  ibm watson,  lex,  product lines,  intelligence,  messaging,  nlp,  analytics,  quantitative analysis,  planning,  insights,  ibm bluemix,  distribution channels,  hadoop',\n",
              "  684: 'communications,  potential,  sales,  design,  documentation,  administration,  functional requirements,  senior management,  development,  mis',\n",
              "  685: 'mis,  strategy,  emerging technologies,  spreadsheets,  reporting,  sql,  lending,  competitive,  troubleshoot,  mentoring',\n",
              "  686: ' clearance,  maintenance,  provision,  statistics,  electrical,  actuators,  troubleshooting,  network,  preventive maintenance,  mono,  scada,  distribution',\n",
              "  687: ' autosys,  business improvement,  analysis,  oozie,  data lake,  hive,  sql,  database,  optimization,  analyzing,  proactive,  apache,  pipeline,  spark,  queries,  programming,  learning,  scripting,  html,  hub,  eclipse,  validation,  improvement,  ecosystem,  implementation,  developing,  writing,  auditing,  electronics,  reconciliations,  putty,  scala,  governance,  rdbms,  business requirements,  development,  hdfs,  analytics,  processing,  testing,  unix shell scripting,  mapreduce,  impala,  hadoop',\n",
              "  688: 'cloudera,  sqoop,  flume,  unix,  loading data,  cash transactions,  framework,  change data capture,  sourcing,  router',\n",
              "  689: 'php,  javascript,  struts,  database,  mvc,  servlet,  linux,  hibernate,  frameworks,  spring mvc',\n",
              "  690: 'manual testing,  windows,  coordinating,  database,  testing,  test plans,  java,  android,  maintenance,  windows xp',\n",
              "  691: 'cloud front,  network,  unix,  aws,  rman,  addm,  analysis,  installation,  dbca,  troubleshooting',\n",
              "  692: ' server,  database administration,  planning,  automation,  network,  installation,  log shipping,  bots,  ssms,  science,  call support,  windows,  performance tuning,  sip,  rca,  java,  sql server,  jira,  configuration,  shipping,  oracle,  netezza,  health check,  troubleshooting,  ms sql server,  uat,  training,  improvement,  clustering,  architecture,  replication,  analysis,  erp,  problem management,  procurement,  azure ad,  deployment',\n",
              "  693: ' usability,  design,  learning,  automation,  smoke testing,  test plan,  communication,  system testing,  exploratory testing,  selenium grid,  ide,  defect tracking,  apache,  functional testing,  new technologies,  grid,  compatibility testing,  critical thinking,  training,  analysis,  jdbc,  selenium,  integration,  writing,  reliability,  recruitment process,  black box testing,  operational analysis,  jenkins,  integration testing,  testng,  test cases,  sdlc,  apache poi',\n",
              "  694: ' team work,  computer proficiency,  excel,  testing,  leader,  powerpoint,  selenium',\n",
              "  695: ' testing,  electrical,  initiative,  ms office,  creativity,  motivated,  windows',\n",
              "  696: ' database,  mysql',\n",
              "  697: 'transmission,  basic computer,  electronics,  distribution,  engineering,  maintenance,  installation,  electrical',\n",
              "  698: 'smoke testing,  development,  learning,  traceability matrix,  testing,  jsp,  functional testing,  servlets,  ide,  automation',\n",
              "  699: 'technical design document,  design,  sql,  characterization,  development,  sap,  honeywell,  configuring,  sharepoint,  implementation',\n",
              "  700: ' tomcat,  designing,  server,  html,  ajax,  operating systems,  java,  innovative,  javascript,  xampp,  interface,  windows,  mysql,  sql,  database,  development,  jquery,  bootstrap',\n",
              "  701: 'windows,  agile,  html5,  databases,  advertising,  consultation,  detailed design,  connectivity,  implementation,  documentation',\n",
              "  702: ' html,  spring,  aws,  javascript,  cryptography,  multisim,  python,  css,  software tools,  windows,  sorting,  hibernate,  operating systems,  aes,  algorithm,  interface,  sql,  implementation,  encryption',\n",
              "  703: ' testing,  agile,  as400,  git,  restful,  maintenance,  uat,  sow,  api,  html,  stream,  debugging,  agile methodology,  postgresql,  methodology,  as/400,  coding,  hardworking,  erp,  server,  training,  sdlc,  java,  pivotal cloud foundry,  technical expertise,  database structure,  customer interaction,  development,  cache,  angular',\n",
              "  704: 'marketing,  midi,  communication,  qualitative,  strategic,  effectiveness,  quantitative,  sourcing,  editing,  communications',\n",
              "  705: 'mvc,  network,  java spring,  windows xp,  jdbc,  oracle,  inventory,  hibernate,  crm,  loyalty',\n",
              "  706: 'maintenance,  installation,  engineering,  electrical,  electronics,  distribution,  transmission,  basic computer',\n",
              "  707: 'qm,  ecc6.0,  abap,  odata,  analyzing,  gateway,  potential,  ewm,  embedded,  solman',\n",
              "  708: ' shipping,  purchase,  internet,  filing,  compliance,  brokerage,  database,  underwriting,  wms,  sourcing,  network,  sop,  accounting,  mis,  receiving,  timely delivery,  streamlining,  warehouse management,  software packages,  clearance,  developing,  insurance,  logistics,  interviewing,  punctuality,  customer satisfaction,  strategic sourcing,  inspection,  construction,  documentation,  tally,  productivity,  transportation,  pivotal,  inventory,  manufacturing,  sophisticated,  transshipment,  negotiations,  stock control,  dispatching,  credit,  supervising,  analysis,  commitment,  iso,  logistic,  partnerships,  queries,  stocking,  purchasing,  billing,  procurement,  negotiating,  inventory control,  export documentation,  strategic,  coordination,  erp,  analyzing,  contract,  dispatch,  maintenance,  purchase orders,  ticketing,  sales,  planning,  pricing strategies,  mobilization,  banking,  operations,  communicating,  transport,  warehousing,  freight forwarding,  reporting,  efficient',\n",
              "  709: 'maintenance,  administration,  linux,  mysql database administration,  database backup,  queries,  centos,  user acceptance,  replication,  installation',\n",
              "  710: 'marketing,  communication,  ms-office,  dependability,  team work,  sales,  flexibility,  dedication,  talent management,  finance',\n",
              "  711: 'scm,  tableau,  development,  analysing,  ownership,  sql profiler,  retail analytics,  forecasting,  etl,  science',\n",
              "  712: 'infrastructure,  programming,  collaboration,  ansible,  development,  marketing,  documentation,  subversion,  b2c,  automation',\n",
              "  713: ' crm,  positive attitude,  creativity,  word,  windows,  computer skills,  initiative',\n",
              "  714: 'hardworking,  guide,  word,  compensation,  business process,  powerpoint,  validation,  windows,  timesheet,  excel',\n",
              "  715: 'operating systems,  engineering,  surgical,  framework,  technical skills,  java,  operating system,  database,  sql,  profitability',\n",
              "  716: 'hbase,  putty,  test cases,  hive,  scala,  processing,  optimization,  application development,  oozie,  eclipse',\n",
              "  717: 'designing,  administrative tasks,  profitability,  supervising,  operations,  administration,  word,  market research,  excel,  statistical',\n",
              "  718: 'engineering,  unix,  jira,  debugger,  fabrication,  router,  analysis,  change requests,  troubleshooting,  etl tool',\n",
              "  719: 'marketing,  communication,  presentation,  powerpoint,  motivate,  team performance,  ms excel,  handling enquiries,  learning,  sales targets',\n",
              "  720: 'autocad,  negotiation,  rca,  sap,  erp,  routine maintenance,  coding,  lighting,  business development,  network',\n",
              "  721: 'social media,  sourcing,  researching,  strategic,  publishing,  media coverage,  advertising,  interviewing,  communication,  effectiveness',\n",
              "  722: 'engineering,  printing,  autocad,  positive attitude,  hydraulic system,  r&d,  leader,  design,  ms office,  mechanical',\n",
              "  723: ' researching,  ids,  siem,  vb,  firewalls,  network,  remote access,  router,  wan,  load balancers,  bmc,  technical expertise,  itil,  firewall,  interface,  juniper,  deployment,  connectivity,  ticketing,  python,  cisco asa,  change management,  troubleshoot,  problem management,  networking,  infrastructure,  event management,  ssl,  patterns,  analysis,  writing,  panorama,  design documents,  resiliency,  configuration,  vpn,  engineering,  troubleshooting',\n",
              "  724: 'flexibility,  ms-office,  sales,  dedication,  talent management,  dependability,  communication,  marketing,  finance,  team work',\n",
              "  725: ' organisational skills,  communications,  cascading,  time management,  analyzing,  sla,  phone banking,  credit,  organizational,  bcp,  queries,  engagements,  customer satisfaction,  qc,  steering,  training programs,  analytical skills,  leader,  developing,  managing processes,  field services,  project objectives,  operations,  dexterity,  determine,  insight,  pos,  development,  designing,  planning,  kyc,  audit,  training,  customer feedback,  operational efficiency,  organizational abilities,  decision making,  transaction monitoring',\n",
              "  726: 'cloning,  backups,  windows,  postgresql,  technical expertise,  production system,  clusters,  confident,  configuring,  ldap',\n",
              "  727: 'performance management,  administration,  windows,  employee engagement,  development,  training,  power point,  esic,  ms office,  queries',\n",
              "  728: 'architecture,  troubleshoot,  talent management,  facilitating,  development,  onshore,  help desk,  editing,  productivity,  analysis',\n",
              "  729: ' actuators,  plc,  preventive maintenance,  field instruments,  engineering services,  cabling,  detailing,  supervising,  electronics,  flow meter,  mechanical,  automation,  efficient,  electrical,  installation,  loop testing,  analysis,  drawings,  transformer,  route,  processing,  calibration,  documentation,  reporting,  process automation,  distribution,  vfd,  programming,  electrical drawing,  bidding,  engineering,  electrical maintenance,  developing,  coordination,  learning,  planning,  problem solving,  scheduling,  technical specifications,  maintenance activities',\n",
              "  730: 'testing,  electronics,  leader,  electrical,  positive attitude',\n",
              "  731: ' oracle,  hdfs,  linux,  optimization,  eclipse,  hadoop,  sqoop,  writing,  ide,  centos,  database,  scripting,  windows,  spark,  git,  shell scripting,  hbase,  distributed,  apache,  algorithm,  java,  backend,  forecasting',\n",
              "  732: 'development,  salary processing,  payroll,  validation,  power point,  orientation,  administration,  restructuring,  compensation,  record management',\n",
              "  733: 'rest,  network,  jquery,  framework,  windows xp,  networking,  router,  java,  jdbc,  mysql',\n",
              "  734: 'j2ee,  open source,  database,  architecture,  mysql,  web applications,  json,  jdbc,  tomcat,  jsp',\n",
              "  735: 'functional requirements,  reengineering,  deployment,  uat,  potential,  networking,  mis reporting,  operations,  administration,  sops',\n",
              "  736: 'development,  git,  algorithms,  python,  opencv,  design,  organized,  testing,  idea,  numpy',\n",
              "  737: 'bcp,  network,  audit,  time management,  effectiveness,  leadership,  customer satisfaction,  organizational abilities,  phone banking,  operations',\n",
              "  738: 'analyzing,  engineering,  scripting,  db2,  configuring,  sqoop,  javascript,  random forest,  c++,  kerberos',\n",
              "  739: 'reporting,  profitability,  windows,  coaching,  customer service,  supervising,  administrative tasks,  maintenance,  excel,  scheduling',\n",
              "  740: 'bootstrap,  sql,  mvc,  crystal report,  technical skills,  html,  asp .net,  ui,  server,  asp',\n",
              "  741: 'computer knowledge,  marketing,  dedication,  sales,  sales targets,  initiative,  determine,  powerpoint,  handling enquiries,  leader',\n",
              "  742: 'invoices,  testing,  abap,  sap,  science,  pharmaceuticals,  writing,  debugging',\n",
              "  743: ' motivated,  engineering,  loyalty,  excel,  initiative,  transformer,  tapping',\n",
              "  744: 'marketing',\n",
              "  745: ' catering,  hiring,  comparative analysis,  presentation,  business continuity plan,  reporting,  compliance,  documentation,  qc,  digital,  esign,  qtp,  engagement,  initiative,  sqa,  server,  agile methodologies,  oracle,  sales,  rally,  hp qc,  shadow,  engineering,  action plan,  automation,  uat,  assurance,  testing,  finance,  contract,  sql,  scrum,  invoicing,  dashboard',\n",
              "  746: 'sql,  engineering,  playing cricket,  computer skills,  unix,  telecommunication,  electronics,  etl',\n",
              "  747: ' word,  creativity,  loyalty,  engineering,  initiative,  windows,  electrical',\n",
              "  748: 'mongodb,  software development life cycle,  science,  html,  django,  angular,  as400,  customer interaction,  cache,  pivotal cloud foundry',\n",
              "  749: 'hbase,  reconciliation,  wireless,  writing,  oozie,  ftp,  spark,  mediation,  tableau,  python',\n",
              "  750: 'b2b,  installing,  developing,  subversion,  documentation,  application servers,  scripting,  merging,  maven,  testing',\n",
              "  751: ' datapump,  mysql,  development,  space management,  configuring,  putty,  mongodb,  sql,  omnichannel,  administration,  postgresql,  databases,  compliance,  installation,  customer requirements,  banking domain,  mariadb,  windows,  daily reports,  planning,  server,  scheduling,  replication,  database,  dml,  mentoring,  sql server,  oracle databases,  connectivity,  banking,  database management,  documentation',\n",
              "  752: ' designing,  django,  blockchain,  network,  administration,  java,  visualforce,  crm,  c++,  development,  html5,  salesforce',\n",
              "  753: 'payroll,  photoshop,  sql,  ms office,  pos,  sales,  presentation',\n",
              "  754: 'servlets,  html,  java,  development,  connectivity,  jdbc,  servlet,  unit testing,  eclipse,  scripting',\n",
              "  755: 'automobile,  administration,  computer knowledge,  engineering,  dynamics,  maintenance,  ms office',\n",
              "  756: 'finance,  esign,  analysis,  qtp,  testing,  python,  shadow,  agile,  engineering,  server',\n",
              "  757: ' sql server,  manual testing,  maintenance,  android,  html,  sql,  test cases,  windows xp,  mysql,  coordinating,  database,  tracking bugs',\n",
              "  758: 'data science,  nlp,  selenium web driver,  pandas,  web crawling,  learning,  practical knowledge,  python,  nltk,  analysis',\n",
              "  759: ' messaging,  machine learning,  nlp,  strategic,  leadership,  analytics,  quantitative,  algorithms,  science,  communication,  analysis,  business analytics,  comparative analysis,  insights,  data science,  pyspark,  business intelligence,  bluemix,  ibm watson,  quantitative analysis,  apache,  learning,  lex,  spark,  distribution,  hive,  selenium,  hadoop,  product lines,  distribution channels,  fraud detection,  selenium web driver,  visualization,  kpi,  face recognition,  planning,  interpretation,  qliksense,  api',\n",
              "  760: 'science',\n",
              "  761: 'sorting,  operating systems,  python,  multisim,  jquery,  aws,  windows xp,  java,  mysql,  encryption',\n",
              "  762: ' calibration,  coordination,  process automation,  learning,  distribution,  troubleshooting,  greenfield,  programming,  reporting,  analysis,  installation,  processing,  testing,  transformer,  budgeting,  plc,  engineering,  planning,  detailing,  mechanical,  actuators,  engineering services,  supervising,  maintenance activities,  bidding,  drawings,  field instruments,  abb,  maintenance,  scheduling,  cabling,  lighting,  flow meter,  communication,  developing,  documentation,  technical specifications,  electronics,  route,  vfd',\n",
              "  763: ' rfid,  consulting,  aes,  hibernate,  ubuntu,  algorithm,  jquery,  java,  interface,  software tools,  aws,  spring,  implementation,  sql,  javascript,  sorting,  windows,  operating systems,  mysql',\n",
              "  764: 'optimistic,  sales,  collaborative,  visualizing,  communication,  marketing,  loyal,  marketing management,  loyalty',\n",
              "  765: 'electrical engineering,  fire fighting,  electrical,  engineering,  leadership',\n",
              "  766: ' testing,  leadership,  quick learner,  maintenance,  transformer,  transformers,  personal skills,  implementation,  iso,  process testing,  validation,  competitive,  analysis',\n",
              "  767: ' database,  sql,  science,  netbackup,  scom,  sccm,  incident management,  inventory,  symantec netbackup,  oracle,  rhel,  symantec,  linux,  improvement,  rca,  server,  installing,  data center migration,  itil,  putty,  windows,  itil process,  databases,  cloning,  configuring,  windows servers,  database management,  computer science,  datapump,  decommissioning,  database creation',\n",
              "  768: ' html,  oracle,  billing,  change request,  documentation,  eclipse,  weblogic,  server,  android,  interface,  ejb,  databases,  shell script,  swift,  svn,  development,  testing,  j2ee,  requirement analysis,  weblogic server,  css',\n",
              "  769: 'accounting,  database,  interactive,  dimensionality reduction,  programming,  mysql,  elasticsearch,  time series analysis,  programming languages,  kafka',\n",
              "  770: ' encryption,  css,  ubuntu,  java,  rfid,  mysql,  windows xp,  windows,  gsm,  aws,  cryptography,  sql,  html,  matlab,  python,  implementation,  algorithm,  robot,  multisim',\n",
              "  771: 'windows,  windows operating system,  science,  agricultural,  rtm,  ms office,  negotiation,  engineering,  communication,  entrepreneurship',\n",
              "  772: ' internet,  statistical,  sales,  recruiting,  prioritizing,  compliance,  excel,  advertising,  coaching,  word,  windows,  endurance,  scheduling,  market research,  writing,  reporting,  legislation,  operations,  designing,  administrative tasks,  operating system,  ms-office',\n",
              "  773: 'mechanical,  engineering',\n",
              "  774: ' centos,  database backup,  writing,  replication,  release management,  analysis,  maintenance,  user acceptance,  mysql database administration,  security management',\n",
              "  775: ' framework,  apex,  administration,  java,  blockchain,  crm,  designing,  c++,  html5,  visualforce,  salesforce,  development',\n",
              "  776: 'hibernate,  html5,  java,  purchasing,  mvc architecture,  jquery,  operating system,  eclipse,  architecture,  sales',\n",
              "  777: ' hibernate,  jsp,  development,  computer skills,  oops,  tomcat,  ajax,  sql,  html,  eclipse',\n",
              "  778: ' map reduce,  apache,  ide,  shell scripting,  spark,  queries,  algorithm,  programming,  scripting,  oracle,  eclipse,  linux,  writing,  backend,  predict,  windows,  scala,  hbase,  centos,  git,  hdfs,  distributed,  hadoop',\n",
              "  779: 'science',\n",
              "  780: 'science',\n",
              "  781: 'telecommunications,  motivated,  logging,  webdriver,  ethics,  jira,  interface,  plc,  telecom,  hpqc',\n",
              "  782: 'abacus,  windows,  telecommunication,  compliance,  system performance,  testing,  customer satisfaction,  debugging,  company policies,  drawings',\n",
              "  783: ' operating system,  jquery,  ide,  sublime text,  css3,  database,  angular,  mysql,  sales,  web technology,  java,  hibernate,  jsp,  iso,  javascript,  windows xp,  sales order,  ajax,  mvc architecture,  windows,  architecture,  bootstrap,  billing,  spring,  credit,  servlet',\n",
              "  784: 'sales',\n",
              "  785: 'sql,  mis,  spring,  jsf,  java,  programming,  assurance,  information assurance,  development,  c language',\n",
              "  786: ' telecommunications,  aix,  spotfire,  sql,  maintenance,  ec2,  appdynamics,  application support,  linux,  administration,  replication,  cloudformation,  development,  mysql,  html,  template,  server,  operations,  database,  oracle,  windows,  dynamo db,  elastic,  linux servers,  troubleshooting,  filenet,  azure cloud,  scripting,  testing,  oracle database,  queries,  insurance,  puppet,  writing,  shell scripts,  debugging,  production servers,  unix,  coordinating,  vdi,  database backup,  xen,  automation,  engineering,  electronics',\n",
              "  787: ' testing,  organizational,  iso,  process testing,  functional testing,  documentation,  implementation,  quick learner,  transformers,  distribution,  validation,  eagerness,  dispatch',\n",
              "  788: 'finance,  talent management,  ms-office,  team work,  dedication,  convincing,  marketing,  sales,  flexibility,  dependability',\n",
              "  789: 'windows,  word,  orientation,  deployment,  restructuring,  training,  facilitation,  administration,  sales,  analysis',\n",
              "  790: 'documentation,  hadoop clusters,  jdk,  troubleshooting,  distributed,  oltp,  clusters,  svn,  algorithms,  hdfs',\n",
              "  791: 'engineering services,  electronics,  maintenance,  processing,  digital,  reporting,  developing,  plc,  mechanical,  greenfield',\n",
              "  792: 'leader,  hydraulic system,  supervision,  actuator,  catia v5,  r&d,  printing,  ms office,  design,  mechanical',\n",
              "  793: ' eclipse,  c++,  development,  sql,  knowledge base,  webservices,  engineering,  jsp,  oracle,  json,  developing,  productive,  ms-access,  science,  web application,  technical skills,  workflow,  bootstrap,  middleware,  toad,  collaboration,  windows',\n",
              "  794: ' leader,  initiative,  sales,  excel,  training,  developing,  learning,  powerpoint,  communication,  client relationship,  planning,  marketing,  ms excel,  ms word,  dedication,  awareness,  presentation,  sales performance',\n",
              "  795: ' client requirements,  planning,  designing,  queries,  field services,  credit,  time management,  project objectives,  network,  leadership,  pos,  operations,  analytical skills,  bcp,  qc,  detailing,  operational efficiency,  spoc,  developing,  cascading,  transaction monitoring,  managing processes,  audit,  analyzing,  insight,  interpersonal skills,  organizational,  development,  phone banking,  dexterity,  banking,  customer satisfaction,  decision making,  determine,  organisational skills,  training,  kyc,  sla',\n",
              "  796: 'punctual,  spring,  hibernate,  java,  servlet,  programming,  discipline,  motivated,  mvc,  jsp',\n",
              "  797: ' dependable,  credit,  html,  kendo,  jquery,  validation,  mvc5,  json,  framework,  linq,  asp.net,  bootstrap,  operating systems,  presentation layer,  documentation,  development,  ajax,  classification,  dashboard,  efficient,  srs,  automation,  coaching,  windows,  science,  reliable,  css,  server,  ui,  understanding requirements,  oop,  hospital management system,  designing,  administration,  internet,  unit testing,  sql,  database,  testing,  coding,  ado.net,  cms,  interactive,  operating system,  operations,  presentation,  hospital administration,  mozilla',\n",
              "  798: 'disciplinary,  team work,  windows,  numerous,  extrovert,  hpc,  adaptability,  drafting,  rapport',\n",
              "  799: ' etl,  unix,  development,  jira,  fabrication,  writing,  commitment,  electronics,  design,  oracle,  engineering,  etl tool,  unit testing,  sql,  analyzing',\n",
              "  800: ' angular js,  reconciliation,  liability,  friendly,  css3,  purchase,  sass,  javascript,  angular,  ui,  cbs,  implementation,  digital,  dashboard,  engineering,  jquery,  asp,  photography,  web based application,  brackets,  graphics',\n",
              "  801: ' oracle,  testing,  friendly,  mysql,  django,  html5,  sqlite,  git,  fault management,  telecommunications,  json,  agile,  templates,  network,  jira,  operations,  network inventory,  databases,  implementation,  unix,  interface,  agile scrum,  python,  web crawling,  deployment,  restful,  analysis,  api,  framework,  server,  html,  css3,  design,  code deployment,  rest,  mongodb,  inventory,  css',\n",
              "  802: ' hive,  cash transactions,  intellij,  integration testing,  hbase,  unit testing,  etl,  eclipse,  analyzing,  development,  idea,  router,  cloudera,  oltp,  unix,  sqoop,  scripting,  loading data,  change data capture,  talend,  framework,  implementation,  database,  pharmaceutical,  core-java,  html,  linux,  java,  analytics,  hdfs,  processing,  plsql,  forecast,  databases,  integration,  sql,  data warehouse,  testing,  reporting,  embedded,  scala,  flume,  bug fixing',\n",
              "  803: ' application servers,  maintenance,  subversion,  sales,  science,  online sales,  core competencies,  communicating,  apache,  infrastructure,  build automation,  marketing,  primary skills,  collaboration,  programming,  continuous integration,  configuration management,  testing,  software development life cycle,  java,  programming languages,  build tools,  distribution,  deployment,  engineering,  jenkins,  documentation,  automation,  merging,  ansible,  linux,  installing,  continuous deployment,  integration,  potential,  bitbucket,  configuration,  developing,  configuring,  ci,  b2b,  maven,  ant,  b2c,  reporting,  git',\n",
              "  804: ' ubuntu,  rfid,  windows,  sql,  html,  cryptography,  operating systems,  python,  css,  consulting,  implementation,  multisim,  javascript,  algorithm,  encryption,  aws,  jquery,  interface,  windows xp',\n",
              "  805: 'electrical,  crm,  transformer,  loyalty,  positive attitude,  windows,  tapping,  word,  initiative,  computer skills',\n",
              "  806: ' patterns,  powerpoint,  automation,  java,  android application,  networking,  database',\n",
              "  807: 'leader,  dedication,  sales,  ms excel,  handling enquiries,  word,  excel,  training,  computer knowledge,  planning',\n",
              "  808: 'autocad,  confident,  construction,  science,  rendering,  solidworks,  mechanical,  engineering,  design',\n",
              "  809: ' stream,  api,  pivotal,  erp,  database,  restful,  angular,  science,  database structure,  mongodb,  html,  uat,  postgresql,  as400,  server,  technical expertise,  cache,  django,  agile,  agile methodology,  git,  pivotal cloud foundry,  development,  customer interaction,  hardworking,  testing,  training,  as/400,  css,  methodology',\n",
              "  810: 'audit,  realistic,  process flow,  audit plan,  engineering drawing,  developing,  3d modeling,  internet,  customer requirements,  instrumentation',\n",
              "  811: 'postgresql,  redhat linux,  oracle,  windows server 2008 r2,  implementation,  team player,  dbca,  linux servers,  hot fixes,  space management',\n",
              "  812: ' user requirements,  poc,  developing,  cmc,  dashboard,  reporting,  business objects,  documentation,  intelligence,  sap,  requirement gathering,  ticketing,  teradata,  decommissioning,  patterns,  queries,  audience,  analytics,  sales reports,  precise,  development,  hpsm,  testing,  design,  performed unit testing,  backend,  sales,  component selection,  purchase,  investigation,  billing,  interactive,  designing,  credit,  teradata db',\n",
              "  813: 'testing,  windows,  operations,  javascript,  reliable,  understanding requirements,  interactive,  operating systems,  automation,  presentation layer',\n",
              "  814: ' statistics,  clearance,  mechanical,  troubleshooting,  distribution,  scada,  testing,  transformer,  electrical safety,  actuators,  stp,  plc',\n",
              "  815: ' automation,  problem management,  sql,  troubleshooting,  shipping,  replication,  health check,  log shipping,  implementation,  scom,  azure ad,  procurement,  erp,  bots,  network,  installation,  java,  databases,  analysis,  netezza,  windows,  call support,  science,  uat,  architecture,  clustering,  ssms,  sql server,  database administration,  administration,  oracle,  diagnostic,  planning,  sip,  training,  server,  daily reports',\n",
              "  816: 'tableau,  innovation,  validation,  consulting,  data visualization,  ai,  r studio,  statistics,  python,  versatile',\n",
              "  817: 'shell script,  css,  requirement analysis,  xcode,  xml,  databases,  billing,  http,  documentation,  weblogic server',\n",
              "  818: 'java,  database,  networking,  powerpoint,  patterns,  outlook,  automation,  leader,  linux,  word',\n",
              "  819: 'engineering,  network,  epc,  application engineering,  project plan,  reporting,  schematics,  coordinating,  teleconference,  compensation',\n",
              "  820: ' gateway,  closeout,  visa processing,  hmi,  processing,  prioritization,  schematics,  project execution,  sow,  configuration,  automation,  hvac,  dcs,  costing,  framework,  application engineering,  inspection,  application development,  graphics,  procurement,  quality management system,  communicating,  sap,  iso,  instrumentation,  revision,  epc,  scheduling,  manufacturing,  analyzing,  teamwork,  queries,  contingency plan,  operations,  validation,  coordinating,  sales,  microsoft visio,  software engineering,  teleconference,  maintenance,  preventive maintenance,  fdm,  planned,  leader,  modernization,  planning,  database,  timely delivery,  hardware engineering,  testing,  server,  infrastructure,  rfq,  corrective actions,  plc,  change orders,  distribution,  schematic,  purchase,  progress reports,  scada,  methodology,  invoicing,  architecture,  purchase orders,  grid,  documentation,  design,  development,  forecast,  client satisfaction,  communication,  compensation,  analysis',\n",
              "  821: 'marketing,  engineering,  negotiation,  quick learner,  ms office,  presentation,  development,  organized,  agricultural,  science',\n",
              "  822: ' operating systems,  technical design,  django,  business requirements,  html,  sorting,  python scripting,  windows,  excel,  functional requirements,  electronics,  pandas,  ms office,  gui development,  mysql,  dynamics,  java',\n",
              "  823: ' leader,  sales,  developing,  dedication,  microsoft office,  operations,  determine,  sales performance,  awareness,  excel,  computer knowledge,  ms word,  word,  planning,  initiative,  training,  client relationship,  proven ability',\n",
              "  824: 'listening,  contract',\n",
              "  825: ' modernization,  coordinating,  ethics,  change orders,  documentation,  operations,  contract,  prioritization,  compensation,  graphics,  client satisfaction,  application development,  progress reports,  teleconference,  database,  software engineering,  configuration,  fdm,  plc,  purchase,  engineering,  manufacturing,  electronics,  schematics,  quality management system,  application engineering,  procurement,  server,  automation,  processing,  scheduling,  gateway,  validation,  development,  schematic,  sap,  grid,  timely delivery,  closeout,  analysis,  preventive maintenance,  epc,  planning,  architecture,  contingency plan,  project plan,  hardware engineering,  inspection,  visa processing,  maintenance,  infrastructure,  methodology,  network,  revision,  reporting,  corrective actions,  costing,  microsoft visio,  forecast,  iso,  distribution,  purchase orders,  framework,  communication,  communicating,  invoicing,  testing,  planned,  sales,  coordination,  sow,  project execution,  scada,  rfq,  honeywell',\n",
              "  826: 'troubleshooting,  distribution,  proactive,  onshore,  sql,  reporting,  examination,  processing,  performance management,  planning',\n",
              "  827: ' engineering,  pharmacy,  negotiation,  organized,  windows operating system,  science,  development,  quick learner',\n",
              "  828: 'leader,  electronics,  positive attitude,  electrical,  testing',\n",
              "  829: 'javascript,  sass,  friendly,  css3,  implementation,  dedicated,  bootstrap,  reconciliation,  web based application,  cbs',\n",
              "  830: 'writing,  engineering,  documenting,  developing,  blockchain',\n",
              "  831: 'agriculture,  pharmacy,  negotiation,  quick learner,  marketing,  presentation,  science,  rtm,  agricultural,  windows operating system',\n",
              "  832: ' j2ee,  scripting,  struts,  html,  framework,  php,  engineering,  ajax,  mvc,  frameworks,  spring,  jsp,  angular,  mysql,  java,  jdbc',\n",
              "  833: 'boosting,  investigative,  dimensionality reduction,  bootstrap,  d3.js,  dashboard,  friendly,  python,  matplotlib,  cluster analysis',\n",
              "  834: ' api,  maintenance,  postgresql,  python,  training,  software development life cycle,  methodology,  html,  communication,  cache,  pivotal cloud foundry,  agile,  as/400,  science,  django,  development,  database,  server,  database structure,  uat,  hardworking,  customer interaction,  java,  sow,  as400,  pivotal,  restful,  git,  technical expertise,  debugging',\n",
              "  835: ' engineering,  installation,  troubleshoot,  middleware,  implementation,  soa,  oim,  planned,  architecture,  configuration,  operations,  schedule tasks,  planning,  automation,  administration,  bcp,  cloning,  contract,  oracle,  shell scripts,  troubleshooting,  smtp,  uat,  ohs,  backups,  scheduling,  apache,  ftp,  databases,  infrastructure,  tomcat,  database,  rman,  testing,  writing',\n",
              "  836: 'positive attitude,  testing,  leader,  electrical,  electronics',\n",
              "  837: 'testing,  communication,  sdlc,  agile,  server,  uat,  database structure,  technical expertise,  python,  training',\n",
              "  838: ' excel,  supervising,  training,  forecast,  developing,  maintenance,  project completion,  sustainability,  scheduling,  tendering,  legal requirements,  renovation,  infrastructure',\n",
              "  839: ' motivated,  testing,  crm,  ms office,  tapping,  windows,  positive attitude',\n",
              "  840: 'mysql,  testing,  sql,  development,  business logic,  operations,  troubleshoot,  xml,  talend,  ftp',\n",
              "  841: 'oracle databases,  installation,  oracle,  documentation,  mentoring,  postgresql,  banking domain,  banking,  backups,  connectivity',\n",
              "  842: ' server,  java script,  sql,  ide,  ajax,  oops,  development,  hibernate,  computer skills,  eclipse',\n",
              "  843: ' science,  rtm,  ms office,  windows operating system,  quick learner,  entrepreneurship,  organized,  windows',\n",
              "  844: 'unix,  etl,  engineering,  sql,  playing cricket,  electronics,  computer skills,  telecommunication',\n",
              "  845: ' graphics,  requirement analysis,  databases,  requirement gathering,  methodology,  css3,  ui,  jquery,  agile methodology,  connectivity,  javascript,  detailed design,  documentation,  windows xp,  presentation,  consultation,  agile,  sublime text,  database,  ide,  implementation,  corel draw,  bootstrap,  database connectivity,  sdlc,  html5,  analysis,  java,  notepad,  cnc,  designing',\n",
              "  846: 'python,  communication,  software development life cycle,  coding,  mysql,  sdlc,  debugging,  sow,  maintenance,  java',\n",
              "  847: ' testing,  system performance,  documentations,  telecommunication,  drawings,  process improvements,  engineering,  customer satisfaction,  debugging,  windows,  company policies',\n",
              "  848: ' qc,  operations,  java,  kpi,  laravel,  node.js,  xml,  databases,  scrum,  methodology,  payroll,  angular,  php,  development,  aws,  workflow,  project plans,  improvement,  framework,  key performance indicators,  jquery,  bitbucket,  design,  python,  amazon aws,  compliance,  agile,  agile methodology,  ajax,  javascript,  angularjs,  training,  jira tool,  bootstrap,  documentation',\n",
              "  849: 'team work',\n",
              "  850: 'ms office,  payroll,  photoshop,  pos,  presentation,  sql,  sales',\n",
              "  851: ' mechanical,  training,  fabrication,  dedication,  auto cad,  milling,  cnc,  automotive',\n",
              "  852: ' sqlserver,  reporting,  node.js,  nltk,  python flask,  kafka,  investigative,  processing,  classification,  erp,  computer vision,  flask,  governance,  hbase,  investigations,  mysql,  docker,  pca,  elasticsearch,  random forest,  angular,  html,  pandas,  matplotlib,  tableau dashboard,  kibana,  python,  decision trees,  natural language processing,  coding,  intelligence,  database,  pipeline,  ggplot,  visualizations,  science,  dimensionality reduction,  analytics,  cluster analysis,  analyzing,  java,  tableau,  development,  elastic search,  numpy,  programming,  learning,  d3.js,  precision,  sentiment analysis,  interactive,  css,  git,  assurance,  boosting,  programming languages,  regular expression,  cassandra,  assisted,  analysis,  dashboard,  javascript,  topic modelling,  accounting,  friendly,  word',\n",
              "  853: 'etl,  computer skills,  playing cricket,  sql,  unix,  electronics,  telecommunication,  engineering',\n",
              "  854: 'maintenance,  server,  communication,  pivotal,  restful,  erp,  as400,  uat,  java,  stream',\n",
              "  855: 'hardworking,  uat,  server,  postgresql,  software development life cycle,  api,  methodology,  as/400,  stream,  html',\n",
              "  856: 'administration,  processing,  briefings,  word,  listening,  supervision,  compensation,  researching,  windows,  science',\n",
              "  857: 'engineering,  technical skills,  human resource,  sns,  finance',\n",
              "  858: ' software development life cycle,  potential,  jenkins,  application configuration,  communicating,  apache,  analyzing,  marketing,  configuring,  bitbucket,  ansible,  maven,  usability,  ant,  integration,  deployment,  reporting,  configuration,  development,  application servers,  subversion,  scripting,  distribution,  programming,  b2c,  collaboration,  build automation,  sales,  automation,  build tools,  installing,  engineering,  documentation,  merging,  java,  tomcat,  electronics,  continuous deployment,  continuous integration,  core competencies,  developing,  architecture,  design,  uat,  ci,  science',\n",
              "  859: 'encoding,  learning,  ml,  classification,  feature selection,  scaling,  forecasting',\n",
              "  860: ' bootstrap,  back end,  servlet,  css3,  selling,  spring,  ide,  iso,  sublime text,  billing,  database,  mvc,  windows,  javascript,  advertisements,  web technology,  angularjs,  windows xp,  sales order,  angular,  angular js,  ajax,  mysql,  credit,  jsp,  programming',\n",
              "  861: 'training,  functional requirements,  mis reporting,  design,  networking,  documentation,  sales,  communication,  development,  communications',\n",
              "  862: 'hp quality center,  ms visio,  ooad,  gap analysis,  testing,  crm,  javascript,  jira,  sales management,  windows',\n",
              "  863: 'customisation,  angular.js,  aws,  php,  kyc,  mongodb,  writing,  digital,  microservices,  ecommerce',\n",
              "  864: ' design documents,  sap,  characterization,  scheduling,  analysis,  implementation,  consulting,  finance,  drilling,  technical specification,  finance domain,  sap hana,  configuring,  sharepoint,  webi,  replication,  development,  design document',\n",
              "  865: ' service providers,  administration,  troubleshooting,  customer requirements,  firewalls,  patterns,  resiliency,  network,  configuration,  ids,  routers,  cisco asa,  remote access,  bmc,  vb,  design documents,  design,  load balancers,  networking,  firewall,  interface,  ticketing,  infrastructure,  wan,  siem,  juniper,  cisco router,  vpn,  technical expertise,  connectivity,  deployment,  router,  writing,  python,  troubleshoot,  problem management,  cisco,  engineering',\n",
              "  866: ' marketing,  reactjs,  c programming,  programming,  deployment,  java,  publication,  machine learning,  analytics,  computing,  science,  internet,  server',\n",
              "  867: 'servlet',\n",
              "  868: 'computer science,  vsphere,  rca,  server,  technical skills,  unix,  analysis,  scom,  netbackup,  science',\n",
              "  869: ' configuration,  testing,  writing,  administration,  installation,  uat,  bcp,  troubleshoot,  operations,  architecture,  loadbalancer,  shell scripts,  infrastructure,  ohs,  ftp,  apache,  soa,  cloning,  datapump,  smtp,  weblogic,  contract,  development,  scheduling,  planned,  planning,  schedule tasks,  tomcat,  performance monitoring,  oracle,  engineering,  databases,  backups,  integration,  oim',\n",
              "  870: ' continuous integration,  engineering,  linux,  online sales,  software development life cycle,  configuring,  tomcat,  sales,  analyzing,  application configuration,  build tools,  automation,  testing,  ci,  apache,  deployment,  maven,  build automation,  installing,  marketing,  configuration,  architecture,  integration,  maintenance,  ansible,  collaboration,  distribution,  communicating,  b2c,  merging,  ant,  primary skills,  reporting,  bitbucket,  java,  potential,  electronics,  documentation,  design,  subversion,  uat,  development,  infrastructure,  continuous deployment,  core competencies,  b2b',\n",
