day2_visualization.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "day2_visualization.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "HfCrBCBNEFiM",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 211
        },
        "outputId": "aa4db97c-ae27-43eb-a6e7-7093993ebf8b"
      },
      "source": [
        "!pip install --upgrade tables"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Collecting tables\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/ed/c3/8fd9e3bb21872f9d69eb93b3014c86479864cca94e625fd03713ccacec80/tables-3.6.1-cp36-cp36m-manylinux1_x86_64.whl (4.3MB)\n",
            "\u001b[K     |████████████████████████████████| 4.3MB 2.8MB/s \n",
            "\u001b[?25hRequirement already satisfied, skipping upgrade: numexpr>=2.6.2 in /usr/local/lib/python3.6/dist-packages (from tables) (2.7.1)\n",
            "Requirement already satisfied, skipping upgrade: numpy>=1.9.3 in /usr/local/lib/python3.6/dist-packages (from tables) (1.17.5)\n",
            "Installing collected packages: tables\n",
            "  Found existing installation: tables 3.4.4\n",
            "    Uninstalling tables-3.4.4:\n",
            "      Successfully uninstalled tables-3.4.4\n",
            "Successfully installed tables-3.6.1\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fULo04VfEU5c",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qJ4AkbgQEpzP",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "outputId": "e7392539-3a95-49b7-a08d-6f9e3e78b4d9"
      },
      "source": [
        "cd /content/drive/My Drive/Colab Notebooks/matrix/matrix_two/data"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/content/drive/My Drive/Colab Notebooks/matrix/matrix_two/data\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5fcBeqAjEwYa",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "outputId": "07ba0c9e-9002-4b55-9622-837f67d25dc3"
      },
      "source": [
        "df = pd.read_hdf('car.h5')\n",
        "df.shape"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(106494, 155)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xtqbv4UIE85u",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "16277afa-54a8-41d1-c5fe-ff626b8bed74"
      },
      "source": [
        "df.columns.values"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array(['breadcrumb', 'created_at', 'price_currency', 'price_details',\n",
              "       'price_value', 'seller_address', 'seller_name', 'seller_type',\n",
              "       'feature_czujniki-parkowania-przednie',\n",
              "       'feature_poduszka-powietrzna-chroniąca-kolana',\n",
              "       'feature_kurtyny-powietrzne', 'feature_klimatyzacja-dwustrefowa',\n",
              "       'feature_światła-led', 'feature_czujnik-zmierzchu',\n",
              "       'feature_elektrycznie-ustawiane-lusterka',\n",
              "       'feature_asr-(kontrola-trakcji)',\n",
              "       'feature_poduszka-powietrzna-kierowcy', 'feature_cd',\n",
              "       'feature_elektryczne-szyby-przednie',\n",
              "       'feature_poduszka-powietrzna-pasażera',\n",
              "       'feature_system-start-stop', 'feature_światła-do-jazdy-dziennej',\n",
              "       'feature_komputer-pokładowy', 'feature_elektryczne-szyby-tylne',\n",
              "       'feature_klimatyzacja-manualna', 'feature_tapicerka-welurowa',\n",
              "       'feature_czujnik-deszczu', 'feature_światła-przeciwmgielne',\n",
              "       'feature_ogrzewanie-postojowe', 'feature_radio-niefabryczne',\n",
              "       'feature_regulowane-zawieszenie', 'feature_ogranicznik-prędkości',\n",
              "       'feature_zmieniarka-cd', 'feature_szyberdach', 'feature_isofix',\n",
              "       'feature_asystent-pasa-ruchu', 'feature_alufelgi',\n",
              "       'feature_bluetooth', 'feature_nawigacja-gps',\n",
              "       'feature_asystent-parkowania', 'feature_wspomaganie-kierownicy',\n",
              "       'feature_podgrzewana-przednia-szyba',\n",
              "       'feature_przyciemniane-szyby',\n",
              "       'feature_elektrycznie-ustawiane-fotele',\n",