              "  871: 'leadership,  design,  programming,  typescript,  ide,  website content,  development,  cooperation,  coding,  api',\n",
              "  872: 'punctual',\n",
              "  873: 'servlet,  scripting,  html,  frameworks,  mysql,  j2ee,  spring mvc,  struts,  angular,  javascript',\n",
              "  874: ' distribution,  usability,  git,  java,  analyzing,  potential,  engineering,  configuration management,  configuration,  maintenance,  primary skills,  development,  b2c,  documentation,  reporting,  testing,  architecture,  merging,  communicating,  ansible,  infrastructure,  online sales,  jenkins,  application servers,  subversion,  application configuration,  bitbucket,  build tools,  core competencies,  apache,  b2b,  design,  collaboration,  build automation,  configuring,  deployment,  software development life cycle,  programming languages,  ant,  developing,  ci,  uat,  electronics,  integration,  sales,  continuous integration',\n",
              "  875: 'consulting,  r studio,  tableau,  versatile,  learning,  machine learning,  passionate,  analytics,  visualization,  science',\n",
              "  876: 'mvc',\n",
              "  877: ' html,  writing,  hadoop ecosystem,  spark,  hdfs,  analysis,  testing,  developing,  rdbms,  apache,  flume,  analyzing,  scripting,  unix,  learning,  validation,  impala,  hub,  analytics,  implementation,  proactive,  sql,  database,  sqoop,  governance,  business requirements,  processing,  putty,  programming,  business improvement,  hadoop,  scala,  development,  eclipse,  data lake,  auditing,  communication,  ecosystem,  improvement,  queries,  engineering,  cloudera,  optimization,  mapreduce',\n",
              "  878: 'analysis,  framework,  effectiveness,  deployment,  processing,  sla,  sales,  reporting,  coaching,  fiserv',\n",
              "  879: ' ethernet,  idea,  ipsec,  logging,  mpls,  deployment,  stp,  routers,  translation,  netflow,  accounting,  firewall,  networking,  vpn,  authorization,  reconnaissance,  dhcp,  communication,  vlan,  nat,  authentication,  firewalls,  routing,  ssl,  ipv4,  installing,  subnetting',\n",
              "  880: ' coordination,  purchase,  aviation,  guide,  billing,  electrical,  drawings,  computer skills,  mobilization,  plumbing,  installation',\n",
              "  881: ' business processes,  invoices,  inventory management,  highlighting,  master data management,  developing,  defect tracking,  networking,  research process,  ms power point,  methodology,  insurance,  operations,  onshore,  banking,  documentation,  project initiation,  implementation,  test plan,  status tracking,  insurance policy,  streamlining,  facilitating,  process improvement,  designing,  foreign exchange,  financing,  mis,  prototype,  rtm,  process documentation,  brainstorming,  word,  flow diagrams,  potential,  presentations,  improvement,  dashboard,  test coverage,  maintenance,  visio,  diagnostic testing,  powerpoint presentations,  background checks,  operations management,  bots,  facilitate,  ms office,  version control,  excel,  presentation,  test scenarios,  user acceptance test,  training,  ios,  warehousing,  poc,  scrum,  test plans,  ms excel,  writing,  inventory,  brokerage,  constructing,  risk monitoring,  ms word,  integration,  sql,  waterfall,  testing,  automation,  analysis,  queries,  credit,  test scripts,  coordinating,  powerpoint,  trading,  brainstorming sessions,  hpqc,  reporting,  user acceptance testing,  srs,  project delivery,  uat,  dispatch,  prototyping,  development,  collaborating,  investment management,  issue resolution,  initiation,  database,  determine,  test cases,  android,  commercial banking',\n",
              "  882: 'internet,  drafting,  litigation',\n",
              "  883: 'adaptability,  asp.net,  css,  entity framework,  javascript,  logistics,  asp,  visual studio,  angularjs,  primary skill',\n",
              "  884: ' mvc,  engineering,  css3,  purchase,  sales,  visual studio,  cbs,  web based application,  asp,  ui,  angular js,  photography,  angular,  brackets,  photoshop,  dashboard,  banking,  html5,  jquery,  sass,  graphics',\n",
              "  885: 'computerized accounting,  communication,  c language,  database,  ecommerce,  leadership,  dbms,  accounting,  tally,  internet',\n",
              "  886: ' reconciliation,  incident management,  integration,  remediation,  flat files,  analyzing,  autosys,  unix,  microsoft sql server,  job scheduling,  etl,  scheduling,  sql server,  jira,  sql,  engineering,  audit,  writing,  requirement gathering',\n",
              "  887: 'deployment,  training,  reporting,  selling,  sops,  design,  prototype,  senior management,  mis reporting,  development',\n",
              "  888: 'computer skills,  excel,  engineering,  loyalty,  transformer,  hard working,  crm,  positive attitude,  word,  tapping',\n",
              "  889: 'software tools,  aes,  rfid,  encryption,  gsm,  operating systems,  css,  mysql,  multisim,  python',\n",
              "  890: ' java,  jsp,  html,  j2ee,  json,  frameworks,  angular,  javascript,  oracle,  linux,  hibernate,  struts,  mssql,  php,  jdbc,  engineering',\n",
              "  891: ' analytics,  queries,  ticketing,  transport,  webi,  bar chart,  component selection,  metadata,  documentation,  sales,  purchase,  reporting,  sap,  sales reports,  user requirements,  patterns,  teradata,  business objects,  design,  decommissioning,  credit,  requirement gathering,  precise,  teradata db,  developing,  audience,  poc,  analyzing,  investigation,  designing,  visualization,  change request,  intelligence,  presentation,  development',\n",
              "  892: 'kyc,  enthusiastic,  interface,  blockchain,  php,  b2c,  mongodb,  angular.js,  science,  microservices',\n",
              "  893: ' stp,  mysql,  angular,  jira tool,  agile,  php,  kpi,  framework,  erp,  html,  training,  design,  python,  javascript,  key performance indicators,  regulatory,  quality management,  server,  jira,  amazon aws,  project plans,  scrum,  git,  qc,  workflow,  angularjs,  bootstrap,  improvement,  laravel,  development,  documentation,  xml,  aws,  agile methodology,  node.js',\n",
              "  894: 'jquery,  interface,  apache,  apache tomcat,  bootstrap,  java,  server,  windows,  xampp,  css',\n",
              "  895: 'engineering,  mis,  object oriented programming,  java,  c language,  deduplication,  database,  sql,  computing,  jsf',\n",
              "  896: 'inventory,  3d modeling,  technical specification,  costing,  excel,  training,  coordinating,  sales service,  cad,  negotiations',\n",
              "  897: ' code deployment,  css3,  restful api,  sqlalchemy,  framework,  jira,  telecommunications,  templates,  network inventory,  support systems,  communication,  unit testing,  friendly,  json,  operations,  analysis,  scrum,  processing,  django,  design,  implementation,  development,  restful,  python,  fault management,  git,  inventory,  api,  deployment,  hub,  oracle,  databases,  network,  testing,  agile scrum,  telecommunication,  html,  mongodb',\n",
              "  898: ' python,  windows',\n",
              "  899: ' enthusiastic,  eclipse,  core java,  gateway,  sql,  java,  databases,  ide,  development,  operating system,  hardworking',\n",
              "  900: 'kpi,  sla management,  filing,  training team,  scheduling,  compliance,  timesheet,  database,  sap,  invoicing',\n",
              "  901: 'sql,  css,  testing,  html,  analyzing,  test cases,  tracking bugs,  android,  manual testing,  sql server',\n",
              "  902: ' tendering,  computer software,  sustainability,  maintenance,  forecast,  construction,  drawings,  practical,  designing,  excel,  renovation,  development,  scheduling',\n",
              "  903: ' engineering,  aix,  application support,  administration support,  linux,  ec2,  template,  automation,  windows,  production servers,  xen,  debugging,  filenet,  linux servers,  troubleshooting,  appdynamics,  spotfire,  cloudformation,  analysis,  database backup,  oracle database,  shell scripting,  administration,  dynamo db,  vdi,  production deployment,  unix,  writing,  mysql,  deployment,  azure cloud,  scripting,  planning,  puppet,  shell scripts,  oracle,  sql,  maintenance,  queries,  html,  elastic,  replication,  telecommunications,  testing,  tsys',\n",
              "  904: 'consulting,  investment management,  spreadsheets,  leader,  contract,  reporting,  lending,  examination,  backend,  deployment',\n",
              "  905: 'maven,  jsp,  jdbc,  hibernate,  j2ee,  jquery,  database,  connectivity,  spring,  testing',\n",
              "  906: 'cloudera,  sqoop,  workspace,  network,  unix,  python,  rf,  wireless,  tableau,  ftp',\n",
              "  907: 'validation,  functional testing,  process testing,  analysis,  testing,  distribution,  dispatch,  eagerness,  capa,  implementation',\n",
              "  908: ' clustering,  science,  database administration,  improvement,  bots,  databases,  scom,  ms sql server,  network,  call support,  analysis,  azure ad,  architecture,  netezza,  training,  log shipping,  replication,  sql server,  sql,  windows,  planning,  administration,  server,  troubleshooting,  installation,  problem management,  ssms,  health check,  daily reports,  procurement,  oracle,  java,  diagnostic,  configuration,  sip,  postgresql,  shipping',\n",
              "  909: 'pneumatics,  petrochemical,  negotiating,  invoices,  design,  finishing,  vendor development,  negotiation,  analysis,  realistic',\n",
              "  910: ' reporting,  application configuration,  apache,  usability,  jenkins,  potential,  integration,  build automation,  ci,  installing,  design,  programming languages,  configuring,  linux,  maintenance,  engineering,  continuous deployment,  configuration management,  deployment,  git,  tomcat,  continuous integration,  core competencies,  configuration,  testing,  distribution,  architecture,  communicating,  primary skills,  sales,  merging,  uat,  build tools,  developing,  java,  analyzing,  electronics,  application servers,  ant,  maven,  science,  bitbucket,  software development life cycle,  online sales,  scripting,  b2b',\n",
              "  911: 'gsm,  hibernate,  consulting,  ubuntu,  implementation,  cryptography,  windows xp,  robot,  software tools,  mysql',\n",
              "  912: ' matlab,  software skills,  web programming,  engineering',\n",
              "  913: 'technical skills,  productive,  developing,  web application,  collaboration,  json,  interfaces,  multifunctional,  toad,  workflow',\n",
              "  914: 'writing,  aws,  talend,  unit testing,  network,  queries,  time management skills,  performance tuning,  best practices,  programming',\n",
              "  915: 'marketing',\n",
              "  916: ' logistic regression,  coursera,  queries,  algorithms,  learning,  intelligence,  numpy,  science,  linear regression,  ticketing,  predicting,  designing,  sql,  tensorflow,  framework,  databases,  linux,  windows,  biotechnology,  decision tree,  clustering,  engineering,  logistic,  planning,  flexibility,  efficient,  automation,  oracle,  bluemix,  artificial intelligence,  documentation,  configuration,  deep learning,  nlp,  matplotlib,  netbeans,  pandas,  engagement,  processing,  training,  network,  data science,  computer science,  mysql,  ubuntu,  neural networks,  optimization,  google,  developing,  communication,  implementation,  python',\n",
              "  917: 'black,  karate',\n",
              "  918: ' database,  communication,  accounting',\n",
              "  919: ' toad,  java,  webservices,  middleware,  developing,  sql,  backend,  jsp,  eclipse,  databases,  interfaces,  json,  knowledge base,  engineering,  web application,  collaboration,  xml,  science,  oracle,  bootstrap,  multifunctional,  workflow',\n",
              "  920: 'planning,  grid,  rebuilding,  science,  databases,  ticketing,  installation,  linux,  replication,  server',\n",
              "  921: 'catia,  training,  conveyor,  design,  catia v5,  hydraulic system,  engineering,  microsoft office,  supervision,  printing',\n",
              "  922: 'engineering,  rational,  telecom,  windows xp,  design,  j2ee,  scala,  pl-sql,  emr,  hadoop',\n",
              "  923: 'test cases,  ms powerpoint,  svn,  methodology,  client communication,  requirements gathering,  credit,  analysis,  autocad,  design concept',\n",
              "  924: 'troubleshoot,  configuration,  fintech,  troubleshooting,  high availability,  sql profiler,  rdbms,  production environment,  databases,  consistency',\n",
              "  925: 'financial reports,  billing,  management reports,  data extraction,  organized,  database,  quality center,  unix,  investment banking,  project documentation',\n",
              "  926: ' java,  effort estimation,  sdlc,  design concept,  analysis,  ooad,  tortoise svn,  analyzing,  requirements gathering,  test case execution,  credit,  queries,  uml,  ms excel,  gap analysis,  ms visio,  html,  logistics,  supervising,  documentation,  uat,  c++,  linux,  crm,  test cases,  hp quality center,  improvement,  implementation,  consistent,  writing,  sales,  javascript,  visio,  ms powerpoint,  microsoft office,  electronics,  windows,  ubuntu,  business requirements,  excel,  workflow,  vlsi,  svn,  determined,  sales management,  testing,  kyc,  design,  defect analysis,  uat test cases,  training,  methodology',\n",
              "  927: 'science',\n",
              "  928: ' bots,  planning,  automation,  java,  improvement,  server,  database,  jira,  erp,  clustering,  analysis,  uat,  scom,  postgresql,  training,  network,  science,  replication,  architecture,  daily reports,  azure ad,  database administration,  installation,  performance tuning,  health check,  procurement,  guide,  databases,  implementation,  netezza,  call support,  configuration,  deployment,  diagnostic,  administration,  sip,  sql server',\n",
              "  929: 'python,  force.com,  administration,  engineering,  apex,  framework,  designing,  html5,  django,  mysql',\n",
              "  930: 'engineering,  object oriented programming,  c++,  database,  android,  spring,  deduplication,  c language,  information assurance,  ms access',\n",
              "  931: 'inspection,  distribution,  analysis,  competitive,  capa,  iso,  documentation,  validation,  functional testing,  engineering',\n",
              "  932: ' networking,  selling,  design,  reengineering,  uat,  reporting,  communication,  potential,  operations,  documentation,  sops,  mis reporting,  sales,  flexibility,  communications',\n",
              "  933: ' gsm,  windows xp,  software tools,  aws,  multisim,  windows,  html,  mysql,  interface,  sorting,  encryption,  cryptography,  consulting,  sql,  rfid,  aes,  java,  robot,  matlab',\n",
              "  934: ' operating systems,  windows,  queries,  algorithm,  java,  database,  forecasting,  centos,  hbase,  hadoop,  hive,  predict,  shell scripting,  map reduce,  spark,  linux,  scripting,  distributed,  datasets,  ide,  backend,  git,  sqoop',\n",
              "  935: ' stream,  debugging,  server,  html,  database,  pivotal cloud foundry,  restful,  training,  database structure,  sow,  as/400,  postgresql,  angular,  java,  software development life cycle,  as400,  methodology,  uat,  agile methodology,  cache,  communication,  python,  customer interaction,  agile,  coding,  hardworking,  mysql,  mongodb,  git,  science',\n",
              "  936: 'listening,  contract',\n",
              "  937: ' android application,  team work,  computer proficiency,  android,  testing,  excel,  outlook',\n",
              "  938: 'consistency,  retail,  server,  shipping,  windows server,  banking,  installation,  maintenance plan,  databases,  ssms',\n",
              "  939: 'communication,  electronics,  java',\n",
              "  940: ' retail,  health insurance,  flat files,  advertising,  development,  project documentation,  advertisement,  database,  plsql,  banking,  powercenter,  etl,  testing,  customer management,  writing,  oracle,  windows,  sla,  methodology,  integration,  informatica powercenter,  financial services,  warehousing,  business intelligence,  securities,  analyzing,  analysis,  design,  data warehouse,  programming,  loading data,  management reports,  bi tools,  technical requirements,  quality center,  data extraction,  programming skills,  developing,  data warehousing,  workflow,  sql,  organized,  private banking,  unit testing,  intelligence,  communication,  compensation,  financial reports,  unix',\n",
              "  941: 'documentations,  engineering,  schematics,  debugging,  telecommunication,  test plan,  electronics,  abacus,  quality management system,  company policies',\n",
              "  942: 'analysis,  databases,  javascript,  windows xp,  agile methodology,  implementation,  corel draw,  ui,  bootstrap,  design',\n",
              "  943: ' ms office,  r&d,  hydraulic system,  supervision,  printing,  positive attitude,  quick learner,  engineering',\n",
              "  944: 'spoc,  lending,  leader,  mentoring,  troubleshoot,  financial services,  investment services,  troubleshooting,  replication,  performance management',\n",
              "  945: ' creativity,  electrical,  loyalty,  engineering,  testing,  hard working,  computer skills',\n",
              "  946: 'fda,  retail,  engineering,  vpn,  network,  http,  python,  innovative,  strategy,  debugging',\n",
              "  947: 'documenting,  engineering,  blockchain,  writing,  developing',\n",
              "  948: 'connectivity,  maintenance,  reporting,  writing,  communication,  firewalls,  learning skills,  audience,  lan,  ipsec',\n",
              "  949: 'rest,  network,  jquery,  framework,  windows xp,  networking,  router,  java,  jdbc,  mysql',\n",
              "  950: ' queries,  etl,  flat files,  sql server,  scheduling,  agile methodologies,  db2,  determine,  operations,  agile,  data warehouse,  integration,  server,  network,  insight,  unit testing,  big data,  programming,  framework,  writing,  documenting,  stored procedures,  mysql,  databases,  strategy,  communication,  xml,  business needs,  testing,  sql database,  best practices,  troubleshoot,  production environment,  administration,  processing,  redshift,  sql,  performance tuning,  design',\n",
              "  951: 'ide,  analysis,  servlets,  selenium grid,  science,  integration testing,  learning,  jenkins,  critical thinking,  jsp',\n",
              "  952: ' impala,  development,  optimization,  python,  sql,  eclipse,  business improvement,  programming,  pipeline,  electronics,  scala,  testing,  hive,  analyzing,  scripting,  learning,  regex,  database,  analysing,  hadoop ecosystem,  unix,  analytics,  html,  communication,  governance,  processing,  putty,  queries,  writing,  rdbms,  ecosystem,  cloudera,  reconciliations,  business requirements,  developing,  proactive,  hdfs,  apache,  hadoop,  improvement,  mapreduce,  sqoop,  engineering,  unix shell scripting',\n",
              "  953: 'organizational,  psychology,  training,  counselling',\n",
              "  954: ' development,  pharmacy,  agricultural,  negotiation,  science,  windows,  organized,  engineering',\n",
              "  955: ' html,  machine learning,  pandas,  practical knowledge,  deep learning,  python,  science,  nltk,  learning,  numpy,  analysis,  classification,  web crawling,  sql,  technical aspects,  algorithms',\n",
              "  956: 'deployment,  marketing,  design,  science,  electronics,  architecture,  configuration,  analyzing,  software development life cycle,  configuration management',\n",
              "  957: 'taxation,  filing,  drafting',\n",
              "  958: 'object oriented programming,  jsf,  assurance,  mis,  spring,  ms access,  c++,  deduplication,  oracle,  database',\n",
              "  959: ' testing,  computer skills,  creativity,  hard working,  crm,  transformer,  motivated',\n",
              "  960: ' spring,  framework,  ionic,  mysql,  oracle,  mvc,  html,  j2ee,  hibernate,  json,  database,  php,  java,  angular,  servlet,  spring mvc',\n",
              "  961: ' visio,  ms project,  service delivery management,  optimization,  sharepoint,  itil,  managed services,  implementation,  billing,  deployment,  sap,  sla,  timesheet,  kpi,  sla management,  forecast,  communications,  confluence,  senior management,  interface,  database,  filing,  advanced ms excel,  maintenance,  invoicing,  microsoft office,  hiring,  operations,  training,  training team,  spoc,  patterns,  highlighting,  finance,  word',\n",
              "  962: 'gsm,  encryption,  multisim,  html,  operating systems,  consulting,  robot,  spring,  matlab,  cryptography',\n",
              "  963: 'design,  matlab,  gardening,  multisim,  pcb,  electronics,  computer skills,  latex',\n",
              "  964: 'engineering,  excel,  electrical,  motivated,  positive attitude,  initiative,  windows,  computer skills,  hard working,  crm',\n",
              "  965: 'coding,  science,  testing,  stream,  python,  debugging,  training,  restful,  communication,  as400',\n",
              "  966: 'java,  development,  c++,  jsf,  deduplication,  sql,  assurance,  mis,  engineering,  information assurance',\n",
              "  967: 'negotiating,  coordinating,  guide,  actuator,  awareness,  finishing,  corrective actions,  invoicing,  instrumentation,  assemblies',\n",
              "  968: ' force.com,  salesforce,  java,  crm,  mysql,  css3,  database,  engineering,  html5,  designing,  c++,  contract',\n",
              "  969: 'engineering,  mis,  brainstorming sessions,  srs,  networking,  requirement traceability matrix,  reporting,  sql,  ui,  inventory',\n",
              "  970: ' labview,  electrical,  science,  programming,  learning,  eclipse,  linux,  ltspice,  matlab,  electronics,  django,  deep learning,  windows,  ubuntu,  debian,  development,  analytics,  design,  gitbash,  jupyter',\n",
              "  971: 'word,  mms,  project objectives,  java,  efficient,  html,  audit,  guide,  communication,  timesheet',\n",
              "  972: 'queries,  timely delivery,  leader,  negotiations,  partnerships,  sop,  inspection,  negotiating,  database,  maintenance',\n",
              "  973: 'science,  database,  engineering,  software skills,  motivated,  programming,  dbms,  java,  matlab,  positive thinking',\n",
              "  974: 'hpqc,  framework,  autoit,  test cases,  design,  developing,  plc,  telecommunications,  enthusiastic,  webdriver',\n",
              "  975: ' css3,  force.com,  salesforce.com,  c++,  engineering,  salesforce,  html5,  development,  mysql,  administration,  network,  visualforce',\n",
              "  976: ' ospf,  eigrp,  vlan,  configuration,  bgp,  netflow,  translation,  ipv4,  vlans,  authentication,  troubleshoot,  mpls,  ethernet,  subnetting,  deployment,  routers,  reconnaissance,  installing,  routing,  idea,  firewall,  cisco,  firewalls,  accounting,  logging,  authorization,  ssl',\n",
              "  977: ' shared services,  core banking,  digital,  as400,  resource forecasting,  confluence,  implementation,  integration,  banking domain,  framework,  effort estimation,  alm,  steering,  ui,  jenkins,  jira,  ci,  forecasting,  scheduling,  versioning,  infrastructure,  api,  test automation,  onboarding,  sql,  cucumber,  testing,  banking,  test data management,  selenium,  tosca,  engineering,  coordinating',\n",
              "  978: 'asp.net,  dance,  html,  css,  server,  sql,  science',\n",
              "  979: 'git,  shell scripting,  hive,  queries,  eclipse,  linux,  operating systems,  algorithm,  sqoop,  predict',\n",
              "  980: 'firewall,  dns,  network,  troubleshoot,  implementation,  nexus,  sungard,  electronics,  analyzing,  planning',\n",
              "  981: 'banking domain,  algorithms,  git,  prototyping,  banking,  leader,  testing,  numpy,  python,  debugging',\n",
              "  982: 'electronics,  electrical,  testing,  positive attitude,  leader',\n",
              "  983: 'developing,  articulate,  learning,  distributed,  algorithms,  engineering,  disciplines,  oncology,  hive,  mapreduce',\n",
              "  984: 'engineering,  science,  construction',\n",
              "  985: 'documenting,  db2,  network,  stored procedures,  communication,  framework,  aws,  ftp server,  ftp,  strategy',\n",
              "  986: 'multisim,  html,  consulting,  rfid,  hibernate,  python,  cryptography,  aws,  windows,  jquery',\n",
              "  987: 'economics',\n",
              "  988: ' html,  windows,  analyzing,  test scenarios,  testing,  windows xp,  tracking bugs,  test cases,  sql server,  manual testing,  mysql,  java',\n",
              "  989: 'crm,  rest,  c++,  contract,  erp,  training,  ubuntu,  inventory,  inventory system,  my sql',\n",
              "  990: 'engineering,  vpn,  network,  python,  remote access,  problem management,  ticketing,  networking,  router,  analysis',\n",
              "  991: ' science,  learning,  validation,  statistics,  developing,  excel,  data visualization,  consulting,  analytics,  processing,  versatile,  robotics,  cleaning,  r studio',\n",
              "  992: 'numpy,  algorithms,  nltk,  machine learning algorithms,  data science,  practical,  selenium,  analysis,  classification,  scikit-learn',\n",
              "  993: 'optimistic,  loyal,  communication,  sales,  loyalty,  visualizing,  collaborative,  marketing,  marketing management',\n",
              "  994: 'leadership,  accounting,  computerized accounting,  communication,  scrum,  tally,  c language,  internet,  database,  good communication',\n",
              "  995: ' productivity,  reporting',\n",
              "  996: 'python,  engineering,  science',\n",
              "  997: ' kanban,  scripting,  linux,  automation tools,  engineering,  pacs,  database testing,  rational,  productivity,  tcp,  integration,  vb,  hl7,  insurance,  clear case,  testing,  windows,  traceability matrix,  bug report,  ftp,  test coverage,  selenium,  rockwell,  design,  https,  innovative,  javascript,  debugging,  system integration,  programming,  administration,  http,  requirement traceability matrix,  tdd,  uft,  methodology,  industrial automation,  modular,  vpn,  scrum,  database,  shell scripting,  installation,  analysis,  reconstruction,  banking,  development,  environmental,  product requirement document,  gui,  performance testing,  mysql,  health care,  sql,  automation framework,  framework,  regression testing,  test plan,  qtp,  functional specification,  descriptive programming,  ldap,  robot,  construction,  oracle,  test reports,  integration testing,  test cases,  c++,  collaborative,  planning,  strategy,  sprint planning,  microsoft sql,  healthcare,  network,  jira,  automation scripts,  design documents,  python,  test strategy,  bugzilla,  win cvs,  qc,  agile,  retail,  server,  software quality,  backend,  rational robot,  embedded',\n",
              "  998: ' conveyor,  training,  catia v5,  quick learner,  microsoft office,  supervision,  actuator,  catia',\n",
              "  999: 'sales',\n",
              "  ...}}"
            ]
          },
          "metadata": {},
          "execution_count": 30
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from transformers import TFAutoModelForMaskedLM\n",
        "\n",
        "model_checkpoint = \"distilbert-base-uncased\"\n",
        "model = TFAutoModelForMaskedLM.from_pretrained(model_checkpoint)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 188,
          "referenced_widgets": [
            "27f103d4b46a450994039c412548cf84",
            "b0572ce612404f30ab9192243dda457c",
            "18836a06b66646b1b0353e3d8b436975",
            "d6d4dac933f44cffa6c5d040475865d4",
            "385555efa715457e98d08cb2aaef4b32",
            "70b5df4e1e054db6a18830a1fe5d79ca",
            "7da7606b66614715803f30698c05e279",
            "89f6eb57502d4d2d8d5f9f1a95bb514c",
            "014d834541b04c8788ff1794f161644c",
            "8f1ca9fc54c34f8a9e5251304de35b56",
            "6c9dc67505e34efaa85222636b7ba96d",
            "3a382a422dfb456389d3a732c366cfa5",
            "1b6ff699956b41d4931bcaaacb042747",
            "7a18213591b74bf9bba090d2df00c298",
            "b87c6c425ceb454282e966115141aa58",
            "c568c4ad4f1b4ee6a2e9646aab22a260",
            "9661a76a4df34b1c949a5fff7a9c7571",
            "df5a81cf8a83412cb0aa49c5f049e4b9",
            "9527f46e17074760aaa2b956976c21b2",
            "b492f7678e8a4f0385ae79a2d0c3c226",
            "c802dda954a948fd9cf54d47c9e418fb",
            "a8b782dfc8ac427e9f3aa61f8bc2959b"
          ]
        },
        "id": "094AxfscuPGo",
        "outputId": "742c5040-c786-409e-c51e-76dd62334afb"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading (…)lve/main/config.json:   0%|          | 0.00/483 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "27f103d4b46a450994039c412548cf84"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading tf_model.h5:   0%|          | 0.00/363M [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "3a382a422dfb456389d3a732c366cfa5"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Some layers from the model checkpoint at distilbert-base-uncased were not used when initializing TFDistilBertForMaskedLM: ['activation_13']\n",
            "- This IS expected if you are initializing TFDistilBertForMaskedLM from the checkpoint of a model trained on another task or with another architecture (e.g. initializing a BertForSequenceClassification model from a BertForPreTraining model).\n",
            "- This IS NOT expected if you are initializing TFDistilBertForMaskedLM from the checkpoint of a model that you expect to be exactly identical (initializing a BertForSequenceClassification model from a BertForSequenceClassification model).\n",
            "All the layers of TFDistilBertForMaskedLM were initialized from the model checkpoint at distilbert-base-uncased.\n",
            "If your task is similar to the task the model of the checkpoint was trained on, you can already use TFDistilBertForMaskedLM for predictions without further training.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from transformers import AutoTokenizer\n",
        "\n",
        "tokenizer = AutoTokenizer.from_pretrained(model_checkpoint)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 113,
          "referenced_widgets": [
            "40017071f7a04da084336dc29878145c",
            "9ee41f4f12d6433fa5a559a82a3e42e4",
            "fea9b65b11214f5fb09d9089910d9135",
            "466c24c0b0784d7dbfe41d70e8359e9e",
            "ec3e79802093455f9841cb26ac685615",
            "ed0d1484aa9346808d61387b3b57d76f",
            "09002cc4605b4c459415dc47e06be8a7",
            "e9ca3a0e8efb4f0b8b101e33347f6173",
            "8f7f13e1195547a58566c72dc3ad32ff",
            "2d50d73e5faa49af842438c0c35c58d1",
            "1884eb3170b943e1b5636a17ed453dcb",
            "e86478282cbc42c3a5b359d0f6d084b7",
            "8942167c888847da9826136b08f39d54",
            "e8280dba09844e2c97efa71496c7ba7b",
            "cfd9a282a6644be8a44e7b35d1b1c71c",
            "e62a32a3ef9444ac9664a348f004e26e",
            "ed815cfc5ebb4a1389fee771d07d9a09",
            "c294c86d401340409276e557a7c8e97a",
            "9383a5f3b7f54596a6932aa777518461",
            "ab7dd9b16e184ac79227da08edbb0fc9",
            "56a5a8fe2fdc4499baddddca62305cdf",
            "fd73735144f0476eb6b3fec3427d480a",
            "618e21280a71415c87b742bd3bc42f7e",
            "2229b5bde3bb409cb2cc70ac7601c63e",
            "6ed1e9d6cd48416ca7f9422519104e1b",
            "ebe595cce3cb4d9499e1de086d8a9b3f",
            "746115951fcb4f4db08dd5aebf7f4aee",
            "ac83cdeabbd5466e921d2bc0fb826048",
            "a989c627ee65492a9e084cec77e96b4a",
            "f8f27db0b4774953be3133011507d868",
            "1fec8dbd025946ee95ec980c1c8e670a",
            "b588338b5f3044988dbabe7c3418d3fd",
            "e7f1616511734348adec222368148cf8"
          ]
        },
        "id": "2ry_gRDFvs7W",
        "outputId": "3b26371b-ed48-4d72-dc2e-44a9bd482afe"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading (…)okenizer_config.json:   0%|          | 0.00/28.0 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "40017071f7a04da084336dc29878145c"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading (…)solve/main/vocab.txt:   0%|          | 0.00/232k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "e86478282cbc42c3a5b359d0f6d084b7"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading (…)/main/tokenizer.json:   0%|          | 0.00/466k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "618e21280a71415c87b742bd3bc42f7e"
            }
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "model.summary()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "an2LznaNuz80",
        "outputId": "d920a982-2fcb-4578-df0d-cb843c7c4c28"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model: \"tf_distil_bert_for_masked_lm\"\n",
            "_________________________________________________________________\n",
            " Layer (type)                Output Shape              Param #   \n",
            "=================================================================\n",
            " distilbert (TFDistilBertMai  multiple                 66362880  \n",
            " nLayer)                                                         \n",
            "                                                                 \n",
            " vocab_transform (Dense)     multiple                  590592    \n",
            "                                                                 \n",
            " vocab_layer_norm (LayerNorm  multiple                 1536      \n",
            " alization)                                                      \n",
            "                                                                 \n",
            " vocab_projector (TFDistilBe  multiple                 23866170  \n",
            " rtLMHead)                                                       \n",
            "                                                                 \n",
            "=================================================================\n",
            "Total params: 66,985,530\n",
            "Trainable params: 66,985,530\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def tokenize_function(examples):\n",
        "    result = tokenizer(examples[\"text\"])\n",
        "    if tokenizer.is_fast:\n",
        "        result[\"word_ids\"] = [result.word_ids(i) for i in range(len(result[\"input_ids\"]))]\n",
        "    return result"
      ],
      "metadata": {
        "id": "3YPhhJFwu9eQ"
      },
      "execution_count": 14,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "tokenized_datasets = dataset.map(\n",
        "    tokenize_function, batched=True, remove_columns=[\"text\",\"0\"]\n",
        ")\n",
        "tokenized_datasets"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 121,
          "referenced_widgets": [
            "fc07aad65133462bbe642a1edfa16aea",
            "71c9036be3b44d068bcd78517ac50cdb",
            "f61a6e14ed9b42ba9af58d5393d33f37",
            "71179ed1b949476ea098504ac53c9687",
            "a81f61389f6742b39aaa68c419831d1f",
            "0b330e442f8c4542aa78e098094e158c",
            "75e47a819779462f81472371e73263d9",
            "b04126e959434d6eb025e7fdf207d59d",
            "f35510e743c748f79e78c7b7d316a41a",
            "a404ba6181814425ac44b94bf0b846c5",
            "c1323c27e8884f6d8a27e0e6908d0afd"
          ]
        },
        "id": "AtdwUg5YvwZk",
        "outputId": "a48195fe-bec0-44dc-d045-5da093c73756"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Map:   0%|          | 0/13408 [00:00<?, ? examples/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "fc07aad65133462bbe642a1edfa16aea"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "DatasetDict({\n",
              "    train: Dataset({\n",
              "        features: ['input_ids', 'attention_mask', 'word_ids'],\n",
              "        num_rows: 13408\n",
              "    })\n",
              "})"
            ]
          },
          "metadata": {},
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "tokenizer.model_max_length"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "JbN_7CKU2Wch",
        "outputId": "8e2e96c1-c1cb-4f2f-bec4-2dd7651f8018"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "512"
            ]
          },
          "metadata": {},
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "chunk_size = 128"
      ],
      "metadata": {
        "id": "W9YKiu8c235V"
      },
      "execution_count": 17,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "len(tokenized_datasets[\"train\"])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "s5VSugpt9VMx",
        "outputId": "896ee1fb-163e-4e38-b57e-2d58a83b6286"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "13408"
            ]
          },
          "metadata": {},
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Slicing produces a list of lists for each feature\n",
        "tokenized_samples = tokenized_datasets[\"train\"][:13408]\n",
        "\n",
        "for idx, sample in enumerate(tokenized_samples[\"input_ids\"]):\n",
        "    print(f\"'>>> Review {idx} length: {len(sample)}'\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "XUUpogpB27va",
        "outputId": "2d0b68e3-9010-4fd0-e21e-54a80e2f4a6f"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
            "'>>> Review 8408 length: 23'\n",
            "'>>> Review 8409 length: 179'\n",
            "'>>> Review 8410 length: 21'\n",
            "'>>> Review 8411 length: 24'\n",
            "'>>> Review 8412 length: 181'\n",
            "'>>> Review 8413 length: 20'\n",
            "'>>> Review 8414 length: 23'\n",
            "'>>> Review 8415 length: 179'\n",
            "'>>> Review 8416 length: 19'\n",
            "'>>> Review 8417 length: 26'\n",
            "'>>> Review 8418 length: 180'\n",
            "'>>> Review 8419 length: 19'\n",
            "'>>> Review 8420 length: 23'\n",
            "'>>> Review 8421 length: 176'\n",
            "'>>> Review 8422 length: 20'\n",
            "'>>> Review 8423 length: 25'\n",
            "'>>> Review 8424 length: 181'\n",
            "'>>> Review 8425 length: 22'\n",
            "'>>> Review 8426 length: 21'\n",
            "'>>> Review 8427 length: 175'\n",
            "'>>> Review 8428 length: 21'\n",
            "'>>> Review 8429 length: 26'\n",
            "'>>> Review 8430 length: 4'\n",
            "'>>> Review 8431 length: 50'\n",
            "'>>> Review 8432 length: 4'\n",
            "'>>> Review 8433 length: 46'\n",
            "'>>> Review 8434 length: 3'\n",
            "'>>> Review 8435 length: 45'\n",
            "'>>> Review 8436 length: 3'\n",
            "'>>> Review 8437 length: 45'\n",
            "'>>> Review 8438 length: 3'\n",
            "'>>> Review 8439 length: 48'\n",
            "'>>> Review 8440 length: 3'\n",
            "'>>> Review 8441 length: 48'\n",
            "'>>> Review 8442 length: 3'\n",
            "'>>> Review 8443 length: 46'\n",
            "'>>> Review 8444 length: 3'\n",
            "'>>> Review 8445 length: 49'\n",
            "'>>> Review 8446 length: 53'\n",
            "'>>> Review 8447 length: 10'\n",
            "'>>> Review 8448 length: 26'\n",
            "'>>> Review 8449 length: 49'\n",
            "'>>> Review 8450 length: 11'\n",
            "'>>> Review 8451 length: 22'\n",
            "'>>> Review 8452 length: 54'\n",
            "'>>> Review 8453 length: 11'\n",
            "'>>> Review 8454 length: 22'\n",
            "'>>> Review 8455 length: 53'\n",
            "'>>> Review 8456 length: 10'\n",
            "'>>> Review 8457 length: 25'\n",
            "'>>> Review 8458 length: 54'\n",
            "'>>> Review 8459 length: 10'\n",
            "'>>> Review 8460 length: 25'\n",
            "'>>> Review 8461 length: 37'\n",
            "'>>> Review 8462 length: 29'\n",
            "'>>> Review 8463 length: 24'\n",
            "'>>> Review 8464 length: 26'\n",
            "'>>> Review 8465 length: 37'\n",
            "'>>> Review 8466 length: 30'\n",
            "'>>> Review 8467 length: 26'\n",
            "'>>> Review 8468 length: 28'\n",
            "'>>> Review 8469 length: 38'\n",
            "'>>> Review 8470 length: 28'\n",
            "'>>> Review 8471 length: 24'\n",
            "'>>> Review 8472 length: 27'\n",
            "'>>> Review 8473 length: 37'\n",
            "'>>> Review 8474 length: 30'\n",
            "'>>> Review 8475 length: 26'\n",
            "'>>> Review 8476 length: 26'\n",
            "'>>> Review 8477 length: 71'\n",
            "'>>> Review 8478 length: 59'\n",
            "'>>> Review 8479 length: 56'\n",
            "'>>> Review 8480 length: 26'\n",
            "'>>> Review 8481 length: 45'\n",
            "'>>> Review 8482 length: 49'\n",
            "'>>> Review 8483 length: 35'\n",
            "'>>> Review 8484 length: 24'\n",
            "'>>> Review 8485 length: 67'\n",
            "'>>> Review 8486 length: 72'\n",
            "'>>> Review 8487 length: 5'\n",
            "'>>> Review 8488 length: 29'\n",
            "'>>> Review 8489 length: 70'\n",
            "'>>> Review 8490 length: 63'\n",
            "'>>> Review 8491 length: 56'\n",
            "'>>> Review 8492 length: 25'\n",
            "'>>> Review 8493 length: 49'\n",
            "'>>> Review 8494 length: 46'\n",
            "'>>> Review 8495 length: 37'\n",
            "'>>> Review 8496 length: 26'\n",
            "'>>> Review 8497 length: 69'\n",
            "'>>> Review 8498 length: 74'\n",
            "'>>> Review 8499 length: 5'\n",
            "'>>> Review 8500 length: 27'\n",
            "'>>> Review 8501 length: 69'\n",
            "'>>> Review 8502 length: 62'\n",
            "'>>> Review 8503 length: 59'\n",
            "'>>> Review 8504 length: 26'\n",
            "'>>> Review 8505 length: 49'\n",
            "'>>> Review 8506 length: 44'\n",
            "'>>> Review 8507 length: 32'\n",
            "'>>> Review 8508 length: 25'\n",
            "'>>> Review 8509 length: 69'\n",
            "'>>> Review 8510 length: 75'\n",
            "'>>> Review 8511 length: 3'\n",
            "'>>> Review 8512 length: 27'\n",
            "'>>> Review 8513 length: 69'\n",
            "'>>> Review 8514 length: 59'\n",
            "'>>> Review 8515 length: 58'\n",
            "'>>> Review 8516 length: 25'\n",
            "'>>> Review 8517 length: 45'\n",
            "'>>> Review 8518 length: 45'\n",
            "'>>> Review 8519 length: 36'\n",
            "'>>> Review 8520 length: 28'\n",
            "'>>> Review 8521 length: 71'\n",
            "'>>> Review 8522 length: 74'\n",
            "'>>> Review 8523 length: 3'\n",
            "'>>> Review 8524 length: 25'\n",
            "'>>> Review 8525 length: 67'\n",
            "'>>> Review 8526 length: 62'\n",
            "'>>> Review 8527 length: 57'\n",
            "'>>> Review 8528 length: 30'\n",
            "'>>> Review 8529 length: 51'\n",
            "'>>> Review 8530 length: 50'\n",
            "'>>> Review 8531 length: 37'\n",
            "'>>> Review 8532 length: 28'\n",
            "'>>> Review 8533 length: 72'\n",
            "'>>> Review 8534 length: 76'\n",
            "'>>> Review 8535 length: 3'\n",
            "'>>> Review 8536 length: 26'\n",
            "'>>> Review 8537 length: 70'\n",
            "'>>> Review 8538 length: 60'\n",
            "'>>> Review 8539 length: 53'\n",
            "'>>> Review 8540 length: 27'\n",
            "'>>> Review 8541 length: 49'\n",
            "'>>> Review 8542 length: 42'\n",
            "'>>> Review 8543 length: 38'\n",
            "'>>> Review 8544 length: 29'\n",
            "'>>> Review 8545 length: 71'\n",
            "'>>> Review 8546 length: 74'\n",
            "'>>> Review 8547 length: 5'\n",
            "'>>> Review 8548 length: 29'\n",
            "'>>> Review 8549 length: 33'\n",
            "'>>> Review 8550 length: 87'\n",
            "'>>> Review 8551 length: 151'\n",
            "'>>> Review 8552 length: 259'\n",
            "'>>> Review 8553 length: 29'\n",
            "'>>> Review 8554 length: 6'\n",
            "'>>> Review 8555 length: 148'\n",
            "'>>> Review 8556 length: 260'\n",
            "'>>> Review 8557 length: 26'\n",
            "'>>> Review 8558 length: 5'\n",
            "'>>> Review 8559 length: 150'\n",
            "'>>> Review 8560 length: 263'\n",
            "'>>> Review 8561 length: 29'\n",
            "'>>> Review 8562 length: 5'\n",
            "'>>> Review 8563 length: 38'\n",
            "'>>> Review 8564 length: 82'\n",
            "'>>> Review 8565 length: 149'\n",
            "'>>> Review 8566 length: 260'\n",
            "'>>> Review 8567 length: 30'\n",
            "'>>> Review 8568 length: 6'\n",
            "'>>> Review 8569 length: 146'\n",
            "'>>> Review 8570 length: 264'\n",
            "'>>> Review 8571 length: 28'\n",
            "'>>> Review 8572 length: 5'\n",
            "'>>> Review 8573 length: 149'\n",
            "'>>> Review 8574 length: 257'\n",
            "'>>> Review 8575 length: 27'\n",
            "'>>> Review 8576 length: 5'\n",
            "'>>> Review 8577 length: 62'\n",
            "'>>> Review 8578 length: 90'\n",
            "'>>> Review 8579 length: 44'\n",
            "'>>> Review 8580 length: 30'\n",
            "'>>> Review 8581 length: 57'\n",
            "'>>> Review 8582 length: 57'\n",
            "'>>> Review 8583 length: 92'\n",
            "'>>> Review 8584 length: 46'\n",
            "'>>> Review 8585 length: 30'\n",
            "'>>> Review 8586 length: 60'\n",
            "'>>> Review 8587 length: 63'\n",
            "'>>> Review 8588 length: 91'\n",
            "'>>> Review 8589 length: 49'\n",
            "'>>> Review 8590 length: 30'\n",
            "'>>> Review 8591 length: 61'\n",
            "'>>> Review 8592 length: 66'\n",
            "'>>> Review 8593 length: 88'\n",
            "'>>> Review 8594 length: 45'\n",
            "'>>> Review 8595 length: 28'\n",
            "'>>> Review 8596 length: 60'\n",
            "'>>> Review 8597 length: 57'\n",
            "'>>> Review 8598 length: 94'\n",
            "'>>> Review 8599 length: 133'\n",
            "'>>> Review 8600 length: 243'\n",
            "'>>> Review 8601 length: 97'\n",
            "'>>> Review 8602 length: 96'\n",
            "'>>> Review 8603 length: 18'\n",
            "'>>> Review 8604 length: 243'\n",
            "'>>> Review 8605 length: 101'\n",
            "'>>> Review 8606 length: 248'\n",
            "'>>> Review 8607 length: 103'\n",
            "'>>> Review 8608 length: 247'\n",
            "'>>> Review 8609 length: 102'\n",
            "'>>> Review 8610 length: 55'\n",
            "'>>> Review 8611 length: 97'\n",
            "'>>> Review 8612 length: 131'\n",
            "'>>> Review 8613 length: 241'\n",
            "'>>> Review 8614 length: 99'\n",
            "'>>> Review 8615 length: 91'\n",
            "'>>> Review 8616 length: 12'\n",
            "'>>> Review 8617 length: 245'\n",
            "'>>> Review 8618 length: 101'\n",
            "'>>> Review 8619 length: 245'\n",
            "'>>> Review 8620 length: 97'\n",
            "'>>> Review 8621 length: 241'\n",
            "'>>> Review 8622 length: 98'\n",
            "'>>> Review 8623 length: 63'\n",
            "'>>> Review 8624 length: 101'\n",
            "'>>> Review 8625 length: 36'\n",
            "'>>> Review 8626 length: 64'\n",
            "'>>> Review 8627 length: 103'\n",
            "'>>> Review 8628 length: 33'\n",
            "'>>> Review 8629 length: 61'\n",
            "'>>> Review 8630 length: 103'\n",
            "'>>> Review 8631 length: 33'\n",
            "'>>> Review 8632 length: 62'\n",
            "'>>> Review 8633 length: 101'\n",
            "'>>> Review 8634 length: 31'\n",
            "'>>> Review 8635 length: 60'\n",
            "'>>> Review 8636 length: 102'\n",
            "'>>> Review 8637 length: 32'\n",
            "'>>> Review 8638 length: 63'\n",
            "'>>> Review 8639 length: 103'\n",
            "'>>> Review 8640 length: 34'\n",
            "'>>> Review 8641 length: 185'\n",
            "'>>> Review 8642 length: 100'\n",
            "'>>> Review 8643 length: 189'\n",
            "'>>> Review 8644 length: 190'\n",
            "'>>> Review 8645 length: 183'\n",
            "'>>> Review 8646 length: 99'\n",
            "'>>> Review 8647 length: 191'\n",
            "'>>> Review 8648 length: 195'\n",
            "'>>> Review 8649 length: 187'\n",
            "'>>> Review 8650 length: 100'\n",
            "'>>> Review 8651 length: 187'\n",
            "'>>> Review 8652 length: 194'\n",
            "'>>> Review 8653 length: 183'\n",
            "'>>> Review 8654 length: 101'\n",
            "'>>> Review 8655 length: 188'\n",
            "'>>> Review 8656 length: 193'\n",
            "'>>> Review 8657 length: 181'\n",
            "'>>> Review 8658 length: 97'\n",
            "'>>> Review 8659 length: 189'\n",
            "'>>> Review 8660 length: 195'\n",
            "'>>> Review 8661 length: 185'\n",
            "'>>> Review 8662 length: 95'\n",
            "'>>> Review 8663 length: 190'\n",
            "'>>> Review 8664 length: 194'\n",
            "'>>> Review 8665 length: 182'\n",
            "'>>> Review 8666 length: 99'\n",
            "'>>> Review 8667 length: 188'\n",
            "'>>> Review 8668 length: 192'\n",
            "'>>> Review 8669 length: 181'\n",
            "'>>> Review 8670 length: 100'\n",
            "'>>> Review 8671 length: 189'\n",
            "'>>> Review 8672 length: 190'\n",
            "'>>> Review 8673 length: 185'\n",
            "'>>> Review 8674 length: 98'\n",
            "'>>> Review 8675 length: 187'\n",
            "'>>> Review 8676 length: 192'\n",
            "'>>> Review 8677 length: 185'\n",
            "'>>> Review 8678 length: 100'\n",
            "'>>> Review 8679 length: 191'\n",
            "'>>> Review 8680 length: 192'\n",
            "'>>> Review 8681 length: 83'\n",
            "'>>> Review 8682 length: 6'\n",
            "'>>> Review 8683 length: 96'\n",
            "'>>> Review 8684 length: 30'\n",
            "'>>> Review 8685 length: 45'\n",
            "'>>> Review 8686 length: 87'\n",
            "'>>> Review 8687 length: 9'\n",
            "'>>> Review 8688 length: 97'\n",
            "'>>> Review 8689 length: 27'\n",
            "'>>> Review 8690 length: 46'\n",
            "'>>> Review 8691 length: 86'\n",
            "'>>> Review 8692 length: 5'\n",
            "'>>> Review 8693 length: 101'\n",
            "'>>> Review 8694 length: 30'\n",
            "'>>> Review 8695 length: 46'\n",
            "'>>> Review 8696 length: 80'\n",
            "'>>> Review 8697 length: 7'\n",
            "'>>> Review 8698 length: 104'\n",
            "'>>> Review 8699 length: 29'\n",
            "'>>> Review 8700 length: 46'\n",
            "'>>> Review 8701 length: 83'\n",
            "'>>> Review 8702 length: 11'\n",
            "'>>> Review 8703 length: 101'\n",
            "'>>> Review 8704 length: 29'\n",
            "'>>> Review 8705 length: 45'\n",
            "'>>> Review 8706 length: 85'\n",
            "'>>> Review 8707 length: 5'\n",
            "'>>> Review 8708 length: 96'\n",
            "'>>> Review 8709 length: 30'\n",
            "'>>> Review 8710 length: 49'\n",
            "'>>> Review 8711 length: 88'\n",
            "'>>> Review 8712 length: 8'\n",
            "'>>> Review 8713 length: 102'\n",
            "'>>> Review 8714 length: 27'\n",
            "'>>> Review 8715 length: 48'\n",
            "'>>> Review 8716 length: 89'\n",
            "'>>> Review 8717 length: 6'\n",
            "'>>> Review 8718 length: 98'\n",
            "'>>> Review 8719 length: 32'\n",
            "'>>> Review 8720 length: 48'\n",
            "'>>> Review 8721 length: 119'\n",
            "'>>> Review 8722 length: 55'\n",
            "'>>> Review 8723 length: 123'\n",
            "'>>> Review 8724 length: 326'\n",
            "'>>> Review 8725 length: 84'\n",
            "'>>> Review 8726 length: 98'\n",
            "'>>> Review 8727 length: 90'\n",
            "'>>> Review 8728 length: 120'\n",
            "'>>> Review 8729 length: 53'\n",
            "'>>> Review 8730 length: 118'\n",
            "'>>> Review 8731 length: 121'\n",
            "'>>> Review 8732 length: 53'\n",
            "'>>> Review 8733 length: 122'\n",
            "'>>> Review 8734 length: 114'\n",
            "'>>> Review 8735 length: 53'\n",
            "'>>> Review 8736 length: 118'\n",
            "'>>> Review 8737 length: 121'\n",
            "'>>> Review 8738 length: 53'\n",
            "'>>> Review 8739 length: 119'\n",
            "'>>> Review 8740 length: 119'\n",
            "'>>> Review 8741 length: 49'\n",
            "'>>> Review 8742 length: 121'\n",
            "'>>> Review 8743 length: 123'\n",
            "'>>> Review 8744 length: 51'\n",
            "'>>> Review 8745 length: 119'\n",
            "'>>> Review 8746 length: 117'\n",
            "'>>> Review 8747 length: 55'\n",
            "'>>> Review 8748 length: 119'\n",
            "'>>> Review 8749 length: 122'\n",
            "'>>> Review 8750 length: 55'\n",
            "'>>> Review 8751 length: 114'\n",
            "'>>> Review 8752 length: 121'\n",
            "'>>> Review 8753 length: 54'\n",
            "'>>> Review 8754 length: 117'\n",
            "'>>> Review 8755 length: 119'\n",
            "'>>> Review 8756 length: 58'\n",
            "'>>> Review 8757 length: 116'\n",
            "'>>> Review 8758 length: 123'\n",
            "'>>> Review 8759 length: 53'\n",
            "'>>> Review 8760 length: 120'\n",
            "'>>> Review 8761 length: 119'\n",
            "'>>> Review 8762 length: 53'\n",
            "'>>> Review 8763 length: 118'\n",
            "'>>> Review 8764 length: 120'\n",
            "'>>> Review 8765 length: 55'\n",
            "'>>> Review 8766 length: 122'\n",
            "'>>> Review 8767 length: 118'\n",
            "'>>> Review 8768 length: 51'\n",
            "'>>> Review 8769 length: 118'\n",
            "'>>> Review 8770 length: 118'\n",
            "'>>> Review 8771 length: 54'\n",
            "'>>> Review 8772 length: 119'\n",
            "'>>> Review 8773 length: 125'\n",
            "'>>> Review 8774 length: 51'\n",
            "'>>> Review 8775 length: 119'\n",
            "'>>> Review 8776 length: 51'\n",
            "'>>> Review 8777 length: 74'\n",
            "'>>> Review 8778 length: 69'\n",
            "'>>> Review 8779 length: 104'\n",
            "'>>> Review 8780 length: 196'\n",
            "'>>> Review 8781 length: 50'\n",
            "'>>> Review 8782 length: 75'\n",
            "'>>> Review 8783 length: 64'\n",
            "'>>> Review 8784 length: 104'\n",
            "'>>> Review 8785 length: 194'\n",
            "'>>> Review 8786 length: 50'\n",
            "'>>> Review 8787 length: 78'\n",
            "'>>> Review 8788 length: 70'\n",
            "'>>> Review 8789 length: 101'\n",
            "'>>> Review 8790 length: 198'\n",
            "'>>> Review 8791 length: 50'\n",
            "'>>> Review 8792 length: 75'\n",
            "'>>> Review 8793 length: 67'\n",
            "'>>> Review 8794 length: 105'\n",
            "'>>> Review 8795 length: 198'\n",
            "'>>> Review 8796 length: 52'\n",
            "'>>> Review 8797 length: 75'\n",
            "'>>> Review 8798 length: 68'\n",
            "'>>> Review 8799 length: 102'\n",
            "'>>> Review 8800 length: 195'\n",
            "'>>> Review 8801 length: 144'\n",
            "'>>> Review 8802 length: 90'\n",
            "'>>> Review 8803 length: 37'\n",
            "'>>> Review 8804 length: 145'\n",
            "'>>> Review 8805 length: 88'\n",
            "'>>> Review 8806 length: 33'\n",
            "'>>> Review 8807 length: 146'\n",
            "'>>> Review 8808 length: 88'\n",
            "'>>> Review 8809 length: 34'\n",
            "'>>> Review 8810 length: 143'\n",
            "'>>> Review 8811 length: 90'\n",
            "'>>> Review 8812 length: 39'\n",
            "'>>> Review 8813 length: 144'\n",
            "'>>> Review 8814 length: 87'\n",
            "'>>> Review 8815 length: 34'\n",
            "'>>> Review 8816 length: 144'\n",
            "'>>> Review 8817 length: 88'\n",
            "'>>> Review 8818 length: 38'\n",
            "'>>> Review 8819 length: 142'\n",
            "'>>> Review 8820 length: 86'\n",
            "'>>> Review 8821 length: 37'\n",
            "'>>> Review 8822 length: 144'\n",
            "'>>> Review 8823 length: 92'\n",
            "'>>> Review 8824 length: 38'\n",
            "'>>> Review 8825 length: 145'\n",
            "'>>> Review 8826 length: 87'\n",
            "'>>> Review 8827 length: 38'\n",
            "'>>> Review 8828 length: 144'\n",
            "'>>> Review 8829 length: 86'\n",
            "'>>> Review 8830 length: 36'\n",
            "'>>> Review 8831 length: 123'\n",
            "'>>> Review 8832 length: 93'\n",
            "'>>> Review 8833 length: 94'\n",
            "'>>> Review 8834 length: 93'\n",
            "'>>> Review 8835 length: 31'\n",
            "'>>> Review 8836 length: 80'\n",
            "'>>> Review 8837 length: 95'\n",
            "'>>> Review 8838 length: 74'\n",
            "'>>> Review 8839 length: 91'\n",
            "'>>> Review 8840 length: 62'\n",
            "'>>> Review 8841 length: 70'\n",
            "'>>> Review 8842 length: 128'\n",
            "'>>> Review 8843 length: 95'\n",
            "'>>> Review 8844 length: 94'\n",
            "'>>> Review 8845 length: 96'\n",
            "'>>> Review 8846 length: 26'\n",
            "'>>> Review 8847 length: 78'\n",
            "'>>> Review 8848 length: 92'\n",
            "'>>> Review 8849 length: 77'\n",
            "'>>> Review 8850 length: 89'\n",
            "'>>> Review 8851 length: 64'\n",
            "'>>> Review 8852 length: 73'\n",
            "'>>> Review 8853 length: 126'\n",
            "'>>> Review 8854 length: 95'\n",
            "'>>> Review 8855 length: 93'\n",
            "'>>> Review 8856 length: 88'\n",
            "'>>> Review 8857 length: 25'\n",
            "'>>> Review 8858 length: 78'\n",
            "'>>> Review 8859 length: 92'\n",
            "'>>> Review 8860 length: 72'\n",
            "'>>> Review 8861 length: 90'\n",
            "'>>> Review 8862 length: 64'\n",
            "'>>> Review 8863 length: 69'\n",
            "'>>> Review 8864 length: 161'\n",
            "'>>> Review 8865 length: 61'\n",
            "'>>> Review 8866 length: 79'\n",
            "'>>> Review 8867 length: 160'\n",
            "'>>> Review 8868 length: 109'\n",
            "'>>> Review 8869 length: 95'\n",
            "'>>> Review 8870 length: 113'\n",
            "'>>> Review 8871 length: 166'\n",
            "'>>> Review 8872 length: 66'\n",
            "'>>> Review 8873 length: 80'\n",
            "'>>> Review 8874 length: 154'\n",
            "'>>> Review 8875 length: 112'\n",
            "'>>> Review 8876 length: 94'\n",
            "'>>> Review 8877 length: 114'\n",
            "'>>> Review 8878 length: 168'\n",
            "'>>> Review 8879 length: 62'\n",
            "'>>> Review 8880 length: 80'\n",
            "'>>> Review 8881 length: 156'\n",
            "'>>> Review 8882 length: 113'\n",
            "'>>> Review 8883 length: 94'\n",
            "'>>> Review 8884 length: 112'\n",
            "'>>> Review 8885 length: 163'\n",
            "'>>> Review 8886 length: 60'\n",
            "'>>> Review 8887 length: 79'\n",
            "'>>> Review 8888 length: 152'\n",
            "'>>> Review 8889 length: 114'\n",
            "'>>> Review 8890 length: 94'\n",
            "'>>> Review 8891 length: 114'\n",
            "'>>> Review 8892 length: 167'\n",
            "'>>> Review 8893 length: 63'\n",
            "'>>> Review 8894 length: 80'\n",
            "'>>> Review 8895 length: 156'\n",
            "'>>> Review 8896 length: 111'\n",
            "'>>> Review 8897 length: 96'\n",
            "'>>> Review 8898 length: 114'\n",
            "'>>> Review 8899 length: 165'\n",
            "'>>> Review 8900 length: 62'\n",
            "'>>> Review 8901 length: 78'\n",
            "'>>> Review 8902 length: 161'\n",
            "'>>> Review 8903 length: 115'\n",
            "'>>> Review 8904 length: 95'\n",
            "'>>> Review 8905 length: 113'\n",
            "'>>> Review 8906 length: 54'\n",
            "'>>> Review 8907 length: 134'\n",
            "'>>> Review 8908 length: 41'\n",
            "'>>> Review 8909 length: 106'\n",
            "'>>> Review 8910 length: 52'\n",
            "'>>> Review 8911 length: 134'\n",
            "'>>> Review 8912 length: 38'\n",
            "'>>> Review 8913 length: 104'\n",
            "'>>> Review 8914 length: 50'\n",
            "'>>> Review 8915 length: 127'\n",
            "'>>> Review 8916 length: 36'\n",
            "'>>> Review 8917 length: 103'\n",
            "'>>> Review 8918 length: 49'\n",
            "'>>> Review 8919 length: 133'\n",
            "'>>> Review 8920 length: 38'\n",
            "'>>> Review 8921 length: 103'\n",
            "'>>> Review 8922 length: 54'\n",
            "'>>> Review 8923 length: 136'\n",
            "'>>> Review 8924 length: 40'\n",
            "'>>> Review 8925 length: 103'\n",
            "'>>> Review 8926 length: 53'\n",
            "'>>> Review 8927 length: 128'\n",
            "'>>> Review 8928 length: 40'\n",
            "'>>> Review 8929 length: 103'\n",
            "'>>> Review 8930 length: 54'\n",
            "'>>> Review 8931 length: 131'\n",
            "'>>> Review 8932 length: 38'\n",
            "'>>> Review 8933 length: 107'\n",
            "'>>> Review 8934 length: 49'\n",
            "'>>> Review 8935 length: 133'\n",
            "'>>> Review 8936 length: 37'\n",
            "'>>> Review 8937 length: 101'\n",
            "'>>> Review 8938 length: 26'\n",
            "'>>> Review 8939 length: 61'\n",
            "'>>> Review 8940 length: 89'\n",
            "'>>> Review 8941 length: 134'\n",
            "'>>> Review 8942 length: 40'\n",
            "'>>> Review 8943 length: 28'\n",
            "'>>> Review 8944 length: 53'\n",
            "'>>> Review 8945 length: 91'\n",
            "'>>> Review 8946 length: 134'\n",
            "'>>> Review 8947 length: 38'\n",
            "'>>> Review 8948 length: 30'\n",
            "'>>> Review 8949 length: 63'\n",
            "'>>> Review 8950 length: 88'\n",
            "'>>> Review 8951 length: 129'\n",
            "'>>> Review 8952 length: 34'\n",
            "'>>> Review 8953 length: 28'\n",
            "'>>> Review 8954 length: 61'\n",
            "'>>> Review 8955 length: 87'\n",
            "'>>> Review 8956 length: 127'\n",
            "'>>> Review 8957 length: 38'\n",
            "'>>> Review 8958 length: 89'\n",
            "'>>> Review 8959 length: 36'\n",
            "'>>> Review 8960 length: 155'\n",
            "'>>> Review 8961 length: 30'\n",
            "'>>> Review 8962 length: 92'\n",
            "'>>> Review 8963 length: 32'\n",
            "'>>> Review 8964 length: 157'\n",
            "'>>> Review 8965 length: 28'\n",
            "'>>> Review 8966 length: 94'\n",
            "'>>> Review 8967 length: 40'\n",
            "'>>> Review 8968 length: 157'\n",
            "'>>> Review 8969 length: 30'\n",
            "'>>> Review 8970 length: 90'\n",
            "'>>> Review 8971 length: 37'\n",
            "'>>> Review 8972 length: 158'\n",
            "'>>> Review 8973 length: 30'\n",
            "'>>> Review 8974 length: 92'\n",
            "'>>> Review 8975 length: 37'\n",
            "'>>> Review 8976 length: 152'\n",
            "'>>> Review 8977 length: 31'\n",
            "'>>> Review 8978 length: 96'\n",
            "'>>> Review 8979 length: 39'\n",
            "'>>> Review 8980 length: 149'\n",
            "'>>> Review 8981 length: 29'\n",
            "'>>> Review 8982 length: 89'\n",
            "'>>> Review 8983 length: 32'\n",
            "'>>> Review 8984 length: 158'\n",
            "'>>> Review 8985 length: 30'\n",
            "'>>> Review 8986 length: 88'\n",
            "'>>> Review 8987 length: 33'\n",
            "'>>> Review 8988 length: 154'\n",
            "'>>> Review 8989 length: 29'\n",
            "'>>> Review 8990 length: 16'\n",
            "'>>> Review 8991 length: 17'\n",
            "'>>> Review 8992 length: 33'\n",
            "'>>> Review 8993 length: 32'\n",
            "'>>> Review 8994 length: 34'\n",
            "'>>> Review 8995 length: 16'\n",
            "'>>> Review 8996 length: 18'\n",
            "'>>> Review 8997 length: 34'\n",
            "'>>> Review 8998 length: 35'\n",
            "'>>> Review 8999 length: 33'\n",
            "'>>> Review 9000 length: 19'\n",
            "'>>> Review 9001 length: 17'\n",
            "'>>> Review 9002 length: 32'\n",
            "'>>> Review 9003 length: 35'\n",
            "'>>> Review 9004 length: 31'\n",
            "'>>> Review 9005 length: 16'\n",
            "'>>> Review 9006 length: 19'\n",
            "'>>> Review 9007 length: 29'\n",
            "'>>> Review 9008 length: 32'\n",
            "'>>> Review 9009 length: 30'\n",
            "'>>> Review 9010 length: 15'\n",
            "'>>> Review 9011 length: 16'\n",
            "'>>> Review 9012 length: 31'\n",
            "'>>> Review 9013 length: 32'\n",
            "'>>> Review 9014 length: 33'\n",
            "'>>> Review 9015 length: 18'\n",
            "'>>> Review 9016 length: 18'\n",
            "'>>> Review 9017 length: 33'\n",
            "'>>> Review 9018 length: 32'\n",
            "'>>> Review 9019 length: 33'\n",
            "'>>> Review 9020 length: 15'\n",
            "'>>> Review 9021 length: 17'\n",
            "'>>> Review 9022 length: 33'\n",
            "'>>> Review 9023 length: 34'\n",
            "'>>> Review 9024 length: 29'\n",
            "'>>> Review 9025 length: 16'\n",
            "'>>> Review 9026 length: 16'\n",
            "'>>> Review 9027 length: 34'\n",
            "'>>> Review 9028 length: 30'\n",
            "'>>> Review 9029 length: 33'\n",
            "'>>> Review 9030 length: 17'\n",
            "'>>> Review 9031 length: 17'\n",
            "'>>> Review 9032 length: 31'\n",
            "'>>> Review 9033 length: 32'\n",
            "'>>> Review 9034 length: 33'\n",
            "'>>> Review 9035 length: 18'\n",
            "'>>> Review 9036 length: 17'\n",
            "'>>> Review 9037 length: 34'\n",
            "'>>> Review 9038 length: 35'\n",
            "'>>> Review 9039 length: 32'\n",
            "'>>> Review 9040 length: 192'\n",
            "'>>> Review 9041 length: 58'\n",
            "'>>> Review 9042 length: 172'\n",
            "'>>> Review 9043 length: 11'\n",
            "'>>> Review 9044 length: 31'\n",
            "'>>> Review 9045 length: 135'\n",
            "'>>> Review 9046 length: 44'\n",
            "'>>> Review 9047 length: 106'\n",
            "'>>> Review 9048 length: 193'\n",
            "'>>> Review 9049 length: 56'\n",
            "'>>> Review 9050 length: 177'\n",
            "'>>> Review 9051 length: 13'\n",
            "'>>> Review 9052 length: 34'\n",
            "'>>> Review 9053 length: 140'\n",
            "'>>> Review 9054 length: 51'\n",
            "'>>> Review 9055 length: 106'\n",
            "'>>> Review 9056 length: 196'\n",
            "'>>> Review 9057 length: 57'\n",
            "'>>> Review 9058 length: 176'\n",
            "'>>> Review 9059 length: 13'\n",
            "'>>> Review 9060 length: 36'\n",
            "'>>> Review 9061 length: 136'\n",
            "'>>> Review 9062 length: 49'\n",
            "'>>> Review 9063 length: 107'\n",
            "'>>> Review 9064 length: 192'\n",
            "'>>> Review 9065 length: 59'\n",
            "'>>> Review 9066 length: 175'\n",
            "'>>> Review 9067 length: 12'\n",
            "'>>> Review 9068 length: 32'\n",
            "'>>> Review 9069 length: 137'\n",
            "'>>> Review 9070 length: 47'\n",
            "'>>> Review 9071 length: 107'\n",
            "'>>> Review 9072 length: 57'\n",
            "'>>> Review 9073 length: 9'\n",
            "'>>> Review 9074 length: 9'\n",
            "'>>> Review 9075 length: 58'\n",
            "'>>> Review 9076 length: 8'\n",
            "'>>> Review 9077 length: 12'\n",
            "'>>> Review 9078 length: 56'\n",
            "'>>> Review 9079 length: 9'\n",
            "'>>> Review 9080 length: 11'\n",
            "'>>> Review 9081 length: 59'\n",
            "'>>> Review 9082 length: 10'\n",
            "'>>> Review 9083 length: 10'\n",
            "'>>> Review 9084 length: 20'\n",
            "'>>> Review 9085 length: 17'\n",
            "'>>> Review 9086 length: 19'\n",
            "'>>> Review 9087 length: 81'\n",
            "'>>> Review 9088 length: 17'\n",
            "'>>> Review 9089 length: 79'\n",
            "'>>> Review 9090 length: 20'\n",
            "'>>> Review 9091 length: 78'\n",
            "'>>> Review 9092 length: 19'\n",
            "'>>> Review 9093 length: 80'\n",
            "'>>> Review 9094 length: 20'\n",
            "'>>> Review 9095 length: 81'\n",
            "'>>> Review 9096 length: 18'\n",
            "'>>> Review 9097 length: 79'\n",
            "'>>> Review 9098 length: 58'\n",
            "'>>> Review 9099 length: 52'\n",
            "'>>> Review 9100 length: 54'\n",
            "'>>> Review 9101 length: 78'\n",
            "'>>> Review 9102 length: 55'\n",
            "'>>> Review 9103 length: 44'\n",
            "'>>> Review 9104 length: 55'\n",
            "'>>> Review 9105 length: 82'\n",
            "'>>> Review 9106 length: 54'\n",
            "'>>> Review 9107 length: 46'\n",
            "'>>> Review 9108 length: 57'\n",
            "'>>> Review 9109 length: 80'\n",
            "'>>> Review 9110 length: 54'\n",
            "'>>> Review 9111 length: 48'\n",
            "'>>> Review 9112 length: 54'\n",
            "'>>> Review 9113 length: 82'\n",
            "'>>> Review 9114 length: 54'\n",
            "'>>> Review 9115 length: 51'\n",
            "'>>> Review 9116 length: 54'\n",
            "'>>> Review 9117 length: 80'\n",
            "'>>> Review 9118 length: 55'\n",
            "'>>> Review 9119 length: 49'\n",
            "'>>> Review 9120 length: 51'\n",
            "'>>> Review 9121 length: 79'\n",
            "'>>> Review 9122 length: 55'\n",
            "'>>> Review 9123 length: 50'\n",
            "'>>> Review 9124 length: 54'\n",
            "'>>> Review 9125 length: 79'\n",
            "'>>> Review 9126 length: 55'\n",
            "'>>> Review 9127 length: 49'\n",
            "'>>> Review 9128 length: 57'\n",
            "'>>> Review 9129 length: 78'\n",
            "'>>> Review 9130 length: 56'\n",
            "'>>> Review 9131 length: 52'\n",
            "'>>> Review 9132 length: 56'\n",
            "'>>> Review 9133 length: 83'\n",
            "'>>> Review 9134 length: 177'\n",
            "'>>> Review 9135 length: 18'\n",
            "'>>> Review 9136 length: 24'\n",
            "'>>> Review 9137 length: 181'\n",
            "'>>> Review 9138 length: 20'\n",
            "'>>> Review 9139 length: 23'\n",
            "'>>> Review 9140 length: 175'\n",
            "'>>> Review 9141 length: 21'\n",
            "'>>> Review 9142 length: 28'\n",
            "'>>> Review 9143 length: 174'\n",
            "'>>> Review 9144 length: 22'\n",
            "'>>> Review 9145 length: 26'\n",
            "'>>> Review 9146 length: 177'\n",
            "'>>> Review 9147 length: 21'\n",
            "'>>> Review 9148 length: 25'\n",
            "'>>> Review 9149 length: 177'\n",
            "'>>> Review 9150 length: 19'\n",
            "'>>> Review 9151 length: 23'\n",
            "'>>> Review 9152 length: 175'\n",
            "'>>> Review 9153 length: 18'\n",
            "'>>> Review 9154 length: 27'\n",
            "'>>> Review 9155 length: 179'\n",
            "'>>> Review 9156 length: 18'\n",
            "'>>> Review 9157 length: 24'\n",
            "'>>> Review 9158 length: 3'\n",
            "'>>> Review 9159 length: 49'\n",
            "'>>> Review 9160 length: 4'\n",
            "'>>> Review 9161 length: 47'\n",
            "'>>> Review 9162 length: 3'\n",
            "'>>> Review 9163 length: 47'\n",
            "'>>> Review 9164 length: 4'\n",
            "'>>> Review 9165 length: 46'\n",
            "'>>> Review 9166 length: 3'\n",
            "'>>> Review 9167 length: 46'\n",
            "'>>> Review 9168 length: 4'\n",
            "'>>> Review 9169 length: 43'\n",
            "'>>> Review 9170 length: 5'\n",
            "'>>> Review 9171 length: 49'\n",
            "'>>> Review 9172 length: 3'\n",
            "'>>> Review 9173 length: 51'\n",
            "'>>> Review 9174 length: 51'\n",
            "'>>> Review 9175 length: 10'\n",
            "'>>> Review 9176 length: 25'\n",
            "'>>> Review 9177 length: 52'\n",
            "'>>> Review 9178 length: 9'\n",
            "'>>> Review 9179 length: 24'\n",
            "'>>> Review 9180 length: 52'\n",
            "'>>> Review 9181 length: 9'\n",
            "'>>> Review 9182 length: 21'\n",
            "'>>> Review 9183 length: 49'\n",
            "'>>> Review 9184 length: 9'\n",
            "'>>> Review 9185 length: 25'\n",
            "'>>> Review 9186 length: 55'\n",
            "'>>> Review 9187 length: 10'\n",
            "'>>> Review 9188 length: 25'\n",
            "'>>> Review 9189 length: 38'\n",
            "'>>> Review 9190 length: 29'\n",
            "'>>> Review 9191 length: 25'\n",
            "'>>> Review 9192 length: 28'\n",
            "'>>> Review 9193 length: 36'\n",
            "'>>> Review 9194 length: 28'\n",
            "'>>> Review 9195 length: 28'\n",
            "'>>> Review 9196 length: 25'\n",
            "'>>> Review 9197 length: 38'\n",
            "'>>> Review 9198 length: 30'\n",
            "'>>> Review 9199 length: 25'\n",
            "'>>> Review 9200 length: 26'\n",
            "'>>> Review 9201 length: 35'\n",
            "'>>> Review 9202 length: 30'\n",
            "'>>> Review 9203 length: 28'\n",
            "'>>> Review 9204 length: 27'\n",
            "'>>> Review 9205 length: 71'\n",
            "'>>> Review 9206 length: 65'\n",
            "'>>> Review 9207 length: 53'\n",
            "'>>> Review 9208 length: 27'\n",
            "'>>> Review 9209 length: 42'\n",
            "'>>> Review 9210 length: 45'\n",
            "'>>> Review 9211 length: 34'\n",
            "'>>> Review 9212 length: 27'\n",
            "'>>> Review 9213 length: 72'\n",
            "'>>> Review 9214 length: 70'\n",
            "'>>> Review 9215 length: 5'\n",
            "'>>> Review 9216 length: 26'\n",
            "'>>> Review 9217 length: 72'\n",
            "'>>> Review 9218 length: 59'\n",
            "'>>> Review 9219 length: 57'\n",
            "'>>> Review 9220 length: 27'\n",
            "'>>> Review 9221 length: 47'\n",
            "'>>> Review 9222 length: 48'\n",
            "'>>> Review 9223 length: 36'\n",
            "'>>> Review 9224 length: 27'\n",
            "'>>> Review 9225 length: 64'\n",
            "'>>> Review 9226 length: 74'\n",
            "'>>> Review 9227 length: 5'\n",
            "'>>> Review 9228 length: 29'\n",
            "'>>> Review 9229 length: 65'\n",
            "'>>> Review 9230 length: 59'\n",
            "'>>> Review 9231 length: 58'\n",
            "'>>> Review 9232 length: 27'\n",
            "'>>> Review 9233 length: 43'\n",
            "'>>> Review 9234 length: 45'\n",
            "'>>> Review 9235 length: 35'\n",
            "'>>> Review 9236 length: 28'\n",
            "'>>> Review 9237 length: 69'\n",
            "'>>> Review 9238 length: 72'\n",
            "'>>> Review 9239 length: 4'\n",
            "'>>> Review 9240 length: 27'\n",
            "'>>> Review 9241 length: 64'\n",
            "'>>> Review 9242 length: 60'\n",
            "'>>> Review 9243 length: 53'\n",
            "'>>> Review 9244 length: 25'\n",
            "'>>> Review 9245 length: 42'\n",
            "'>>> Review 9246 length: 46'\n",
            "'>>> Review 9247 length: 39'\n",
            "'>>> Review 9248 length: 28'\n",
            "'>>> Review 9249 length: 71'\n",
            "'>>> Review 9250 length: 74'\n",
            "'>>> Review 9251 length: 3'\n",
            "'>>> Review 9252 length: 26'\n",
            "'>>> Review 9253 length: 69'\n",
            "'>>> Review 9254 length: 64'\n",
            "'>>> Review 9255 length: 59'\n",
            "'>>> Review 9256 length: 27'\n",
            "'>>> Review 9257 length: 48'\n",
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            "'>>> Review 9259 length: 36'\n",
            "'>>> Review 9260 length: 29'\n",
            "'>>> Review 9261 length: 71'\n",
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            "'>>> Review 9263 length: 5'\n",
            "'>>> Review 9264 length: 27'\n",
            "'>>> Review 9265 length: 65'\n",
            "'>>> Review 9266 length: 61'\n",
            "'>>> Review 9267 length: 55'\n",
            "'>>> Review 9268 length: 24'\n",
            "'>>> Review 9269 length: 46'\n",
            "'>>> Review 9270 length: 49'\n",
            "'>>> Review 9271 length: 34'\n",
            "'>>> Review 9272 length: 25'\n",
            "'>>> Review 9273 length: 67'\n",
            "'>>> Review 9274 length: 78'\n",
            "'>>> Review 9275 length: 3'\n",
            "'>>> Review 9276 length: 25'\n",
            "'>>> Review 9277 length: 38'\n",
            "'>>> Review 9278 length: 87'\n",
            "'>>> Review 9279 length: 149'\n",
            "'>>> Review 9280 length: 258'\n",
            "'>>> Review 9281 length: 27'\n",
            "'>>> Review 9282 length: 5'\n",
            "'>>> Review 9283 length: 146'\n",
            "'>>> Review 9284 length: 257'\n",
            "'>>> Review 9285 length: 29'\n",
            "'>>> Review 9286 length: 5'\n",
            "'>>> Review 9287 length: 150'\n",
            "'>>> Review 9288 length: 259'\n",
            "'>>> Review 9289 length: 25'\n",
            "'>>> Review 9290 length: 6'\n",
            "'>>> Review 9291 length: 39'\n",
            "'>>> Review 9292 length: 84'\n",
            "'>>> Review 9293 length: 151'\n",
            "'>>> Review 9294 length: 260'\n",
            "'>>> Review 9295 length: 30'\n",
            "'>>> Review 9296 length: 5'\n",
            "'>>> Review 9297 length: 152'\n",
            "'>>> Review 9298 length: 258'\n",
            "'>>> Review 9299 length: 28'\n",
            "'>>> Review 9300 length: 5'\n",
            "'>>> Review 9301 length: 148'\n",
            "'>>> Review 9302 length: 260'\n",
            "'>>> Review 9303 length: 28'\n",
            "'>>> Review 9304 length: 6'\n",
            "'>>> Review 9305 length: 63'\n",
            "'>>> Review 9306 length: 90'\n",
            "'>>> Review 9307 length: 46'\n",
            "'>>> Review 9308 length: 31'\n",
            "'>>> Review 9309 length: 56'\n",
            "'>>> Review 9310 length: 61'\n",
            "'>>> Review 9311 length: 90'\n",
            "'>>> Review 9312 length: 47'\n",
            "'>>> Review 9313 length: 29'\n",
            "'>>> Review 9314 length: 64'\n",
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            "'>>> Review 9316 length: 91'\n",
            "'>>> Review 9317 length: 49'\n",
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            "'>>> Review 9319 length: 59'\n",
            "'>>> Review 9320 length: 62'\n",
            "'>>> Review 9321 length: 93'\n",
            "'>>> Review 9322 length: 46'\n",
            "'>>> Review 9323 length: 29'\n",
            "'>>> Review 9324 length: 63'\n",
            "'>>> Review 9325 length: 51'\n",
            "'>>> Review 9326 length: 98'\n",
            "'>>> Review 9327 length: 133'\n",
            "'>>> Review 9328 length: 245'\n",
            "'>>> Review 9329 length: 102'\n",
            "'>>> Review 9330 length: 93'\n",
            "'>>> Review 9331 length: 17'\n",
            "'>>> Review 9332 length: 240'\n",
            "'>>> Review 9333 length: 99'\n",
            "'>>> Review 9334 length: 245'\n",
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            "'>>> Review 9336 length: 244'\n",
            "'>>> Review 9337 length: 102'\n",
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            "'>>> Review 9340 length: 129'\n",
            "'>>> Review 9341 length: 245'\n",
            "'>>> Review 9342 length: 98'\n",
            "'>>> Review 9343 length: 90'\n",
            "'>>> Review 9344 length: 13'\n",
            "'>>> Review 9345 length: 242'\n",
            "'>>> Review 9346 length: 106'\n",
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            "'>>> Review 9350 length: 102'\n",
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            "'>>> Review 9353 length: 33'\n",
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            "'>>> Review 9359 length: 33'\n",
            "'>>> Review 9360 length: 61'\n",
            "'>>> Review 9361 length: 102'\n",
            "'>>> Review 9362 length: 35'\n",
            "'>>> Review 9363 length: 62'\n",
            "'>>> Review 9364 length: 102'\n",
            "'>>> Review 9365 length: 32'\n",
            "'>>> Review 9366 length: 63'\n",
            "'>>> Review 9367 length: 100'\n",
            "'>>> Review 9368 length: 34'\n",
            "'>>> Review 9369 length: 189'\n",
            "'>>> Review 9370 length: 98'\n",
            "'>>> Review 9371 length: 191'\n",
            "'>>> Review 9372 length: 195'\n",
            "'>>> Review 9373 length: 186'\n",
            "'>>> Review 9374 length: 96'\n",
            "'>>> Review 9375 length: 186'\n",
            "'>>> Review 9376 length: 192'\n",
            "'>>> Review 9377 length: 184'\n",
            "'>>> Review 9378 length: 99'\n",
            "'>>> Review 9379 length: 191'\n",
            "'>>> Review 9380 length: 195'\n",
            "'>>> Review 9381 length: 180'\n",
            "'>>> Review 9382 length: 99'\n",
            "'>>> Review 9383 length: 187'\n",
            "'>>> Review 9384 length: 193'\n",
            "'>>> Review 9385 length: 188'\n",
            "'>>> Review 9386 length: 97'\n",
            "'>>> Review 9387 length: 184'\n",
            "'>>> Review 9388 length: 196'\n",
            "'>>> Review 9389 length: 185'\n",
            "'>>> Review 9390 length: 99'\n",
            "'>>> Review 9391 length: 188'\n",
            "'>>> Review 9392 length: 192'\n",
            "'>>> Review 9393 length: 186'\n",
            "'>>> Review 9394 length: 98'\n",
            "'>>> Review 9395 length: 191'\n",
            "'>>> Review 9396 length: 190'\n",
            "'>>> Review 9397 length: 184'\n",
            "'>>> Review 9398 length: 99'\n",
            "'>>> Review 9399 length: 188'\n",
            "'>>> Review 9400 length: 189'\n",
            "'>>> Review 9401 length: 185'\n",
            "'>>> Review 9402 length: 97'\n",
            "'>>> Review 9403 length: 187'\n",
            "'>>> Review 9404 length: 193'\n",
            "'>>> Review 9405 length: 186'\n",
            "'>>> Review 9406 length: 98'\n",
            "'>>> Review 9407 length: 186'\n",
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            "'>>> Review 9409 length: 86'\n",