              "       'feature_klimatyzacja-czterostrefowa', 'feature_tuner-tv',\n",
              "       'feature_poduszki-boczne-przednie', 'feature_tempomat-aktywny',\n",
              "       'feature_klimatyzacja-automatyczna',\n",
              "       'feature_poduszki-boczne-tylne', 'feature_radio-fabryczne',\n",
              "       'feature_odtwarzacz-dvd', 'feature_czujniki-parkowania-tylne',\n",
              "       'feature_łopatki-zmiany-biegów', 'feature_centralny-zamek',\n",
              "       'feature_dach-panoramiczny', 'feature_kamera-cofania',\n",
              "       'feature_immobilizer', 'feature_czujnik-martwego-pola',\n",
              "       'feature_gniazdo-sd', 'feature_podgrzewane-lusterka-boczne',\n",
              "       'feature_podgrzewane-przednie-siedzenia', 'feature_hak',\n",
              "       'feature_abs', 'feature_wielofunkcyjna-kierownica',\n",
              "       'feature_światła-xenonowe', 'feature_gniazdo-usb',\n",
              "       'feature_tapicerka-skórzana', 'feature_gniazdo-aux',\n",
              "       'feature_esp-(stabilizacja-toru-jazdy)', 'feature_alarm',\n",
              "       'feature_podgrzewane-tylne-siedzenia', 'feature_mp3',\n",
              "       'feature_tempomat', 'feature_hud-(wyświetlacz-przezierny)',\n",
              "       'feature_elektrochromatyczne-lusterko-wsteczne',\n",
              "       'feature_relingi-dachowe',\n",
              "       'feature_elektrochromatyczne-lusterka-boczne',\n",
              "       'param_liczba-miejsc', 'param_uszkodzony', 'param_marka-pojazdu',\n",
              "       'param_model', 'param_engine-code', 'param_liczba-drzwi',\n",
              "       'param_first-registration', 'param_country-of-origin',\n",
              "       'param_pierwsza-rejestracja', 'param_gearbox', 'param_przebieg',\n",
              "       'param_faktura-vat', 'param_rok-produkcji', 'param_vin',\n",
              "       'param_perłowy', 'param_homologacja-ciężarowa',\n",
              "       'param_service-record', 'param_metallic',\n",
              "       'param_leasing-concession', 'param_color',\n",
              "       'param_financing-option', 'param_original-owner',\n",
              "       'param_vat-marża', 'param_kategoria', 'param_co2-emissions',\n",
              "       'param_leasing', 'param_mileage',\n",
              "       'param_zarejestrowany-jako-zabytek', 'param_napęd',\n",
              "       'param_wartość-wykupu', 'param_typ', 'param_metalik',\n",
              "       'param_pierwszy-właściciel', 'param_skrzynia-biegów',\n",
              "       'param_vat-discount', 'param_no-accident',\n",
              "       'param_liczba-pozostałych-rat', 'param_particle-filter',\n",
              "       'param_zarejestrowany-w-polsce', 'param_oferta-od', 'param_moc',\n",
              "       'param_make', 'param_kraj-pochodzenia', 'param_engine-power',\n",
              "       'param_year', 'param_serwisowany-w-aso', 'param_rodzaj-paliwa',\n",
              "       'param_możliwość-finansowania', 'param_registered-in-poland',\n",
              "       'param_transmission', 'param_miesięczna-rata', 'param_kod-silnika',\n",
              "       'param_version', 'param_opłata-początkowa', 'param_model-pojazdu',\n",
              "       'param_pojemność-skokowa', 'param_kierownica-po-prawej-(anglik)',\n",
              "       'param_fuel-type', 'param_vat-free', 'param_acrylic',\n",
              "       'param_damaged', 'param_door-count', 'param_tuning',\n",
              "       'param_filtr-cząstek-stałych', 'param_nr-of-seats', 'param_kolor',\n",
              "       'param_engine-capacity', 'param_pearl', 'param_stan',\n",
              "       'param_wersja', 'param_emisja-co2', 'param_body-type',\n",
              "       'param_matowy', 'param_bezwypadkowy',\n",
              "       'param_akryl-(niemetalizowany)', 'param_monthly-payment-value',\n",
              "       'car_id'], dtype=object)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "atfUXF5ZFHgK",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 283
        },
        "outputId": "608b0440-06ad-466d-e17e-e3d1960b79a0"
      },
      "source": [
        "df['price_value'].hist(bins=100)"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f3014d81c88>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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DuGTmGmDNRNcTEdsyc9EklDSprKsz1tUZ6+rMkV5Xvwxl3QOc1Ho9r7RJknqgX8LhHmBB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\n4SBJqhgOkqSK4SBJqhgOkqTK/wNyaqlsjjVAFQAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_WjZqkz-FYTb",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 173
        },
        "outputId": "f59e9a94-86c3-4fe7-b85e-b16541913d38"
      },
      "source": [
        "df['price_value'].describe()"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "count    106494.000000\n",
              "mean      47534.137437\n",
              "std       66308.716918\n",
              "min         400.000000\n",
              "25%       13890.000000\n",
              "50%       25500.000000\n",
              "75%       52900.000000\n",
              "max      799900.000000\n",
              "Name: price_value, dtype: float64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0HCulZJwFivw",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 312
        },
        "outputId": "4151de71-577c-45df-93da-322745fb1985"
      },
      "source": [
        "df['param_marka-pojazdu'].unique()"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array(['Dacia', 'Peugeot', 'Porsche', 'Volkswagen', 'Škoda', 'Jeep',\n",
              "       'Renault', 'Opel', 'Volvo', 'Audi', 'BMW', 'Toyota', 'Kia',\n",
              "       'Hyundai', 'Citroën', 'Nissan', 'Daewoo', 'Fiat', 'Mercedes-Benz',\n",
              "       'Mini', 'Ford', 'Chevrolet', 'Infiniti', 'Suzuki', 'Lexus', 'Seat',\n",
              "       'Mitsubishi', 'SsangYong', 'Mazda', 'Alfa Romeo', 'Saab', 'Dodge',\n",
              "       'Jaguar', 'Honda', 'Smart', 'Land Rover', 'Chrysler',\n",
              "       'Aston Martin', 'Subaru', 'Piaggio', 'Daihatsu', 'Cadillac',\n",
              "       'Lada', 'Iveco', 'Lincoln', 'Inny', 'Lancia', 'Yugo', 'Pontiac',\n",
              "       'MG', 'Scion', None, 'Hummer', 'Polonez', 'Maybach', 'Maserati',\n",
              "       'Aixam', 'Bentley', 'Lamborghini', 'Isuzu', 'Gaz', 'Rover',\n",
              "       'Wartburg', 'Mercury', 'Ferrari', 'Oldsmobile', 'Rolls-Royce',\n",
              "       'Moskwicz', 'Ligier', 'Vauxhall', 'Tesla', 'Microcar', 'Acura',\n",
              "       'Buick', 'Tarpan', 'Uaz', 'McLaren', 'GMC', 'Warszawa', 'Morgan',\n",
              "       'Żuk', 'Tata', 'Brilliance', 'Triumph', 'Chatenet', 'Zastava',\n",
              "       'Wołga', 'Austin', 'Trabant', 'LTI', 'Gonow', 'Aro', 'Syrena',\n",
              "       'Autobianchi', 'Mahindra', 'Asia', 'Grecav', 'GWM', 'Zaporożec',\n",
              "       'Plymouth', 'Talbot'], dtype=object)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "y5jAvOoDFpQA",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 243
        },
        "outputId": "484fd369-6fb5-490b-c1d6-f613fbbb6004"
      },
      "source": [
        "df.groupby('param_marka-pojazdu')['price_value'].mean()"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "param_marka-pojazdu\n",
              "Acura         32349.250000\n",
              "Aixam         26129.208955\n",
              "Alfa Romeo    52053.311086\n",
              "Aro           20800.000000\n",
              "Asia          12500.000000\n",
              "                  ...     \n",
              "Yugo          47500.000000\n",
              "Zaporożec      3900.000000\n",
              "Zastava        2999.000000\n",
              "Škoda         40068.437434\n",
              "Żuk            4722.500000\n",
              "Name: price_value, Length: 100, dtype: float64"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LAIxr0R5F_Rc",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def group_and_barplot(feat_groupby, feat_agg='price_value', agg_funcs=[np.mean, np.median, np.size], feat_sort='mean', top=50, subplots=True):\n",
        "    return (\n",
        "      df\n",