            "'>>> Review 9410 length: 8'\n",
            "'>>> Review 9411 length: 101'\n",
            "'>>> Review 9412 length: 29'\n",
            "'>>> Review 9413 length: 50'\n",
            "'>>> Review 9414 length: 86'\n",
            "'>>> Review 9415 length: 5'\n",
            "'>>> Review 9416 length: 103'\n",
            "'>>> Review 9417 length: 29'\n",
            "'>>> Review 9418 length: 43'\n",
            "'>>> Review 9419 length: 89'\n",
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            "'>>> Review 9421 length: 102'\n",
            "'>>> Review 9422 length: 30'\n",
            "'>>> Review 9423 length: 46'\n",
            "'>>> Review 9424 length: 83'\n",
            "'>>> Review 9425 length: 5'\n",
            "'>>> Review 9426 length: 99'\n",
            "'>>> Review 9427 length: 29'\n",
            "'>>> Review 9428 length: 47'\n",
            "'>>> Review 9429 length: 88'\n",
            "'>>> Review 9430 length: 5'\n",
            "'>>> Review 9431 length: 97'\n",
            "'>>> Review 9432 length: 31'\n",
            "'>>> Review 9433 length: 47'\n",
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            "'>>> Review 9435 length: 5'\n",
            "'>>> Review 9436 length: 100'\n",
            "'>>> Review 9437 length: 31'\n",
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            "'>>> Review 9439 length: 83'\n",
            "'>>> Review 9440 length: 7'\n",
            "'>>> Review 9441 length: 102'\n",
            "'>>> Review 9442 length: 27'\n",
            "'>>> Review 9443 length: 49'\n",
            "'>>> Review 9444 length: 80'\n",
            "'>>> Review 9445 length: 8'\n",
            "'>>> Review 9446 length: 98'\n",
            "'>>> Review 9447 length: 28'\n",
            "'>>> Review 9448 length: 48'\n",
            "'>>> Review 9449 length: 122'\n",
            "'>>> Review 9450 length: 56'\n",
            "'>>> Review 9451 length: 119'\n",
            "'>>> Review 9452 length: 321'\n",
            "'>>> Review 9453 length: 83'\n",
            "'>>> Review 9454 length: 94'\n",
            "'>>> Review 9455 length: 88'\n",
            "'>>> Review 9456 length: 119'\n",
            "'>>> Review 9457 length: 52'\n",
            "'>>> Review 9458 length: 118'\n",
            "'>>> Review 9459 length: 118'\n",
            "'>>> Review 9460 length: 55'\n",
            "'>>> Review 9461 length: 120'\n",
            "'>>> Review 9462 length: 123'\n",
            "'>>> Review 9463 length: 52'\n",
            "'>>> Review 9464 length: 115'\n",
            "'>>> Review 9465 length: 123'\n",
            "'>>> Review 9466 length: 52'\n",
            "'>>> Review 9467 length: 117'\n",
            "'>>> Review 9468 length: 119'\n",
            "'>>> Review 9469 length: 55'\n",
            "'>>> Review 9470 length: 120'\n",
            "'>>> Review 9471 length: 117'\n",
            "'>>> Review 9472 length: 52'\n",
            "'>>> Review 9473 length: 119'\n",
            "'>>> Review 9474 length: 122'\n",
            "'>>> Review 9475 length: 55'\n",
            "'>>> Review 9476 length: 115'\n",
            "'>>> Review 9477 length: 121'\n",
            "'>>> Review 9478 length: 50'\n",
            "'>>> Review 9479 length: 121'\n",
            "'>>> Review 9480 length: 118'\n",
            "'>>> Review 9481 length: 56'\n",
            "'>>> Review 9482 length: 119'\n",
            "'>>> Review 9483 length: 118'\n",
            "'>>> Review 9484 length: 54'\n",
            "'>>> Review 9485 length: 121'\n",
            "'>>> Review 9486 length: 119'\n",
            "'>>> Review 9487 length: 53'\n",
            "'>>> Review 9488 length: 118'\n",
            "'>>> Review 9489 length: 119'\n",
            "'>>> Review 9490 length: 54'\n",
            "'>>> Review 9491 length: 119'\n",
            "'>>> Review 9492 length: 120'\n",
            "'>>> Review 9493 length: 53'\n",
            "'>>> Review 9494 length: 119'\n",
            "'>>> Review 9495 length: 118'\n",
            "'>>> Review 9496 length: 54'\n",
            "'>>> Review 9497 length: 120'\n",
            "'>>> Review 9498 length: 119'\n",
            "'>>> Review 9499 length: 52'\n",
            "'>>> Review 9500 length: 118'\n",
            "'>>> Review 9501 length: 116'\n",
            "'>>> Review 9502 length: 56'\n",
            "'>>> Review 9503 length: 122'\n",
            "'>>> Review 9504 length: 53'\n",
            "'>>> Review 9505 length: 73'\n",
            "'>>> Review 9506 length: 69'\n",
            "'>>> Review 9507 length: 104'\n",
            "'>>> Review 9508 length: 193'\n",
            "'>>> Review 9509 length: 52'\n",
            "'>>> Review 9510 length: 77'\n",
            "'>>> Review 9511 length: 63'\n",
            "'>>> Review 9512 length: 106'\n",
            "'>>> Review 9513 length: 193'\n",
            "'>>> Review 9514 length: 52'\n",
            "'>>> Review 9515 length: 75'\n",
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            "'>>> Review 9517 length: 103'\n",
            "'>>> Review 9518 length: 200'\n",
            "'>>> Review 9519 length: 51'\n",
            "'>>> Review 9520 length: 71'\n",
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            "'>>> Review 9522 length: 101'\n",
            "'>>> Review 9523 length: 193'\n",
            "'>>> Review 9524 length: 53'\n",
            "'>>> Review 9525 length: 75'\n",
            "'>>> Review 9526 length: 71'\n",
            "'>>> Review 9527 length: 101'\n",
            "'>>> Review 9528 length: 198'\n",
            "'>>> Review 9529 length: 147'\n",
            "'>>> Review 9530 length: 89'\n",
            "'>>> Review 9531 length: 33'\n",
            "'>>> Review 9532 length: 141'\n",
            "'>>> Review 9533 length: 91'\n",
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            "'>>> Review 9535 length: 146'\n",
            "'>>> Review 9536 length: 90'\n",
            "'>>> Review 9537 length: 37'\n",
            "'>>> Review 9538 length: 145'\n",
            "'>>> Review 9539 length: 92'\n",
            "'>>> Review 9540 length: 37'\n",
            "'>>> Review 9541 length: 140'\n",
            "'>>> Review 9542 length: 90'\n",
            "'>>> Review 9543 length: 34'\n",
            "'>>> Review 9544 length: 145'\n",
            "'>>> Review 9545 length: 91'\n",
            "'>>> Review 9546 length: 37'\n",
            "'>>> Review 9547 length: 145'\n",
            "'>>> Review 9548 length: 87'\n",
            "'>>> Review 9549 length: 36'\n",
            "'>>> Review 9550 length: 143'\n",
            "'>>> Review 9551 length: 92'\n",
            "'>>> Review 9552 length: 35'\n",
            "'>>> Review 9553 length: 140'\n",
            "'>>> Review 9554 length: 92'\n",
            "'>>> Review 9555 length: 35'\n",
            "'>>> Review 9556 length: 143'\n",
            "'>>> Review 9557 length: 86'\n",
            "'>>> Review 9558 length: 35'\n",
            "'>>> Review 9559 length: 125'\n",
            "'>>> Review 9560 length: 91'\n",
            "'>>> Review 9561 length: 98'\n",
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            "'>>> Review 9563 length: 32'\n",
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            "'>>> Review 9566 length: 78'\n",
            "'>>> Review 9567 length: 90'\n",
            "'>>> Review 9568 length: 62'\n",
            "'>>> Review 9569 length: 71'\n",
            "'>>> Review 9570 length: 119'\n",
            "'>>> Review 9571 length: 94'\n",
            "'>>> Review 9572 length: 97'\n",
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            "'>>> Review 9574 length: 23'\n",
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            "'>>> Review 9579 length: 63'\n",
            "'>>> Review 9580 length: 71'\n",
            "'>>> Review 9581 length: 128'\n",
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            "'>>> Review 9584 length: 96'\n",
            "'>>> Review 9585 length: 27'\n",
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            "'>>> Review 9595 length: 158'\n",
            "'>>> Review 9596 length: 116'\n",
            "'>>> Review 9597 length: 99'\n",
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            "'>>> Review 9599 length: 165'\n",
            "'>>> Review 9600 length: 61'\n",
            "'>>> Review 9601 length: 76'\n",
            "'>>> Review 9602 length: 153'\n",
            "'>>> Review 9603 length: 115'\n",
            "'>>> Review 9604 length: 99'\n",
            "'>>> Review 9605 length: 115'\n",
            "'>>> Review 9606 length: 168'\n",
            "'>>> Review 9607 length: 61'\n",
            "'>>> Review 9608 length: 77'\n",
            "'>>> Review 9609 length: 155'\n",
            "'>>> Review 9610 length: 113'\n",
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            "'>>> Review 9612 length: 116'\n",
            "'>>> Review 9613 length: 167'\n",
            "'>>> Review 9614 length: 63'\n",
            "'>>> Review 9615 length: 78'\n",
            "'>>> Review 9616 length: 155'\n",
            "'>>> Review 9617 length: 118'\n",
            "'>>> Review 9618 length: 102'\n",
            "'>>> Review 9619 length: 115'\n",
            "'>>> Review 9620 length: 163'\n",
            "'>>> Review 9621 length: 63'\n",
            "'>>> Review 9622 length: 80'\n",
            "'>>> Review 9623 length: 154'\n",
            "'>>> Review 9624 length: 112'\n",
            "'>>> Review 9625 length: 93'\n",
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            "'>>> Review 9627 length: 167'\n",
            "'>>> Review 9628 length: 61'\n",
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            "'>>> Review 9630 length: 155'\n",
            "'>>> Review 9631 length: 118'\n",
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            "'>>> Review 9640 length: 40'\n",
            "'>>> Review 9641 length: 101'\n",
            "'>>> Review 9642 length: 52'\n",
            "'>>> Review 9643 length: 132'\n",
            "'>>> Review 9644 length: 43'\n",
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            "'>>> Review 9646 length: 55'\n",
            "'>>> Review 9647 length: 134'\n",
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            "'>>> Review 9649 length: 107'\n",
            "'>>> Review 9650 length: 52'\n",
            "'>>> Review 9651 length: 134'\n",
            "'>>> Review 9652 length: 41'\n",
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            "'>>> Review 9656 length: 41'\n",
            "'>>> Review 9657 length: 106'\n",
            "'>>> Review 9658 length: 53'\n",
            "'>>> Review 9659 length: 133'\n",
            "'>>> Review 9660 length: 40'\n",
            "'>>> Review 9661 length: 103'\n",
            "'>>> Review 9662 length: 51'\n",
            "'>>> Review 9663 length: 126'\n",
            "'>>> Review 9664 length: 38'\n",
            "'>>> Review 9665 length: 108'\n",
            "'>>> Review 9666 length: 29'\n",
            "'>>> Review 9667 length: 60'\n",
            "'>>> Review 9668 length: 90'\n",
            "'>>> Review 9669 length: 129'\n",
            "'>>> Review 9670 length: 37'\n",
            "'>>> Review 9671 length: 28'\n",
            "'>>> Review 9672 length: 59'\n",
            "'>>> Review 9673 length: 90'\n",
            "'>>> Review 9674 length: 135'\n",
            "'>>> Review 9675 length: 41'\n",
            "'>>> Review 9676 length: 30'\n",
            "'>>> Review 9677 length: 55'\n",
            "'>>> Review 9678 length: 93'\n",
            "'>>> Review 9679 length: 130'\n",
            "'>>> Review 9680 length: 35'\n",
            "'>>> Review 9681 length: 27'\n",
            "'>>> Review 9682 length: 58'\n",
            "'>>> Review 9683 length: 87'\n",
            "'>>> Review 9684 length: 129'\n",
            "'>>> Review 9685 length: 37'\n",
            "'>>> Review 9686 length: 89'\n",
            "'>>> Review 9687 length: 39'\n",
            "'>>> Review 9688 length: 155'\n",
            "'>>> Review 9689 length: 31'\n",
            "'>>> Review 9690 length: 95'\n",
            "'>>> Review 9691 length: 40'\n",
            "'>>> Review 9692 length: 157'\n",
            "'>>> Review 9693 length: 29'\n",
            "'>>> Review 9694 length: 96'\n",
            "'>>> Review 9695 length: 34'\n",
            "'>>> Review 9696 length: 158'\n",
            "'>>> Review 9697 length: 30'\n",
            "'>>> Review 9698 length: 90'\n",
            "'>>> Review 9699 length: 34'\n",
            "'>>> Review 9700 length: 153'\n",
            "'>>> Review 9701 length: 29'\n",
            "'>>> Review 9702 length: 90'\n",
            "'>>> Review 9703 length: 40'\n",
            "'>>> Review 9704 length: 151'\n",
            "'>>> Review 9705 length: 31'\n",
            "'>>> Review 9706 length: 92'\n",
            "'>>> Review 9707 length: 35'\n",
            "'>>> Review 9708 length: 155'\n",
            "'>>> Review 9709 length: 28'\n",
            "'>>> Review 9710 length: 93'\n",
            "'>>> Review 9711 length: 39'\n",
            "'>>> Review 9712 length: 157'\n",
            "'>>> Review 9713 length: 31'\n",
            "'>>> Review 9714 length: 93'\n",
            "'>>> Review 9715 length: 33'\n",
            "'>>> Review 9716 length: 152'\n",
            "'>>> Review 9717 length: 30'\n",
            "'>>> Review 9718 length: 17'\n",
            "'>>> Review 9719 length: 19'\n",
            "'>>> Review 9720 length: 32'\n",
            "'>>> Review 9721 length: 34'\n",
            "'>>> Review 9722 length: 32'\n",
            "'>>> Review 9723 length: 15'\n",
            "'>>> Review 9724 length: 18'\n",
            "'>>> Review 9725 length: 35'\n",
            "'>>> Review 9726 length: 32'\n",
            "'>>> Review 9727 length: 31'\n",
            "'>>> Review 9728 length: 18'\n",
            "'>>> Review 9729 length: 18'\n",
            "'>>> Review 9730 length: 31'\n",
            "'>>> Review 9731 length: 36'\n",
            "'>>> Review 9732 length: 33'\n",
            "'>>> Review 9733 length: 17'\n",
            "'>>> Review 9734 length: 18'\n",
            "'>>> Review 9735 length: 35'\n",
            "'>>> Review 9736 length: 32'\n",
            "'>>> Review 9737 length: 31'\n",
            "'>>> Review 9738 length: 16'\n",
            "'>>> Review 9739 length: 18'\n",
            "'>>> Review 9740 length: 32'\n",
            "'>>> Review 9741 length: 32'\n",
            "'>>> Review 9742 length: 33'\n",
            "'>>> Review 9743 length: 16'\n",
            "'>>> Review 9744 length: 18'\n",
            "'>>> Review 9745 length: 34'\n",
            "'>>> Review 9746 length: 33'\n",
            "'>>> Review 9747 length: 31'\n",
            "'>>> Review 9748 length: 15'\n",
            "'>>> Review 9749 length: 17'\n",
            "'>>> Review 9750 length: 30'\n",
            "'>>> Review 9751 length: 30'\n",
            "'>>> Review 9752 length: 33'\n",
            "'>>> Review 9753 length: 19'\n",
            "'>>> Review 9754 length: 18'\n",
            "'>>> Review 9755 length: 33'\n",
            "'>>> Review 9756 length: 34'\n",
            "'>>> Review 9757 length: 33'\n",
            "'>>> Review 9758 length: 17'\n",
            "'>>> Review 9759 length: 20'\n",
            "'>>> Review 9760 length: 34'\n",
            "'>>> Review 9761 length: 33'\n",
            "'>>> Review 9762 length: 32'\n",
            "'>>> Review 9763 length: 20'\n",
            "'>>> Review 9764 length: 17'\n",
            "'>>> Review 9765 length: 32'\n",
            "'>>> Review 9766 length: 32'\n",
            "'>>> Review 9767 length: 33'\n",
            "'>>> Review 9768 length: 185'\n",
            "'>>> Review 9769 length: 53'\n",
            "'>>> Review 9770 length: 177'\n",
            "'>>> Review 9771 length: 13'\n",
            "'>>> Review 9772 length: 32'\n",
            "'>>> Review 9773 length: 137'\n",
            "'>>> Review 9774 length: 45'\n",
            "'>>> Review 9775 length: 107'\n",
            "'>>> Review 9776 length: 192'\n",
            "'>>> Review 9777 length: 57'\n",
            "'>>> Review 9778 length: 176'\n",
            "'>>> Review 9779 length: 13'\n",
            "'>>> Review 9780 length: 33'\n",
            "'>>> Review 9781 length: 134'\n",
            "'>>> Review 9782 length: 47'\n",
            "'>>> Review 9783 length: 106'\n",
            "'>>> Review 9784 length: 187'\n",
            "'>>> Review 9785 length: 60'\n",
            "'>>> Review 9786 length: 174'\n",
            "'>>> Review 9787 length: 11'\n",
            "'>>> Review 9788 length: 35'\n",
            "'>>> Review 9789 length: 133'\n",
            "'>>> Review 9790 length: 51'\n",
            "'>>> Review 9791 length: 107'\n",
            "'>>> Review 9792 length: 189'\n",
            "'>>> Review 9793 length: 57'\n",
            "'>>> Review 9794 length: 169'\n",
            "'>>> Review 9795 length: 13'\n",
            "'>>> Review 9796 length: 35'\n",
            "'>>> Review 9797 length: 139'\n",
            "'>>> Review 9798 length: 43'\n",
            "'>>> Review 9799 length: 106'\n",
            "'>>> Review 9800 length: 56'\n",
            "'>>> Review 9801 length: 7'\n",
            "'>>> Review 9802 length: 12'\n",
            "'>>> Review 9803 length: 58'\n",
            "'>>> Review 9804 length: 8'\n",
            "'>>> Review 9805 length: 10'\n",
            "'>>> Review 9806 length: 58'\n",
            "'>>> Review 9807 length: 9'\n",
            "'>>> Review 9808 length: 10'\n",
            "'>>> Review 9809 length: 59'\n",
            "'>>> Review 9810 length: 10'\n",
            "'>>> Review 9811 length: 11'\n",
            "'>>> Review 9812 length: 21'\n",
            "'>>> Review 9813 length: 20'\n",
            "'>>> Review 9814 length: 19'\n",
            "'>>> Review 9815 length: 78'\n",
            "'>>> Review 9816 length: 18'\n",
            "'>>> Review 9817 length: 79'\n",
            "'>>> Review 9818 length: 18'\n",
            "'>>> Review 9819 length: 80'\n",
            "'>>> Review 9820 length: 21'\n",
            "'>>> Review 9821 length: 76'\n",
            "'>>> Review 9822 length: 17'\n",
            "'>>> Review 9823 length: 76'\n",
            "'>>> Review 9824 length: 17'\n",
            "'>>> Review 9825 length: 78'\n",
            "'>>> Review 9826 length: 59'\n",
            "'>>> Review 9827 length: 48'\n",
            "'>>> Review 9828 length: 58'\n",
            "'>>> Review 9829 length: 85'\n",
            "'>>> Review 9830 length: 57'\n",
            "'>>> Review 9831 length: 51'\n",
            "'>>> Review 9832 length: 56'\n",
            "'>>> Review 9833 length: 82'\n",
            "'>>> Review 9834 length: 54'\n",
            "'>>> Review 9835 length: 52'\n",
            "'>>> Review 9836 length: 56'\n",
            "'>>> Review 9837 length: 81'\n",
            "'>>> Review 9838 length: 56'\n",
            "'>>> Review 9839 length: 51'\n",
            "'>>> Review 9840 length: 50'\n",
            "'>>> Review 9841 length: 83'\n",
            "'>>> Review 9842 length: 55'\n",
            "'>>> Review 9843 length: 54'\n",
            "'>>> Review 9844 length: 54'\n",
            "'>>> Review 9845 length: 84'\n",
            "'>>> Review 9846 length: 49'\n",
            "'>>> Review 9847 length: 49'\n",
            "'>>> Review 9848 length: 56'\n",
            "'>>> Review 9849 length: 86'\n",
            "'>>> Review 9850 length: 55'\n",
            "'>>> Review 9851 length: 47'\n",
            "'>>> Review 9852 length: 55'\n",
            "'>>> Review 9853 length: 81'\n",
            "'>>> Review 9854 length: 59'\n",
            "'>>> Review 9855 length: 49'\n",
            "'>>> Review 9856 length: 56'\n",
            "'>>> Review 9857 length: 79'\n",
            "'>>> Review 9858 length: 57'\n",
            "'>>> Review 9859 length: 51'\n",
            "'>>> Review 9860 length: 52'\n",
            "'>>> Review 9861 length: 83'\n",
            "'>>> Review 9862 length: 176'\n",
            "'>>> Review 9863 length: 19'\n",
            "'>>> Review 9864 length: 27'\n",
            "'>>> Review 9865 length: 178'\n",
            "'>>> Review 9866 length: 20'\n",
            "'>>> Review 9867 length: 23'\n",
            "'>>> Review 9868 length: 178'\n",
            "'>>> Review 9869 length: 21'\n",
            "'>>> Review 9870 length: 23'\n",
            "'>>> Review 9871 length: 179'\n",
            "'>>> Review 9872 length: 18'\n",
            "'>>> Review 9873 length: 22'\n",
            "'>>> Review 9874 length: 177'\n",
            "'>>> Review 9875 length: 20'\n",
            "'>>> Review 9876 length: 25'\n",
            "'>>> Review 9877 length: 179'\n",
            "'>>> Review 9878 length: 18'\n",
            "'>>> Review 9879 length: 23'\n",
            "'>>> Review 9880 length: 175'\n",
            "'>>> Review 9881 length: 20'\n",
            "'>>> Review 9882 length: 29'\n",
            "'>>> Review 9883 length: 178'\n",
            "'>>> Review 9884 length: 18'\n",
            "'>>> Review 9885 length: 25'\n",
            "'>>> Review 9886 length: 3'\n",
            "'>>> Review 9887 length: 46'\n",
            "'>>> Review 9888 length: 3'\n",
            "'>>> Review 9889 length: 47'\n",
            "'>>> Review 9890 length: 3'\n",
            "'>>> Review 9891 length: 44'\n",
            "'>>> Review 9892 length: 3'\n",
            "'>>> Review 9893 length: 47'\n",
            "'>>> Review 9894 length: 3'\n",
            "'>>> Review 9895 length: 50'\n",
            "'>>> Review 9896 length: 5'\n",
            "'>>> Review 9897 length: 46'\n",
            "'>>> Review 9898 length: 3'\n",
            "'>>> Review 9899 length: 45'\n",
            "'>>> Review 9900 length: 3'\n",
            "'>>> Review 9901 length: 43'\n",
            "'>>> Review 9902 length: 51'\n",
            "'>>> Review 9903 length: 9'\n",
            "'>>> Review 9904 length: 24'\n",
            "'>>> Review 9905 length: 53'\n",
            "'>>> Review 9906 length: 9'\n",
            "'>>> Review 9907 length: 24'\n",
            "'>>> Review 9908 length: 53'\n",
            "'>>> Review 9909 length: 9'\n",
            "'>>> Review 9910 length: 24'\n",
            "'>>> Review 9911 length: 50'\n",
            "'>>> Review 9912 length: 10'\n",
            "'>>> Review 9913 length: 24'\n",
            "'>>> Review 9914 length: 53'\n",
            "'>>> Review 9915 length: 9'\n",
            "'>>> Review 9916 length: 26'\n",
            "'>>> Review 9917 length: 36'\n",
            "'>>> Review 9918 length: 30'\n",
            "'>>> Review 9919 length: 26'\n",
            "'>>> Review 9920 length: 28'\n",
            "'>>> Review 9921 length: 37'\n",
            "'>>> Review 9922 length: 29'\n",
            "'>>> Review 9923 length: 26'\n",
            "'>>> Review 9924 length: 25'\n",
            "'>>> Review 9925 length: 37'\n",
            "'>>> Review 9926 length: 29'\n",
            "'>>> Review 9927 length: 27'\n",
            "'>>> Review 9928 length: 29'\n",
            "'>>> Review 9929 length: 38'\n",
            "'>>> Review 9930 length: 29'\n",
            "'>>> Review 9931 length: 24'\n",
            "'>>> Review 9932 length: 28'\n",
            "'>>> Review 9933 length: 68'\n",
            "'>>> Review 9934 length: 61'\n",
            "'>>> Review 9935 length: 57'\n",
            "'>>> Review 9936 length: 28'\n",
            "'>>> Review 9937 length: 44'\n",
            "'>>> Review 9938 length: 41'\n",
            "'>>> Review 9939 length: 35'\n",
            "'>>> Review 9940 length: 29'\n",
            "'>>> Review 9941 length: 70'\n",
            "'>>> Review 9942 length: 72'\n",
            "'>>> Review 9943 length: 5'\n",
            "'>>> Review 9944 length: 28'\n",
            "'>>> Review 9945 length: 68'\n",
            "'>>> Review 9946 length: 63'\n",
            "'>>> Review 9947 length: 59'\n",
            "'>>> Review 9948 length: 28'\n",
            "'>>> Review 9949 length: 48'\n",
            "'>>> Review 9950 length: 46'\n",
            "'>>> Review 9951 length: 33'\n",
            "'>>> Review 9952 length: 28'\n",
            "'>>> Review 9953 length: 72'\n",
            "'>>> Review 9954 length: 75'\n",
            "'>>> Review 9955 length: 4'\n",
            "'>>> Review 9956 length: 28'\n",
            "'>>> Review 9957 length: 70'\n",
            "'>>> Review 9958 length: 55'\n",
            "'>>> Review 9959 length: 57'\n",
            "'>>> Review 9960 length: 27'\n",
            "'>>> Review 9961 length: 48'\n",
            "'>>> Review 9962 length: 47'\n",
            "'>>> Review 9963 length: 34'\n",
            "'>>> Review 9964 length: 28'\n",
            "'>>> Review 9965 length: 71'\n",
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            "'>>> Review 9967 length: 4'\n",
            "'>>> Review 9968 length: 26'\n",
            "'>>> Review 9969 length: 66'\n",
            "'>>> Review 9970 length: 63'\n",
            "'>>> Review 9971 length: 56'\n",
            "'>>> Review 9972 length: 25'\n",
            "'>>> Review 9973 length: 47'\n",
            "'>>> Review 9974 length: 44'\n",
            "'>>> Review 9975 length: 37'\n",
            "'>>> Review 9976 length: 27'\n",
            "'>>> Review 9977 length: 72'\n",
            "'>>> Review 9978 length: 69'\n",
            "'>>> Review 9979 length: 3'\n",
            "'>>> Review 9980 length: 30'\n",
            "'>>> Review 9981 length: 70'\n",
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            "'>>> Review 9983 length: 58'\n",
            "'>>> Review 9984 length: 28'\n",
            "'>>> Review 9985 length: 45'\n",
            "'>>> Review 9986 length: 46'\n",
            "'>>> Review 9987 length: 35'\n",
            "'>>> Review 9988 length: 28'\n",
            "'>>> Review 9989 length: 71'\n",
            "'>>> Review 9990 length: 76'\n",
            "'>>> Review 9991 length: 5'\n",
            "'>>> Review 9992 length: 27'\n",
            "'>>> Review 9993 length: 73'\n",
            "'>>> Review 9994 length: 60'\n",
            "'>>> Review 9995 length: 55'\n",
            "'>>> Review 9996 length: 27'\n",
            "'>>> Review 9997 length: 47'\n",
            "'>>> Review 9998 length: 45'\n",
            "'>>> Review 9999 length: 32'\n",
            "'>>> Review 10000 length: 26'\n",
            "'>>> Review 10001 length: 69'\n",
            "'>>> Review 10002 length: 75'\n",
            "'>>> Review 10003 length: 5'\n",
            "'>>> Review 10004 length: 27'\n",
            "'>>> Review 10005 length: 38'\n",
            "'>>> Review 10006 length: 86'\n",
            "'>>> Review 10007 length: 149'\n",
            "'>>> Review 10008 length: 262'\n",
            "'>>> Review 10009 length: 29'\n",
            "'>>> Review 10010 length: 5'\n",
            "'>>> Review 10011 length: 150'\n",
            "'>>> Review 10012 length: 260'\n",
            "'>>> Review 10013 length: 31'\n",
            "'>>> Review 10014 length: 5'\n",
            "'>>> Review 10015 length: 151'\n",
            "'>>> Review 10016 length: 261'\n",
            "'>>> Review 10017 length: 27'\n",
            "'>>> Review 10018 length: 5'\n",
            "'>>> Review 10019 length: 40'\n",
            "'>>> Review 10020 length: 86'\n",
            "'>>> Review 10021 length: 152'\n",
            "'>>> Review 10022 length: 258'\n",
            "'>>> Review 10023 length: 29'\n",
            "'>>> Review 10024 length: 6'\n",
            "'>>> Review 10025 length: 149'\n",
            "'>>> Review 10026 length: 258'\n",
            "'>>> Review 10027 length: 27'\n",
            "'>>> Review 10028 length: 5'\n",
            "'>>> Review 10029 length: 151'\n",
            "'>>> Review 10030 length: 260'\n",
            "'>>> Review 10031 length: 27'\n",
            "'>>> Review 10032 length: 5'\n",
            "'>>> Review 10033 length: 62'\n",
            "'>>> Review 10034 length: 90'\n",
            "'>>> Review 10035 length: 48'\n",
            "'>>> Review 10036 length: 26'\n",
            "'>>> Review 10037 length: 63'\n",
            "'>>> Review 10038 length: 64'\n",
            "'>>> Review 10039 length: 92'\n",
            "'>>> Review 10040 length: 47'\n",
            "'>>> Review 10041 length: 32'\n",
            "'>>> Review 10042 length: 59'\n",
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            "'>>> Review 10044 length: 91'\n",
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            "'>>> Review 10046 length: 31'\n",
            "'>>> Review 10047 length: 59'\n",
            "'>>> Review 10048 length: 63'\n",
            "'>>> Review 10049 length: 90'\n",
            "'>>> Review 10050 length: 45'\n",
            "'>>> Review 10051 length: 31'\n",
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            "'>>> Review 10053 length: 55'\n",
            "'>>> Review 10054 length: 97'\n",
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            "'>>> Review 10057 length: 100'\n",
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            "'>>> Review 10060 length: 247'\n",
            "'>>> Review 10061 length: 101'\n",
            "'>>> Review 10062 length: 243'\n",
            "'>>> Review 10063 length: 96'\n",
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            "'>>> Review 10065 length: 100'\n",
            "'>>> Review 10066 length: 54'\n",
            "'>>> Review 10067 length: 98'\n",
            "'>>> Review 10068 length: 127'\n",
            "'>>> Review 10069 length: 243'\n",
            "'>>> Review 10070 length: 99'\n",
            "'>>> Review 10071 length: 90'\n",
            "'>>> Review 10072 length: 18'\n",
            "'>>> Review 10073 length: 239'\n",
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            "'>>> Review 10078 length: 100'\n",
            "'>>> Review 10079 length: 61'\n",
            "'>>> Review 10080 length: 101'\n",
            "'>>> Review 10081 length: 30'\n",
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            "'>>> Review 10083 length: 100'\n",
            "'>>> Review 10084 length: 33'\n",
            "'>>> Review 10085 length: 60'\n",
            "'>>> Review 10086 length: 102'\n",
            "'>>> Review 10087 length: 36'\n",
            "'>>> Review 10088 length: 64'\n",
            "'>>> Review 10089 length: 103'\n",
            "'>>> Review 10090 length: 32'\n",
            "'>>> Review 10091 length: 61'\n",
            "'>>> Review 10092 length: 106'\n",
            "'>>> Review 10093 length: 35'\n",
            "'>>> Review 10094 length: 63'\n",
            "'>>> Review 10095 length: 103'\n",
            "'>>> Review 10096 length: 33'\n",
            "'>>> Review 10097 length: 184'\n",
            "'>>> Review 10098 length: 100'\n",
            "'>>> Review 10099 length: 188'\n",
            "'>>> Review 10100 length: 191'\n",
            "'>>> Review 10101 length: 185'\n",
            "'>>> Review 10102 length: 100'\n",
            "'>>> Review 10103 length: 190'\n",
            "'>>> Review 10104 length: 194'\n",
            "'>>> Review 10105 length: 187'\n",
            "'>>> Review 10106 length: 99'\n",
            "'>>> Review 10107 length: 185'\n",
            "'>>> Review 10108 length: 190'\n",
            "'>>> Review 10109 length: 184'\n",
            "'>>> Review 10110 length: 97'\n",
            "'>>> Review 10111 length: 188'\n",
            "'>>> Review 10112 length: 195'\n",
            "'>>> Review 10113 length: 188'\n",
            "'>>> Review 10114 length: 100'\n",
            "'>>> Review 10115 length: 189'\n",
            "'>>> Review 10116 length: 192'\n",
            "'>>> Review 10117 length: 186'\n",
            "'>>> Review 10118 length: 99'\n",
            "'>>> Review 10119 length: 187'\n",
            "'>>> Review 10120 length: 191'\n",
            "'>>> Review 10121 length: 183'\n",
            "'>>> Review 10122 length: 100'\n",
            "'>>> Review 10123 length: 187'\n",
            "'>>> Review 10124 length: 192'\n",
            "'>>> Review 10125 length: 184'\n",
            "'>>> Review 10126 length: 100'\n",
            "'>>> Review 10127 length: 193'\n",
            "'>>> Review 10128 length: 190'\n",
            "'>>> Review 10129 length: 184'\n",
            "'>>> Review 10130 length: 96'\n",
            "'>>> Review 10131 length: 190'\n",
            "'>>> Review 10132 length: 192'\n",
            "'>>> Review 10133 length: 181'\n",
            "'>>> Review 10134 length: 99'\n",
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            "'>>> Review 10137 length: 87'\n",
            "'>>> Review 10138 length: 7'\n",
            "'>>> Review 10139 length: 102'\n",
            "'>>> Review 10140 length: 30'\n",
            "'>>> Review 10141 length: 50'\n",
            "'>>> Review 10142 length: 84'\n",
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            "'>>> Review 10144 length: 99'\n",
            "'>>> Review 10145 length: 31'\n",
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            "'>>> Review 10147 length: 83'\n",
            "'>>> Review 10148 length: 8'\n",
            "'>>> Review 10149 length: 99'\n",
            "'>>> Review 10150 length: 29'\n",
            "'>>> Review 10151 length: 47'\n",
            "'>>> Review 10152 length: 84'\n",
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            "'>>> Review 10154 length: 100'\n",
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            "'>>> Review 10170 length: 31'\n",
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            "'>>> Review 10176 length: 48'\n",
            "'>>> Review 10177 length: 122'\n",
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            "'>>> Review 10180 length: 329'\n",
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            "'>>> Review 10187 length: 118'\n",
            "'>>> Review 10188 length: 53'\n",
            "'>>> Review 10189 length: 118'\n",
            "'>>> Review 10190 length: 119'\n",
            "'>>> Review 10191 length: 56'\n",
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            "'>>> Review 10199 length: 117'\n",
            "'>>> Review 10200 length: 50'\n",
            "'>>> Review 10201 length: 120'\n",
            "'>>> Review 10202 length: 119'\n",
            "'>>> Review 10203 length: 52'\n",
            "'>>> Review 10204 length: 118'\n",
            "'>>> Review 10205 length: 122'\n",
            "'>>> Review 10206 length: 54'\n",
            "'>>> Review 10207 length: 120'\n",
            "'>>> Review 10208 length: 117'\n",
            "'>>> Review 10209 length: 56'\n",
            "'>>> Review 10210 length: 117'\n",
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            "'>>> Review 10212 length: 59'\n",
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            "'>>> Review 10214 length: 119'\n",
            "'>>> Review 10215 length: 51'\n",
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            "'>>> Review 10219 length: 119'\n",
            "'>>> Review 10220 length: 120'\n",
            "'>>> Review 10221 length: 52'\n",
            "'>>> Review 10222 length: 119'\n",
            "'>>> Review 10223 length: 122'\n",
            "'>>> Review 10224 length: 53'\n",
            "'>>> Review 10225 length: 119'\n",
            "'>>> Review 10226 length: 118'\n",
            "'>>> Review 10227 length: 51'\n",
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            "'>>> Review 10229 length: 119'\n",
            "'>>> Review 10230 length: 53'\n",
            "'>>> Review 10231 length: 118'\n",
            "'>>> Review 10232 length: 47'\n",
            "'>>> Review 10233 length: 75'\n",
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            "'>>> Review 10235 length: 104'\n",
            "'>>> Review 10236 length: 196'\n",
            "'>>> Review 10237 length: 50'\n",
            "'>>> Review 10238 length: 76'\n",
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            "'>>> Review 10240 length: 103'\n",
            "'>>> Review 10241 length: 194'\n",
            "'>>> Review 10242 length: 51'\n",
            "'>>> Review 10243 length: 73'\n",
            "'>>> Review 10244 length: 68'\n",
            "'>>> Review 10245 length: 103'\n",
            "'>>> Review 10246 length: 196'\n",
            "'>>> Review 10247 length: 52'\n",
            "'>>> Review 10248 length: 77'\n",
            "'>>> Review 10249 length: 68'\n",
            "'>>> Review 10250 length: 103'\n",
            "'>>> Review 10251 length: 198'\n",
            "'>>> Review 10252 length: 50'\n",
            "'>>> Review 10253 length: 74'\n",
            "'>>> Review 10254 length: 70'\n",
            "'>>> Review 10255 length: 104'\n",
            "'>>> Review 10256 length: 199'\n",
            "'>>> Review 10257 length: 142'\n",
            "'>>> Review 10258 length: 87'\n",
            "'>>> Review 10259 length: 36'\n",
            "'>>> Review 10260 length: 142'\n",
            "'>>> Review 10261 length: 86'\n",
            "'>>> Review 10262 length: 36'\n",
            "'>>> Review 10263 length: 142'\n",
            "'>>> Review 10264 length: 85'\n",
            "'>>> Review 10265 length: 39'\n",
            "'>>> Review 10266 length: 147'\n",
            "'>>> Review 10267 length: 90'\n",
            "'>>> Review 10268 length: 38'\n",
            "'>>> Review 10269 length: 140'\n",
            "'>>> Review 10270 length: 88'\n",
            "'>>> Review 10271 length: 36'\n",
            "'>>> Review 10272 length: 149'\n",
            "'>>> Review 10273 length: 86'\n",
            "'>>> Review 10274 length: 38'\n",
            "'>>> Review 10275 length: 142'\n",
            "'>>> Review 10276 length: 92'\n",
            "'>>> Review 10277 length: 37'\n",
            "'>>> Review 10278 length: 144'\n",
            "'>>> Review 10279 length: 88'\n",
            "'>>> Review 10280 length: 37'\n",
            "'>>> Review 10281 length: 141'\n",
            "'>>> Review 10282 length: 89'\n",
            "'>>> Review 10283 length: 36'\n",
            "'>>> Review 10284 length: 145'\n",
            "'>>> Review 10285 length: 87'\n",
            "'>>> Review 10286 length: 37'\n",
            "'>>> Review 10287 length: 130'\n",
            "'>>> Review 10288 length: 90'\n",
            "'>>> Review 10289 length: 99'\n",
            "'>>> Review 10290 length: 96'\n",
            "'>>> Review 10291 length: 29'\n",
            "'>>> Review 10292 length: 79'\n",
            "'>>> Review 10293 length: 94'\n",
            "'>>> Review 10294 length: 76'\n",
            "'>>> Review 10295 length: 92'\n",
            "'>>> Review 10296 length: 69'\n",
            "'>>> Review 10297 length: 73'\n",
            "'>>> Review 10298 length: 131'\n",
            "'>>> Review 10299 length: 95'\n",
            "'>>> Review 10300 length: 97'\n",
            "'>>> Review 10301 length: 95'\n",
            "'>>> Review 10302 length: 32'\n",
            "'>>> Review 10303 length: 79'\n",
            "'>>> Review 10304 length: 93'\n",
            "'>>> Review 10305 length: 75'\n",
            "'>>> Review 10306 length: 93'\n",
            "'>>> Review 10307 length: 67'\n",
            "'>>> Review 10308 length: 71'\n",
            "'>>> Review 10309 length: 128'\n",
            "'>>> Review 10310 length: 94'\n",
            "'>>> Review 10311 length: 96'\n",
            "'>>> Review 10312 length: 95'\n",
            "'>>> Review 10313 length: 29'\n",
            "'>>> Review 10314 length: 76'\n",
            "'>>> Review 10315 length: 98'\n",
            "'>>> Review 10316 length: 75'\n",
            "'>>> Review 10317 length: 90'\n",
            "'>>> Review 10318 length: 64'\n",
            "'>>> Review 10319 length: 71'\n",
            "'>>> Review 10320 length: 165'\n",
            "'>>> Review 10321 length: 61'\n",
            "'>>> Review 10322 length: 76'\n",
            "'>>> Review 10323 length: 160'\n",
            "'>>> Review 10324 length: 113'\n",
            "'>>> Review 10325 length: 94'\n",
            "'>>> Review 10326 length: 111'\n",
            "'>>> Review 10327 length: 170'\n",
            "'>>> Review 10328 length: 61'\n",
            "'>>> Review 10329 length: 77'\n",
            "'>>> Review 10330 length: 157'\n",
            "'>>> Review 10331 length: 118'\n",
            "'>>> Review 10332 length: 96'\n",
            "'>>> Review 10333 length: 117'\n",
            "'>>> Review 10334 length: 168'\n",
            "'>>> Review 10335 length: 64'\n",
            "'>>> Review 10336 length: 80'\n",
            "'>>> Review 10337 length: 156'\n",
            "'>>> Review 10338 length: 118'\n",
            "'>>> Review 10339 length: 94'\n",
            "'>>> Review 10340 length: 117'\n",
            "'>>> Review 10341 length: 168'\n",
            "'>>> Review 10342 length: 64'\n",
            "'>>> Review 10343 length: 77'\n",
            "'>>> Review 10344 length: 149'\n",
            "'>>> Review 10345 length: 113'\n",
            "'>>> Review 10346 length: 96'\n",
            "'>>> Review 10347 length: 111'\n",
            "'>>> Review 10348 length: 169'\n",
            "'>>> Review 10349 length: 61'\n",
            "'>>> Review 10350 length: 76'\n",
            "'>>> Review 10351 length: 154'\n",
            "'>>> Review 10352 length: 116'\n",
            "'>>> Review 10353 length: 94'\n",
            "'>>> Review 10354 length: 113'\n",
            "'>>> Review 10355 length: 159'\n",
            "'>>> Review 10356 length: 59'\n",
            "'>>> Review 10357 length: 77'\n",
            "'>>> Review 10358 length: 154'\n",
            "'>>> Review 10359 length: 115'\n",
            "'>>> Review 10360 length: 92'\n",
            "'>>> Review 10361 length: 118'\n",
            "'>>> Review 10362 length: 53'\n",
            "'>>> Review 10363 length: 129'\n",
            "'>>> Review 10364 length: 41'\n",
            "'>>> Review 10365 length: 104'\n",
            "'>>> Review 10366 length: 51'\n",
            "'>>> Review 10367 length: 132'\n",
            "'>>> Review 10368 length: 40'\n",
            "'>>> Review 10369 length: 106'\n",
            "'>>> Review 10370 length: 56'\n",
            "'>>> Review 10371 length: 133'\n",
            "'>>> Review 10372 length: 39'\n",
            "'>>> Review 10373 length: 104'\n",
            "'>>> Review 10374 length: 54'\n",
            "'>>> Review 10375 length: 132'\n",
            "'>>> Review 10376 length: 41'\n",
            "'>>> Review 10377 length: 104'\n",
            "'>>> Review 10378 length: 57'\n",
            "'>>> Review 10379 length: 130'\n",
            "'>>> Review 10380 length: 41'\n",
            "'>>> Review 10381 length: 107'\n",
            "'>>> Review 10382 length: 52'\n",
            "'>>> Review 10383 length: 126'\n",
            "'>>> Review 10384 length: 39'\n",
            "'>>> Review 10385 length: 103'\n",
            "'>>> Review 10386 length: 51'\n",
            "'>>> Review 10387 length: 134'\n",
            "'>>> Review 10388 length: 40'\n",
            "'>>> Review 10389 length: 103'\n",
            "'>>> Review 10390 length: 50'\n",
            "'>>> Review 10391 length: 132'\n",
            "'>>> Review 10392 length: 36'\n",
            "'>>> Review 10393 length: 99'\n",
            "'>>> Review 10394 length: 27'\n",
            "'>>> Review 10395 length: 56'\n",
            "'>>> Review 10396 length: 90'\n",
            "'>>> Review 10397 length: 132'\n",
            "'>>> Review 10398 length: 40'\n",
            "'>>> Review 10399 length: 26'\n",
            "'>>> Review 10400 length: 63'\n",
            "'>>> Review 10401 length: 88'\n",
            "'>>> Review 10402 length: 130'\n",
            "'>>> Review 10403 length: 41'\n",
            "'>>> Review 10404 length: 28'\n",
            "'>>> Review 10405 length: 56'\n",
            "'>>> Review 10406 length: 89'\n",
            "'>>> Review 10407 length: 132'\n",
            "'>>> Review 10408 length: 38'\n",
            "'>>> Review 10409 length: 27'\n",
            "'>>> Review 10410 length: 57'\n",
            "'>>> Review 10411 length: 91'\n",
            "'>>> Review 10412 length: 135'\n",
            "'>>> Review 10413 length: 45'\n",
            "'>>> Review 10414 length: 89'\n",
            "'>>> Review 10415 length: 40'\n",
            "'>>> Review 10416 length: 159'\n",
            "'>>> Review 10417 length: 27'\n",
            "'>>> Review 10418 length: 95'\n",
            "'>>> Review 10419 length: 38'\n",
            "'>>> Review 10420 length: 155'\n",
            "'>>> Review 10421 length: 32'\n",
            "'>>> Review 10422 length: 85'\n",
            "'>>> Review 10423 length: 37'\n",
            "'>>> Review 10424 length: 156'\n",
            "'>>> Review 10425 length: 30'\n",
            "'>>> Review 10426 length: 93'\n",
            "'>>> Review 10427 length: 35'\n",
            "'>>> Review 10428 length: 155'\n",
            "'>>> Review 10429 length: 30'\n",
            "'>>> Review 10430 length: 83'\n",
            "'>>> Review 10431 length: 37'\n",
            "'>>> Review 10432 length: 151'\n",
            "'>>> Review 10433 length: 29'\n",
            "'>>> Review 10434 length: 89'\n",
            "'>>> Review 10435 length: 37'\n",
            "'>>> Review 10436 length: 158'\n",
            "'>>> Review 10437 length: 32'\n",
            "'>>> Review 10438 length: 91'\n",
            "'>>> Review 10439 length: 34'\n",
            "'>>> Review 10440 length: 154'\n",
            "'>>> Review 10441 length: 30'\n",
            "'>>> Review 10442 length: 98'\n",
            "'>>> Review 10443 length: 41'\n",
            "'>>> Review 10444 length: 157'\n",
            "'>>> Review 10445 length: 31'\n",
            "'>>> Review 10446 length: 17'\n",
            "'>>> Review 10447 length: 17'\n",
            "'>>> Review 10448 length: 29'\n",
            "'>>> Review 10449 length: 32'\n",
            "'>>> Review 10450 length: 33'\n",
            "'>>> Review 10451 length: 15'\n",
            "'>>> Review 10452 length: 19'\n",
            "'>>> Review 10453 length: 34'\n",
            "'>>> Review 10454 length: 30'\n",
            "'>>> Review 10455 length: 30'\n",
            "'>>> Review 10456 length: 19'\n",
            "'>>> Review 10457 length: 19'\n",
            "'>>> Review 10458 length: 29'\n",
            "'>>> Review 10459 length: 32'\n",
            "'>>> Review 10460 length: 32'\n",
            "'>>> Review 10461 length: 17'\n",
            "'>>> Review 10462 length: 18'\n",
            "'>>> Review 10463 length: 29'\n",
            "'>>> Review 10464 length: 32'\n",
            "'>>> Review 10465 length: 31'\n",
            "'>>> Review 10466 length: 16'\n",
            "'>>> Review 10467 length: 18'\n",
            "'>>> Review 10468 length: 32'\n",
            "'>>> Review 10469 length: 33'\n",
            "'>>> Review 10470 length: 30'\n",
            "'>>> Review 10471 length: 17'\n",
            "'>>> Review 10472 length: 17'\n",
            "'>>> Review 10473 length: 34'\n",
            "'>>> Review 10474 length: 35'\n",
            "'>>> Review 10475 length: 31'\n",
            "'>>> Review 10476 length: 19'\n",
            "'>>> Review 10477 length: 17'\n",
            "'>>> Review 10478 length: 33'\n",
            "'>>> Review 10479 length: 32'\n",
            "'>>> Review 10480 length: 34'\n",
            "'>>> Review 10481 length: 18'\n",
            "'>>> Review 10482 length: 19'\n",
            "'>>> Review 10483 length: 34'\n",
            "'>>> Review 10484 length: 32'\n",
            "'>>> Review 10485 length: 33'\n",
            "'>>> Review 10486 length: 20'\n",
            "'>>> Review 10487 length: 18'\n",
            "'>>> Review 10488 length: 32'\n",
            "'>>> Review 10489 length: 33'\n",
            "'>>> Review 10490 length: 32'\n",
            "'>>> Review 10491 length: 16'\n",
            "'>>> Review 10492 length: 15'\n",
            "'>>> Review 10493 length: 35'\n",
            "'>>> Review 10494 length: 31'\n",
            "'>>> Review 10495 length: 31'\n",
            "'>>> Review 10496 length: 195'\n",
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            "'>>> Review 10498 length: 174'\n",
            "'>>> Review 10499 length: 11'\n",
            "'>>> Review 10500 length: 32'\n",
            "'>>> Review 10501 length: 140'\n",
            "'>>> Review 10502 length: 54'\n",
            "'>>> Review 10503 length: 105'\n",
            "'>>> Review 10504 length: 195'\n",
            "'>>> Review 10505 length: 54'\n",
            "'>>> Review 10506 length: 175'\n",
            "'>>> Review 10507 length: 12'\n",
            "'>>> Review 10508 length: 33'\n",
            "'>>> Review 10509 length: 140'\n",
            "'>>> Review 10510 length: 48'\n",
            "'>>> Review 10511 length: 107'\n",
            "'>>> Review 10512 length: 188'\n",
            "'>>> Review 10513 length: 55'\n",
            "'>>> Review 10514 length: 173'\n",
            "'>>> Review 10515 length: 12'\n",
            "'>>> Review 10516 length: 35'\n",
            "'>>> Review 10517 length: 138'\n",
            "'>>> Review 10518 length: 51'\n",
            "'>>> Review 10519 length: 105'\n",
            "'>>> Review 10520 length: 190'\n",
            "'>>> Review 10521 length: 54'\n",
            "'>>> Review 10522 length: 175'\n",
            "'>>> Review 10523 length: 12'\n",
            "'>>> Review 10524 length: 31'\n",
            "'>>> Review 10525 length: 132'\n",
            "'>>> Review 10526 length: 51'\n",
            "'>>> Review 10527 length: 109'\n",
            "'>>> Review 10528 length: 57'\n",
            "'>>> Review 10529 length: 8'\n",
            "'>>> Review 10530 length: 11'\n",
            "'>>> Review 10531 length: 57'\n",
            "'>>> Review 10532 length: 7'\n",
            "'>>> Review 10533 length: 9'\n",
            "'>>> Review 10534 length: 53'\n",
            "'>>> Review 10535 length: 9'\n",
            "'>>> Review 10536 length: 11'\n",
            "'>>> Review 10537 length: 55'\n",
            "'>>> Review 10538 length: 10'\n",
            "'>>> Review 10539 length: 10'\n",
            "'>>> Review 10540 length: 20'\n",
            "'>>> Review 10541 length: 20'\n",
            "'>>> Review 10542 length: 19'\n",
            "'>>> Review 10543 length: 79'\n",
            "'>>> Review 10544 length: 19'\n",
            "'>>> Review 10545 length: 79'\n",
            "'>>> Review 10546 length: 19'\n",
            "'>>> Review 10547 length: 78'\n",
            "'>>> Review 10548 length: 17'\n",
            "'>>> Review 10549 length: 79'\n",
            "'>>> Review 10550 length: 20'\n",
            "'>>> Review 10551 length: 79'\n",
            "'>>> Review 10552 length: 19'\n",
            "'>>> Review 10553 length: 80'\n",
            "'>>> Review 10554 length: 57'\n",
            "'>>> Review 10555 length: 49'\n",
            "'>>> Review 10556 length: 57'\n",
            "'>>> Review 10557 length: 78'\n",
            "'>>> Review 10558 length: 56'\n",
            "'>>> Review 10559 length: 51'\n",
            "'>>> Review 10560 length: 51'\n",
            "'>>> Review 10561 length: 84'\n",
            "'>>> Review 10562 length: 57'\n",
            "'>>> Review 10563 length: 48'\n",
            "'>>> Review 10564 length: 54'\n",
            "'>>> Review 10565 length: 82'\n",
            "'>>> Review 10566 length: 53'\n",
            "'>>> Review 10567 length: 49'\n",
            "'>>> Review 10568 length: 54'\n",
            "'>>> Review 10569 length: 83'\n",
            "'>>> Review 10570 length: 55'\n",
            "'>>> Review 10571 length: 43'\n",
            "'>>> Review 10572 length: 56'\n",
            "'>>> Review 10573 length: 82'\n",
            "'>>> Review 10574 length: 51'\n",
            "'>>> Review 10575 length: 47'\n",
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            "'>>> Review 10577 length: 81'\n",
            "'>>> Review 10578 length: 54'\n",
            "'>>> Review 10579 length: 48'\n",
            "'>>> Review 10580 length: 51'\n",
            "'>>> Review 10581 length: 81'\n",
            "'>>> Review 10582 length: 55'\n",
            "'>>> Review 10583 length: 50'\n",
            "'>>> Review 10584 length: 51'\n",
            "'>>> Review 10585 length: 87'\n",
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            "'>>> Review 10587 length: 48'\n",
            "'>>> Review 10588 length: 53'\n",
            "'>>> Review 10589 length: 83'\n",
            "'>>> Review 10590 length: 175'\n",
            "'>>> Review 10591 length: 18'\n",
            "'>>> Review 10592 length: 23'\n",
            "'>>> Review 10593 length: 181'\n",
            "'>>> Review 10594 length: 21'\n",
            "'>>> Review 10595 length: 24'\n",
            "'>>> Review 10596 length: 176'\n",
            "'>>> Review 10597 length: 21'\n",
            "'>>> Review 10598 length: 24'\n",
            "'>>> Review 10599 length: 178'\n",
            "'>>> Review 10600 length: 20'\n",
            "'>>> Review 10601 length: 23'\n",
            "'>>> Review 10602 length: 178'\n",
            "'>>> Review 10603 length: 19'\n",
            "'>>> Review 10604 length: 24'\n",
            "'>>> Review 10605 length: 179'\n",
            "'>>> Review 10606 length: 21'\n",
            "'>>> Review 10607 length: 23'\n",
            "'>>> Review 10608 length: 181'\n",
            "'>>> Review 10609 length: 21'\n",
            "'>>> Review 10610 length: 25'\n",
            "'>>> Review 10611 length: 178'\n",
            "'>>> Review 10612 length: 19'\n",
            "'>>> Review 10613 length: 23'\n",
            "'>>> Review 10614 length: 3'\n",
            "'>>> Review 10615 length: 47'\n",
            "'>>> Review 10616 length: 5'\n",
            "'>>> Review 10617 length: 48'\n",
            "'>>> Review 10618 length: 4'\n",
            "'>>> Review 10619 length: 49'\n",
            "'>>> Review 10620 length: 3'\n",
            "'>>> Review 10621 length: 46'\n",
            "'>>> Review 10622 length: 3'\n",
            "'>>> Review 10623 length: 46'\n",
            "'>>> Review 10624 length: 4'\n",
            "'>>> Review 10625 length: 42'\n",
            "'>>> Review 10626 length: 3'\n",
            "'>>> Review 10627 length: 46'\n",
            "'>>> Review 10628 length: 4'\n",
            "'>>> Review 10629 length: 48'\n",
            "'>>> Review 10630 length: 51'\n",
            "'>>> Review 10631 length: 9'\n",
            "'>>> Review 10632 length: 25'\n",
            "'>>> Review 10633 length: 52'\n",
            "'>>> Review 10634 length: 10'\n",
            "'>>> Review 10635 length: 25'\n",
            "'>>> Review 10636 length: 53'\n",
            "'>>> Review 10637 length: 9'\n",
            "'>>> Review 10638 length: 23'\n",
            "'>>> Review 10639 length: 52'\n",
            "'>>> Review 10640 length: 10'\n",
            "'>>> Review 10641 length: 24'\n",
            "'>>> Review 10642 length: 53'\n",
            "'>>> Review 10643 length: 10'\n",
            "'>>> Review 10644 length: 25'\n",
            "'>>> Review 10645 length: 35'\n",
            "'>>> Review 10646 length: 29'\n",
            "'>>> Review 10647 length: 26'\n",
            "'>>> Review 10648 length: 26'\n",
            "'>>> Review 10649 length: 38'\n",
            "'>>> Review 10650 length: 28'\n",
            "'>>> Review 10651 length: 24'\n",
            "'>>> Review 10652 length: 27'\n",
            "'>>> Review 10653 length: 34'\n",
            "'>>> Review 10654 length: 29'\n",
            "'>>> Review 10655 length: 25'\n",
            "'>>> Review 10656 length: 28'\n",
            "'>>> Review 10657 length: 38'\n",
            "'>>> Review 10658 length: 28'\n",
            "'>>> Review 10659 length: 24'\n",
            "'>>> Review 10660 length: 26'\n",
            "'>>> Review 10661 length: 70'\n",
            "'>>> Review 10662 length: 57'\n",
            "'>>> Review 10663 length: 59'\n",
            "'>>> Review 10664 length: 26'\n",
            "'>>> Review 10665 length: 47'\n",
            "'>>> Review 10666 length: 46'\n",
            "'>>> Review 10667 length: 38'\n",
            "'>>> Review 10668 length: 26'\n",
            "'>>> Review 10669 length: 71'\n",
            "'>>> Review 10670 length: 76'\n",
            "'>>> Review 10671 length: 3'\n",
            "'>>> Review 10672 length: 29'\n",
            "'>>> Review 10673 length: 68'\n",
            "'>>> Review 10674 length: 64'\n",
            "'>>> Review 10675 length: 56'\n",
            "'>>> Review 10676 length: 24'\n",
            "'>>> Review 10677 length: 48'\n",
            "'>>> Review 10678 length: 49'\n",
            "'>>> Review 10679 length: 37'\n",
            "'>>> Review 10680 length: 30'\n",
            "'>>> Review 10681 length: 67'\n",
            "'>>> Review 10682 length: 78'\n",
            "'>>> Review 10683 length: 5'\n",
            "'>>> Review 10684 length: 31'\n",
            "'>>> Review 10685 length: 67'\n",
            "'>>> Review 10686 length: 62'\n",
            "'>>> Review 10687 length: 58'\n",
            "'>>> Review 10688 length: 28'\n",
            "'>>> Review 10689 length: 49'\n",
            "'>>> Review 10690 length: 46'\n",
            "'>>> Review 10691 length: 32'\n",
            "'>>> Review 10692 length: 27'\n",
            "'>>> Review 10693 length: 65'\n",
            "'>>> Review 10694 length: 71'\n",
            "'>>> Review 10695 length: 3'\n",
            "'>>> Review 10696 length: 28'\n",
            "'>>> Review 10697 length: 66'\n",
            "'>>> Review 10698 length: 62'\n",
            "'>>> Review 10699 length: 58'\n",
            "'>>> Review 10700 length: 27'\n",
            "'>>> Review 10701 length: 47'\n",
            "'>>> Review 10702 length: 47'\n",
            "'>>> Review 10703 length: 32'\n",
            "'>>> Review 10704 length: 29'\n",
            "'>>> Review 10705 length: 66'\n",
            "'>>> Review 10706 length: 73'\n",
            "'>>> Review 10707 length: 5'\n",
            "'>>> Review 10708 length: 26'\n",
            "'>>> Review 10709 length: 67'\n",
            "'>>> Review 10710 length: 63'\n",
            "'>>> Review 10711 length: 56'\n",
            "'>>> Review 10712 length: 29'\n",
            "'>>> Review 10713 length: 46'\n",
            "'>>> Review 10714 length: 44'\n",
            "'>>> Review 10715 length: 36'\n",
            "'>>> Review 10716 length: 29'\n",
            "'>>> Review 10717 length: 69'\n",
            "'>>> Review 10718 length: 71'\n",
            "'>>> Review 10719 length: 3'\n",
            "'>>> Review 10720 length: 29'\n",
            "'>>> Review 10721 length: 70'\n",
            "'>>> Review 10722 length: 62'\n",
            "'>>> Review 10723 length: 57'\n",
            "'>>> Review 10724 length: 26'\n",
            "'>>> Review 10725 length: 50'\n",
            "'>>> Review 10726 length: 48'\n",
            "'>>> Review 10727 length: 34'\n",
            "'>>> Review 10728 length: 24'\n",
            "'>>> Review 10729 length: 67'\n",
            "'>>> Review 10730 length: 74'\n",
            "'>>> Review 10731 length: 3'\n",
            "'>>> Review 10732 length: 27'\n",
            "'>>> Review 10733 length: 35'\n",
            "'>>> Review 10734 length: 81'\n",
            "'>>> Review 10735 length: 148'\n",
            "'>>> Review 10736 length: 259'\n",
            "'>>> Review 10737 length: 30'\n",
            "'>>> Review 10738 length: 6'\n",
            "'>>> Review 10739 length: 149'\n",
            "'>>> Review 10740 length: 262'\n",
            "'>>> Review 10741 length: 27'\n",
            "'>>> Review 10742 length: 5'\n",
            "'>>> Review 10743 length: 148'\n",
            "'>>> Review 10744 length: 261'\n",
            "'>>> Review 10745 length: 26'\n",
            "'>>> Review 10746 length: 5'\n",
            "'>>> Review 10747 length: 39'\n",
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            "'>>> Review 10749 length: 148'\n",
            "'>>> Review 10750 length: 259'\n",
            "'>>> Review 10751 length: 30'\n",
            "'>>> Review 10752 length: 5'\n",
            "'>>> Review 10753 length: 150'\n",
            "'>>> Review 10754 length: 260'\n",
            "'>>> Review 10755 length: 30'\n",
            "'>>> Review 10756 length: 5'\n",
            "'>>> Review 10757 length: 147'\n",
            "'>>> Review 10758 length: 260'\n",
            "'>>> Review 10759 length: 28'\n",
            "'>>> Review 10760 length: 5'\n",
            "'>>> Review 10761 length: 59'\n",
            "'>>> Review 10762 length: 93'\n",
            "'>>> Review 10763 length: 46'\n",
            "'>>> Review 10764 length: 29'\n",
            "'>>> Review 10765 length: 59'\n",
            "'>>> Review 10766 length: 64'\n",
            "'>>> Review 10767 length: 94'\n",
            "'>>> Review 10768 length: 46'\n",
            "'>>> Review 10769 length: 30'\n",
            "'>>> Review 10770 length: 66'\n",
            "'>>> Review 10771 length: 61'\n",
            "'>>> Review 10772 length: 89'\n",
            "'>>> Review 10773 length: 45'\n",
            "'>>> Review 10774 length: 31'\n",
            "'>>> Review 10775 length: 62'\n",
            "'>>> Review 10776 length: 61'\n",
            "'>>> Review 10777 length: 95'\n",
            "'>>> Review 10778 length: 48'\n",
            "'>>> Review 10779 length: 28'\n",
            "'>>> Review 10780 length: 63'\n",
            "'>>> Review 10781 length: 47'\n",
            "'>>> Review 10782 length: 101'\n",
            "'>>> Review 10783 length: 127'\n",
            "'>>> Review 10784 length: 244'\n",
            "'>>> Review 10785 length: 94'\n",
            "'>>> Review 10786 length: 96'\n",
            "'>>> Review 10787 length: 19'\n",
            "'>>> Review 10788 length: 242'\n",
            "'>>> Review 10789 length: 99'\n",
            "'>>> Review 10790 length: 241'\n",
            "'>>> Review 10791 length: 102'\n",
            "'>>> Review 10792 length: 242'\n",
            "'>>> Review 10793 length: 104'\n",
            "'>>> Review 10794 length: 48'\n",
            "'>>> Review 10795 length: 93'\n",
            "'>>> Review 10796 length: 127'\n",
            "'>>> Review 10797 length: 241'\n",
            "'>>> Review 10798 length: 100'\n",
            "'>>> Review 10799 length: 87'\n",
            "'>>> Review 10800 length: 18'\n",
            "'>>> Review 10801 length: 247'\n",
            "'>>> Review 10802 length: 102'\n",
            "'>>> Review 10803 length: 241'\n",
            "'>>> Review 10804 length: 104'\n",
            "'>>> Review 10805 length: 246'\n",
            "'>>> Review 10806 length: 103'\n",
            "'>>> Review 10807 length: 61'\n",
            "'>>> Review 10808 length: 99'\n",
            "'>>> Review 10809 length: 31'\n",
            "'>>> Review 10810 length: 60'\n",
            "'>>> Review 10811 length: 101'\n",
            "'>>> Review 10812 length: 36'\n",
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            "'>>> Review 10814 length: 101'\n",
            "'>>> Review 10815 length: 33'\n",
            "'>>> Review 10816 length: 61'\n",
            "'>>> Review 10817 length: 103'\n",
            "'>>> Review 10818 length: 32'\n",
            "'>>> Review 10819 length: 60'\n",
            "'>>> Review 10820 length: 102'\n",
            "'>>> Review 10821 length: 36'\n",
            "'>>> Review 10822 length: 61'\n",
            "'>>> Review 10823 length: 103'\n",
            "'>>> Review 10824 length: 33'\n",
            "'>>> Review 10825 length: 184'\n",
            "'>>> Review 10826 length: 96'\n",
            "'>>> Review 10827 length: 188'\n",
            "'>>> Review 10828 length: 193'\n",
            "'>>> Review 10829 length: 181'\n",
            "'>>> Review 10830 length: 95'\n",
            "'>>> Review 10831 length: 191'\n",
            "'>>> Review 10832 length: 193'\n",
            "'>>> Review 10833 length: 182'\n",
            "'>>> Review 10834 length: 98'\n",
            "'>>> Review 10835 length: 190'\n",
            "'>>> Review 10836 length: 189'\n",
            "'>>> Review 10837 length: 186'\n",
            "'>>> Review 10838 length: 96'\n",
            "'>>> Review 10839 length: 186'\n",
            "'>>> Review 10840 length: 192'\n",
            "'>>> Review 10841 length: 187'\n",
            "'>>> Review 10842 length: 99'\n",
            "'>>> Review 10843 length: 190'\n",
            "'>>> Review 10844 length: 193'\n",
            "'>>> Review 10845 length: 183'\n",
            "'>>> Review 10846 length: 100'\n",
            "'>>> Review 10847 length: 191'\n",
            "'>>> Review 10848 length: 193'\n",
            "'>>> Review 10849 length: 187'\n",
            "'>>> Review 10850 length: 96'\n",
            "'>>> Review 10851 length: 189'\n",
            "'>>> Review 10852 length: 191'\n",
            "'>>> Review 10853 length: 182'\n",
            "'>>> Review 10854 length: 98'\n",
            "'>>> Review 10855 length: 187'\n",
            "'>>> Review 10856 length: 193'\n",
            "'>>> Review 10857 length: 184'\n",
            "'>>> Review 10858 length: 99'\n",
            "'>>> Review 10859 length: 184'\n",
            "'>>> Review 10860 length: 194'\n",
            "'>>> Review 10861 length: 185'\n",
            "'>>> Review 10862 length: 98'\n",
            "'>>> Review 10863 length: 190'\n",
            "'>>> Review 10864 length: 191'\n",
            "'>>> Review 10865 length: 84'\n",
            "'>>> Review 10866 length: 5'\n",
            "'>>> Review 10867 length: 100'\n",
            "'>>> Review 10868 length: 28'\n",
            "'>>> Review 10869 length: 44'\n",
            "'>>> Review 10870 length: 84'\n",
            "'>>> Review 10871 length: 5'\n",
            "'>>> Review 10872 length: 105'\n",
            "'>>> Review 10873 length: 28'\n",
            "'>>> Review 10874 length: 50'\n",
            "'>>> Review 10875 length: 87'\n",
            "'>>> Review 10876 length: 8'\n",
            "'>>> Review 10877 length: 98'\n",
            "'>>> Review 10878 length: 29'\n",
            "'>>> Review 10879 length: 47'\n",
            "'>>> Review 10880 length: 85'\n",
            "'>>> Review 10881 length: 8'\n",
            "'>>> Review 10882 length: 101'\n",
            "'>>> Review 10883 length: 29'\n",
            "'>>> Review 10884 length: 46'\n",
            "'>>> Review 10885 length: 89'\n",
            "'>>> Review 10886 length: 8'\n",
            "'>>> Review 10887 length: 101'\n",
            "'>>> Review 10888 length: 27'\n",
            "'>>> Review 10889 length: 43'\n",
            "'>>> Review 10890 length: 85'\n",
            "'>>> Review 10891 length: 7'\n",
            "'>>> Review 10892 length: 99'\n",
            "'>>> Review 10893 length: 27'\n",
            "'>>> Review 10894 length: 47'\n",
            "'>>> Review 10895 length: 91'\n",
            "'>>> Review 10896 length: 10'\n",
            "'>>> Review 10897 length: 96'\n",
            "'>>> Review 10898 length: 29'\n",
            "'>>> Review 10899 length: 44'\n",
            "'>>> Review 10900 length: 85'\n",
            "'>>> Review 10901 length: 11'\n",
            "'>>> Review 10902 length: 100'\n",
            "'>>> Review 10903 length: 31'\n",
            "'>>> Review 10904 length: 48'\n",
            "'>>> Review 10905 length: 121'\n",
            "'>>> Review 10906 length: 52'\n",
            "'>>> Review 10907 length: 117'\n",
            "'>>> Review 10908 length: 332'\n",
            "'>>> Review 10909 length: 85'\n",
            "'>>> Review 10910 length: 96'\n",
            "'>>> Review 10911 length: 88'\n",
            "'>>> Review 10912 length: 120'\n",
            "'>>> Review 10913 length: 52'\n",
            "'>>> Review 10914 length: 122'\n",
            "'>>> Review 10915 length: 117'\n",
            "'>>> Review 10916 length: 58'\n",
            "'>>> Review 10917 length: 122'\n",
            "'>>> Review 10918 length: 121'\n",
            "'>>> Review 10919 length: 50'\n",
            "'>>> Review 10920 length: 119'\n",
            "'>>> Review 10921 length: 119'\n",
            "'>>> Review 10922 length: 55'\n",
            "'>>> Review 10923 length: 115'\n",
            "'>>> Review 10924 length: 116'\n",
            "'>>> Review 10925 length: 50'\n",
            "'>>> Review 10926 length: 120'\n",
            "'>>> Review 10927 length: 117'\n",
            "'>>> Review 10928 length: 55'\n",
            "'>>> Review 10929 length: 120'\n",
            "'>>> Review 10930 length: 122'\n",
            "'>>> Review 10931 length: 55'\n",
            "'>>> Review 10932 length: 118'\n",
            "'>>> Review 10933 length: 120'\n",
            "'>>> Review 10934 length: 55'\n",
            "'>>> Review 10935 length: 119'\n",
            "'>>> Review 10936 length: 119'\n",
            "'>>> Review 10937 length: 52'\n",
            "'>>> Review 10938 length: 116'\n",
            "'>>> Review 10939 length: 121'\n",
            "'>>> Review 10940 length: 55'\n",
            "'>>> Review 10941 length: 121'\n",
            "'>>> Review 10942 length: 125'\n",
            "'>>> Review 10943 length: 51'\n",
            "'>>> Review 10944 length: 118'\n",
            "'>>> Review 10945 length: 117'\n",
            "'>>> Review 10946 length: 60'\n",
            "'>>> Review 10947 length: 121'\n",
            "'>>> Review 10948 length: 120'\n",
            "'>>> Review 10949 length: 52'\n",
            "'>>> Review 10950 length: 116'\n",
            "'>>> Review 10951 length: 117'\n",
            "'>>> Review 10952 length: 59'\n",
            "'>>> Review 10953 length: 120'\n",
            "'>>> Review 10954 length: 117'\n",
            "'>>> Review 10955 length: 53'\n",
            "'>>> Review 10956 length: 125'\n",
            "'>>> Review 10957 length: 121'\n",
            "'>>> Review 10958 length: 54'\n",
            "'>>> Review 10959 length: 116'\n",
            "'>>> Review 10960 length: 54'\n",
            "'>>> Review 10961 length: 75'\n",
            "'>>> Review 10962 length: 69'\n",
            "'>>> Review 10963 length: 103'\n",
            "'>>> Review 10964 length: 198'\n",
            "'>>> Review 10965 length: 55'\n",
            "'>>> Review 10966 length: 76'\n",
            "'>>> Review 10967 length: 69'\n",
            "'>>> Review 10968 length: 105'\n",
            "'>>> Review 10969 length: 199'\n",
            "'>>> Review 10970 length: 49'\n",
            "'>>> Review 10971 length: 76'\n",
            "'>>> Review 10972 length: 72'\n",
            "'>>> Review 10973 length: 104'\n",
            "'>>> Review 10974 length: 196'\n",
            "'>>> Review 10975 length: 48'\n",
            "'>>> Review 10976 length: 72'\n",
            "'>>> Review 10977 length: 70'\n",
            "'>>> Review 10978 length: 104'\n",
            "'>>> Review 10979 length: 198'\n",
            "'>>> Review 10980 length: 55'\n",
            "'>>> Review 10981 length: 72'\n",
            "'>>> Review 10982 length: 68'\n",
            "'>>> Review 10983 length: 101'\n",
            "'>>> Review 10984 length: 196'\n",
            "'>>> Review 10985 length: 144'\n",
            "'>>> Review 10986 length: 89'\n",
            "'>>> Review 10987 length: 37'\n",
            "'>>> Review 10988 length: 147'\n",
            "'>>> Review 10989 length: 90'\n",
            "'>>> Review 10990 length: 37'\n",
            "'>>> Review 10991 length: 142'\n",
            "'>>> Review 10992 length: 90'\n",
            "'>>> Review 10993 length: 36'\n",
            "'>>> Review 10994 length: 146'\n",
            "'>>> Review 10995 length: 91'\n",
            "'>>> Review 10996 length: 36'\n",
            "'>>> Review 10997 length: 145'\n",
            "'>>> Review 10998 length: 90'\n",
            "'>>> Review 10999 length: 36'\n",
            "'>>> Review 11000 length: 144'\n",
            "'>>> Review 11001 length: 85'\n",
            "'>>> Review 11002 length: 34'\n",
            "'>>> Review 11003 length: 143'\n",
            "'>>> Review 11004 length: 88'\n",
            "'>>> Review 11005 length: 36'\n",
            "'>>> Review 11006 length: 139'\n",
            "'>>> Review 11007 length: 91'\n",
            "'>>> Review 11008 length: 34'\n",
            "'>>> Review 11009 length: 146'\n",
            "'>>> Review 11010 length: 87'\n",
            "'>>> Review 11011 length: 38'\n",
            "'>>> Review 11012 length: 146'\n",
            "'>>> Review 11013 length: 88'\n",
            "'>>> Review 11014 length: 35'\n",
            "'>>> Review 11015 length: 120'\n",
            "'>>> Review 11016 length: 95'\n",
            "'>>> Review 11017 length: 92'\n",
            "'>>> Review 11018 length: 94'\n",
            "'>>> Review 11019 length: 26'\n",
            "'>>> Review 11020 length: 77'\n",
            "'>>> Review 11021 length: 95'\n",
            "'>>> Review 11022 length: 73'\n",
            "'>>> Review 11023 length: 90'\n",
            "'>>> Review 11024 length: 61'\n",
            "'>>> Review 11025 length: 70'\n",
            "'>>> Review 11026 length: 123'\n",
            "'>>> Review 11027 length: 95'\n",
            "'>>> Review 11028 length: 100'\n",
            "'>>> Review 11029 length: 91'\n",
            "'>>> Review 11030 length: 23'\n",
            "'>>> Review 11031 length: 76'\n",
            "'>>> Review 11032 length: 92'\n",
            "'>>> Review 11033 length: 72'\n",
            "'>>> Review 11034 length: 92'\n",
            "'>>> Review 11035 length: 63'\n",
            "'>>> Review 11036 length: 73'\n",
            "'>>> Review 11037 length: 129'\n",
            "'>>> Review 11038 length: 97'\n",
            "'>>> Review 11039 length: 96'\n",
            "'>>> Review 11040 length: 95'\n",
            "'>>> Review 11041 length: 24'\n",
            "'>>> Review 11042 length: 80'\n",
            "'>>> Review 11043 length: 88'\n",
            "'>>> Review 11044 length: 73'\n",
            "'>>> Review 11045 length: 89'\n",
            "'>>> Review 11046 length: 64'\n",
            "'>>> Review 11047 length: 72'\n",
            "'>>> Review 11048 length: 169'\n",
            "'>>> Review 11049 length: 61'\n",
            "'>>> Review 11050 length: 78'\n",
            "'>>> Review 11051 length: 156'\n",
            "'>>> Review 11052 length: 112'\n",
            "'>>> Review 11053 length: 96'\n",
            "'>>> Review 11054 length: 108'\n",
            "'>>> Review 11055 length: 165'\n",
            "'>>> Review 11056 length: 64'\n",
            "'>>> Review 11057 length: 82'\n",
            "'>>> Review 11058 length: 155'\n",
            "'>>> Review 11059 length: 114'\n",
            "'>>> Review 11060 length: 96'\n",
            "'>>> Review 11061 length: 116'\n",
            "'>>> Review 11062 length: 167'\n",
            "'>>> Review 11063 length: 60'\n",
            "'>>> Review 11064 length: 80'\n",
            "'>>> Review 11065 length: 153'\n",
            "'>>> Review 11066 length: 117'\n",
            "'>>> Review 11067 length: 96'\n",
            "'>>> Review 11068 length: 116'\n",
            "'>>> Review 11069 length: 166'\n",
            "'>>> Review 11070 length: 64'\n",
            "'>>> Review 11071 length: 82'\n",
            "'>>> Review 11072 length: 156'\n",
            "'>>> Review 11073 length: 114'\n",
            "'>>> Review 11074 length: 96'\n",
            "'>>> Review 11075 length: 115'\n",
            "'>>> Review 11076 length: 168'\n",
            "'>>> Review 11077 length: 64'\n",
            "'>>> Review 11078 length: 80'\n",
            "'>>> Review 11079 length: 155'\n",
            "'>>> Review 11080 length: 114'\n",
            "'>>> Review 11081 length: 94'\n",
            "'>>> Review 11082 length: 112'\n",
            "'>>> Review 11083 length: 164'\n",
            "'>>> Review 11084 length: 65'\n",
            "'>>> Review 11085 length: 78'\n",
            "'>>> Review 11086 length: 152'\n",
            "'>>> Review 11087 length: 115'\n",
            "'>>> Review 11088 length: 100'\n",
            "'>>> Review 11089 length: 116'\n",
            "'>>> Review 11090 length: 53'\n",
            "'>>> Review 11091 length: 126'\n",
            "'>>> Review 11092 length: 41'\n",
            "'>>> Review 11093 length: 108'\n",
            "'>>> Review 11094 length: 52'\n",
            "'>>> Review 11095 length: 130'\n",
            "'>>> Review 11096 length: 39'\n",
            "'>>> Review 11097 length: 102'\n",
            "'>>> Review 11098 length: 50'\n",
            "'>>> Review 11099 length: 130'\n",
            "'>>> Review 11100 length: 42'\n",
            "'>>> Review 11101 length: 108'\n",
            "'>>> Review 11102 length: 55'\n",
            "'>>> Review 11103 length: 134'\n",
            "'>>> Review 11104 length: 41'\n",
            "'>>> Review 11105 length: 105'\n",
            "'>>> Review 11106 length: 52'\n",
            "'>>> Review 11107 length: 135'\n",
            "'>>> Review 11108 length: 37'\n",
            "'>>> Review 11109 length: 104'\n",
            "'>>> Review 11110 length: 51'\n",
            "'>>> Review 11111 length: 135'\n",
            "'>>> Review 11112 length: 38'\n",
            "'>>> Review 11113 length: 104'\n",
            "'>>> Review 11114 length: 54'\n",
            "'>>> Review 11115 length: 133'\n",
            "'>>> Review 11116 length: 41'\n",
            "'>>> Review 11117 length: 104'\n",
            "'>>> Review 11118 length: 52'\n",
            "'>>> Review 11119 length: 128'\n",
            "'>>> Review 11120 length: 37'\n",
            "'>>> Review 11121 length: 100'\n",
            "'>>> Review 11122 length: 25'\n",
            "'>>> Review 11123 length: 54'\n",
            "'>>> Review 11124 length: 91'\n",
            "'>>> Review 11125 length: 135'\n",
            "'>>> Review 11126 length: 39'\n",
            "'>>> Review 11127 length: 27'\n",
            "'>>> Review 11128 length: 55'\n",
            "'>>> Review 11129 length: 90'\n",
            "'>>> Review 11130 length: 131'\n",
            "'>>> Review 11131 length: 34'\n",
            "'>>> Review 11132 length: 26'\n",
            "'>>> Review 11133 length: 57'\n",
            "'>>> Review 11134 length: 92'\n",
            "'>>> Review 11135 length: 130'\n",
            "'>>> Review 11136 length: 41'\n",
            "'>>> Review 11137 length: 25'\n",
            "'>>> Review 11138 length: 55'\n",
            "'>>> Review 11139 length: 90'\n",
            "'>>> Review 11140 length: 135'\n",
            "'>>> Review 11141 length: 42'\n",
            "'>>> Review 11142 length: 93'\n",
            "'>>> Review 11143 length: 36'\n",
            "'>>> Review 11144 length: 156'\n",
            "'>>> Review 11145 length: 30'\n",
            "'>>> Review 11146 length: 90'\n",
            "'>>> Review 11147 length: 34'\n",
            "'>>> Review 11148 length: 152'\n",
            "'>>> Review 11149 length: 30'\n",
            "'>>> Review 11150 length: 90'\n",
            "'>>> Review 11151 length: 39'\n",
            "'>>> Review 11152 length: 156'\n",
            "'>>> Review 11153 length: 32'\n",
            "'>>> Review 11154 length: 89'\n",
            "'>>> Review 11155 length: 39'\n",
            "'>>> Review 11156 length: 157'\n",
            "'>>> Review 11157 length: 31'\n",
            "'>>> Review 11158 length: 95'\n",
            "'>>> Review 11159 length: 33'\n",
            "'>>> Review 11160 length: 150'\n",
            "'>>> Review 11161 length: 31'\n",
            "'>>> Review 11162 length: 92'\n",
            "'>>> Review 11163 length: 37'\n",
            "'>>> Review 11164 length: 155'\n",
            "'>>> Review 11165 length: 31'\n",
            "'>>> Review 11166 length: 90'\n",
            "'>>> Review 11167 length: 32'\n",
            "'>>> Review 11168 length: 153'\n",
            "'>>> Review 11169 length: 30'\n",
            "'>>> Review 11170 length: 92'\n",
            "'>>> Review 11171 length: 37'\n",
            "'>>> Review 11172 length: 152'\n",
            "'>>> Review 11173 length: 32'\n",
            "'>>> Review 11174 length: 17'\n",
            "'>>> Review 11175 length: 16'\n",
            "'>>> Review 11176 length: 32'\n",
            "'>>> Review 11177 length: 31'\n",
            "'>>> Review 11178 length: 30'\n",
            "'>>> Review 11179 length: 17'\n",
            "'>>> Review 11180 length: 15'\n",
            "'>>> Review 11181 length: 31'\n",
            "'>>> Review 11182 length: 34'\n",
            "'>>> Review 11183 length: 33'\n",
            "'>>> Review 11184 length: 17'\n",
            "'>>> Review 11185 length: 19'\n",
            "'>>> Review 11186 length: 31'\n",
            "'>>> Review 11187 length: 30'\n",
            "'>>> Review 11188 length: 32'\n",
            "'>>> Review 11189 length: 18'\n",
            "'>>> Review 11190 length: 17'\n",
            "'>>> Review 11191 length: 36'\n",
            "'>>> Review 11192 length: 35'\n",
            "'>>> Review 11193 length: 33'\n",
            "'>>> Review 11194 length: 16'\n",
            "'>>> Review 11195 length: 17'\n",
            "'>>> Review 11196 length: 32'\n",
            "'>>> Review 11197 length: 31'\n",
            "'>>> Review 11198 length: 30'\n",
            "'>>> Review 11199 length: 19'\n",
            "'>>> Review 11200 length: 17'\n",
            "'>>> Review 11201 length: 33'\n",
            "'>>> Review 11202 length: 32'\n",
            "'>>> Review 11203 length: 32'\n",
            "'>>> Review 11204 length: 18'\n",
            "'>>> Review 11205 length: 18'\n",
            "'>>> Review 11206 length: 30'\n",
            "'>>> Review 11207 length: 35'\n",
            "'>>> Review 11208 length: 31'\n",
            "'>>> Review 11209 length: 19'\n",
            "'>>> Review 11210 length: 18'\n",
            "'>>> Review 11211 length: 33'\n",
            "'>>> Review 11212 length: 31'\n",
            "'>>> Review 11213 length: 30'\n",
            "'>>> Review 11214 length: 17'\n",
            "'>>> Review 11215 length: 17'\n",
            "'>>> Review 11216 length: 32'\n",
            "'>>> Review 11217 length: 30'\n",
            "'>>> Review 11218 length: 31'\n",
            "'>>> Review 11219 length: 18'\n",
            "'>>> Review 11220 length: 18'\n",
            "'>>> Review 11221 length: 29'\n",
            "'>>> Review 11222 length: 34'\n",
            "'>>> Review 11223 length: 31'\n",
            "'>>> Review 11224 length: 189'\n",
            "'>>> Review 11225 length: 57'\n",
            "'>>> Review 11226 length: 172'\n",
            "'>>> Review 11227 length: 10'\n",
            "'>>> Review 11228 length: 32'\n",
            "'>>> Review 11229 length: 137'\n",
            "'>>> Review 11230 length: 54'\n",
            "'>>> Review 11231 length: 111'\n",
            "'>>> Review 11232 length: 195'\n",
            "'>>> Review 11233 length: 56'\n",
            "'>>> Review 11234 length: 173'\n",
            "'>>> Review 11235 length: 11'\n",
            "'>>> Review 11236 length: 32'\n",
            "'>>> Review 11237 length: 141'\n",
            "'>>> Review 11238 length: 51'\n",
            "'>>> Review 11239 length: 101'\n",
            "'>>> Review 11240 length: 189'\n",
            "'>>> Review 11241 length: 57'\n",
            "'>>> Review 11242 length: 178'\n",
            "'>>> Review 11243 length: 12'\n",
            "'>>> Review 11244 length: 35'\n",
            "'>>> Review 11245 length: 140'\n",
            "'>>> Review 11246 length: 51'\n",
            "'>>> Review 11247 length: 105'\n",
            "'>>> Review 11248 length: 188'\n",
            "'>>> Review 11249 length: 52'\n",
            "'>>> Review 11250 length: 176'\n",
            "'>>> Review 11251 length: 14'\n",
            "'>>> Review 11252 length: 34'\n",
            "'>>> Review 11253 length: 138'\n",
            "'>>> Review 11254 length: 45'\n",
            "'>>> Review 11255 length: 104'\n",
            "'>>> Review 11256 length: 53'\n",
            "'>>> Review 11257 length: 9'\n",