        "      .groupby(feat_groupby)[feat_agg]\n",
        "      .agg(agg_funcs)\n",
        "      .sort_values(by=feat_sort,ascending=False)\n",
        "      .head(top)\n",
        "    ).plot(kind='bar', figsize=(15,5), subplots=subplots)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mLdY_mdEIe_K",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 417
        },
        "outputId": "57c88031-9512-4121-bd8d-703472b3b2b9"
      },
      "source": [
        "group_and_barplot('param_marka-pojazdu');"
      ],
      "execution_count": 42,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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JNuoQQ13aqEMMdWmjDjHUpY06xDDibdR6EhhJkuogIv4MuB74a+BHmbmiLD8d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\n",
            "text/plain": [
              "<Figure size 1080x360 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5MweiJ10IzDV",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 436
        },
        "outputId": "ede44a51-5e17-4e62-de48-376178d521cf"
      },
      "source": [
        "group_and_barplot('param_kraj-pochodzenia', feat_sort='size');"
      ],
      "execution_count": 45,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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Y5EmSJElSi5jkSZIkSVKLmORJkiRJUouM2MXQN9hgg5wwYcJw74YkSZIkDYvZs2f/MTPH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\nlFJKKaWUUofkIC+llFJKKaWUOuT/AfaQr7C2KUs5AAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 1080x360 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CTM5MseJJv4H",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 390
        },
        "outputId": "e1f1f3b7-a3a5-4e40-920b-6ff639fe06ef"
      },
      "source": [
        "group_and_barplot('param_kolor', feat_sort='mean');"
      ],
      "execution_count": 46,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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LFi3i+OOPZ8KECSsUR2Tmsg+I2Bi4AFgfSODszPx2RLwR+AkwGpgLHJCZz0Sx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\n",
            "text/plain": [
              "<Figure size 1080x360 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OQb_JEjPKgcH",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 347
        },
        "outputId": "3db64bad-660a-4211-999a-bd656b445da0"
      },
      "source": [
        "group_and_barplot('param_liczba-miejsc');"
      ],
      "execution_count": 49,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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UHHzwwU88z/vII4/koYce6ngNfiZPkiRJ0vgx2o8z6+JjxhYvXtyV93UmT5IkSdKktmLF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\ntcj/BT/4vrn69AgdAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 1080x360 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4GsrEzU7K1YH",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 353
        },
        "outputId": "63652c44-5e85-4440-cdb9-32f1ca0e86ae"
      },
      "source": [
        "group_and_barplot('param_liczba-drzwi');"
      ],
      "execution_count": 53,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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FypUrGR4eZvr06WM6xumakiRJknpm9erVTJ061YD3BJIwderUcY10GvIkSZIk9ZQB78mN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\nYII=\n",
            "text/plain": [
              "<Figure size 1080x360 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4SOu2YxaLQH6",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 422
        },
        "outputId": "e396ccff-f260-40e7-c57d-871a432772e6"
      },
      "source": [
        "group_and_barplot('param_model');"
      ],
      "execution_count": 54,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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i1gCeBp4Cnh3wnr8HXg0c3J/8Va4DHq8GkVkzIiZGxPYR8bJRWwBJkiomgJIk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\nVis6BXUAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 1080x360 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hNJh8emSLpPn",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "outputId": "dca5e8c5-07c1-408c-e7ef-1e3b1ba8c5c9",
        "id": "Lze0gtOPLpdp",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 552