            "'>>> Review 11258 length: 9'\n",
            "'>>> Review 11259 length: 56'\n",
            "'>>> Review 11260 length: 9'\n",
            "'>>> Review 11261 length: 11'\n",
            "'>>> Review 11262 length: 58'\n",
            "'>>> Review 11263 length: 9'\n",
            "'>>> Review 11264 length: 11'\n",
            "'>>> Review 11265 length: 55'\n",
            "'>>> Review 11266 length: 7'\n",
            "'>>> Review 11267 length: 10'\n",
            "'>>> Review 11268 length: 20'\n",
            "'>>> Review 11269 length: 19'\n",
            "'>>> Review 11270 length: 18'\n",
            "'>>> Review 11271 length: 81'\n",
            "'>>> Review 11272 length: 20'\n",
            "'>>> Review 11273 length: 78'\n",
            "'>>> Review 11274 length: 20'\n",
            "'>>> Review 11275 length: 79'\n",
            "'>>> Review 11276 length: 22'\n",
            "'>>> Review 11277 length: 76'\n",
            "'>>> Review 11278 length: 21'\n",
            "'>>> Review 11279 length: 79'\n",
            "'>>> Review 11280 length: 21'\n",
            "'>>> Review 11281 length: 78'\n",
            "'>>> Review 11282 length: 57'\n",
            "'>>> Review 11283 length: 50'\n",
            "'>>> Review 11284 length: 55'\n",
            "'>>> Review 11285 length: 82'\n",
            "'>>> Review 11286 length: 57'\n",
            "'>>> Review 11287 length: 51'\n",
            "'>>> Review 11288 length: 56'\n",
            "'>>> Review 11289 length: 80'\n",
            "'>>> Review 11290 length: 58'\n",
            "'>>> Review 11291 length: 49'\n",
            "'>>> Review 11292 length: 59'\n",
            "'>>> Review 11293 length: 81'\n",
            "'>>> Review 11294 length: 54'\n",
            "'>>> Review 11295 length: 49'\n",
            "'>>> Review 11296 length: 54'\n",
            "'>>> Review 11297 length: 82'\n",
            "'>>> Review 11298 length: 53'\n",
            "'>>> Review 11299 length: 47'\n",
            "'>>> Review 11300 length: 57'\n",
            "'>>> Review 11301 length: 86'\n",
            "'>>> Review 11302 length: 55'\n",
            "'>>> Review 11303 length: 49'\n",
            "'>>> Review 11304 length: 56'\n",
            "'>>> Review 11305 length: 80'\n",
            "'>>> Review 11306 length: 55'\n",
            "'>>> Review 11307 length: 49'\n",
            "'>>> Review 11308 length: 55'\n",
            "'>>> Review 11309 length: 81'\n",
            "'>>> Review 11310 length: 54'\n",
            "'>>> Review 11311 length: 54'\n",
            "'>>> Review 11312 length: 57'\n",
            "'>>> Review 11313 length: 83'\n",
            "'>>> Review 11314 length: 59'\n",
            "'>>> Review 11315 length: 51'\n",
            "'>>> Review 11316 length: 57'\n",
            "'>>> Review 11317 length: 83'\n",
            "'>>> Review 11318 length: 176'\n",
            "'>>> Review 11319 length: 18'\n",
            "'>>> Review 11320 length: 25'\n",
            "'>>> Review 11321 length: 178'\n",
            "'>>> Review 11322 length: 17'\n",
            "'>>> Review 11323 length: 27'\n",
            "'>>> Review 11324 length: 175'\n",
            "'>>> Review 11325 length: 21'\n",
            "'>>> Review 11326 length: 27'\n",
            "'>>> Review 11327 length: 178'\n",
            "'>>> Review 11328 length: 18'\n",
            "'>>> Review 11329 length: 26'\n",
            "'>>> Review 11330 length: 178'\n",
            "'>>> Review 11331 length: 18'\n",
            "'>>> Review 11332 length: 25'\n",
            "'>>> Review 11333 length: 179'\n",
            "'>>> Review 11334 length: 19'\n",
            "'>>> Review 11335 length: 24'\n",
            "'>>> Review 11336 length: 175'\n",
            "'>>> Review 11337 length: 18'\n",
            "'>>> Review 11338 length: 27'\n",
            "'>>> Review 11339 length: 178'\n",
            "'>>> Review 11340 length: 21'\n",
            "'>>> Review 11341 length: 21'\n",
            "'>>> Review 11342 length: 3'\n",
            "'>>> Review 11343 length: 48'\n",
            "'>>> Review 11344 length: 3'\n",
            "'>>> Review 11345 length: 45'\n",
            "'>>> Review 11346 length: 5'\n",
            "'>>> Review 11347 length: 46'\n",
            "'>>> Review 11348 length: 4'\n",
            "'>>> Review 11349 length: 48'\n",
            "'>>> Review 11350 length: 4'\n",
            "'>>> Review 11351 length: 48'\n",
            "'>>> Review 11352 length: 3'\n",
            "'>>> Review 11353 length: 48'\n",
            "'>>> Review 11354 length: 4'\n",
            "'>>> Review 11355 length: 50'\n",
            "'>>> Review 11356 length: 3'\n",
            "'>>> Review 11357 length: 47'\n",
            "'>>> Review 11358 length: 53'\n",
            "'>>> Review 11359 length: 10'\n",
            "'>>> Review 11360 length: 23'\n",
            "'>>> Review 11361 length: 54'\n",
            "'>>> Review 11362 length: 10'\n",
            "'>>> Review 11363 length: 22'\n",
            "'>>> Review 11364 length: 52'\n",
            "'>>> Review 11365 length: 9'\n",
            "'>>> Review 11366 length: 24'\n",
            "'>>> Review 11367 length: 51'\n",
            "'>>> Review 11368 length: 10'\n",
            "'>>> Review 11369 length: 25'\n",
            "'>>> Review 11370 length: 51'\n",
            "'>>> Review 11371 length: 9'\n",
            "'>>> Review 11372 length: 25'\n",
            "'>>> Review 11373 length: 36'\n",
            "'>>> Review 11374 length: 29'\n",
            "'>>> Review 11375 length: 24'\n",
            "'>>> Review 11376 length: 27'\n",
            "'>>> Review 11377 length: 36'\n",
            "'>>> Review 11378 length: 30'\n",
            "'>>> Review 11379 length: 23'\n",
            "'>>> Review 11380 length: 28'\n",
            "'>>> Review 11381 length: 35'\n",
            "'>>> Review 11382 length: 29'\n",
            "'>>> Review 11383 length: 26'\n",
            "'>>> Review 11384 length: 26'\n",
            "'>>> Review 11385 length: 34'\n",
            "'>>> Review 11386 length: 29'\n",
            "'>>> Review 11387 length: 24'\n",
            "'>>> Review 11388 length: 25'\n",
            "'>>> Review 11389 length: 67'\n",
            "'>>> Review 11390 length: 60'\n",
            "'>>> Review 11391 length: 57'\n",
            "'>>> Review 11392 length: 26'\n",
            "'>>> Review 11393 length: 49'\n",
            "'>>> Review 11394 length: 46'\n",
            "'>>> Review 11395 length: 38'\n",
            "'>>> Review 11396 length: 25'\n",
            "'>>> Review 11397 length: 68'\n",
            "'>>> Review 11398 length: 72'\n",
            "'>>> Review 11399 length: 5'\n",
            "'>>> Review 11400 length: 26'\n",
            "'>>> Review 11401 length: 72'\n",
            "'>>> Review 11402 length: 60'\n",
            "'>>> Review 11403 length: 57'\n",
            "'>>> Review 11404 length: 28'\n",
            "'>>> Review 11405 length: 49'\n",
            "'>>> Review 11406 length: 49'\n",
            "'>>> Review 11407 length: 36'\n",
            "'>>> Review 11408 length: 26'\n",
            "'>>> Review 11409 length: 74'\n",
            "'>>> Review 11410 length: 74'\n",
            "'>>> Review 11411 length: 5'\n",
            "'>>> Review 11412 length: 27'\n",
            "'>>> Review 11413 length: 67'\n",
            "'>>> Review 11414 length: 63'\n",
            "'>>> Review 11415 length: 52'\n",
            "'>>> Review 11416 length: 26'\n",
            "'>>> Review 11417 length: 50'\n",
            "'>>> Review 11418 length: 47'\n",
            "'>>> Review 11419 length: 35'\n",
            "'>>> Review 11420 length: 28'\n",
            "'>>> Review 11421 length: 68'\n",
            "'>>> Review 11422 length: 73'\n",
            "'>>> Review 11423 length: 3'\n",
            "'>>> Review 11424 length: 28'\n",
            "'>>> Review 11425 length: 64'\n",
            "'>>> Review 11426 length: 61'\n",
            "'>>> Review 11427 length: 56'\n",
            "'>>> Review 11428 length: 25'\n",
            "'>>> Review 11429 length: 45'\n",
            "'>>> Review 11430 length: 46'\n",
            "'>>> Review 11431 length: 33'\n",
            "'>>> Review 11432 length: 28'\n",
            "'>>> Review 11433 length: 69'\n",
            "'>>> Review 11434 length: 74'\n",
            "'>>> Review 11435 length: 5'\n",
            "'>>> Review 11436 length: 28'\n",
            "'>>> Review 11437 length: 68'\n",
            "'>>> Review 11438 length: 62'\n",
            "'>>> Review 11439 length: 56'\n",
            "'>>> Review 11440 length: 25'\n",
            "'>>> Review 11441 length: 45'\n",
            "'>>> Review 11442 length: 43'\n",
            "'>>> Review 11443 length: 37'\n",
            "'>>> Review 11444 length: 27'\n",
            "'>>> Review 11445 length: 70'\n",
            "'>>> Review 11446 length: 76'\n",
            "'>>> Review 11447 length: 3'\n",
            "'>>> Review 11448 length: 26'\n",
            "'>>> Review 11449 length: 60'\n",
            "'>>> Review 11450 length: 62'\n",
            "'>>> Review 11451 length: 56'\n",
            "'>>> Review 11452 length: 24'\n",
            "'>>> Review 11453 length: 50'\n",
            "'>>> Review 11454 length: 49'\n",
            "'>>> Review 11455 length: 35'\n",
            "'>>> Review 11456 length: 27'\n",
            "'>>> Review 11457 length: 68'\n",
            "'>>> Review 11458 length: 72'\n",
            "'>>> Review 11459 length: 5'\n",
            "'>>> Review 11460 length: 28'\n",
            "'>>> Review 11461 length: 37'\n",
            "'>>> Review 11462 length: 83'\n",
            "'>>> Review 11463 length: 152'\n",
            "'>>> Review 11464 length: 259'\n",
            "'>>> Review 11465 length: 29'\n",
            "'>>> Review 11466 length: 5'\n",
            "'>>> Review 11467 length: 148'\n",
            "'>>> Review 11468 length: 263'\n",
            "'>>> Review 11469 length: 28'\n",
            "'>>> Review 11470 length: 5'\n",
            "'>>> Review 11471 length: 149'\n",
            "'>>> Review 11472 length: 258'\n",
            "'>>> Review 11473 length: 28'\n",
            "'>>> Review 11474 length: 5'\n",
            "'>>> Review 11475 length: 37'\n",
            "'>>> Review 11476 length: 83'\n",
            "'>>> Review 11477 length: 148'\n",
            "'>>> Review 11478 length: 259'\n",
            "'>>> Review 11479 length: 28'\n",
            "'>>> Review 11480 length: 6'\n",
            "'>>> Review 11481 length: 145'\n",
            "'>>> Review 11482 length: 259'\n",
            "'>>> Review 11483 length: 28'\n",
            "'>>> Review 11484 length: 5'\n",
            "'>>> Review 11485 length: 145'\n",
            "'>>> Review 11486 length: 260'\n",
            "'>>> Review 11487 length: 27'\n",
            "'>>> Review 11488 length: 5'\n",
            "'>>> Review 11489 length: 62'\n",
            "'>>> Review 11490 length: 89'\n",
            "'>>> Review 11491 length: 43'\n",
            "'>>> Review 11492 length: 28'\n",
            "'>>> Review 11493 length: 64'\n",
            "'>>> Review 11494 length: 64'\n",
            "'>>> Review 11495 length: 90'\n",
            "'>>> Review 11496 length: 45'\n",
            "'>>> Review 11497 length: 26'\n",
            "'>>> Review 11498 length: 59'\n",
            "'>>> Review 11499 length: 61'\n",
            "'>>> Review 11500 length: 88'\n",
            "'>>> Review 11501 length: 47'\n",
            "'>>> Review 11502 length: 32'\n",
            "'>>> Review 11503 length: 59'\n",
            "'>>> Review 11504 length: 62'\n",
            "'>>> Review 11505 length: 93'\n",
            "'>>> Review 11506 length: 46'\n",
            "'>>> Review 11507 length: 28'\n",
            "'>>> Review 11508 length: 59'\n",
            "'>>> Review 11509 length: 54'\n",
            "'>>> Review 11510 length: 94'\n",
            "'>>> Review 11511 length: 129'\n",
            "'>>> Review 11512 length: 243'\n",
            "'>>> Review 11513 length: 101'\n",
            "'>>> Review 11514 length: 93'\n",
            "'>>> Review 11515 length: 18'\n",
            "'>>> Review 11516 length: 243'\n",
            "'>>> Review 11517 length: 96'\n",
            "'>>> Review 11518 length: 244'\n",
            "'>>> Review 11519 length: 102'\n",
            "'>>> Review 11520 length: 244'\n",
            "'>>> Review 11521 length: 96'\n",
            "'>>> Review 11522 length: 51'\n",
            "'>>> Review 11523 length: 93'\n",
            "'>>> Review 11524 length: 127'\n",
            "'>>> Review 11525 length: 243'\n",
            "'>>> Review 11526 length: 100'\n",
            "'>>> Review 11527 length: 91'\n",
            "'>>> Review 11528 length: 14'\n",
            "'>>> Review 11529 length: 239'\n",
            "'>>> Review 11530 length: 101'\n",
            "'>>> Review 11531 length: 244'\n",
            "'>>> Review 11532 length: 99'\n",
            "'>>> Review 11533 length: 247'\n",
            "'>>> Review 11534 length: 99'\n",
            "'>>> Review 11535 length: 63'\n",
            "'>>> Review 11536 length: 105'\n",
            "'>>> Review 11537 length: 35'\n",
            "'>>> Review 11538 length: 62'\n",
            "'>>> Review 11539 length: 102'\n",
            "'>>> Review 11540 length: 30'\n",
            "'>>> Review 11541 length: 63'\n",
            "'>>> Review 11542 length: 95'\n",
            "'>>> Review 11543 length: 29'\n",
            "'>>> Review 11544 length: 62'\n",
            "'>>> Review 11545 length: 103'\n",
            "'>>> Review 11546 length: 33'\n",
            "'>>> Review 11547 length: 61'\n",
            "'>>> Review 11548 length: 103'\n",
            "'>>> Review 11549 length: 33'\n",
            "'>>> Review 11550 length: 62'\n",
            "'>>> Review 11551 length: 101'\n",
            "'>>> Review 11552 length: 36'\n",
            "'>>> Review 11553 length: 186'\n",
            "'>>> Review 11554 length: 100'\n",
            "'>>> Review 11555 length: 188'\n",
            "'>>> Review 11556 length: 192'\n",
            "'>>> Review 11557 length: 182'\n",
            "'>>> Review 11558 length: 100'\n",
            "'>>> Review 11559 length: 189'\n",
            "'>>> Review 11560 length: 195'\n",
            "'>>> Review 11561 length: 186'\n",
            "'>>> Review 11562 length: 97'\n",
            "'>>> Review 11563 length: 192'\n",
            "'>>> Review 11564 length: 193'\n",
            "'>>> Review 11565 length: 185'\n",
            "'>>> Review 11566 length: 97'\n",
            "'>>> Review 11567 length: 190'\n",
            "'>>> Review 11568 length: 192'\n",
            "'>>> Review 11569 length: 183'\n",
            "'>>> Review 11570 length: 100'\n",
            "'>>> Review 11571 length: 187'\n",
            "'>>> Review 11572 length: 186'\n",
            "'>>> Review 11573 length: 184'\n",
            "'>>> Review 11574 length: 100'\n",
            "'>>> Review 11575 length: 190'\n",
            "'>>> Review 11576 length: 191'\n",
            "'>>> Review 11577 length: 186'\n",
            "'>>> Review 11578 length: 101'\n",
            "'>>> Review 11579 length: 193'\n",
            "'>>> Review 11580 length: 193'\n",
            "'>>> Review 11581 length: 185'\n",
            "'>>> Review 11582 length: 99'\n",
            "'>>> Review 11583 length: 190'\n",
            "'>>> Review 11584 length: 194'\n",
            "'>>> Review 11585 length: 182'\n",
            "'>>> Review 11586 length: 98'\n",
            "'>>> Review 11587 length: 189'\n",
            "'>>> Review 11588 length: 190'\n",
            "'>>> Review 11589 length: 183'\n",
            "'>>> Review 11590 length: 102'\n",
            "'>>> Review 11591 length: 186'\n",
            "'>>> Review 11592 length: 192'\n",
            "'>>> Review 11593 length: 89'\n",
            "'>>> Review 11594 length: 8'\n",
            "'>>> Review 11595 length: 100'\n",
            "'>>> Review 11596 length: 26'\n",
            "'>>> Review 11597 length: 50'\n",
            "'>>> Review 11598 length: 84'\n",
            "'>>> Review 11599 length: 8'\n",
            "'>>> Review 11600 length: 105'\n",
            "'>>> Review 11601 length: 27'\n",
            "'>>> Review 11602 length: 46'\n",
            "'>>> Review 11603 length: 85'\n",
            "'>>> Review 11604 length: 5'\n",
            "'>>> Review 11605 length: 102'\n",
            "'>>> Review 11606 length: 29'\n",
            "'>>> Review 11607 length: 50'\n",
            "'>>> Review 11608 length: 89'\n",
            "'>>> Review 11609 length: 11'\n",
            "'>>> Review 11610 length: 100'\n",
            "'>>> Review 11611 length: 27'\n",
            "'>>> Review 11612 length: 48'\n",
            "'>>> Review 11613 length: 89'\n",
            "'>>> Review 11614 length: 6'\n",
            "'>>> Review 11615 length: 99'\n",
            "'>>> Review 11616 length: 26'\n",
            "'>>> Review 11617 length: 48'\n",
            "'>>> Review 11618 length: 83'\n",
            "'>>> Review 11619 length: 10'\n",
            "'>>> Review 11620 length: 104'\n",
            "'>>> Review 11621 length: 28'\n",
            "'>>> Review 11622 length: 46'\n",
            "'>>> Review 11623 length: 91'\n",
            "'>>> Review 11624 length: 5'\n",
            "'>>> Review 11625 length: 103'\n",
            "'>>> Review 11626 length: 29'\n",
            "'>>> Review 11627 length: 49'\n",
            "'>>> Review 11628 length: 93'\n",
            "'>>> Review 11629 length: 8'\n",
            "'>>> Review 11630 length: 102'\n",
            "'>>> Review 11631 length: 28'\n",
            "'>>> Review 11632 length: 50'\n",
            "'>>> Review 11633 length: 123'\n",
            "'>>> Review 11634 length: 51'\n",
            "'>>> Review 11635 length: 119'\n",
            "'>>> Review 11636 length: 326'\n",
            "'>>> Review 11637 length: 80'\n",
            "'>>> Review 11638 length: 99'\n",
            "'>>> Review 11639 length: 91'\n",
            "'>>> Review 11640 length: 119'\n",
            "'>>> Review 11641 length: 54'\n",
            "'>>> Review 11642 length: 121'\n",
            "'>>> Review 11643 length: 118'\n",
            "'>>> Review 11644 length: 51'\n",
            "'>>> Review 11645 length: 118'\n",
            "'>>> Review 11646 length: 119'\n",
            "'>>> Review 11647 length: 56'\n",
            "'>>> Review 11648 length: 120'\n",
            "'>>> Review 11649 length: 119'\n",
            "'>>> Review 11650 length: 56'\n",
            "'>>> Review 11651 length: 121'\n",
            "'>>> Review 11652 length: 119'\n",
            "'>>> Review 11653 length: 54'\n",
            "'>>> Review 11654 length: 115'\n",
            "'>>> Review 11655 length: 122'\n",
            "'>>> Review 11656 length: 56'\n",
            "'>>> Review 11657 length: 120'\n",
            "'>>> Review 11658 length: 116'\n",
            "'>>> Review 11659 length: 57'\n",
            "'>>> Review 11660 length: 116'\n",
            "'>>> Review 11661 length: 121'\n",
            "'>>> Review 11662 length: 54'\n",
            "'>>> Review 11663 length: 119'\n",
            "'>>> Review 11664 length: 123'\n",
            "'>>> Review 11665 length: 50'\n",
            "'>>> Review 11666 length: 121'\n",
            "'>>> Review 11667 length: 121'\n",
            "'>>> Review 11668 length: 56'\n",
            "'>>> Review 11669 length: 118'\n",
            "'>>> Review 11670 length: 116'\n",
            "'>>> Review 11671 length: 59'\n",
            "'>>> Review 11672 length: 116'\n",
            "'>>> Review 11673 length: 120'\n",
            "'>>> Review 11674 length: 50'\n",
            "'>>> Review 11675 length: 119'\n",
            "'>>> Review 11676 length: 120'\n",
            "'>>> Review 11677 length: 52'\n",
            "'>>> Review 11678 length: 121'\n",
            "'>>> Review 11679 length: 119'\n",
            "'>>> Review 11680 length: 56'\n",
            "'>>> Review 11681 length: 122'\n",
            "'>>> Review 11682 length: 116'\n",
            "'>>> Review 11683 length: 55'\n",
            "'>>> Review 11684 length: 119'\n",
            "'>>> Review 11685 length: 119'\n",
            "'>>> Review 11686 length: 49'\n",
            "'>>> Review 11687 length: 123'\n",
            "'>>> Review 11688 length: 49'\n",
            "'>>> Review 11689 length: 72'\n",
            "'>>> Review 11690 length: 71'\n",
            "'>>> Review 11691 length: 100'\n",
            "'>>> Review 11692 length: 198'\n",
            "'>>> Review 11693 length: 50'\n",
            "'>>> Review 11694 length: 79'\n",
            "'>>> Review 11695 length: 70'\n",
            "'>>> Review 11696 length: 104'\n",
            "'>>> Review 11697 length: 197'\n",
            "'>>> Review 11698 length: 51'\n",
            "'>>> Review 11699 length: 72'\n",
            "'>>> Review 11700 length: 68'\n",
            "'>>> Review 11701 length: 100'\n",
            "'>>> Review 11702 length: 198'\n",
            "'>>> Review 11703 length: 51'\n",
            "'>>> Review 11704 length: 76'\n",
            "'>>> Review 11705 length: 70'\n",
            "'>>> Review 11706 length: 103'\n",
            "'>>> Review 11707 length: 193'\n",
            "'>>> Review 11708 length: 52'\n",
            "'>>> Review 11709 length: 75'\n",
            "'>>> Review 11710 length: 69'\n",
            "'>>> Review 11711 length: 103'\n",
            "'>>> Review 11712 length: 193'\n",
            "'>>> Review 11713 length: 147'\n",
            "'>>> Review 11714 length: 86'\n",
            "'>>> Review 11715 length: 37'\n",
            "'>>> Review 11716 length: 144'\n",
            "'>>> Review 11717 length: 90'\n",
            "'>>> Review 11718 length: 38'\n",
            "'>>> Review 11719 length: 144'\n",
            "'>>> Review 11720 length: 87'\n",
            "'>>> Review 11721 length: 34'\n",
            "'>>> Review 11722 length: 147'\n",
            "'>>> Review 11723 length: 91'\n",
            "'>>> Review 11724 length: 35'\n",
            "'>>> Review 11725 length: 145'\n",
            "'>>> Review 11726 length: 91'\n",
            "'>>> Review 11727 length: 35'\n",
            "'>>> Review 11728 length: 145'\n",
            "'>>> Review 11729 length: 91'\n",
            "'>>> Review 11730 length: 39'\n",
            "'>>> Review 11731 length: 141'\n",
            "'>>> Review 11732 length: 91'\n",
            "'>>> Review 11733 length: 34'\n",
            "'>>> Review 11734 length: 144'\n",
            "'>>> Review 11735 length: 83'\n",
            "'>>> Review 11736 length: 35'\n",
            "'>>> Review 11737 length: 147'\n",
            "'>>> Review 11738 length: 88'\n",
            "'>>> Review 11739 length: 38'\n",
            "'>>> Review 11740 length: 144'\n",
            "'>>> Review 11741 length: 88'\n",
            "'>>> Review 11742 length: 34'\n",
            "'>>> Review 11743 length: 127'\n",
            "'>>> Review 11744 length: 91'\n",
            "'>>> Review 11745 length: 96'\n",
            "'>>> Review 11746 length: 91'\n",
            "'>>> Review 11747 length: 28'\n",
            "'>>> Review 11748 length: 76'\n",
            "'>>> Review 11749 length: 93'\n",
            "'>>> Review 11750 length: 76'\n",
            "'>>> Review 11751 length: 94'\n",
            "'>>> Review 11752 length: 69'\n",
            "'>>> Review 11753 length: 71'\n",
            "'>>> Review 11754 length: 124'\n",
            "'>>> Review 11755 length: 92'\n",
            "'>>> Review 11756 length: 95'\n",
            "'>>> Review 11757 length: 92'\n",
            "'>>> Review 11758 length: 25'\n",
            "'>>> Review 11759 length: 79'\n",
            "'>>> Review 11760 length: 86'\n",
            "'>>> Review 11761 length: 73'\n",
            "'>>> Review 11762 length: 89'\n",
            "'>>> Review 11763 length: 65'\n",
            "'>>> Review 11764 length: 72'\n",
            "'>>> Review 11765 length: 130'\n",
            "'>>> Review 11766 length: 92'\n",
            "'>>> Review 11767 length: 98'\n",
            "'>>> Review 11768 length: 97'\n",
            "'>>> Review 11769 length: 32'\n",
            "'>>> Review 11770 length: 75'\n",
            "'>>> Review 11771 length: 91'\n",
            "'>>> Review 11772 length: 79'\n",
            "'>>> Review 11773 length: 93'\n",
            "'>>> Review 11774 length: 65'\n",
            "'>>> Review 11775 length: 70'\n",
            "'>>> Review 11776 length: 166'\n",
            "'>>> Review 11777 length: 65'\n",
            "'>>> Review 11778 length: 74'\n",
            "'>>> Review 11779 length: 150'\n",
            "'>>> Review 11780 length: 118'\n",
            "'>>> Review 11781 length: 95'\n",
            "'>>> Review 11782 length: 108'\n",
            "'>>> Review 11783 length: 164'\n",
            "'>>> Review 11784 length: 60'\n",
            "'>>> Review 11785 length: 76'\n",
            "'>>> Review 11786 length: 154'\n",
            "'>>> Review 11787 length: 114'\n",
            "'>>> Review 11788 length: 94'\n",
            "'>>> Review 11789 length: 117'\n",
            "'>>> Review 11790 length: 165'\n",
            "'>>> Review 11791 length: 59'\n",
            "'>>> Review 11792 length: 74'\n",
            "'>>> Review 11793 length: 156'\n",
            "'>>> Review 11794 length: 115'\n",
            "'>>> Review 11795 length: 98'\n",
            "'>>> Review 11796 length: 114'\n",
            "'>>> Review 11797 length: 169'\n",
            "'>>> Review 11798 length: 63'\n",
            "'>>> Review 11799 length: 77'\n",
            "'>>> Review 11800 length: 154'\n",
            "'>>> Review 11801 length: 115'\n",
            "'>>> Review 11802 length: 95'\n",
            "'>>> Review 11803 length: 112'\n",
            "'>>> Review 11804 length: 167'\n",
            "'>>> Review 11805 length: 60'\n",
            "'>>> Review 11806 length: 78'\n",
            "'>>> Review 11807 length: 156'\n",
            "'>>> Review 11808 length: 112'\n",
            "'>>> Review 11809 length: 98'\n",
            "'>>> Review 11810 length: 112'\n",
            "'>>> Review 11811 length: 165'\n",
            "'>>> Review 11812 length: 60'\n",
            "'>>> Review 11813 length: 80'\n",
            "'>>> Review 11814 length: 152'\n",
            "'>>> Review 11815 length: 115'\n",
            "'>>> Review 11816 length: 99'\n",
            "'>>> Review 11817 length: 112'\n",
            "'>>> Review 11818 length: 50'\n",
            "'>>> Review 11819 length: 132'\n",
            "'>>> Review 11820 length: 39'\n",
            "'>>> Review 11821 length: 101'\n",
            "'>>> Review 11822 length: 51'\n",
            "'>>> Review 11823 length: 130'\n",
            "'>>> Review 11824 length: 40'\n",
            "'>>> Review 11825 length: 106'\n",
            "'>>> Review 11826 length: 53'\n",
            "'>>> Review 11827 length: 131'\n",
            "'>>> Review 11828 length: 39'\n",
            "'>>> Review 11829 length: 106'\n",
            "'>>> Review 11830 length: 51'\n",
            "'>>> Review 11831 length: 133'\n",
            "'>>> Review 11832 length: 41'\n",
            "'>>> Review 11833 length: 105'\n",
            "'>>> Review 11834 length: 52'\n",
            "'>>> Review 11835 length: 135'\n",
            "'>>> Review 11836 length: 38'\n",
            "'>>> Review 11837 length: 101'\n",
            "'>>> Review 11838 length: 53'\n",
            "'>>> Review 11839 length: 135'\n",
            "'>>> Review 11840 length: 43'\n",
            "'>>> Review 11841 length: 103'\n",
            "'>>> Review 11842 length: 49'\n",
            "'>>> Review 11843 length: 131'\n",
            "'>>> Review 11844 length: 41'\n",
            "'>>> Review 11845 length: 104'\n",
            "'>>> Review 11846 length: 54'\n",
            "'>>> Review 11847 length: 134'\n",
            "'>>> Review 11848 length: 38'\n",
            "'>>> Review 11849 length: 103'\n",
            "'>>> Review 11850 length: 29'\n",
            "'>>> Review 11851 length: 61'\n",
            "'>>> Review 11852 length: 86'\n",
            "'>>> Review 11853 length: 135'\n",
            "'>>> Review 11854 length: 34'\n",
            "'>>> Review 11855 length: 27'\n",
            "'>>> Review 11856 length: 55'\n",
            "'>>> Review 11857 length: 90'\n",
            "'>>> Review 11858 length: 134'\n",
            "'>>> Review 11859 length: 40'\n",
            "'>>> Review 11860 length: 28'\n",
            "'>>> Review 11861 length: 62'\n",
            "'>>> Review 11862 length: 87'\n",
            "'>>> Review 11863 length: 127'\n",
            "'>>> Review 11864 length: 41'\n",
            "'>>> Review 11865 length: 28'\n",
            "'>>> Review 11866 length: 62'\n",
            "'>>> Review 11867 length: 86'\n",
            "'>>> Review 11868 length: 134'\n",
            "'>>> Review 11869 length: 40'\n",
            "'>>> Review 11870 length: 90'\n",
            "'>>> Review 11871 length: 39'\n",
            "'>>> Review 11872 length: 152'\n",
            "'>>> Review 11873 length: 30'\n",
            "'>>> Review 11874 length: 89'\n",
            "'>>> Review 11875 length: 33'\n",
            "'>>> Review 11876 length: 151'\n",
            "'>>> Review 11877 length: 32'\n",
            "'>>> Review 11878 length: 89'\n",
            "'>>> Review 11879 length: 36'\n",
            "'>>> Review 11880 length: 150'\n",
            "'>>> Review 11881 length: 30'\n",
            "'>>> Review 11882 length: 93'\n",
            "'>>> Review 11883 length: 39'\n",
            "'>>> Review 11884 length: 154'\n",
            "'>>> Review 11885 length: 32'\n",
            "'>>> Review 11886 length: 91'\n",
            "'>>> Review 11887 length: 36'\n",
            "'>>> Review 11888 length: 156'\n",
            "'>>> Review 11889 length: 28'\n",
            "'>>> Review 11890 length: 92'\n",
            "'>>> Review 11891 length: 33'\n",
            "'>>> Review 11892 length: 155'\n",
            "'>>> Review 11893 length: 32'\n",
            "'>>> Review 11894 length: 88'\n",
            "'>>> Review 11895 length: 37'\n",
            "'>>> Review 11896 length: 151'\n",
            "'>>> Review 11897 length: 27'\n",
            "'>>> Review 11898 length: 89'\n",
            "'>>> Review 11899 length: 32'\n",
            "'>>> Review 11900 length: 159'\n",
            "'>>> Review 11901 length: 28'\n",
            "'>>> Review 11902 length: 17'\n",
            "'>>> Review 11903 length: 18'\n",
            "'>>> Review 11904 length: 33'\n",
            "'>>> Review 11905 length: 33'\n",
            "'>>> Review 11906 length: 28'\n",
            "'>>> Review 11907 length: 16'\n",
            "'>>> Review 11908 length: 16'\n",
            "'>>> Review 11909 length: 31'\n",
            "'>>> Review 11910 length: 35'\n",
            "'>>> Review 11911 length: 31'\n",
            "'>>> Review 11912 length: 17'\n",
            "'>>> Review 11913 length: 17'\n",
            "'>>> Review 11914 length: 34'\n",
            "'>>> Review 11915 length: 33'\n",
            "'>>> Review 11916 length: 31'\n",
            "'>>> Review 11917 length: 20'\n",
            "'>>> Review 11918 length: 16'\n",
            "'>>> Review 11919 length: 32'\n",
            "'>>> Review 11920 length: 33'\n",
            "'>>> Review 11921 length: 31'\n",
            "'>>> Review 11922 length: 18'\n",
            "'>>> Review 11923 length: 17'\n",
            "'>>> Review 11924 length: 35'\n",
            "'>>> Review 11925 length: 35'\n",
            "'>>> Review 11926 length: 33'\n",
            "'>>> Review 11927 length: 18'\n",
            "'>>> Review 11928 length: 17'\n",
            "'>>> Review 11929 length: 32'\n",
            "'>>> Review 11930 length: 34'\n",
            "'>>> Review 11931 length: 30'\n",
            "'>>> Review 11932 length: 17'\n",
            "'>>> Review 11933 length: 16'\n",
            "'>>> Review 11934 length: 30'\n",
            "'>>> Review 11935 length: 34'\n",
            "'>>> Review 11936 length: 31'\n",
            "'>>> Review 11937 length: 16'\n",
            "'>>> Review 11938 length: 19'\n",
            "'>>> Review 11939 length: 29'\n",
            "'>>> Review 11940 length: 34'\n",
            "'>>> Review 11941 length: 30'\n",
            "'>>> Review 11942 length: 17'\n",
            "'>>> Review 11943 length: 18'\n",
            "'>>> Review 11944 length: 35'\n",
            "'>>> Review 11945 length: 33'\n",
            "'>>> Review 11946 length: 29'\n",
            "'>>> Review 11947 length: 18'\n",
            "'>>> Review 11948 length: 17'\n",
            "'>>> Review 11949 length: 33'\n",
            "'>>> Review 11950 length: 29'\n",
            "'>>> Review 11951 length: 32'\n",
            "'>>> Review 11952 length: 188'\n",
            "'>>> Review 11953 length: 54'\n",
            "'>>> Review 11954 length: 173'\n",
            "'>>> Review 11955 length: 9'\n",
            "'>>> Review 11956 length: 34'\n",
            "'>>> Review 11957 length: 139'\n",
            "'>>> Review 11958 length: 50'\n",
            "'>>> Review 11959 length: 105'\n",
            "'>>> Review 11960 length: 188'\n",
            "'>>> Review 11961 length: 60'\n",
            "'>>> Review 11962 length: 173'\n",
            "'>>> Review 11963 length: 11'\n",
            "'>>> Review 11964 length: 33'\n",
            "'>>> Review 11965 length: 137'\n",
            "'>>> Review 11966 length: 51'\n",
            "'>>> Review 11967 length: 107'\n",
            "'>>> Review 11968 length: 189'\n",
            "'>>> Review 11969 length: 60'\n",
            "'>>> Review 11970 length: 173'\n",
            "'>>> Review 11971 length: 11'\n",
            "'>>> Review 11972 length: 33'\n",
            "'>>> Review 11973 length: 138'\n",
            "'>>> Review 11974 length: 48'\n",
            "'>>> Review 11975 length: 107'\n",
            "'>>> Review 11976 length: 190'\n",
            "'>>> Review 11977 length: 58'\n",
            "'>>> Review 11978 length: 171'\n",
            "'>>> Review 11979 length: 10'\n",
            "'>>> Review 11980 length: 32'\n",
            "'>>> Review 11981 length: 137'\n",
            "'>>> Review 11982 length: 48'\n",
            "'>>> Review 11983 length: 108'\n",
            "'>>> Review 11984 length: 57'\n",
            "'>>> Review 11985 length: 9'\n",
            "'>>> Review 11986 length: 12'\n",
            "'>>> Review 11987 length: 58'\n",
            "'>>> Review 11988 length: 8'\n",
            "'>>> Review 11989 length: 11'\n",
            "'>>> Review 11990 length: 57'\n",
            "'>>> Review 11991 length: 10'\n",
            "'>>> Review 11992 length: 11'\n",
            "'>>> Review 11993 length: 58'\n",
            "'>>> Review 11994 length: 8'\n",
            "'>>> Review 11995 length: 9'\n",
            "'>>> Review 11996 length: 19'\n",
            "'>>> Review 11997 length: 19'\n",
            "'>>> Review 11998 length: 20'\n",
            "'>>> Review 11999 length: 77'\n",
            "'>>> Review 12000 length: 17'\n",
            "'>>> Review 12001 length: 77'\n",
            "'>>> Review 12002 length: 19'\n",
            "'>>> Review 12003 length: 81'\n",
            "'>>> Review 12004 length: 20'\n",
            "'>>> Review 12005 length: 80'\n",
            "'>>> Review 12006 length: 18'\n",
            "'>>> Review 12007 length: 80'\n",
            "'>>> Review 12008 length: 20'\n",
            "'>>> Review 12009 length: 78'\n",
            "'>>> Review 12010 length: 58'\n",
            "'>>> Review 12011 length: 52'\n",
            "'>>> Review 12012 length: 56'\n",
            "'>>> Review 12013 length: 83'\n",
            "'>>> Review 12014 length: 54'\n",
            "'>>> Review 12015 length: 46'\n",
            "'>>> Review 12016 length: 55'\n",
            "'>>> Review 12017 length: 77'\n",
            "'>>> Review 12018 length: 54'\n",
            "'>>> Review 12019 length: 51'\n",
            "'>>> Review 12020 length: 56'\n",
            "'>>> Review 12021 length: 82'\n",
            "'>>> Review 12022 length: 56'\n",
            "'>>> Review 12023 length: 53'\n",
            "'>>> Review 12024 length: 54'\n",
            "'>>> Review 12025 length: 82'\n",
            "'>>> Review 12026 length: 55'\n",
            "'>>> Review 12027 length: 53'\n",
            "'>>> Review 12028 length: 55'\n",
            "'>>> Review 12029 length: 85'\n",
            "'>>> Review 12030 length: 58'\n",
            "'>>> Review 12031 length: 52'\n",
            "'>>> Review 12032 length: 60'\n",
            "'>>> Review 12033 length: 81'\n",
            "'>>> Review 12034 length: 55'\n",
            "'>>> Review 12035 length: 48'\n",
            "'>>> Review 12036 length: 54'\n",
            "'>>> Review 12037 length: 84'\n",
            "'>>> Review 12038 length: 56'\n",
            "'>>> Review 12039 length: 49'\n",
            "'>>> Review 12040 length: 55'\n",
            "'>>> Review 12041 length: 82'\n",
            "'>>> Review 12042 length: 60'\n",
            "'>>> Review 12043 length: 51'\n",
            "'>>> Review 12044 length: 56'\n",
            "'>>> Review 12045 length: 85'\n",
            "'>>> Review 12046 length: 182'\n",
            "'>>> Review 12047 length: 19'\n",
            "'>>> Review 12048 length: 23'\n",
            "'>>> Review 12049 length: 179'\n",
            "'>>> Review 12050 length: 21'\n",
            "'>>> Review 12051 length: 26'\n",
            "'>>> Review 12052 length: 179'\n",
            "'>>> Review 12053 length: 22'\n",
            "'>>> Review 12054 length: 24'\n",
            "'>>> Review 12055 length: 175'\n",
            "'>>> Review 12056 length: 20'\n",
            "'>>> Review 12057 length: 25'\n",
            "'>>> Review 12058 length: 180'\n",
            "'>>> Review 12059 length: 19'\n",
            "'>>> Review 12060 length: 24'\n",
            "'>>> Review 12061 length: 181'\n",
            "'>>> Review 12062 length: 19'\n",
            "'>>> Review 12063 length: 24'\n",
            "'>>> Review 12064 length: 178'\n",
            "'>>> Review 12065 length: 20'\n",
            "'>>> Review 12066 length: 26'\n",
            "'>>> Review 12067 length: 180'\n",
            "'>>> Review 12068 length: 20'\n",
            "'>>> Review 12069 length: 25'\n",
            "'>>> Review 12070 length: 4'\n",
            "'>>> Review 12071 length: 47'\n",
            "'>>> Review 12072 length: 4'\n",
            "'>>> Review 12073 length: 48'\n",
            "'>>> Review 12074 length: 3'\n",
            "'>>> Review 12075 length: 47'\n",
            "'>>> Review 12076 length: 3'\n",
            "'>>> Review 12077 length: 50'\n",
            "'>>> Review 12078 length: 4'\n",
            "'>>> Review 12079 length: 44'\n",
            "'>>> Review 12080 length: 5'\n",
            "'>>> Review 12081 length: 46'\n",
            "'>>> Review 12082 length: 4'\n",
            "'>>> Review 12083 length: 47'\n",
            "'>>> Review 12084 length: 4'\n",
            "'>>> Review 12085 length: 48'\n",
            "'>>> Review 12086 length: 52'\n",
            "'>>> Review 12087 length: 11'\n",
            "'>>> Review 12088 length: 24'\n",
            "'>>> Review 12089 length: 52'\n",
            "'>>> Review 12090 length: 10'\n",
            "'>>> Review 12091 length: 26'\n",
            "'>>> Review 12092 length: 50'\n",
            "'>>> Review 12093 length: 9'\n",
            "'>>> Review 12094 length: 24'\n",
            "'>>> Review 12095 length: 54'\n",
            "'>>> Review 12096 length: 9'\n",
            "'>>> Review 12097 length: 26'\n",
            "'>>> Review 12098 length: 50'\n",
            "'>>> Review 12099 length: 9'\n",
            "'>>> Review 12100 length: 24'\n",
            "'>>> Review 12101 length: 37'\n",
            "'>>> Review 12102 length: 30'\n",
            "'>>> Review 12103 length: 24'\n",
            "'>>> Review 12104 length: 27'\n",
            "'>>> Review 12105 length: 37'\n",
            "'>>> Review 12106 length: 29'\n",
            "'>>> Review 12107 length: 25'\n",
            "'>>> Review 12108 length: 27'\n",
            "'>>> Review 12109 length: 37'\n",
            "'>>> Review 12110 length: 29'\n",
            "'>>> Review 12111 length: 25'\n",
            "'>>> Review 12112 length: 28'\n",
            "'>>> Review 12113 length: 39'\n",
            "'>>> Review 12114 length: 30'\n",
            "'>>> Review 12115 length: 24'\n",
            "'>>> Review 12116 length: 27'\n",
            "'>>> Review 12117 length: 69'\n",
            "'>>> Review 12118 length: 62'\n",
            "'>>> Review 12119 length: 54'\n",
            "'>>> Review 12120 length: 26'\n",
            "'>>> Review 12121 length: 49'\n",
            "'>>> Review 12122 length: 43'\n",
            "'>>> Review 12123 length: 37'\n",
            "'>>> Review 12124 length: 28'\n",
            "'>>> Review 12125 length: 70'\n",
            "'>>> Review 12126 length: 73'\n",
            "'>>> Review 12127 length: 3'\n",
            "'>>> Review 12128 length: 29'\n",
            "'>>> Review 12129 length: 69'\n",
            "'>>> Review 12130 length: 59'\n",
            "'>>> Review 12131 length: 60'\n",
            "'>>> Review 12132 length: 27'\n",
            "'>>> Review 12133 length: 44'\n",
            "'>>> Review 12134 length: 50'\n",
            "'>>> Review 12135 length: 31'\n",
            "'>>> Review 12136 length: 27'\n",
            "'>>> Review 12137 length: 67'\n",
            "'>>> Review 12138 length: 74'\n",
            "'>>> Review 12139 length: 3'\n",
            "'>>> Review 12140 length: 28'\n",
            "'>>> Review 12141 length: 67'\n",
            "'>>> Review 12142 length: 62'\n",
            "'>>> Review 12143 length: 57'\n",
            "'>>> Review 12144 length: 27'\n",
            "'>>> Review 12145 length: 48'\n",
            "'>>> Review 12146 length: 48'\n",
            "'>>> Review 12147 length: 34'\n",
            "'>>> Review 12148 length: 29'\n",
            "'>>> Review 12149 length: 69'\n",
            "'>>> Review 12150 length: 74'\n",
            "'>>> Review 12151 length: 4'\n",
            "'>>> Review 12152 length: 27'\n",
            "'>>> Review 12153 length: 69'\n",
            "'>>> Review 12154 length: 64'\n",
            "'>>> Review 12155 length: 59'\n",
            "'>>> Review 12156 length: 28'\n",
            "'>>> Review 12157 length: 49'\n",
            "'>>> Review 12158 length: 45'\n",
            "'>>> Review 12159 length: 36'\n",
            "'>>> Review 12160 length: 26'\n",
            "'>>> Review 12161 length: 64'\n",
            "'>>> Review 12162 length: 72'\n",
            "'>>> Review 12163 length: 3'\n",
            "'>>> Review 12164 length: 26'\n",
            "'>>> Review 12165 length: 73'\n",
            "'>>> Review 12166 length: 59'\n",
            "'>>> Review 12167 length: 58'\n",
            "'>>> Review 12168 length: 29'\n",
            "'>>> Review 12169 length: 48'\n",
            "'>>> Review 12170 length: 47'\n",
            "'>>> Review 12171 length: 35'\n",
            "'>>> Review 12172 length: 28'\n",
            "'>>> Review 12173 length: 70'\n",
            "'>>> Review 12174 length: 71'\n",
            "'>>> Review 12175 length: 5'\n",
            "'>>> Review 12176 length: 28'\n",
            "'>>> Review 12177 length: 69'\n",
            "'>>> Review 12178 length: 58'\n",
            "'>>> Review 12179 length: 59'\n",
            "'>>> Review 12180 length: 29'\n",
            "'>>> Review 12181 length: 45'\n",
            "'>>> Review 12182 length: 44'\n",
            "'>>> Review 12183 length: 36'\n",
            "'>>> Review 12184 length: 30'\n",
            "'>>> Review 12185 length: 66'\n",
            "'>>> Review 12186 length: 72'\n",
            "'>>> Review 12187 length: 5'\n",
            "'>>> Review 12188 length: 28'\n",
            "'>>> Review 12189 length: 38'\n",
            "'>>> Review 12190 length: 84'\n",
            "'>>> Review 12191 length: 150'\n",
            "'>>> Review 12192 length: 258'\n",
            "'>>> Review 12193 length: 26'\n",
            "'>>> Review 12194 length: 5'\n",
            "'>>> Review 12195 length: 144'\n",
            "'>>> Review 12196 length: 258'\n",
            "'>>> Review 12197 length: 25'\n",
            "'>>> Review 12198 length: 5'\n",
            "'>>> Review 12199 length: 150'\n",
            "'>>> Review 12200 length: 261'\n",
            "'>>> Review 12201 length: 28'\n",
            "'>>> Review 12202 length: 6'\n",
            "'>>> Review 12203 length: 39'\n",
            "'>>> Review 12204 length: 83'\n",
            "'>>> Review 12205 length: 152'\n",
            "'>>> Review 12206 length: 260'\n",
            "'>>> Review 12207 length: 28'\n",
            "'>>> Review 12208 length: 5'\n",
            "'>>> Review 12209 length: 149'\n",
            "'>>> Review 12210 length: 262'\n",
            "'>>> Review 12211 length: 30'\n",
            "'>>> Review 12212 length: 5'\n",
            "'>>> Review 12213 length: 150'\n",
            "'>>> Review 12214 length: 259'\n",
            "'>>> Review 12215 length: 28'\n",
            "'>>> Review 12216 length: 5'\n",
            "'>>> Review 12217 length: 62'\n",
            "'>>> Review 12218 length: 88'\n",
            "'>>> Review 12219 length: 45'\n",
            "'>>> Review 12220 length: 28'\n",
            "'>>> Review 12221 length: 62'\n",
            "'>>> Review 12222 length: 65'\n",
            "'>>> Review 12223 length: 92'\n",
            "'>>> Review 12224 length: 45'\n",
            "'>>> Review 12225 length: 29'\n",
            "'>>> Review 12226 length: 64'\n",
            "'>>> Review 12227 length: 62'\n",
            "'>>> Review 12228 length: 90'\n",
            "'>>> Review 12229 length: 50'\n",
            "'>>> Review 12230 length: 28'\n",
            "'>>> Review 12231 length: 60'\n",
            "'>>> Review 12232 length: 61'\n",
            "'>>> Review 12233 length: 94'\n",
            "'>>> Review 12234 length: 46'\n",
            "'>>> Review 12235 length: 30'\n",
            "'>>> Review 12236 length: 56'\n",
            "'>>> Review 12237 length: 55'\n",
            "'>>> Review 12238 length: 99'\n",
            "'>>> Review 12239 length: 126'\n",
            "'>>> Review 12240 length: 244'\n",
            "'>>> Review 12241 length: 99'\n",
            "'>>> Review 12242 length: 89'\n",
            "'>>> Review 12243 length: 18'\n",
            "'>>> Review 12244 length: 240'\n",
            "'>>> Review 12245 length: 96'\n",
            "'>>> Review 12246 length: 244'\n",
            "'>>> Review 12247 length: 105'\n",
            "'>>> Review 12248 length: 245'\n",
            "'>>> Review 12249 length: 100'\n",
            "'>>> Review 12250 length: 58'\n",
            "'>>> Review 12251 length: 99'\n",
            "'>>> Review 12252 length: 124'\n",
            "'>>> Review 12253 length: 239'\n",
            "'>>> Review 12254 length: 101'\n",
            "'>>> Review 12255 length: 91'\n",
            "'>>> Review 12256 length: 14'\n",
            "'>>> Review 12257 length: 247'\n",
            "'>>> Review 12258 length: 101'\n",
            "'>>> Review 12259 length: 239'\n",
            "'>>> Review 12260 length: 97'\n",
            "'>>> Review 12261 length: 247'\n",
            "'>>> Review 12262 length: 100'\n",
            "'>>> Review 12263 length: 62'\n",
            "'>>> Review 12264 length: 104'\n",
            "'>>> Review 12265 length: 28'\n",
            "'>>> Review 12266 length: 62'\n",
            "'>>> Review 12267 length: 102'\n",
            "'>>> Review 12268 length: 33'\n",
            "'>>> Review 12269 length: 62'\n",
            "'>>> Review 12270 length: 101'\n",
            "'>>> Review 12271 length: 34'\n",
            "'>>> Review 12272 length: 61'\n",
            "'>>> Review 12273 length: 102'\n",
            "'>>> Review 12274 length: 33'\n",
            "'>>> Review 12275 length: 63'\n",
            "'>>> Review 12276 length: 102'\n",
            "'>>> Review 12277 length: 32'\n",
            "'>>> Review 12278 length: 61'\n",
            "'>>> Review 12279 length: 96'\n",
            "'>>> Review 12280 length: 32'\n",
            "'>>> Review 12281 length: 185'\n",
            "'>>> Review 12282 length: 98'\n",
            "'>>> Review 12283 length: 187'\n",
            "'>>> Review 12284 length: 187'\n",
            "'>>> Review 12285 length: 185'\n",
            "'>>> Review 12286 length: 101'\n",
            "'>>> Review 12287 length: 188'\n",
            "'>>> Review 12288 length: 194'\n",
            "'>>> Review 12289 length: 185'\n",
            "'>>> Review 12290 length: 101'\n",
            "'>>> Review 12291 length: 188'\n",
            "'>>> Review 12292 length: 195'\n",
            "'>>> Review 12293 length: 185'\n",
            "'>>> Review 12294 length: 99'\n",
            "'>>> Review 12295 length: 191'\n",
            "'>>> Review 12296 length: 194'\n",
            "'>>> Review 12297 length: 185'\n",
            "'>>> Review 12298 length: 101'\n",
            "'>>> Review 12299 length: 187'\n",
            "'>>> Review 12300 length: 192'\n",
            "'>>> Review 12301 length: 187'\n",
            "'>>> Review 12302 length: 97'\n",
            "'>>> Review 12303 length: 191'\n",
            "'>>> Review 12304 length: 193'\n",
            "'>>> Review 12305 length: 181'\n",
            "'>>> Review 12306 length: 97'\n",
            "'>>> Review 12307 length: 186'\n",
            "'>>> Review 12308 length: 193'\n",
            "'>>> Review 12309 length: 185'\n",
            "'>>> Review 12310 length: 101'\n",
            "'>>> Review 12311 length: 190'\n",
            "'>>> Review 12312 length: 196'\n",
            "'>>> Review 12313 length: 186'\n",
            "'>>> Review 12314 length: 100'\n",
            "'>>> Review 12315 length: 190'\n",
            "'>>> Review 12316 length: 192'\n",
            "'>>> Review 12317 length: 184'\n",
            "'>>> Review 12318 length: 99'\n",
            "'>>> Review 12319 length: 190'\n",
            "'>>> Review 12320 length: 190'\n",
            "'>>> Review 12321 length: 84'\n",
            "'>>> Review 12322 length: 6'\n",
            "'>>> Review 12323 length: 103'\n",
            "'>>> Review 12324 length: 28'\n",
            "'>>> Review 12325 length: 44'\n",
            "'>>> Review 12326 length: 88'\n",
            "'>>> Review 12327 length: 6'\n",
            "'>>> Review 12328 length: 99'\n",
            "'>>> Review 12329 length: 26'\n",
            "'>>> Review 12330 length: 46'\n",
            "'>>> Review 12331 length: 82'\n",
            "'>>> Review 12332 length: 10'\n",
            "'>>> Review 12333 length: 103'\n",
            "'>>> Review 12334 length: 30'\n",
            "'>>> Review 12335 length: 45'\n",
            "'>>> Review 12336 length: 86'\n",
            "'>>> Review 12337 length: 6'\n",
            "'>>> Review 12338 length: 103'\n",
            "'>>> Review 12339 length: 26'\n",
            "'>>> Review 12340 length: 48'\n",
            "'>>> Review 12341 length: 87'\n",
            "'>>> Review 12342 length: 5'\n",
            "'>>> Review 12343 length: 100'\n",
            "'>>> Review 12344 length: 26'\n",
            "'>>> Review 12345 length: 49'\n",
            "'>>> Review 12346 length: 89'\n",
            "'>>> Review 12347 length: 7'\n",
            "'>>> Review 12348 length: 98'\n",
            "'>>> Review 12349 length: 29'\n",
            "'>>> Review 12350 length: 51'\n",
            "'>>> Review 12351 length: 87'\n",
            "'>>> Review 12352 length: 8'\n",
            "'>>> Review 12353 length: 98'\n",
            "'>>> Review 12354 length: 31'\n",
            "'>>> Review 12355 length: 46'\n",
            "'>>> Review 12356 length: 84'\n",
            "'>>> Review 12357 length: 8'\n",
            "'>>> Review 12358 length: 99'\n",
            "'>>> Review 12359 length: 29'\n",
            "'>>> Review 12360 length: 47'\n",
            "'>>> Review 12361 length: 114'\n",
            "'>>> Review 12362 length: 53'\n",
            "'>>> Review 12363 length: 119'\n",
            "'>>> Review 12364 length: 328'\n",
            "'>>> Review 12365 length: 83'\n",
            "'>>> Review 12366 length: 95'\n",
            "'>>> Review 12367 length: 89'\n",
            "'>>> Review 12368 length: 123'\n",
            "'>>> Review 12369 length: 55'\n",
            "'>>> Review 12370 length: 113'\n",
            "'>>> Review 12371 length: 121'\n",
            "'>>> Review 12372 length: 54'\n",
            "'>>> Review 12373 length: 117'\n",
            "'>>> Review 12374 length: 120'\n",
            "'>>> Review 12375 length: 54'\n",
            "'>>> Review 12376 length: 120'\n",
            "'>>> Review 12377 length: 122'\n",
            "'>>> Review 12378 length: 57'\n",
            "'>>> Review 12379 length: 120'\n",
            "'>>> Review 12380 length: 121'\n",
            "'>>> Review 12381 length: 52'\n",
            "'>>> Review 12382 length: 121'\n",
            "'>>> Review 12383 length: 116'\n",
            "'>>> Review 12384 length: 50'\n",
            "'>>> Review 12385 length: 116'\n",
            "'>>> Review 12386 length: 120'\n",
            "'>>> Review 12387 length: 55'\n",
            "'>>> Review 12388 length: 121'\n",
            "'>>> Review 12389 length: 117'\n",
            "'>>> Review 12390 length: 57'\n",
            "'>>> Review 12391 length: 118'\n",
            "'>>> Review 12392 length: 117'\n",
            "'>>> Review 12393 length: 54'\n",
            "'>>> Review 12394 length: 121'\n",
            "'>>> Review 12395 length: 119'\n",
            "'>>> Review 12396 length: 53'\n",
            "'>>> Review 12397 length: 123'\n",
            "'>>> Review 12398 length: 117'\n",
            "'>>> Review 12399 length: 55'\n",
            "'>>> Review 12400 length: 122'\n",
            "'>>> Review 12401 length: 119'\n",
            "'>>> Review 12402 length: 52'\n",
            "'>>> Review 12403 length: 123'\n",
            "'>>> Review 12404 length: 118'\n",
            "'>>> Review 12405 length: 56'\n",
            "'>>> Review 12406 length: 115'\n",
            "'>>> Review 12407 length: 120'\n",
            "'>>> Review 12408 length: 54'\n",
            "'>>> Review 12409 length: 119'\n",
            "'>>> Review 12410 length: 120'\n",
            "'>>> Review 12411 length: 57'\n",
            "'>>> Review 12412 length: 122'\n",
            "'>>> Review 12413 length: 124'\n",
            "'>>> Review 12414 length: 57'\n",
            "'>>> Review 12415 length: 113'\n",
            "'>>> Review 12416 length: 52'\n",
            "'>>> Review 12417 length: 71'\n",
            "'>>> Review 12418 length: 68'\n",
            "'>>> Review 12419 length: 102'\n",
            "'>>> Review 12420 length: 197'\n",
            "'>>> Review 12421 length: 52'\n",
            "'>>> Review 12422 length: 69'\n",
            "'>>> Review 12423 length: 65'\n",
            "'>>> Review 12424 length: 103'\n",
            "'>>> Review 12425 length: 194'\n",
            "'>>> Review 12426 length: 52'\n",
            "'>>> Review 12427 length: 74'\n",
            "'>>> Review 12428 length: 69'\n",
            "'>>> Review 12429 length: 105'\n",
            "'>>> Review 12430 length: 196'\n",
            "'>>> Review 12431 length: 50'\n",
            "'>>> Review 12432 length: 75'\n",
            "'>>> Review 12433 length: 72'\n",
            "'>>> Review 12434 length: 105'\n",
            "'>>> Review 12435 length: 197'\n",
            "'>>> Review 12436 length: 49'\n",
            "'>>> Review 12437 length: 74'\n",
            "'>>> Review 12438 length: 68'\n",
            "'>>> Review 12439 length: 102'\n",
            "'>>> Review 12440 length: 195'\n",
            "'>>> Review 12441 length: 141'\n",
            "'>>> Review 12442 length: 88'\n",
            "'>>> Review 12443 length: 39'\n",
            "'>>> Review 12444 length: 146'\n",
            "'>>> Review 12445 length: 89'\n",
            "'>>> Review 12446 length: 36'\n",
            "'>>> Review 12447 length: 147'\n",
            "'>>> Review 12448 length: 89'\n",
            "'>>> Review 12449 length: 36'\n",
            "'>>> Review 12450 length: 146'\n",
            "'>>> Review 12451 length: 87'\n",
            "'>>> Review 12452 length: 37'\n",
            "'>>> Review 12453 length: 144'\n",
            "'>>> Review 12454 length: 90'\n",
            "'>>> Review 12455 length: 38'\n",
            "'>>> Review 12456 length: 140'\n",
            "'>>> Review 12457 length: 88'\n",
            "'>>> Review 12458 length: 34'\n",
            "'>>> Review 12459 length: 142'\n",
            "'>>> Review 12460 length: 82'\n",
            "'>>> Review 12461 length: 38'\n",
            "'>>> Review 12462 length: 144'\n",
            "'>>> Review 12463 length: 91'\n",
            "'>>> Review 12464 length: 38'\n",
            "'>>> Review 12465 length: 144'\n",
            "'>>> Review 12466 length: 88'\n",
            "'>>> Review 12467 length: 38'\n",
            "'>>> Review 12468 length: 142'\n",
            "'>>> Review 12469 length: 88'\n",
            "'>>> Review 12470 length: 39'\n",
            "'>>> Review 12471 length: 123'\n",
            "'>>> Review 12472 length: 93'\n",
            "'>>> Review 12473 length: 96'\n",
            "'>>> Review 12474 length: 94'\n",
            "'>>> Review 12475 length: 31'\n",
            "'>>> Review 12476 length: 82'\n",
            "'>>> Review 12477 length: 97'\n",
            "'>>> Review 12478 length: 76'\n",
            "'>>> Review 12479 length: 91'\n",
            "'>>> Review 12480 length: 64'\n",
            "'>>> Review 12481 length: 73'\n",
            "'>>> Review 12482 length: 127'\n",
            "'>>> Review 12483 length: 90'\n",
            "'>>> Review 12484 length: 94'\n",
            "'>>> Review 12485 length: 90'\n",
            "'>>> Review 12486 length: 31'\n",
            "'>>> Review 12487 length: 76'\n",
            "'>>> Review 12488 length: 91'\n",
            "'>>> Review 12489 length: 75'\n",
            "'>>> Review 12490 length: 88'\n",
            "'>>> Review 12491 length: 66'\n",
            "'>>> Review 12492 length: 73'\n",
            "'>>> Review 12493 length: 121'\n",
            "'>>> Review 12494 length: 93'\n",
            "'>>> Review 12495 length: 97'\n",
            "'>>> Review 12496 length: 90'\n",
            "'>>> Review 12497 length: 27'\n",
            "'>>> Review 12498 length: 75'\n",
            "'>>> Review 12499 length: 90'\n",
            "'>>> Review 12500 length: 76'\n",
            "'>>> Review 12501 length: 91'\n",
            "'>>> Review 12502 length: 64'\n",
            "'>>> Review 12503 length: 73'\n",
            "'>>> Review 12504 length: 169'\n",
            "'>>> Review 12505 length: 62'\n",
            "'>>> Review 12506 length: 76'\n",
            "'>>> Review 12507 length: 150'\n",
            "'>>> Review 12508 length: 118'\n",
            "'>>> Review 12509 length: 97'\n",
            "'>>> Review 12510 length: 117'\n",
            "'>>> Review 12511 length: 165'\n",
            "'>>> Review 12512 length: 59'\n",
            "'>>> Review 12513 length: 80'\n",
            "'>>> Review 12514 length: 149'\n",
            "'>>> Review 12515 length: 112'\n",
            "'>>> Review 12516 length: 94'\n",
            "'>>> Review 12517 length: 116'\n",
            "'>>> Review 12518 length: 166'\n",
            "'>>> Review 12519 length: 62'\n",
            "'>>> Review 12520 length: 80'\n",
            "'>>> Review 12521 length: 156'\n",
            "'>>> Review 12522 length: 118'\n",
            "'>>> Review 12523 length: 91'\n",
            "'>>> Review 12524 length: 112'\n",
            "'>>> Review 12525 length: 164'\n",
            "'>>> Review 12526 length: 61'\n",
            "'>>> Review 12527 length: 73'\n",
            "'>>> Review 12528 length: 156'\n",
            "'>>> Review 12529 length: 112'\n",
            "'>>> Review 12530 length: 94'\n",
            "'>>> Review 12531 length: 114'\n",
            "'>>> Review 12532 length: 167'\n",
            "'>>> Review 12533 length: 58'\n",
            "'>>> Review 12534 length: 76'\n",
            "'>>> Review 12535 length: 155'\n",
            "'>>> Review 12536 length: 114'\n",
            "'>>> Review 12537 length: 95'\n",
            "'>>> Review 12538 length: 116'\n",
            "'>>> Review 12539 length: 169'\n",
            "'>>> Review 12540 length: 61'\n",
            "'>>> Review 12541 length: 75'\n",
            "'>>> Review 12542 length: 153'\n",
            "'>>> Review 12543 length: 110'\n",
            "'>>> Review 12544 length: 99'\n",
            "'>>> Review 12545 length: 116'\n",
            "'>>> Review 12546 length: 49'\n",
            "'>>> Review 12547 length: 131'\n",
            "'>>> Review 12548 length: 40'\n",
            "'>>> Review 12549 length: 107'\n",
            "'>>> Review 12550 length: 54'\n",
            "'>>> Review 12551 length: 129'\n",
            "'>>> Review 12552 length: 39'\n",
            "'>>> Review 12553 length: 103'\n",
            "'>>> Review 12554 length: 49'\n",
            "'>>> Review 12555 length: 128'\n",
            "'>>> Review 12556 length: 40'\n",
            "'>>> Review 12557 length: 104'\n",
            "'>>> Review 12558 length: 49'\n",
            "'>>> Review 12559 length: 132'\n",
            "'>>> Review 12560 length: 38'\n",
            "'>>> Review 12561 length: 109'\n",
            "'>>> Review 12562 length: 53'\n",
            "'>>> Review 12563 length: 136'\n",
            "'>>> Review 12564 length: 39'\n",
            "'>>> Review 12565 length: 103'\n",
            "'>>> Review 12566 length: 50'\n",
            "'>>> Review 12567 length: 133'\n",
            "'>>> Review 12568 length: 42'\n",
            "'>>> Review 12569 length: 101'\n",
            "'>>> Review 12570 length: 54'\n",
            "'>>> Review 12571 length: 135'\n",
            "'>>> Review 12572 length: 37'\n",
            "'>>> Review 12573 length: 107'\n",
            "'>>> Review 12574 length: 48'\n",
            "'>>> Review 12575 length: 136'\n",
            "'>>> Review 12576 length: 39'\n",
            "'>>> Review 12577 length: 107'\n",
            "'>>> Review 12578 length: 29'\n",
            "'>>> Review 12579 length: 49'\n",
            "'>>> Review 12580 length: 88'\n",
            "'>>> Review 12581 length: 136'\n",
            "'>>> Review 12582 length: 40'\n",
            "'>>> Review 12583 length: 31'\n",
            "'>>> Review 12584 length: 57'\n",
            "'>>> Review 12585 length: 89'\n",
            "'>>> Review 12586 length: 131'\n",
            "'>>> Review 12587 length: 37'\n",
            "'>>> Review 12588 length: 31'\n",
            "'>>> Review 12589 length: 54'\n",
            "'>>> Review 12590 length: 91'\n",
            "'>>> Review 12591 length: 133'\n",
            "'>>> Review 12592 length: 39'\n",
            "'>>> Review 12593 length: 29'\n",
            "'>>> Review 12594 length: 55'\n",
            "'>>> Review 12595 length: 92'\n",
            "'>>> Review 12596 length: 130'\n",
            "'>>> Review 12597 length: 35'\n",
            "'>>> Review 12598 length: 87'\n",
            "'>>> Review 12599 length: 36'\n",
            "'>>> Review 12600 length: 156'\n",
            "'>>> Review 12601 length: 30'\n",
            "'>>> Review 12602 length: 90'\n",
            "'>>> Review 12603 length: 32'\n",
            "'>>> Review 12604 length: 153'\n",
            "'>>> Review 12605 length: 31'\n",
            "'>>> Review 12606 length: 90'\n",
            "'>>> Review 12607 length: 31'\n",
            "'>>> Review 12608 length: 158'\n",
            "'>>> Review 12609 length: 30'\n",
            "'>>> Review 12610 length: 92'\n",
            "'>>> Review 12611 length: 32'\n",
            "'>>> Review 12612 length: 151'\n",
            "'>>> Review 12613 length: 30'\n",
            "'>>> Review 12614 length: 95'\n",
            "'>>> Review 12615 length: 31'\n",
            "'>>> Review 12616 length: 155'\n",
            "'>>> Review 12617 length: 31'\n",
            "'>>> Review 12618 length: 88'\n",
            "'>>> Review 12619 length: 35'\n",
            "'>>> Review 12620 length: 154'\n",
            "'>>> Review 12621 length: 31'\n",
            "'>>> Review 12622 length: 95'\n",
            "'>>> Review 12623 length: 31'\n",
            "'>>> Review 12624 length: 159'\n",
            "'>>> Review 12625 length: 31'\n",
            "'>>> Review 12626 length: 91'\n",
            "'>>> Review 12627 length: 39'\n",
            "'>>> Review 12628 length: 150'\n",
            "'>>> Review 12629 length: 30'\n",
            "'>>> Review 12630 length: 17'\n",
            "'>>> Review 12631 length: 19'\n",
            "'>>> Review 12632 length: 32'\n",
            "'>>> Review 12633 length: 33'\n",
            "'>>> Review 12634 length: 31'\n",
            "'>>> Review 12635 length: 16'\n",
            "'>>> Review 12636 length: 18'\n",
            "'>>> Review 12637 length: 32'\n",
            "'>>> Review 12638 length: 33'\n",
            "'>>> Review 12639 length: 31'\n",
            "'>>> Review 12640 length: 18'\n",
            "'>>> Review 12641 length: 16'\n",
            "'>>> Review 12642 length: 32'\n",
            "'>>> Review 12643 length: 33'\n",
            "'>>> Review 12644 length: 32'\n",
            "'>>> Review 12645 length: 17'\n",
            "'>>> Review 12646 length: 18'\n",
            "'>>> Review 12647 length: 31'\n",
            "'>>> Review 12648 length: 34'\n",
            "'>>> Review 12649 length: 30'\n",
            "'>>> Review 12650 length: 17'\n",
            "'>>> Review 12651 length: 16'\n",
            "'>>> Review 12652 length: 34'\n",
            "'>>> Review 12653 length: 31'\n",
            "'>>> Review 12654 length: 32'\n",
            "'>>> Review 12655 length: 18'\n",
            "'>>> Review 12656 length: 19'\n",
            "'>>> Review 12657 length: 35'\n",
            "'>>> Review 12658 length: 31'\n",
            "'>>> Review 12659 length: 29'\n",
            "'>>> Review 12660 length: 18'\n",
            "'>>> Review 12661 length: 18'\n",
            "'>>> Review 12662 length: 32'\n",
            "'>>> Review 12663 length: 33'\n",
            "'>>> Review 12664 length: 32'\n",
            "'>>> Review 12665 length: 16'\n",
            "'>>> Review 12666 length: 18'\n",
            "'>>> Review 12667 length: 34'\n",
            "'>>> Review 12668 length: 33'\n",
            "'>>> Review 12669 length: 30'\n",
            "'>>> Review 12670 length: 15'\n",
            "'>>> Review 12671 length: 16'\n",
            "'>>> Review 12672 length: 35'\n",
            "'>>> Review 12673 length: 35'\n",
            "'>>> Review 12674 length: 33'\n",
            "'>>> Review 12675 length: 19'\n",
            "'>>> Review 12676 length: 18'\n",
            "'>>> Review 12677 length: 32'\n",
            "'>>> Review 12678 length: 32'\n",
            "'>>> Review 12679 length: 33'\n",
            "'>>> Review 12680 length: 188'\n",
            "'>>> Review 12681 length: 57'\n",
            "'>>> Review 12682 length: 172'\n",
            "'>>> Review 12683 length: 12'\n",
            "'>>> Review 12684 length: 34'\n",
            "'>>> Review 12685 length: 140'\n",
            "'>>> Review 12686 length: 52'\n",
            "'>>> Review 12687 length: 109'\n",
            "'>>> Review 12688 length: 192'\n",
            "'>>> Review 12689 length: 57'\n",
            "'>>> Review 12690 length: 173'\n",
            "'>>> Review 12691 length: 11'\n",
            "'>>> Review 12692 length: 33'\n",
            "'>>> Review 12693 length: 140'\n",
            "'>>> Review 12694 length: 48'\n",
            "'>>> Review 12695 length: 106'\n",
            "'>>> Review 12696 length: 191'\n",
            "'>>> Review 12697 length: 58'\n",
            "'>>> Review 12698 length: 178'\n",
            "'>>> Review 12699 length: 12'\n",
            "'>>> Review 12700 length: 31'\n",
            "'>>> Review 12701 length: 136'\n",
            "'>>> Review 12702 length: 44'\n",
            "'>>> Review 12703 length: 103'\n",
            "'>>> Review 12704 length: 193'\n",
            "'>>> Review 12705 length: 61'\n",
            "'>>> Review 12706 length: 171'\n",
            "'>>> Review 12707 length: 11'\n",
            "'>>> Review 12708 length: 32'\n",
            "'>>> Review 12709 length: 139'\n",
            "'>>> Review 12710 length: 49'\n",
            "'>>> Review 12711 length: 103'\n",
            "'>>> Review 12712 length: 55'\n",
            "'>>> Review 12713 length: 7'\n",
            "'>>> Review 12714 length: 12'\n",
            "'>>> Review 12715 length: 56'\n",
            "'>>> Review 12716 length: 9'\n",
            "'>>> Review 12717 length: 9'\n",
            "'>>> Review 12718 length: 53'\n",
            "'>>> Review 12719 length: 10'\n",
            "'>>> Review 12720 length: 10'\n",
            "'>>> Review 12721 length: 58'\n",
            "'>>> Review 12722 length: 9'\n",
            "'>>> Review 12723 length: 10'\n",
            "'>>> Review 12724 length: 21'\n",
            "'>>> Review 12725 length: 20'\n",
            "'>>> Review 12726 length: 19'\n",
            "'>>> Review 12727 length: 76'\n",
            "'>>> Review 12728 length: 17'\n",
            "'>>> Review 12729 length: 78'\n",
            "'>>> Review 12730 length: 19'\n",
            "'>>> Review 12731 length: 80'\n",
            "'>>> Review 12732 length: 19'\n",
            "'>>> Review 12733 length: 79'\n",
            "'>>> Review 12734 length: 21'\n",
            "'>>> Review 12735 length: 80'\n",
            "'>>> Review 12736 length: 21'\n",
            "'>>> Review 12737 length: 80'\n",
            "'>>> Review 12738 length: 55'\n",
            "'>>> Review 12739 length: 47'\n",
            "'>>> Review 12740 length: 54'\n",
            "'>>> Review 12741 length: 81'\n",
            "'>>> Review 12742 length: 57'\n",
            "'>>> Review 12743 length: 51'\n",
            "'>>> Review 12744 length: 59'\n",
            "'>>> Review 12745 length: 80'\n",
            "'>>> Review 12746 length: 56'\n",
            "'>>> Review 12747 length: 55'\n",
            "'>>> Review 12748 length: 53'\n",
            "'>>> Review 12749 length: 82'\n",
            "'>>> Review 12750 length: 57'\n",
            "'>>> Review 12751 length: 50'\n",
            "'>>> Review 12752 length: 54'\n",
            "'>>> Review 12753 length: 84'\n",
            "'>>> Review 12754 length: 56'\n",
            "'>>> Review 12755 length: 45'\n",
            "'>>> Review 12756 length: 57'\n",
            "'>>> Review 12757 length: 81'\n",
            "'>>> Review 12758 length: 56'\n",
            "'>>> Review 12759 length: 48'\n",
            "'>>> Review 12760 length: 55'\n",
            "'>>> Review 12761 length: 84'\n",
            "'>>> Review 12762 length: 58'\n",
            "'>>> Review 12763 length: 51'\n",
            "'>>> Review 12764 length: 57'\n",
            "'>>> Review 12765 length: 83'\n",
            "'>>> Review 12766 length: 50'\n",
            "'>>> Review 12767 length: 50'\n",
            "'>>> Review 12768 length: 56'\n",
            "'>>> Review 12769 length: 83'\n",
            "'>>> Review 12770 length: 56'\n",
            "'>>> Review 12771 length: 51'\n",
            "'>>> Review 12772 length: 52'\n",
            "'>>> Review 12773 length: 82'\n",
            "'>>> Review 12774 length: 179'\n",
            "'>>> Review 12775 length: 18'\n",
            "'>>> Review 12776 length: 26'\n",
            "'>>> Review 12777 length: 174'\n",
            "'>>> Review 12778 length: 18'\n",
            "'>>> Review 12779 length: 24'\n",
            "'>>> Review 12780 length: 177'\n",
            "'>>> Review 12781 length: 18'\n",
            "'>>> Review 12782 length: 30'\n",
            "'>>> Review 12783 length: 177'\n",
            "'>>> Review 12784 length: 21'\n",
            "'>>> Review 12785 length: 25'\n",
            "'>>> Review 12786 length: 181'\n",
            "'>>> Review 12787 length: 18'\n",
            "'>>> Review 12788 length: 26'\n",
            "'>>> Review 12789 length: 173'\n",
            "'>>> Review 12790 length: 19'\n",
            "'>>> Review 12791 length: 25'\n",
            "'>>> Review 12792 length: 177'\n",
            "'>>> Review 12793 length: 19'\n",
            "'>>> Review 12794 length: 25'\n",
            "'>>> Review 12795 length: 174'\n",
            "'>>> Review 12796 length: 17'\n",
            "'>>> Review 12797 length: 25'\n",
            "'>>> Review 12798 length: 3'\n",
            "'>>> Review 12799 length: 50'\n",
            "'>>> Review 12800 length: 5'\n",
            "'>>> Review 12801 length: 47'\n",
            "'>>> Review 12802 length: 3'\n",
            "'>>> Review 12803 length: 46'\n",
            "'>>> Review 12804 length: 5'\n",
            "'>>> Review 12805 length: 49'\n",
            "'>>> Review 12806 length: 3'\n",
            "'>>> Review 12807 length: 49'\n",
            "'>>> Review 12808 length: 3'\n",
            "'>>> Review 12809 length: 48'\n",
            "'>>> Review 12810 length: 3'\n",
            "'>>> Review 12811 length: 45'\n",
            "'>>> Review 12812 length: 3'\n",
            "'>>> Review 12813 length: 45'\n",
            "'>>> Review 12814 length: 53'\n",
            "'>>> Review 12815 length: 9'\n",
            "'>>> Review 12816 length: 26'\n",
            "'>>> Review 12817 length: 52'\n",
            "'>>> Review 12818 length: 9'\n",
            "'>>> Review 12819 length: 24'\n",
            "'>>> Review 12820 length: 52'\n",
            "'>>> Review 12821 length: 9'\n",
            "'>>> Review 12822 length: 23'\n",
            "'>>> Review 12823 length: 55'\n",
            "'>>> Review 12824 length: 9'\n",
            "'>>> Review 12825 length: 25'\n",
            "'>>> Review 12826 length: 55'\n",
            "'>>> Review 12827 length: 9'\n",
            "'>>> Review 12828 length: 25'\n",
            "'>>> Review 12829 length: 35'\n",
            "'>>> Review 12830 length: 29'\n",
            "'>>> Review 12831 length: 27'\n",
            "'>>> Review 12832 length: 27'\n",
            "'>>> Review 12833 length: 38'\n",
            "'>>> Review 12834 length: 28'\n",
            "'>>> Review 12835 length: 25'\n",
            "'>>> Review 12836 length: 25'\n",
            "'>>> Review 12837 length: 37'\n",
            "'>>> Review 12838 length: 30'\n",
            "'>>> Review 12839 length: 28'\n",
            "'>>> Review 12840 length: 25'\n",
            "'>>> Review 12841 length: 37'\n",
            "'>>> Review 12842 length: 27'\n",
            "'>>> Review 12843 length: 25'\n",
            "'>>> Review 12844 length: 26'\n",
            "'>>> Review 12845 length: 66'\n",
            "'>>> Review 12846 length: 59'\n",
            "'>>> Review 12847 length: 55'\n",
            "'>>> Review 12848 length: 29'\n",
            "'>>> Review 12849 length: 47'\n",
            "'>>> Review 12850 length: 42'\n",
            "'>>> Review 12851 length: 34'\n",
            "'>>> Review 12852 length: 27'\n",
            "'>>> Review 12853 length: 69'\n",
            "'>>> Review 12854 length: 76'\n",
            "'>>> Review 12855 length: 4'\n",
            "'>>> Review 12856 length: 27'\n",
            "'>>> Review 12857 length: 66'\n",
            "'>>> Review 12858 length: 62'\n",
            "'>>> Review 12859 length: 59'\n",
            "'>>> Review 12860 length: 27'\n",
            "'>>> Review 12861 length: 47'\n",
            "'>>> Review 12862 length: 46'\n",
            "'>>> Review 12863 length: 34'\n",
            "'>>> Review 12864 length: 28'\n",
            "'>>> Review 12865 length: 71'\n",
            "'>>> Review 12866 length: 71'\n",
            "'>>> Review 12867 length: 5'\n",
            "'>>> Review 12868 length: 28'\n",
            "'>>> Review 12869 length: 66'\n",
            "'>>> Review 12870 length: 59'\n",
            "'>>> Review 12871 length: 56'\n",
            "'>>> Review 12872 length: 27'\n",
            "'>>> Review 12873 length: 48'\n",
            "'>>> Review 12874 length: 47'\n",
            "'>>> Review 12875 length: 37'\n",
            "'>>> Review 12876 length: 27'\n",
            "'>>> Review 12877 length: 69'\n",
            "'>>> Review 12878 length: 72'\n",
            "'>>> Review 12879 length: 4'\n",
            "'>>> Review 12880 length: 29'\n",
            "'>>> Review 12881 length: 69'\n",
            "'>>> Review 12882 length: 63'\n",
            "'>>> Review 12883 length: 57'\n",
            "'>>> Review 12884 length: 25'\n",
            "'>>> Review 12885 length: 52'\n",
            "'>>> Review 12886 length: 47'\n",
            "'>>> Review 12887 length: 35'\n",
            "'>>> Review 12888 length: 27'\n",
            "'>>> Review 12889 length: 71'\n",
            "'>>> Review 12890 length: 72'\n",
            "'>>> Review 12891 length: 5'\n",
            "'>>> Review 12892 length: 29'\n",
            "'>>> Review 12893 length: 70'\n",
            "'>>> Review 12894 length: 62'\n",
            "'>>> Review 12895 length: 56'\n",
            "'>>> Review 12896 length: 30'\n",
            "'>>> Review 12897 length: 46'\n",
            "'>>> Review 12898 length: 50'\n",
            "'>>> Review 12899 length: 39'\n",
            "'>>> Review 12900 length: 28'\n",
            "'>>> Review 12901 length: 67'\n",
            "'>>> Review 12902 length: 78'\n",
            "'>>> Review 12903 length: 3'\n",
            "'>>> Review 12904 length: 27'\n",
            "'>>> Review 12905 length: 65'\n",
            "'>>> Review 12906 length: 62'\n",
            "'>>> Review 12907 length: 60'\n",
            "'>>> Review 12908 length: 26'\n",
            "'>>> Review 12909 length: 46'\n",
            "'>>> Review 12910 length: 48'\n",
            "'>>> Review 12911 length: 38'\n",
            "'>>> Review 12912 length: 28'\n",
            "'>>> Review 12913 length: 69'\n",
            "'>>> Review 12914 length: 74'\n",
            "'>>> Review 12915 length: 3'\n",
            "'>>> Review 12916 length: 28'\n",
            "'>>> Review 12917 length: 34'\n",
            "'>>> Review 12918 length: 87'\n",
            "'>>> Review 12919 length: 149'\n",
            "'>>> Review 12920 length: 262'\n",
            "'>>> Review 12921 length: 26'\n",
            "'>>> Review 12922 length: 5'\n",
            "'>>> Review 12923 length: 151'\n",
            "'>>> Review 12924 length: 262'\n",
            "'>>> Review 12925 length: 29'\n",
            "'>>> Review 12926 length: 5'\n",
            "'>>> Review 12927 length: 148'\n",
            "'>>> Review 12928 length: 261'\n",
            "'>>> Review 12929 length: 32'\n",
            "'>>> Review 12930 length: 5'\n",
            "'>>> Review 12931 length: 36'\n",
            "'>>> Review 12932 length: 85'\n",
            "'>>> Review 12933 length: 147'\n",
            "'>>> Review 12934 length: 259'\n",
            "'>>> Review 12935 length: 28'\n",
            "'>>> Review 12936 length: 6'\n",
            "'>>> Review 12937 length: 148'\n",
            "'>>> Review 12938 length: 258'\n",
            "'>>> Review 12939 length: 28'\n",
            "'>>> Review 12940 length: 5'\n",
            "'>>> Review 12941 length: 143'\n",
            "'>>> Review 12942 length: 262'\n",
            "'>>> Review 12943 length: 29'\n",
            "'>>> Review 12944 length: 5'\n",
            "'>>> Review 12945 length: 62'\n",
            "'>>> Review 12946 length: 88'\n",
            "'>>> Review 12947 length: 44'\n",
            "'>>> Review 12948 length: 28'\n",
            "'>>> Review 12949 length: 59'\n",
            "'>>> Review 12950 length: 63'\n",
            "'>>> Review 12951 length: 89'\n",
            "'>>> Review 12952 length: 43'\n",
            "'>>> Review 12953 length: 30'\n",
            "'>>> Review 12954 length: 60'\n",
            "'>>> Review 12955 length: 62'\n",
            "'>>> Review 12956 length: 95'\n",
            "'>>> Review 12957 length: 44'\n",
            "'>>> Review 12958 length: 27'\n",
            "'>>> Review 12959 length: 64'\n",
            "'>>> Review 12960 length: 64'\n",
            "'>>> Review 12961 length: 90'\n",
            "'>>> Review 12962 length: 46'\n",
            "'>>> Review 12963 length: 27'\n",
            "'>>> Review 12964 length: 58'\n",
            "'>>> Review 12965 length: 51'\n",
            "'>>> Review 12966 length: 99'\n",
            "'>>> Review 12967 length: 129'\n",
            "'>>> Review 12968 length: 243'\n",
            "'>>> Review 12969 length: 95'\n",
            "'>>> Review 12970 length: 96'\n",
            "'>>> Review 12971 length: 18'\n",
            "'>>> Review 12972 length: 240'\n",
            "'>>> Review 12973 length: 97'\n",
            "'>>> Review 12974 length: 243'\n",
            "'>>> Review 12975 length: 101'\n",
            "'>>> Review 12976 length: 238'\n",
            "'>>> Review 12977 length: 98'\n",
            "'>>> Review 12978 length: 53'\n",
            "'>>> Review 12979 length: 95'\n",
            "'>>> Review 12980 length: 130'\n",
            "'>>> Review 12981 length: 246'\n",
            "'>>> Review 12982 length: 102'\n",
            "'>>> Review 12983 length: 95'\n",
            "'>>> Review 12984 length: 17'\n",
            "'>>> Review 12985 length: 246'\n",
            "'>>> Review 12986 length: 96'\n",
            "'>>> Review 12987 length: 245'\n",
            "'>>> Review 12988 length: 100'\n",
            "'>>> Review 12989 length: 245'\n",
            "'>>> Review 12990 length: 99'\n",
            "'>>> Review 12991 length: 60'\n",
            "'>>> Review 12992 length: 105'\n",
            "'>>> Review 12993 length: 30'\n",
            "'>>> Review 12994 length: 61'\n",
            "'>>> Review 12995 length: 103'\n",
            "'>>> Review 12996 length: 30'\n",
            "'>>> Review 12997 length: 60'\n",
            "'>>> Review 12998 length: 101'\n",
            "'>>> Review 12999 length: 31'\n",
            "'>>> Review 13000 length: 63'\n",
            "'>>> Review 13001 length: 99'\n",
            "'>>> Review 13002 length: 33'\n",
            "'>>> Review 13003 length: 63'\n",
            "'>>> Review 13004 length: 102'\n",
            "'>>> Review 13005 length: 33'\n",
            "'>>> Review 13006 length: 61'\n",
            "'>>> Review 13007 length: 99'\n",
            "'>>> Review 13008 length: 32'\n",
            "'>>> Review 13009 length: 185'\n",
            "'>>> Review 13010 length: 97'\n",
            "'>>> Review 13011 length: 190'\n",
            "'>>> Review 13012 length: 194'\n",
            "'>>> Review 13013 length: 180'\n",
            "'>>> Review 13014 length: 99'\n",
            "'>>> Review 13015 length: 187'\n",
            "'>>> Review 13016 length: 190'\n",
            "'>>> Review 13017 length: 187'\n",
            "'>>> Review 13018 length: 98'\n",
            "'>>> Review 13019 length: 193'\n",
            "'>>> Review 13020 length: 196'\n",
            "'>>> Review 13021 length: 185'\n",
            "'>>> Review 13022 length: 99'\n",
            "'>>> Review 13023 length: 188'\n",
            "'>>> Review 13024 length: 192'\n",
            "'>>> Review 13025 length: 185'\n",
            "'>>> Review 13026 length: 98'\n",
            "'>>> Review 13027 length: 188'\n",
            "'>>> Review 13028 length: 193'\n",
            "'>>> Review 13029 length: 186'\n",
            "'>>> Review 13030 length: 99'\n",
            "'>>> Review 13031 length: 191'\n",
            "'>>> Review 13032 length: 192'\n",
            "'>>> Review 13033 length: 188'\n",
            "'>>> Review 13034 length: 100'\n",
            "'>>> Review 13035 length: 186'\n",
            "'>>> Review 13036 length: 186'\n",
            "'>>> Review 13037 length: 185'\n",
            "'>>> Review 13038 length: 99'\n",
            "'>>> Review 13039 length: 189'\n",
            "'>>> Review 13040 length: 196'\n",
            "'>>> Review 13041 length: 183'\n",