        }
      },
      "source": [
        "group_and_barplot('param_gearbox');"
      ],
      "execution_count": 56,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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XX8/111/P7rvvzvve9z6WLFnCu9/9bs4991zmzp3LW9/6Vv7mb/5mrWSxC6gk\nSZIkrUO77ror733ve3n/+9/P4Ycfzktf+tKnHPOP//iPbLjhhhx//PHcfPPN3Hzzzbzyla8E4De/\n+Q3bbLPNWsliAShJkiRJ69ALX/hCrr32WmbNmsXf/u3fctBBBz1p/6WXXso3vvENLrvsMqC3yPvO\nO+/MFVdcsdaz2AVUkiRJktahn/3sZ2y00Ua88Y1v5OSTT+baa69dtu+OO+7g+OOP5xvf+AYbbrgh\nAFOnTmXhwoXLCsAlS5Zwyy23rJUs3gGUJEmS1Bmru2zDGr3mTTdx8sknM27cOCZMmMCnP/1p3ve+\n9wHwhS98gUWLFnHkkUcCsO222zJr1izOPfdcTjzxRB5++GGWLl3KSSedxM4777zGWVJVa/wk/WT6\n9Ok1Z86ctmNIkqQOWdvrinVdG3+ga+yaN28e06ZNazvGOjPc+0syt6qmD3e8XUAlSZIkqSP6qgBM\nMj7JdUkubLanJLkqyfwkX0uyftsZJUmSJGm06qsCEHgPMG/I9j8An6iqFwA/B97WSipJkiRJo9ZY\nG/Y2aHXeV98UgEkmAa8CPttsBzgQOLc55CzgyHbSSZIkSRqNJk6cyKJFi8ZcEVhVLFq0iIkTJz6j\n8/ppFtD/B/wVsEmzvQXwUFUtbbYHgO2GOzHJccBxANtvv/06jilJkiRptJg0aRIDAwMsXLiw7Shr\n3cSJE5k0adIzOqcvCsAkhwP3V9XcJAc80/Or6gzgDOjNArqW40mSJEkapSZMmMCUKVPajtE3+qIA\nBPYDXpPkMGAisCnwr8BzkqzX3AWcBNzdYkZJkiRJGtX6YgxgVX2gqiZV1WTgDcB/V9XRwHeB1zWH\nHQNc0FJESZIkSRr1+qIAXIn3A3+ZZD69MYGfazmPJEmSJI1a/dIFdJmq+h7wvebx7cA+beaRJEmS\npLGi3+8ASpIkSZLWEgtASZIkSeoIC0BJkiRJ6ggLQEmSJEnqCAtASZIkSeoIC0BJkiRJ6ggLQEmS\nJEnqCAtASZIkSeoIC0BJkiRJ6ggLQEmSJEnqCAtASZIkSeoIC0BJkiRJ6ggLQEmSJEnqCAtASZIk\nSeoIC0BJkiRJ6ggLQEmSJEnqCAtASZIkSeoIC0BJkiRJ6ggLQEmSJEnqiL4oAJM8L8l3k/xPkluS\nvKdp3zzJ7CS3Nd83azurJEmSJI1WfVEAAkuB91bVTsC+wPFJdgJOAb5TVTsA32m2JUmSJEmroS8K\nwKq6p6qubR4/AswDtgOOAM5qDjsLOLKdhJIkSZI0+vVFAThUksnAnsBVwNZVdU+z615g65ZiSZIk\nSdKo11cFYJKNgfOAk6rqF9BzOjIAACAASURBVEP3VVUBtYLzjksyJ8mchQsXjkBSSZIkSRp9+qYA\nTDKBXvH35ar6z6b5viTbNPu3Ae4f7tyqOqOqplfV9K222mpkAkuSJEnSKNMXBWCSAJ8D5lXVvwzZ\nNRM4pnl8DHDBSGeTJEmSpLFivbYDNPYD3gTclOT6pu2vgVOBryd5G3AH8PqW8kmSJEnSqNcXBWBV\nXQ5kBbsPGskskiRJkjRW9UUXUEmSJEnSumcBKEmSJEkd0RddQCX1j13P2rXtCGPKTcfc1HYESZKk\nZbwDKEmSJEkdYQEoSZIkSR1hAShJkiRJHWEBKEmSJEkdYQEoSZIkSR1hAShJkiRJHWEBKEmSJEkd\nYQEoSZIkSR1hAShJkiRJHWEBKEmSJEkdYQEoSZIkSR1hAShJkiRJHWEBKEmSJEkdsV7bAbpq17N2\nbTvCmHHTMTe1HUGSJEkaFbwDKEmSJEkdYQEoSZIkSR1hAShJkiRJHdH3YwCTzAD+FRgPfLaqTm05\nkiSpBY6dXrscPy11gz87166x8LOzr+8AJhkPfAo4FNgJOCrJTu2mkiRJkqTRqa8LQGAfYH5V3V5V\njwNfBY5oOZMkSZIkjUqpqrYzrFCS1wEzqurtzfabgBdX1QnLHXcccFyzORX48YgGHdu2BB5oO4Q0\nDK9N9SuvTfUzr0/1K6/Ntev5VbXVcDv6fgzg01FVZwBntJ1jLEoyp6qmt51DWp7XpvqV16b6mden\n+pXX5sjp9y6gdwPPG7I9qWmTJEmSJD1D/V4AXgPskGRKkvWBNwAzW84kSZIkSaNSX3cBraqlSU4A\nLqG3DMSZVXVLy7G6xq616ldem+pXXpvqZ16f6ldemyOkryeBkSRJkiStPf3eBVSSJEmStJZYAEqS\nJElSR1gASpIkSVJHWABKGlWSPCvJ+LZzSMvz2pQkjQZOAqNlkkyit9TGS4FtgceAm4GLgIur6okW\n46mjkoyjd10eDbwI+DWwAfAAvWvzP6pqfnsJ1VVemxptkjwXmDi4XVV3thhHHZbkJcAb6f3NuQ1P\n/pvzS1X1cIvxxjwLQAGQ5PPAdsCFwBzgfnq/JF4IvALYGzilqi5rLaQ6Kcn3gUuBC4CbBz+ISLI5\nvWvzT4Hzq+pL7aVUF3ltarRI8hrgn+l9uHs/8HxgXlXt3GowdVKSi4Gf0fvZOdzfnK8G/qWqXPt7\nHbEAFABJdqmqm1eyf31gez/N1khLMqGqlqzpMdLa5rWp0SLJDcCBwKVVtWeSVwBvrKq3tRxNHZRk\ny6p6YE2P0epzDKAAWFnx1+x/3OJPbVj+j+ckz02y/eDXcMdII+SqVR3gtak+saSqFgHjkoyrqu8C\n09sOpW4aLOySTEmyrEtykg2TTB56jNYNC0ABkOSIJMcP2b4qye3N1x+3mU2CXhemJLcBPwW+DywA\nLm41lLoubQeQnqaHkmwMXAZ8Ocm/Ao+2nEn6BjB0fonfNG1ax9ZrO4D6xl/Rm8xg0Ab0JjV4FvB5\n/B9S7fsYsC/LdWFqOZO6baskf7minVX1LyMZRlqJI4DFwF/Qm7To2cBHW00kwXpV9fjgRlU93gw5\n0jpmAahB61fVXUO2L2+6iyxK8qy2QklDLKmqRUmWdWFK8v/aDqVOGw9sjHcC1eeqaujdvrNaCyI9\n2cIkrxmc7CXJEfRmUdY6ZgGoQZsN3aiqE4ZsbjXCWaThLN+F6X7swqR23VtV3kVR30vyh8A/AM+l\n94FFgKqqTVsNpq57J73f5/9G75q8C3hzu5G6wVlABUCSLwPfq6rPLNf+Z8ABVXVUO8mknuZO9GJ6\nvyQGuzB9ublTLY24JNdW1V5t55BWJcl84NVVNa/tLNLymg93qapftp2lKywABSxbHPab9BYyvrZp\n3pveWMAjq+q+trJJUj9KMgs4B/imf7ionyX5YVXt13YOCSDJG6vqSysaQ+346XXPLqACoKruB34/\nyYHA4MKwF1XVf7cYS1rGLkzqQ/9Bb/Ksf0nyPeAr9H5uPr7Ss6SRNyfJ1/jtB70AVNV/thdJHTY4\nt8QmraboMO8ACoAkG9GbZGNJsz0VOAxYUFXntxpOwi5M6l/Nz89X0ysGX0JveZJzqmp2q8GkRpLP\nD9NcVfXWEQ8jqXUWgAIgyWXA26rqtiQvAK4GvgzsBFxdVR9oNaA6zy5MGg2S7EZvlsXdqmp823kk\nqV8l2Qp4BzCZIb0S/WBi3bMLqAZtVlW3NY+PAb5SVe9u1mOZC1gAqm12YVJfSrI18Hp6dwC3Ab4O\nvKXNTBJAktOBFX7SX1UnjmAcaXkXAD8ALqW3CLxGiAWgBg39BXEg8E+wbFHOJ9qJJD3JpsCvgIOH\ntBVgAahWJHkHcBQwFTgPOLmqftRuKulJ5rQdQFqJjarq/W2H6CILQA26MclpwN3AC4BvAyR5Tqup\npN/6P1V119CGJL/TVhiJ3ni/jwP/XVV+UKa+U1Uu+q5+dmGSw6pqVttBusYxgAIgyYbAe+h1Xzqz\nqm5o2n8f+L2q+mKb+aQkS4BzgbdW1WNNm+uwqTVJZgAbV9W5y7W/DnjYSWDUL5qxVu+nN65/4mB7\nVR3YWih1XpJH6M0I+jiwpGl2du8RYAGop2h+UVBVC9vOIg1Kch3wGeDtwB9X1U+SXFdVe7YcTR2V\n5If01klduFz7lsB/VdVL2kkmPVmSbwNfA94HvJPeWP+Fdr+Tumlc2wHUH9LzoSQLgR8D/5tkYZL/\n03Y2qVFV9f8B7wb+K8mrWcnkBtII2GC4D8qq6gF+u86V1A+2qKrP0Vvu6fvNLIve/VPrkrwmyWnN\n1+Ft5+kKC0AN+gtgf2Cfqtq8qjYDXgzsl+Qv2o0mAb2F36mqHwIHAX8F7NhqInXdpkmeMpY+yQRg\nwxbySCsy2L3uniSvSrInsHmbgaQkp9IbfvQ/zdd7kvx9u6m6wS6gApZ1r3tl88n10PatgG/bzU5t\nS7JNVd0zZHs94Per6rIWY6nDmj9etgZOqKpHm7aNgX8FHrB7nfpFc2flB8DzgNPpzar8kaqa2Wow\ndVqSG4E9BifRSjIeuK6qdms32djnHUANmrB88QfLxgFOaCGPtLx3Lzcr7SY8eUkIaaT9LXAfcEeS\nuUnmAj8FFjb7pL5QVRdW1cNVdXNVvaKq9rb4U58Y+nv92a2l6BjvAApY+WyKzrSofjDchC9em+oH\nzSzKL2g25w/OUiv1iySfZ5gx081YQKkVSY4CTgW+S2+Yx8uAU6rqa60G6wDXAdSg3ZP8Ypj2MGTK\naKlF45NsUFW/hmV/dG/QciZ1WJL9q+rypuC7aZj9mwLbV9XNI59OepILhzyeCLwW+FlLWSSSBLgc\n2Bd4UdP8/qq6t71U3eEdQEmjQpL3A68GPt80HQvMrKp/bC+VuizJJ+hNlvUtYC69rp8T6d0NfAXw\nfOC9VXVNayGlYSQZB1xeVb/fdhZ1V5KbqmrXtnN0kQWgpFEjyaH0ZgAFmF1Vl7SZR0qyOfBHwH7A\nNsBjwDzgoqq6vM1s0ookmUrvGn3BKg+W1pEkZwH/5odkI88CUNKokOTdwJeq6udtZ5Gk0STJI/TG\nAKb5fi/wgao6r9Vg6rQkt9LrMXEH8CjN9eksoOueYwAljRZbA9ckuRY4E7ik/ARLklapqjZpO4M0\njEPaDtBV3gGUNGo0g8YPpjf+bzrwdeBzVfWTVoNJUp9Lsh29canLPvx3HVW1KckXq+pNq2rT2ucd\nQK1UkkuBJcCnqurCVR0vrUtVVUnupdd9aSmwGXBuktlV9VftppOk/pTkH4A/Af4H+E3TXIAFoNq0\n89CNZiH4vVvK0ikWgFqVN9Ob2GDftoOo25K8h971+ADwWeDkqlrSzGZ3G2ABqNYk2QXYiSHL5lTV\n2e0lkp7kSGDq4DI6UpuSfAD4a2DDZgmyNLseB85oLViH2AVUACT5QlW9pe0c0ook+QhwZlXdMcy+\naVU1r4VYEkk+BBxArwCcBRxKb4r917WZSxqU5GLgj6vql21nkQYl+fuq+kDbObrIAlAAJLm2qvZq\nO4e0Ikl+Dxioql8nOQDYDTi7qh5qN5m6LslNwO7AdVW1e5Kt6c1Y+8qWo0kAJDmP3jX6HWDZXcCq\nOrG1UOq8Zlz/a4H96XVJ/kFVfbPdVN1gF1AN2ijJnvz2NvyTVNW1I5xHWt55wPQkL6DXReQC4Bzg\nsFZTSfBYVT2RZGmSTYH7gee1HUoaYmbzJfWTT9FbBuIrzfY7k7yyqo5vMVMnWABq0HbAPzN8AVjA\ngSMbR3qKJ6pqaZLXAqdX1elJrms7lATMSfIc4DPAXOCXwBXtRpJ+q6rOajuDNIwDgWmDSzo1C8Pf\n0m6kbrAA1KD5VWWRp362JMlRwDHAq5u2CS3mkQCoqnc1D/89ybeATavqxjYzSUMl2QH4e546UdHv\nthZKgvnA9vQWgodez4n57cXpDgtASaPFscA7gb+rqp8mmQJ8seVMEkm+SG86/R9U1a1t55GG8Xng\nQ8AngFfQ+3k6rtVEEmwCzEtyNb3eZvvQ61ExE6CqXtNmuLHMSWAEQJLXAzdX1f8s174TsLCqFraT\nTJL6W5JXAC9tvn4PuA64rKr+tdVgUiPJ3KraO8lNVbXr0La2s6m7krx8Zfur6vsjlaVrvAOoQX9I\nb3Ht5W0B/C3wpyMbR3oyuzCpX1XVd5NcBryI3t2Vd9Jb4NgCUP3i14NrpiY5Abgb2LjlTOo4C7z2\nePtfg15QVZct31hVP6A33b7Uts8DnwaW0vsj+2zgS60mkoAk3wF+CPwJ8GPgRVW1Y7uppCd5D7AR\ncCKwN/AmeuOppRGX5PLm+yNJfjHk65FmYXitY3YBFQBJflxVU5/pPmmk2IVJ/SrJJ+j9Uf1reoXg\nZcAVVfVYq8EkqQ8lmVBVS9rO0WV2AdWg+UkOq6pZQxuTHArc3lImaSi7MKkvVdVfACTZBHgLvbvV\nvwNs0GIsicHJNFbESTbUkquAvdoO0WUWgBp0EnBRMxnM3KZtOvAS4PDWUkm/NbQL08forR9kFya1\nrvlA4qX07gIuAM4EftBmJqnxEuAuegttX8Xwa/1KI83rsGV2AdUySTagN9nLLk3TLcA5VbW4vVSS\n1N+SvI9ewTe3qpa2nUcalGQ88ErgKHrj+S8CvlJVLrat1iQZAP5lRfuraoX7tHZYAOpJkjwH2KHZ\n/N+qerjNPFKS/6K3PtCw7MKkfpBkd3p3AaG3HuANbeaRltd8yHsU8E/AR6rq31qOpI5Kcg+9Sd2G\nvRNYVR8Z2UTdYwEoYNkvhv8AjgB+Sm+G2OcD5wPvrKrHW4ynDnOdIPW7JCcCxwH/2TS9Fjijqk5v\nL5XU0/x+fxW94m8yMBM4s6rubjOXuivJtVXlGMAWWQAKgCQfpbeA8Tur6pGmbRPgU8AdVfXBNvNJ\nSfauqrnLtR1eVRe2lUkCSHIj8JKqerTZfha9WUBdQketSnI2vWEds4CvVtXNLUeSSHJdVe3Zdo4u\nswAUAEluBvapql8t174xcGVV7TL8mdLISHIt8ObBP2CSHAWcVFUvbjeZui7JTfTW/lvcbE8Erhlc\nrkRqS5IngEebzaF/8AWoqtp05FOp65JsXlUPtp2jy5wFVIOeWL74A6iqXybxUwL1g9cB5yb5U3pj\nrd4MHNxuJAnoLftwVZLzm+0jgc+1mEcCoKrGtZ1BWp7FX/u8AygAktwAHMDwA3K/W1W7j2wi6amS\nvBD4JnAn8FoX2la/SLIXsH+z+YOquq7NPJIkrYgFoABIsgB4guELwKqq3x3ZRFJP071u6A+q5wIP\nA78GcJyV2pJk06r6RZLNh9vvp9ySpH5kASipryV5/sr2V9UdI5VFGirJhVV1eJKfMvz4Kj84k6Sn\nKcmlwBLgU07wtm5ZAAqAJJOrasFK9gfYrqoGRi6V1JuIqKp+uabHSJKk/pVkW2AbYN+q+lTbecYy\nC0ABkOQb9Nb+uwCYCywEJgIvAF4BHAR8qKpmtxZSnZTkO8D1NNfmkKn2f5fetfl64DNVdW57KdV1\nSbajt3bqssnVquqy9hJJkjQ8C0Atk2Qn4GhgP3qfwPwKmEdv/aBzB6c4l0ZaksP47bW5GbAU+DFw\nEfC5qrq3xXjquCT/APwJ8D/Ab5rmqqrXtJdKkvpTkiOASYN3+ZJcBWzV7P4rP9Bd9ywAJUlaA0l+\nDOxWVb9uO4sk9bskPwTeUFV3NdvX0+tp9izg81V1UJv5usB1ACVJWjO3AxNoZqaVJK3U+oPFX+Py\nqloELEryrLZCdYkFoCRJa+ZXwPXNeNVlRWBVndheJEnqW5sN3aiqE4ZsboXWOQtASZLWzMzmS5K0\nalcleUdVfWZoY5I/A65uKVOnOAZQT5FkM2AHerOAAs5mp/6R5Lk8+dq8s8U4EgBJ1gd2pLce4I+r\n6vGWI0lSX2p+j3+TXo+Ja5vmvYENgCOr6r62snWFBaCeJMnbgfcAk+hNvb8vcEVVHdhqMHVektcA\n/wxsC9xPb8r9eVW1c6vB1HnNLLX/AfyE3iLwU4A/q6qLWw0mSX0syYHA4O/wW6rqv9vM0yUWgHqS\nJDcBLwKurKo9