            "'>>> Review 13042 length: 101'\n",
            "'>>> Review 13043 length: 189'\n",
            "'>>> Review 13044 length: 195'\n",
            "'>>> Review 13045 length: 184'\n",
            "'>>> Review 13046 length: 98'\n",
            "'>>> Review 13047 length: 188'\n",
            "'>>> Review 13048 length: 193'\n",
            "'>>> Review 13049 length: 87'\n",
            "'>>> Review 13050 length: 8'\n",
            "'>>> Review 13051 length: 102'\n",
            "'>>> Review 13052 length: 29'\n",
            "'>>> Review 13053 length: 47'\n",
            "'>>> Review 13054 length: 84'\n",
            "'>>> Review 13055 length: 7'\n",
            "'>>> Review 13056 length: 105'\n",
            "'>>> Review 13057 length: 28'\n",
            "'>>> Review 13058 length: 51'\n",
            "'>>> Review 13059 length: 85'\n",
            "'>>> Review 13060 length: 8'\n",
            "'>>> Review 13061 length: 100'\n",
            "'>>> Review 13062 length: 27'\n",
            "'>>> Review 13063 length: 49'\n",
            "'>>> Review 13064 length: 81'\n",
            "'>>> Review 13065 length: 5'\n",
            "'>>> Review 13066 length: 100'\n",
            "'>>> Review 13067 length: 30'\n",
            "'>>> Review 13068 length: 48'\n",
            "'>>> Review 13069 length: 88'\n",
            "'>>> Review 13070 length: 7'\n",
            "'>>> Review 13071 length: 98'\n",
            "'>>> Review 13072 length: 28'\n",
            "'>>> Review 13073 length: 48'\n",
            "'>>> Review 13074 length: 85'\n",
            "'>>> Review 13075 length: 6'\n",
            "'>>> Review 13076 length: 98'\n",
            "'>>> Review 13077 length: 26'\n",
            "'>>> Review 13078 length: 51'\n",
            "'>>> Review 13079 length: 88'\n",
            "'>>> Review 13080 length: 6'\n",
            "'>>> Review 13081 length: 97'\n",
            "'>>> Review 13082 length: 26'\n",
            "'>>> Review 13083 length: 46'\n",
            "'>>> Review 13084 length: 85'\n",
            "'>>> Review 13085 length: 6'\n",
            "'>>> Review 13086 length: 95'\n",
            "'>>> Review 13087 length: 31'\n",
            "'>>> Review 13088 length: 44'\n",
            "'>>> Review 13089 length: 119'\n",
            "'>>> Review 13090 length: 53'\n",
            "'>>> Review 13091 length: 119'\n",
            "'>>> Review 13092 length: 328'\n",
            "'>>> Review 13093 length: 82'\n",
            "'>>> Review 13094 length: 99'\n",
            "'>>> Review 13095 length: 87'\n",
            "'>>> Review 13096 length: 119'\n",
            "'>>> Review 13097 length: 57'\n",
            "'>>> Review 13098 length: 120'\n",
            "'>>> Review 13099 length: 119'\n",
            "'>>> Review 13100 length: 57'\n",
            "'>>> Review 13101 length: 122'\n",
            "'>>> Review 13102 length: 121'\n",
            "'>>> Review 13103 length: 55'\n",
            "'>>> Review 13104 length: 121'\n",
            "'>>> Review 13105 length: 123'\n",
            "'>>> Review 13106 length: 55'\n",
            "'>>> Review 13107 length: 120'\n",
            "'>>> Review 13108 length: 120'\n",
            "'>>> Review 13109 length: 56'\n",
            "'>>> Review 13110 length: 122'\n",
            "'>>> Review 13111 length: 116'\n",
            "'>>> Review 13112 length: 53'\n",
            "'>>> Review 13113 length: 119'\n",
            "'>>> Review 13114 length: 123'\n",
            "'>>> Review 13115 length: 52'\n",
            "'>>> Review 13116 length: 124'\n",
            "'>>> Review 13117 length: 118'\n",
            "'>>> Review 13118 length: 57'\n",
            "'>>> Review 13119 length: 120'\n",
            "'>>> Review 13120 length: 120'\n",
            "'>>> Review 13121 length: 54'\n",
            "'>>> Review 13122 length: 121'\n",
            "'>>> Review 13123 length: 122'\n",
            "'>>> Review 13124 length: 55'\n",
            "'>>> Review 13125 length: 119'\n",
            "'>>> Review 13126 length: 118'\n",
            "'>>> Review 13127 length: 56'\n",
            "'>>> Review 13128 length: 123'\n",
            "'>>> Review 13129 length: 122'\n",
            "'>>> Review 13130 length: 53'\n",
            "'>>> Review 13131 length: 121'\n",
            "'>>> Review 13132 length: 121'\n",
            "'>>> Review 13133 length: 51'\n",
            "'>>> Review 13134 length: 117'\n",
            "'>>> Review 13135 length: 124'\n",
            "'>>> Review 13136 length: 55'\n",
            "'>>> Review 13137 length: 121'\n",
            "'>>> Review 13138 length: 116'\n",
            "'>>> Review 13139 length: 54'\n",
            "'>>> Review 13140 length: 120'\n",
            "'>>> Review 13141 length: 122'\n",
            "'>>> Review 13142 length: 53'\n",
            "'>>> Review 13143 length: 114'\n",
            "'>>> Review 13144 length: 49'\n",
            "'>>> Review 13145 length: 69'\n",
            "'>>> Review 13146 length: 68'\n",
            "'>>> Review 13147 length: 102'\n",
            "'>>> Review 13148 length: 195'\n",
            "'>>> Review 13149 length: 54'\n",
            "'>>> Review 13150 length: 76'\n",
            "'>>> Review 13151 length: 67'\n",
            "'>>> Review 13152 length: 107'\n",
            "'>>> Review 13153 length: 197'\n",
            "'>>> Review 13154 length: 53'\n",
            "'>>> Review 13155 length: 74'\n",
            "'>>> Review 13156 length: 68'\n",
            "'>>> Review 13157 length: 104'\n",
            "'>>> Review 13158 length: 195'\n",
            "'>>> Review 13159 length: 48'\n",
            "'>>> Review 13160 length: 76'\n",
            "'>>> Review 13161 length: 68'\n",
            "'>>> Review 13162 length: 101'\n",
            "'>>> Review 13163 length: 195'\n",
            "'>>> Review 13164 length: 50'\n",
            "'>>> Review 13165 length: 73'\n",
            "'>>> Review 13166 length: 69'\n",
            "'>>> Review 13167 length: 102'\n",
            "'>>> Review 13168 length: 193'\n",
            "'>>> Review 13169 length: 142'\n",
            "'>>> Review 13170 length: 91'\n",
            "'>>> Review 13171 length: 35'\n",
            "'>>> Review 13172 length: 141'\n",
            "'>>> Review 13173 length: 88'\n",
            "'>>> Review 13174 length: 35'\n",
            "'>>> Review 13175 length: 149'\n",
            "'>>> Review 13176 length: 88'\n",
            "'>>> Review 13177 length: 38'\n",
            "'>>> Review 13178 length: 145'\n",
            "'>>> Review 13179 length: 88'\n",
            "'>>> Review 13180 length: 34'\n",
            "'>>> Review 13181 length: 145'\n",
            "'>>> Review 13182 length: 89'\n",
            "'>>> Review 13183 length: 38'\n",
            "'>>> Review 13184 length: 141'\n",
            "'>>> Review 13185 length: 91'\n",
            "'>>> Review 13186 length: 35'\n",
            "'>>> Review 13187 length: 140'\n",
            "'>>> Review 13188 length: 87'\n",
            "'>>> Review 13189 length: 37'\n",
            "'>>> Review 13190 length: 146'\n",
            "'>>> Review 13191 length: 88'\n",
            "'>>> Review 13192 length: 35'\n",
            "'>>> Review 13193 length: 143'\n",
            "'>>> Review 13194 length: 91'\n",
            "'>>> Review 13195 length: 37'\n",
            "'>>> Review 13196 length: 141'\n",
            "'>>> Review 13197 length: 88'\n",
            "'>>> Review 13198 length: 33'\n",
            "'>>> Review 13199 length: 125'\n",
            "'>>> Review 13200 length: 93'\n",
            "'>>> Review 13201 length: 95'\n",
            "'>>> Review 13202 length: 90'\n",
            "'>>> Review 13203 length: 23'\n",
            "'>>> Review 13204 length: 80'\n",
            "'>>> Review 13205 length: 93'\n",
            "'>>> Review 13206 length: 76'\n",
            "'>>> Review 13207 length: 92'\n",
            "'>>> Review 13208 length: 61'\n",
            "'>>> Review 13209 length: 66'\n",
            "'>>> Review 13210 length: 123'\n",
            "'>>> Review 13211 length: 93'\n",
            "'>>> Review 13212 length: 94'\n",
            "'>>> Review 13213 length: 88'\n",
            "'>>> Review 13214 length: 27'\n",
            "'>>> Review 13215 length: 80'\n",
            "'>>> Review 13216 length: 93'\n",
            "'>>> Review 13217 length: 74'\n",
            "'>>> Review 13218 length: 92'\n",
            "'>>> Review 13219 length: 63'\n",
            "'>>> Review 13220 length: 71'\n",
            "'>>> Review 13221 length: 125'\n",
            "'>>> Review 13222 length: 95'\n",
            "'>>> Review 13223 length: 94'\n",
            "'>>> Review 13224 length: 89'\n",
            "'>>> Review 13225 length: 28'\n",
            "'>>> Review 13226 length: 81'\n",
            "'>>> Review 13227 length: 93'\n",
            "'>>> Review 13228 length: 79'\n",
            "'>>> Review 13229 length: 90'\n",
            "'>>> Review 13230 length: 63'\n",
            "'>>> Review 13231 length: 72'\n",
            "'>>> Review 13232 length: 166'\n",
            "'>>> Review 13233 length: 64'\n",
            "'>>> Review 13234 length: 80'\n",
            "'>>> Review 13235 length: 160'\n",
            "'>>> Review 13236 length: 112'\n",
            "'>>> Review 13237 length: 98'\n",
            "'>>> Review 13238 length: 113'\n",
            "'>>> Review 13239 length: 166'\n",
            "'>>> Review 13240 length: 61'\n",
            "'>>> Review 13241 length: 74'\n",
            "'>>> Review 13242 length: 154'\n",
            "'>>> Review 13243 length: 111'\n",
            "'>>> Review 13244 length: 95'\n",
            "'>>> Review 13245 length: 115'\n",
            "'>>> Review 13246 length: 165'\n",
            "'>>> Review 13247 length: 60'\n",
            "'>>> Review 13248 length: 78'\n",
            "'>>> Review 13249 length: 158'\n",
            "'>>> Review 13250 length: 114'\n",
            "'>>> Review 13251 length: 91'\n",
            "'>>> Review 13252 length: 113'\n",
            "'>>> Review 13253 length: 167'\n",
            "'>>> Review 13254 length: 60'\n",
            "'>>> Review 13255 length: 78'\n",
            "'>>> Review 13256 length: 156'\n",
            "'>>> Review 13257 length: 114'\n",
            "'>>> Review 13258 length: 96'\n",
            "'>>> Review 13259 length: 113'\n",
            "'>>> Review 13260 length: 169'\n",
            "'>>> Review 13261 length: 60'\n",
            "'>>> Review 13262 length: 78'\n",
            "'>>> Review 13263 length: 145'\n",
            "'>>> Review 13264 length: 115'\n",
            "'>>> Review 13265 length: 97'\n",
            "'>>> Review 13266 length: 111'\n",
            "'>>> Review 13267 length: 166'\n",
            "'>>> Review 13268 length: 59'\n",
            "'>>> Review 13269 length: 76'\n",
            "'>>> Review 13270 length: 155'\n",
            "'>>> Review 13271 length: 116'\n",
            "'>>> Review 13272 length: 98'\n",
            "'>>> Review 13273 length: 112'\n",
            "'>>> Review 13274 length: 55'\n",
            "'>>> Review 13275 length: 131'\n",
            "'>>> Review 13276 length: 39'\n",
            "'>>> Review 13277 length: 100'\n",
            "'>>> Review 13278 length: 55'\n",
            "'>>> Review 13279 length: 134'\n",
            "'>>> Review 13280 length: 38'\n",
            "'>>> Review 13281 length: 107'\n",
            "'>>> Review 13282 length: 51'\n",
            "'>>> Review 13283 length: 129'\n",
            "'>>> Review 13284 length: 39'\n",
            "'>>> Review 13285 length: 105'\n",
            "'>>> Review 13286 length: 55'\n",
            "'>>> Review 13287 length: 133'\n",
            "'>>> Review 13288 length: 40'\n",
            "'>>> Review 13289 length: 104'\n",
            "'>>> Review 13290 length: 52'\n",
            "'>>> Review 13291 length: 134'\n",
            "'>>> Review 13292 length: 37'\n",
            "'>>> Review 13293 length: 107'\n",
            "'>>> Review 13294 length: 54'\n",
            "'>>> Review 13295 length: 132'\n",
            "'>>> Review 13296 length: 40'\n",
            "'>>> Review 13297 length: 103'\n",
            "'>>> Review 13298 length: 53'\n",
            "'>>> Review 13299 length: 127'\n",
            "'>>> Review 13300 length: 42'\n",
            "'>>> Review 13301 length: 103'\n",
            "'>>> Review 13302 length: 50'\n",
            "'>>> Review 13303 length: 132'\n",
            "'>>> Review 13304 length: 40'\n",
            "'>>> Review 13305 length: 104'\n",
            "'>>> Review 13306 length: 25'\n",
            "'>>> Review 13307 length: 59'\n",
            "'>>> Review 13308 length: 90'\n",
            "'>>> Review 13309 length: 130'\n",
            "'>>> Review 13310 length: 38'\n",
            "'>>> Review 13311 length: 23'\n",
            "'>>> Review 13312 length: 59'\n",
            "'>>> Review 13313 length: 89'\n",
            "'>>> Review 13314 length: 132'\n",
            "'>>> Review 13315 length: 34'\n",
            "'>>> Review 13316 length: 25'\n",
            "'>>> Review 13317 length: 61'\n",
            "'>>> Review 13318 length: 89'\n",
            "'>>> Review 13319 length: 132'\n",
            "'>>> Review 13320 length: 40'\n",
            "'>>> Review 13321 length: 30'\n",
            "'>>> Review 13322 length: 64'\n",
            "'>>> Review 13323 length: 91'\n",
            "'>>> Review 13324 length: 131'\n",
            "'>>> Review 13325 length: 43'\n",
            "'>>> Review 13326 length: 89'\n",
            "'>>> Review 13327 length: 32'\n",
            "'>>> Review 13328 length: 156'\n",
            "'>>> Review 13329 length: 31'\n",
            "'>>> Review 13330 length: 96'\n",
            "'>>> Review 13331 length: 35'\n",
            "'>>> Review 13332 length: 155'\n",
            "'>>> Review 13333 length: 30'\n",
            "'>>> Review 13334 length: 91'\n",
            "'>>> Review 13335 length: 38'\n",
            "'>>> Review 13336 length: 157'\n",
            "'>>> Review 13337 length: 30'\n",
            "'>>> Review 13338 length: 89'\n",
            "'>>> Review 13339 length: 36'\n",
            "'>>> Review 13340 length: 153'\n",
            "'>>> Review 13341 length: 31'\n",
            "'>>> Review 13342 length: 93'\n",
            "'>>> Review 13343 length: 39'\n",
            "'>>> Review 13344 length: 155'\n",
            "'>>> Review 13345 length: 31'\n",
            "'>>> Review 13346 length: 90'\n",
            "'>>> Review 13347 length: 36'\n",
            "'>>> Review 13348 length: 151'\n",
            "'>>> Review 13349 length: 31'\n",
            "'>>> Review 13350 length: 97'\n",
            "'>>> Review 13351 length: 35'\n",
            "'>>> Review 13352 length: 154'\n",
            "'>>> Review 13353 length: 31'\n",
            "'>>> Review 13354 length: 84'\n",
            "'>>> Review 13355 length: 32'\n",
            "'>>> Review 13356 length: 155'\n",
            "'>>> Review 13357 length: 32'\n",
            "'>>> Review 13358 length: 18'\n",
            "'>>> Review 13359 length: 19'\n",
            "'>>> Review 13360 length: 34'\n",
            "'>>> Review 13361 length: 35'\n",
            "'>>> Review 13362 length: 28'\n",
            "'>>> Review 13363 length: 19'\n",
            "'>>> Review 13364 length: 18'\n",
            "'>>> Review 13365 length: 33'\n",
            "'>>> Review 13366 length: 34'\n",
            "'>>> Review 13367 length: 34'\n",
            "'>>> Review 13368 length: 19'\n",
            "'>>> Review 13369 length: 18'\n",
            "'>>> Review 13370 length: 36'\n",
            "'>>> Review 13371 length: 32'\n",
            "'>>> Review 13372 length: 34'\n",
            "'>>> Review 13373 length: 17'\n",
            "'>>> Review 13374 length: 17'\n",
            "'>>> Review 13375 length: 34'\n",
            "'>>> Review 13376 length: 33'\n",
            "'>>> Review 13377 length: 32'\n",
            "'>>> Review 13378 length: 17'\n",
            "'>>> Review 13379 length: 16'\n",
            "'>>> Review 13380 length: 30'\n",
            "'>>> Review 13381 length: 32'\n",
            "'>>> Review 13382 length: 30'\n",
            "'>>> Review 13383 length: 17'\n",
            "'>>> Review 13384 length: 18'\n",
            "'>>> Review 13385 length: 33'\n",
            "'>>> Review 13386 length: 32'\n",
            "'>>> Review 13387 length: 29'\n",
            "'>>> Review 13388 length: 17'\n",
            "'>>> Review 13389 length: 17'\n",
            "'>>> Review 13390 length: 33'\n",
            "'>>> Review 13391 length: 33'\n",
            "'>>> Review 13392 length: 31'\n",
            "'>>> Review 13393 length: 18'\n",
            "'>>> Review 13394 length: 16'\n",
            "'>>> Review 13395 length: 33'\n",
            "'>>> Review 13396 length: 32'\n",
            "'>>> Review 13397 length: 34'\n",
            "'>>> Review 13398 length: 16'\n",
            "'>>> Review 13399 length: 17'\n",
            "'>>> Review 13400 length: 33'\n",
            "'>>> Review 13401 length: 32'\n",
            "'>>> Review 13402 length: 33'\n",
            "'>>> Review 13403 length: 16'\n",
            "'>>> Review 13404 length: 17'\n",
            "'>>> Review 13405 length: 32'\n",
            "'>>> Review 13406 length: 31'\n",
            "'>>> Review 13407 length: 33'\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "concatenated_examples = {\n",
        "    k: sum(tokenized_samples[k], []) for k in tokenized_samples.keys()\n",
        "}\n",
        "total_length = len(concatenated_examples[\"input_ids\"])\n",
        "print(f\"'>>> Concatenated reviews length: {total_length}'\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "165ij3ue31C_",
        "outputId": "766338fe-7934-4320-d45e-c0ee24b74c48"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "'>>> Concatenated reviews length: 628160'\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "chunks = {\n",
        "    k: [t[i : i + chunk_size] for i in range(0, total_length, chunk_size)]\n",
        "    for k, t in concatenated_examples.items()\n",
        "}\n",
        "\n",
        "for chunk in chunks[\"input_ids\"]:\n",
        "    print(f\"'>>> Chunk length: {len(chunk)}'\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "-tEguRAL34z1",
        "outputId": "ecff27c9-2d89-40a9-ef80-b552b52149ec"
      },
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
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            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
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            "'>>> Chunk length: 128'\n",
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            "'>>> Chunk length: 128'\n",
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            "'>>> Chunk length: 128'\n",
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            "'>>> Chunk length: 128'\n",
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            "'>>> Chunk length: 128'\n",
            "'>>> Chunk length: 128'\n",
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            "'>>> Chunk length: 64'\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def group_texts(examples):\n",
        "    # Concatenate all texts\n",
        "    concatenated_examples = {k: sum(examples[k], []) for k in examples.keys()}\n",
        "    # Compute length of concatenated texts\n",
        "    total_length = len(concatenated_examples[list(examples.keys())[0]])\n",
        "    # We drop the last chunk if it's smaller than chunk_size\n",
        "    total_length = (total_length // chunk_size) * chunk_size\n",
        "    # Split by chunks of max_len\n",
        "    result = {\n",
        "        k: [t[i : i + chunk_size] for i in range(0, total_length, chunk_size)]\n",
        "        for k, t in concatenated_examples.items()\n",
        "    }\n",
        "    # Create a new labels column\n",
        "    result[\"labels\"] = result[\"input_ids\"].copy()\n",
        "    return result"
      ],
      "metadata": {
        "id": "GBsHQBOU4AdU"
      },
      "execution_count": 22,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "lm_datasets = tokenized_datasets.map(group_texts, batched=True)\n",
        "lm_datasets"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 121,
          "referenced_widgets": [
            "2f60e3b8116548a5bf176e09859e6609",
            "885b50c4c1ba4c24af59afeac0ea5960",
            "3b8391b9da354cff80a6becd0eecd632",
            "af5ef66861384ab3b898032c76bacd85",
            "17cf5fbbfade490b9717c52370ff1ac3",
            "9971a69146a44f80a20525e09340fd75",
            "f94b413efca145af99d2ba8294ba173a",
            "d44ef5c11e134ce892dd8d8e2a4aad04",
            "6d116ac909fe432e803d87fd50b79796",
            "d0af95cb5bed4d22acb40c8f993aa35b",
            "902e9af07d664c19b70b0c3ec4582bba"
          ]
        },
        "id": "WxB0rhHy4OEP",
        "outputId": "84c58b47-048a-4286-fc0e-073dda0798f8"
      },
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Map:   0%|          | 0/13408 [00:00<?, ? examples/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "2f60e3b8116548a5bf176e09859e6609"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "DatasetDict({\n",
              "    train: Dataset({\n",
              "        features: ['input_ids', 'attention_mask', 'word_ids', 'labels'],\n",
              "        num_rows: 4900\n",
              "    })\n",
              "})"
            ]
          },
          "metadata": {},
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "tokenizer.decode(lm_datasets[\"train\"][1][\"input_ids\"])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 105
        },
        "id": "FmYT2XEJ4UTc",
        "outputId": "86c6feea-7c32-4919-c83c-08beb4035025"
      },
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'##point, science, powerpoint, iot, microsoft word [SEP] [CLS] engineering, ai, python, visualization, tableau, machine learning, statistical, innovation, business ideas, passionate [SEP] [CLS] engineering, network, python, matplotlib, communication, logistic, framework, ticketing, algorithms, regex [SEP] [CLS] engineering, practical knowledge, python, algorithms, mysql, analysis, machine learning, selenium web driver, sql, selenium [SEP] [CLS] business intelligence, business analytics, visualization, communication, strategic, aws, quantitative, interpretation, leadership, algorithms [SEP] [CLS] boosting, investigative,'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "tokenizer.decode(lm_datasets[\"train\"][1][\"labels\"])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 105
        },
        "id": "qXpF2fFL4Zd9",
        "outputId": "11286eb6-7a1e-4dfc-c702-e3a6fd08d575"
      },
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'##point, science, powerpoint, iot, microsoft word [SEP] [CLS] engineering, ai, python, visualization, tableau, machine learning, statistical, innovation, business ideas, passionate [SEP] [CLS] engineering, network, python, matplotlib, communication, logistic, framework, ticketing, algorithms, regex [SEP] [CLS] engineering, practical knowledge, python, algorithms, mysql, analysis, machine learning, selenium web driver, sql, selenium [SEP] [CLS] business intelligence, business analytics, visualization, communication, strategic, aws, quantitative, interpretation, leadership, algorithms [SEP] [CLS] boosting, investigative,'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 25
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from transformers import DataCollatorForLanguageModeling\n",
        "\n",
        "data_collator = DataCollatorForLanguageModeling(tokenizer=tokenizer, mlm_probability=0.15)"
      ],
      "metadata": {
        "id": "sK898RpB4kPm"
      },
      "execution_count": 26,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "samples = [lm_datasets[\"train\"][i] for i in range(2)]\n",
        "for sample in samples:\n",
        "    _ = sample.pop(\"word_ids\")\n",
        "\n",
        "for chunk in data_collator(samples)[\"input_ids\"]:\n",
        "    print(f\"\\n'>>> {tokenizer.decode(chunk)}'\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "LOE1v9ng4olb",
        "outputId": "7a2b2059-80c4-4bcc-f385-4dc8f6db6b61"
      },
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "You're using a DistilBertTokenizerFast tokenizer. Please note that with a fast tokenizer, using the `__call__` method is faster than using a method to encode the text followed by a call to the `pad` method to get a padded encoding.\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "'>>> [CLS] boosting, investigative [MASK] dimensionality [MASK] [MASK] bootstrap, d3. [MASK]s [MASK] dashboard [MASK] friendly, python, mat [MASK]otlib, cluster analysis [SEP] [CLS] forecasting, classification, encoding, feature selection, ml, scaling, learning [SEP] [CLS] x [MASK]p, marketing, engineering, python, pycharm, [MASK], mysql, strategy, flask, ide [SEP] [CLS] retail [MASK] engineering, [MASK], [MASK] reports, reporting, sql, visual studio, normalization, data flow, [MASK] [MASK] sql [SEP] [CLS] database, science [SEP] [CLS] excel, python, matlab [MASK] word, data science, microsoft power'\n",
            "\n",
            "'>>> ##point [MASK] [MASK], powerpoint, iot, microsoft word [SEP] [CLS] engineering, ai, python, visualization, table [MASK], machine learning, [MASK], innovation, [MASK] ideas, passionate [SEP] [CLS] [MASK], network, python swamp [MASK]plotlib, communication, logistic [MASK] framework, ticketing [MASK] algorithms, regex [SEP] [CLS] engineering, practical knowledge [MASK] [MASK], algorithms, [MASK] [MASK]q [MASK], analysis, machine learning, [MASK] [MASK]ium kern driver, sql, selenium [SEP] [CLS] business intelligence, [MASK] analytics, visualization, communication, retribution, aws, [MASK], interpretation, [MASK], algorithms [SEP] [CLS] boost [MASK], investigative,'\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import collections\n",
        "import numpy as np\n",
        "\n",
        "from transformers.data.data_collator import tf_default_data_collator\n",
        "\n",
        "wwm_probability = 0.2\n",
        "\n",
        "\n",
        "def whole_word_masking_data_collator(features):\n",
        "    for feature in features:\n",
        "        word_ids = feature.pop(\"word_ids\")\n",
        "\n",
        "        # Create a map between words and corresponding token indices\n",
        "        mapping = collections.defaultdict(list)\n",
        "        current_word_index = -1\n",
        "        current_word = None\n",
        "        for idx, word_id in enumerate(word_ids):\n",
        "            if word_id is not None:\n",
        "                if word_id != current_word:\n",
        "                    current_word = word_id\n",
        "                    current_word_index += 1\n",
        "                mapping[current_word_index].append(idx)\n",
        "\n",
        "        # Randomly mask words\n",
        "        mask = np.random.binomial(1, wwm_probability, (len(mapping),))\n",
        "        input_ids = feature[\"input_ids\"]\n",
        "        labels = feature[\"labels\"]\n",
        "        new_labels = [-100] * len(labels)\n",
        "        for word_id in np.where(mask)[0]:\n",
        "            word_id = word_id.item()\n",
        "            for idx in mapping[word_id]:\n",
        "                new_labels[idx] = labels[idx]\n",
        "                input_ids[idx] = tokenizer.mask_token_id\n",
        "        feature[\"labels\"] = new_labels\n",
        "\n",
        "    return tf_default_data_collator(features)"
      ],
      "metadata": {
        "id": "Jz1kuIxP4yY9"
      },
      "execution_count": 28,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "samples = [lm_datasets[\"train\"][i] for i in range(2)]\n",
        "batch = whole_word_masking_data_collator(samples)\n",
        "\n",
        "for chunk in batch[\"input_ids\"]:\n",
        "    print(f\"\\n'>>> {tokenizer.decode(chunk)}'\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RSkr6dUU44Sw",
        "outputId": "79b6de3b-662e-4f45-a503-29b8789428a5"
      },
      "execution_count": 97,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "'>>> [CLS] [MASK] [MASK] [MASK] investigative [MASK] [MASK] [MASK] reduction, bootstrap, d3. js [MASK] [MASK], friendly, python, [MASK] [MASK] [MASK] [MASK], cluster [MASK] [SEP] [CLS] forecasting [MASK] classification, [MASK] [MASK] [MASK] [MASK], ml, scaling, learning [SEP] [CLS] xampp [MASK] marketing, engineering, python, pycharm, java, [MASK] [MASK] [MASK] [MASK], strategy [MASK] flask, ide [SEP] [CLS] retail, engineering, python, financial reports [MASK] reporting, sql [MASK] visual [MASK], normalization, data flow [MASK] t [MASK] sql [SEP] [CLS] [MASK], science [SEP] [CLS] excel, python, matlab [MASK] word, data [MASK], microsoft power'\n",
            "\n",
            "'>>> [MASK], science, powerpoint, iot, microsoft word [SEP] [CLS] engineering, [MASK] [MASK] python, visualization, [MASK] [MASK], [MASK] learning [MASK] [MASK], innovation, business ideas, passionate [SEP] [CLS] engineering, network, python, matplotlib, communication, logistic, framework, ticketing [MASK] [MASK], regex [SEP] [CLS] engineering, practical knowledge, [MASK], algorithms, mysql [MASK] analysis, machine learning, [MASK] [MASK] [MASK] web [MASK], [MASK], selenium [SEP] [CLS] business [MASK], business analytics [MASK] visualization [MASK] communication, strategic, aws [MASK] quantitative, interpretation, leadership, algorithms [SEP] [CLS] boosting, investigative,'\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "train_size = 4000\n",
        "test_size = int(0.1 * train_size)\n",
        "\n",
        "downsampled_dataset = lm_datasets[\"train\"].train_test_split(\n",
        "    train_size=train_size, test_size=test_size, seed=42\n",
        ")\n",
        "downsampled_dataset"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "eibCqoon4_Ux",
        "outputId": "6f1e11e3-d647-4631-c3c0-be9c0981bd80"
      },
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "DatasetDict({\n",
              "    train: Dataset({\n",
              "        features: ['input_ids', 'attention_mask', 'word_ids', 'labels'],\n",
              "        num_rows: 4000\n",
              "    })\n",
              "    test: Dataset({\n",
              "        features: ['input_ids', 'attention_mask', 'word_ids', 'labels'],\n",
              "        num_rows: 400\n",
              "    })\n",
              "})"
            ]
          },
          "metadata": {},
          "execution_count": 29
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install Dataset"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "SrhExdxz8yTl",
        "outputId": "6addf200-b1d8-40da-a1f8-bb1a30851c4b"
      },
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Collecting Dataset\n",
            "  Downloading dataset-1.6.0-py2.py3-none-any.whl (18 kB)\n",
            "Collecting sqlalchemy<2.0.0,>=1.3.2\n",
            "  Downloading SQLAlchemy-1.4.48-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.6 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.6/1.6 MB\u001b[0m \u001b[31m29.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting banal>=1.0.1\n",
            "  Downloading banal-1.0.6-py2.py3-none-any.whl (6.1 kB)\n",
            "Collecting alembic>=0.6.2\n",
            "  Downloading alembic-1.10.4-py3-none-any.whl (212 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m212.9/212.9 kB\u001b[0m \u001b[31m25.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting Mako\n",
            "  Downloading Mako-1.2.4-py3-none-any.whl (78 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m78.7/78.7 kB\u001b[0m \u001b[31m11.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: typing-extensions>=4 in /usr/local/lib/python3.10/dist-packages (from alembic>=0.6.2->Dataset) (4.5.0)\n",
            "Requirement already satisfied: greenlet!=0.4.17 in /usr/local/lib/python3.10/dist-packages (from sqlalchemy<2.0.0,>=1.3.2->Dataset) (2.0.2)\n",
            "Requirement already satisfied: MarkupSafe>=0.9.2 in /usr/local/lib/python3.10/dist-packages (from Mako->alembic>=0.6.2->Dataset) (2.1.2)\n",
            "Installing collected packages: banal, sqlalchemy, Mako, alembic, Dataset\n",
            "  Attempting uninstall: sqlalchemy\n",
            "    Found existing installation: SQLAlchemy 2.0.10\n",
            "    Uninstalling SQLAlchemy-2.0.10:\n",
            "      Successfully uninstalled SQLAlchemy-2.0.10\n",
            "Successfully installed Dataset-1.6.0 Mako-1.2.4 alembic-1.10.4 banal-1.0.6 sqlalchemy-1.4.48\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import Dataset"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 304
        },
        "id": "NI8UomG98vM5",
        "outputId": "8a350b92-5fe8-4044-fc22-04bbb48f7495"
      },
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "error",
          "ename": "ModuleNotFoundError",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-31-709f4deff39e>\u001b[0m in \u001b[0;36m<cell line: 1>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mimport\u001b[0m \u001b[0mDataset\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
            "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'Dataset'",
            "",
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0;32m\nNOTE: If your import is failing due to a missing package, you can\nmanually install dependencies using either !pip or !apt.\n\nTo view examples of installing some common dependencies, click the\n\"Open Examples\" button below.\n\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n"
          ],
          "errorDetails": {
            "actions": [
              {
                "action": "open_url",
                "actionText": "Open Examples",
                "url": "/notebooks/snippets/importing_libraries.ipynb"
              }
            ]
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "tf_train_dataset = model.prepare_tf_dataset(\n",
        "    downsampled_dataset[\"train\"],\n",
        "    collate_fn=data_collator,\n",
        "    shuffle=True,\n",
        "    batch_size=32,\n",
        ")\n",
        "\n",
        "tf_eval_dataset = model.prepare_tf_dataset(\n",
        "    downsampled_dataset[\"test\"],\n",
        "    collate_fn=data_collator,\n",
        "    shuffle=False,\n",
        "    batch_size=32,\n",
        ")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "h-PwgBnJ5aIf",
        "outputId": "3e1758ee-c51e-4bf4-85fb-54f9f96d9889"
      },
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/datasets/arrow_dataset.py:388: FutureWarning: The output of `to_tf_dataset` will change when a passing single element list for `labels` or `columns` in the next datasets version. To return a tuple structure rather than dict, pass a single string.\n",
            "Old behaviour: columns=['a'], labels=['labels'] -> (tf.Tensor, tf.Tensor)  \n",
            "             : columns='a', labels='labels' -> (tf.Tensor, tf.Tensor)  \n",
            "New behaviour: columns=['a'],labels=['labels'] -> ({'a': tf.Tensor}, {'labels': tf.Tensor})  \n",
            "             : columns='a', labels='labels' -> (tf.Tensor, tf.Tensor) \n",
            "  warnings.warn(\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "len(tf_train_dataset)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "nII4-giZD1L_",
        "outputId": "628f1cb4-9205-4e2b-fd43-b14520a99d14"
      },
      "execution_count": 72,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "125"
            ]
          },
          "metadata": {},
          "execution_count": 72
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from transformers import create_optimizer\n",
        "from transformers.keras_callbacks import PushToHubCallback\n",
        "import tensorflow as tf\n",
        "\n",
        "num_train_steps = 250\n",
        "optimizer, schedule = create_optimizer(\n",
        "    init_lr=2e-5,\n",
        "    num_warmup_steps=1_000,\n",
        "    num_train_steps=250,\n",
        "    weight_decay_rate=0.01,\n",
        ")\n",
        "model.compile(optimizer=optimizer)\n",
        "\n",
        "# Train in mixed-precision float16\n",
        "tf.keras.mixed_precision.set_global_policy(\"mixed_float16\")\n",
        "\n",
        "#model_name = model_checkpoint.split(\"/\")[-1]\n",
        "#callback = PushToHubCallback(\n",
        "#    output_dir=f\"{model_name}-finetuned-imdb\", tokenizer=tokenizer\n",
        "#)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "sSfDuFha8OQq",
        "outputId": "553c05a2-14ab-41d1-b151-58d2e540bd6a"
      },
      "execution_count": 134,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "No loss specified in compile() - the model's internal loss computation will be used as the loss. Don't panic - this is a common way to train TensorFlow models in Transformers! To disable this behaviour please pass a loss argument, or explicitly pass `loss=None` if you do not want your model to compute a loss.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import math\n",
        "\n",
        "eval_loss = model.evaluate(tf_eval_dataset)\n",
        "print(f\"Perplexity: {math.exp(eval_loss):.2f}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bGdGZHrA8ZW2",
        "outputId": "a6c65abc-34f7-4d30-a797-3d8e062c8fb1"
      },
      "execution_count": 135,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "13/13 [==============================] - 5s 200ms/step - loss: 1.5190\n",
            "Perplexity: 4.57\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "model.fit(tf_train_dataset, validation_data=tf_eval_dataset)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "A4WHoC8S8b1l",
        "outputId": "ae94e398-36a5-446f-af41-4ed4a44d3482"
      },
      "execution_count": 136,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "125/125 [==============================] - 80s 591ms/step - loss: 1.5518 - val_loss: 1.4347\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<keras.callbacks.History at 0x7f1646521e70>"
            ]
          },
          "metadata": {},
          "execution_count": 136
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "eval_loss = model.evaluate(tf_eval_dataset)\n",
        "print(f\"Perplexity: {math.exp(eval_loss):.2f}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7yrpQBfT-vA3",
        "outputId": "9087185e-3975-44b9-fd4e-acbea58e705c"
      },
      "execution_count": 137,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "13/13 [==============================] - 3s 205ms/step - loss: 1.4927\n",
            "Perplexity: 4.45\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "model.save_pretrained(\"finetuned_bert_model_mask\")\n",
        "tokenizer.save_pretrained(\"finetuned_bert_tokenizer_mask\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1HEaeM0W_zzZ",
        "outputId": "5fe969b5-51ae-4b8b-e11c-2e089d23496c"
      },
      "execution_count": 138,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "('finetuned_bert_tokenizer_mask/tokenizer_config.json',\n",
              " 'finetuned_bert_tokenizer_mask/special_tokens_map.json',\n",
              " 'finetuned_bert_tokenizer_mask/vocab.txt',\n",
              " 'finetuned_bert_tokenizer_mask/added_tokens.json',\n",
              " 'finetuned_bert_tokenizer_mask/tokenizer.json')"
            ]
          },
          "metadata": {},
          "execution_count": 138
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "model1 = TFAutoModelForMaskedLM.from_pretrained(\"finetuned_bert_model_mask\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7-ZXxF2aANky",
        "outputId": "c53060db-b609-45f6-d9e3-cb3b6b4ef5d0"
      },
      "execution_count": 139,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "All model checkpoint layers were used when initializing TFDistilBertForMaskedLM.\n",
            "\n",
            "All the layers of TFDistilBertForMaskedLM were initialized from the model checkpoint at finetuned_bert_model_mask.\n",
            "If your task is similar to the task the model of the checkpoint was trained on, you can already use TFDistilBertForMaskedLM for predictions without further training.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "tokenizer1 = AutoTokenizer.from_pretrained('finetuned_bert_tokenizer_mask')"
      ],
      "metadata": {
        "id": "emnesIYaA5LA"
      },
      "execution_count": 140,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from transformers import pipeline\n",
        "\n",
        "mask_filler = pipeline(\n",
        "    \"fill-mask\", model= model1,\n",
        "     tokenizer=tokenizer1\n",
        ")"
      ],
      "metadata": {
        "id": "K7pA8uB0-zzt"
      },
      "execution_count": 141,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "text = 'data science, machine learning,  statistics, artificial intelligence, [MASK]'"
      ],
      "metadata": {
        "id": "w_gBmHLoBmH5"
      },
      "execution_count": 142,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "preds = mask_filler(text)\n",
        "\n",
        "for pred in preds:\n",
        "    print(f\">>> {pred['sequence']}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3aeg84GNBfp-",
        "outputId": "ff143a48-3aae-4902-a47b-168ad7adfacb"
      },
      "execution_count": 143,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            ">>> data science, machine learning, statistics, artificial intelligence, science\n",
            ">>> data science, machine learning, statistics, artificial intelligence, engineering\n",
            ">>> data science, machine learning, statistics, artificial intelligence, python\n",
            ">>> data science, machine learning, statistics, artificial intelligence, learning\n",
            ">>> data science, machine learning, statistics, artificial intelligence, programming\n"
          ]
        }
      ]
    }
  ]
}