kuwIfLyq/rDlaOq4JDcABwKXVtWeSV4BvLGq3tZyNHVckluBw6tqfrP9e8BFVbVj\nu8kkqf8k2QhYUlVLmu2pwGHAgqo6v9VwHTGu7QDqO4sH1/tLskFV3QpMbTmTBL1fFouAcUnGVdV3\ngelth5KARwaLv8btwCNthZGkPvctYDJAkhcAVwC/C5yQ5O9bzNUZTgKj5Q0keQ69vtmzk/wcuKPl\nTBLAQ0k2Bi4DvpzkfuDRljNJAHOSzAK+Tm8M4B8D1yT5Q4Cq+s82w0lSn9msqm5rHh8DfKWq3t2M\npZ4LfKC9aN1gF1CtUJKXA88GvuWEBmpbszbQYnpjrI6md21+ubkrKLUmyedXsruq6q0jFkaS+lyS\nG6tqt+bxD4F/qqpvNts3VNXurQbsAAtAPUmSj9G7w/KjqvLuiiRJktaaJF8C7gXuBk4BplTVr5oe\naN+3AFz3HAOo5d0OHEWvS9PVSf45yRFth5KS/GGS25I8nOQXSR5J8ou2c0lJJiU5P8n9zdd5SSa1\nnUuS+tQ7gAfojQM8uKp+1bTvBJzWVqgu8Q6ghpXkd4DXA++j11d7k5YjqeOSzAdeXVXz2s4iDZX/\nv717D5ezqs8+/r0TCOGQBBBRUYggYqGcAkFREIVggZaDRXOFoJwqXqiIgVZUPACtVRQqIAHEggYR\nBIrCW+C1SFAOUSqUJJAgSAkgRY1S5IXEBCGH+/3jeYbMTHaCQLLXDM/9ua659jxr9k7uDTt75jdr\nrd+SpgLfA75bD30Q+IDt95RLFRHRXyRtChxi+4zSWV7pMgMYHSRdJOl24BtUTYLeD2xQNlUEAL9P\n8Rc96tW2p9heXN8uBl5dOlRERK+T9GpJH5M0DbgFeE3hSI2QLqDR7VXAUOAp4EngCduLy0aKAKpl\nyVdSdah9tjWYDovRA/4g6YPA5fX1RCDNiSIiBiBpBHAwcCiwFXA11T7ALJ0fJFkCGgOStDWwD3AC\nMDT/KKO0FXRaTIfFKE7SaGAy8HaqYyBuB46z/VjRYBERPUjSM8CdwOeBn9q2pIdtb1E4WmNkBjA6\nSNofeCewB7A+8BNgWtFQEZWTu19Q13tVI0p7g+0D2wck7QakAIyIWN5JwCHA+cDl9eqeGESZAYwO\nks6lKvim2f5t6TwRLZIWAd8H/s72M/XYDNs7lU0WTTfQz2F+NiMiVk7SFlSF4ETgzcApwDW2/7to\nsAZIARjLkfQaYJf68k7bj5fMEwEgaSZwIXA0MN72Q5Jm2h5TOFo0lKS3A+8AjgfOantoJPC3Ocsq\nIuLPI2lbqkJwgu0tS+d5pUsX0OggaTzVuuzxVMdA3CHp/WVTRQDVfr/zgeOA6yQdQLXfKqKUYcB6\nVNspRrTd5lF1UI6IiC6S1D1m+17bn2sVfwN9Tqw6mQGMDpLuAd7TmvWT9GrgpryTHaW1z/ZJeh3w\nb8DOttcpmyyaTtJo24/W94cA69meVzhWRERPknQL8APg323/T9v4MGB34Ajg5vpInVgNMgMY3YZ0\nLfn8A/k5id7w1607tucCewL7losT8bzTJI2UtC5wL3CfpBNLh4qI6FH7AkuoGsD8VtJ9kh4GHqRa\nBnp2ir/VKzOA0UHSGcD2LDvPagIwy/any6WKAElfBk63/VR9vQHwD7Y/XzZZNJ2ku23vKOkDwE7A\nZ4DptrcvHC0ioqdJWhPYCHim9fweq19mdqKD7ROBb1IVgdsD/5riL3rEfu1PDrb/H22zghEFrVm/\niHkvcK3tRWR/akTEC7K9yPbcFH+DK+cARgdJmwNb2v770lkiugyVtJbtZwEkrQ2sVThTBFRvmv0K\nuAe4rT4YPnsAIyKiJ2UJaAAgaT7VO9YC1gYWth6i6r44slS2CABJnwYOAKbUQ0dRzbacXi5VxPLq\n7nVDbC8pnSUiIqJbCsBYTj2zcrbtY0pniWgnaT9gXH051faPSuaJAJC0BDgDOMn1k2oOgo+IiF6V\nAjA6SNpwgOH59Z6WiIjoImkWcAMwhuoQ4yfbjy2JiIjlSdoVmAxsTXWu6lBgQVadrX5pAhPdZgD/\nC/w3VTve/wV+JWmGpJ2LJotGkvTT+uN8SfPabvMlZZ9V9ILFtj8FXARMq39X5t3ViIiVO5fq2IcH\nqbYfHQ2cVzRRQ6QAjG5Tgb+2vZHtVwH7AdcDHwPOL5osGsn27vXHEbZHtt1G5F3C6BECsH0l1dE5\nU4AtiiaKiOgDtucAQ20vsT2FnO87KNIFNLrtavvDrQvbN0r6F9vHSErHxRh0K1iW/DzbTw5WlogV\nOLp1x/a9kt4JHFQwT0REP1goaRhwt6TTgblkcmpQpACMbnPrbotX1NcTgN9LGgosLRcrGmw6yzrU\ndjOZaYny7pf0BWCz+g20jYG8MRERsXKHURV8HwdOADYF3lc0UUOkCUx0kLQRcAqwO9WL658B/wQ8\nTfXiZk7BeBERPUfSlVRvVBxue1tJ6wC3296xcLSIiIjlpACMAUla1/aC0jkiWiTtMdC47dsGO0tE\nO0l32R7b3vlT0j22dyidLSKiV0naDTgVGE3bqkTbWdmzmmUJaHSQ9A6qTnbrAZtJ2gE4xvbHJH3a\n9lfLJowGO7Ht/nDgrVSzLnuViRPxvOfq81NbZwC+CXi2bKSIiJ73Laqln9OBJYWzNEoKwOh2FrAP\ncC2A7XskTZC0FNgRSAEYRdg+oP1a0qbA2YXiRLQ7heocwE0lXQbsBhxZNFFERO972vZ/lA7RRFkC\nGh0k3WH7bd1LmYBdgDVsLyybMKIiScAvbG9TOkuEpFcBu1I1K/q57ScKR4qI6GmSvkJ1+PvVtK2a\nsD2jWKiGyAxgdHusXgZqSWsCk4D7bT8HPFc2WjSZpMksO1x7CNWMdJ4kole8i2XNs9YErikbJyKi\n572t/ji2bcxka8dqlxnA6FB3Af06sDfVO9k3ApNs/6FosGg8SUe0XS4GfmX7Z6XyRLRIOh/YEri8\nHpoAPGT72HKpIiIiBpYCMDpI2tT2Y11jr7X9u1KZIiJ6maRfAlu7fkKVNIRqefLWZZNFRPQuSUuA\nM4CT2n5/zrC9U9lkr3xDSgeInvOIpMvrjnYtPyyWJqIm6c2Svi/pPkkPt26lc0UAc4DN2q43rcci\nImLFfkFVi9woacN6TAXzNEYKwOg2G5gG/KxuZQ75xxi9YQrwDarln3sClwCXFk0UjSbpOknXAiOA\n+yXdIulm4P56LCIiVmyx7U9RHT82TdLOLNvrH6tRmsBEN9s+v+78eZ2kT5N/jNEb1rb9Y0my/Shw\nqqTpwMmlg0Vj/UvpABERfUwAtq+U9Avge3SupojVJAVgdGv9Y/yZpHHAvwF/UTZSBADP1nurHpT0\nceA3wHqFM0WD2b61dIaIiD52dOuO7XslvRM4qGCexsgS0Hhe/eL6+YPebc+lWmq3b7FQEctMAtYB\nPgHsDHwQOGKlXxERERG9aldJ67ddDyFv7A6KdAGNDpLusj32hT8zYvBIGgp81fYnS2eJiIiIl0/S\n3bZ37BqbaXtMqUxNkRnA6HaTpE9K2lTShq1b6VDRbLaXUB2yHREREa8MQyU932iwfrN3WME8jZEZ\nwOgg6ZEBhm17i0EPE9FG0jeA1wNXAQta47avLhYqguqIEuA0YBtgeGs8vzcjIlZM0r9QNX35Zj10\nDPCY7X8ol6oZUgBGRF+QNGWAYdv+u0EPE9FG0k+BU4CzgAOAo4AhttOhNiJiBereE8cA4+qhqcBF\n9aqfWI1SAEYHScOBj1EttzPVmYAX2P5T0WARET1K0nTbO0uabXu79rHS2SIiepWkA4D/a3tp6SxN\nk2MgotslwHxgcn19KPBdYHyxRNFokiazkrMobX9iEONEDCRHlEREvHgTgLMl/QD4tu1flg7UFJkB\njA6S7rO9zQuNRQwWSa2jHnaj2mN1ZX09HrjP9keKBIuoSdoFuB9YH/giMAo43fbPiwaLiOhxkkYC\nE6mWzhuYAlxue37RYK9wKQCjg6RLgXNbL1wkvQ041vbhZZNF00n6ObC77cX19ZrANNu7lk0WERER\nL5WkVwGHAcdTvZm2JXCO7ckr/cJ4ybIENLrtDNwu6X/q682AByTNpmq4sX25aNFwGwAjgSfr6/Xq\nsYiiJG0FnAiMpu151fZexUJFRPQ4SQcBR1IVfJcAb7X9uKR1gPtYth0pVrEUgNFt39IBIlbgK8BM\nSTcDAvYATi2aKKJyFXABcCGQ7nUREX+eg4GzbN/WPmh7oaQPFcrUCFkCGh0kvQn4te1nJb0b2B64\nxPZTZZNFgKTXAm+rL++w/buSeSIgHT8jIl4KSV+1/ekXGotVb0jpANFzfgAskbQl8K/ApsD3ykaK\ngLpL2E7Adbb/PcVf9JDrJH1M0uskbdi6lQ4VEdHj3jPA2H6DnqKBMgMYHSTNsL2TpE8Bz9ieLGmm\n7TGls0WzSdqbqkvY8mfIVQAAFlNJREFUrlRL7qbYfqBsqgiQ9MgAw7a9xaCHiYjocZI+SnXm9JuA\nOW0PjQB+ZvuDRYI1SArA6CDpDuBs4HPAAbYfkXSv7W0LR4sAQNIoqpbRnwMeo9p3dantRUWDRURE\nxAuqn8c3AE4DPtP20HzbTw78VbEqZQlodDsKeDvwpbr425zqIPiI4upW0UcCRwMzga9TLQudWjBW\nNJykhyR9pGvs+lJ5IiJ6me2nbf/K9kTbjwLPUJ0BuJ6kzQrHa4TMAEZEX5B0DfAWqjckLrY9t+2x\nu2yPLRYuGk3SL4F7gIXAMbafy9L5iIiVk3QAcCawCfA41VE699v+y6LBGiDHQESHei/Lcu8KZC9L\n9IBzbN880AMp/qKwhbYn1Hunp0kazwC/RyMiosM/U+3rv8n2GEl7Atn/NwhSAEa39hfSw4HxQLrZ\nRXG2b5b0DuCNdB62fUmxUBEVAdg+XdIM4EbyezMi4oUssv0HSUMkDamf588uHaoJUgBGB9t/6Bo6\nW9J04OQSeSJaJH2XqmPY3Sw7bNtACsAo7fnfj7ZvkrQPcETBPBER/eApSesBtwGXSXocWFA4UyOk\nAIwOknZquxxCNSOYn5PoBWOBbZyNy9F71pA0yvbT9fXTwKySgSIi+sBBwJ+AE4APAKOAfyqaqCHS\nBCY6SGrfY7UYeAT4Ws5bi9IkXQV8or35S0QvkHS37R27xtIEJiLizyBpJJ1bO3IUxGqWmZ3oYHvP\n0hki2km6jmqp5wjgPkl3As+2Hrd9YKlsEbWBjlTK82tExEpIOgb4R6pZwKVU+6kNpPHgapYZwOgg\n6SHg58A0YJrtXxSOFA0n6V0re9z2rYOVJWIgkr4NPAWcVw8dC2xo+8hioSIiepykB4G3236idJam\nSQEYHSStBbwNeCewG9W5a7Ns/23RYBERPUrSusAXgL2p3r2eCnzJdpoZRESsgKQbgINtLyydpWmy\nRCW6LQEW1R+XUh3M+XjRRBERvW0L258pHSIios+cBNwu6Q46t3Z8olykZsgMYHSQtBCYDZxJdTBn\n97EQERHRRtI0YC1gCvC9tm6gERGxAvWe/p9Sve5c2hq3/Z1ioRoiBWB0kHQQsDvwVuA54HbgNts/\nLhosIqKHSdoKOAoYD9wJTLE9tWyqiIjelW7J5aQAjAFJ+gtgP+B4YGPbaxeOFA0n6c3AacA2wPDW\nuO10C4ueIGko8F7gHGAeVUe7z9q+umiwiIgeJOnLwK+A6+hcAppjIFazFIDRQdIPgB2Ah4DbqKbm\n77D9p6LBovEk/RQ4BTgLOIBqtmWI7ZOLBovGk7Q91c/j31A1gPmW7RmSNgH+0/boogEjInqQpEcG\nGHbe2F39UgBGB0ljgZm2l5TOEtFO0nTbO0uabXu79rHS2aLZJN0KXAR83/YzXY8dZvu7ZZJFREQs\nL11AAwBJB7ddbiap4/EsYYoe8KykIcCDkj4O/AZYr3CmCIBruos8SZNsfz3FX0TEwCStCXwU2KMe\nugX4pu1FxUI1RGYAAwBJU+q7GwPvAH5SX+8J3G57/yLBImqSdgHuB9YHvgiMAk63/fOiwaLxJM2w\nvVPXWJobRESshKSLgDWBVtfPw4Alto8ul6oZUgBGB0lTgcNtz62vXwdcbHufsskiInqLpInAoVSd\nk6e1PTQCWGp7XJFgERF9QNI9tnd4obFY9bIENLq9oVX81X4PbFYqTERL3Wb/RGA0bb+7bO9VLFQ0\n3e3AXGAj4Gtt4/OBWUUSRUT0jyWS3mT7IQBJWwDpQTEIMgMYHSSdC7wZuLwemgDMsX1cuVQR1buC\nwAXAdNqeIGxPLxYqIiIiXhJJ44ApwMNUx+aMBv7O9k9W+oXxsqUAjOVI+luWbci9zfY1JfNEQDp+\nRu+StCswGdgaGAYMBRbYHlk0WERED5O0Vn33LfXHBwBsPzvwV8SqkgIwIvqCpFOBx4FryIGx0UMk\n3QUcAlwFjAUOB7ayfVLRYBERPWwFDbSWG4tVL3sAI6JfHFF/PLFtzEAOjI3ibM+RNLQ+Q3WKpJlA\nCsCIiC6SXgu8Hlhb0hiq5Z8AI4F1igVrkBSAEdEXbG9eOkPECiyUNAy4W9LpVI1hhhTOFBHRq/YB\njgTeAJzZNj4f+GyJQE2TJaAR0RckPQScYfuCtrHrc0ZllCZpNNXy5DWBE6jOqDzf9pyiwSIiepik\n99n+QekcTZQCMDpIejNwGrANMLw1bjvL7KIoSb8E7gEWAsfYfi6HbUdERPQnSadQbeXoYPufCsRp\nlCxRiW5TgG8Ai4E9gUuAS4smiqgstD0BuB+YJmkzBnjiiBhskvaXNFPSk5LmSZovaV7pXBERPe6P\nwIL6tgTYD3hjyUBNkRnA6NBqtS9ptu3t2sdKZ4tma5/tk7Q3cC6woe2NyyaLppM0BzgYmO08qUZE\nvCT1sRA/sv3u0lle6dIEJro9K2kI8KCkjwO/AdYrnCkC4OTWHds3SdqHZZ1BI0p6DLg3xV9ExMuy\nDlVjmFjNUgBGt0lU/wA/AXwR2Iu8yI7esIakUbafrq+fBmaVDBRR+xTwQ0m30nlG5Zkr/pKIiGaT\nNJtlWzmGAq8Gsv9vEGQJaET0BUl3296xayxNYKI4STdS7WWZDSxtjdv+x2KhIiJ6XN1BuWUx8Hvb\ni0vlaZLMAEYHSVtRHbQ9mrafD9t7FQsVURmoaVV+h0Uv2MT2tqVDRET0E9uPAkjamKrz/CaSsP0/\nZZO98uXFU3S7CrgAuJCqI1NEr7hL0pnAefX1scD0gnkiWn4o6a9s31g6SEREv5B0IPA1YBOqs1RH\nU3X6/suSuZogS0CjQzp+Rq+StC7wBWBvqj0DU4Ev2V5QNFg0nqT5wLrAc8Cieti2R5ZLFRHR2yTd\nQ9Vr4ibbYyTtCXzQ9ocKR3vFSwEYHSSdSvUuzDV0NjN4slSmCABJ29meXTpHREREvHyS7rI9ti4E\nx9heKuke2zuUzvZKlwIwOkh6ZIBh295i0MNEtJE0DVgLmAJ8r60baERx9VKmPerLW2xfXzJPRESv\nk3QT8F7gNGAjqgmIXWy/o2iwBkgBGBF9o25SdBQwHrgTmGJ7atlU0XSSvgLsAlxWD00E7rJ9UrlU\nERG9rd7a8QxVk7cPAKOAy2z/oWiwBkgBGB0kPQScYfuCtrHrbe9fMFbE8yQNpXrH8BxgHiDgs7av\nLhosGkvSLGBH20vr66HATNvbl00WEdG7JG0OjLd9euksTTNQW/VotkXAnpKmSBpWj72+ZKAIAEnb\nSzqLqkPYXsABtreu759VNFwErN92f1SxFBERPU7SfEnzgFnAlyXNq2+t8VjNUgBGt4W2J1C9yJ4m\naTOqjosRpU0GZgA72D7W9gwA278FPl80WTTdacBMSRdL+g7V8SRfLpwpIqIn2R5he6TtEcAI4PLW\ndbonD44sAY0OkmbaHlPf3xs4F9jQ9sZlk0XTSTre9tldY5Nsf71UpogWSa+j2gcIcKft35XMExHR\nDyTtQNVAy8BttmcVjtQImQGMbie37ti+CdiHqgiMKO3wAcaOHOwQEd0k/dj2XNvX1rffSfpx6VwR\nEb1G0vZt9ydRNc/aCNgYuEzScaWyNckapQNEz1lD0qi2FvtPU63RjihC0kTgUGBzSde2PTQCyPmU\nUYyk4cA6wEaSNqBqSAQwkuydjogYyGslHW77k8CHgLfZXgAg6avAf1Jt+YjVKAVgdDvF9jWtC9tP\nSToF+D8FM0Wz3Q7MpXqH8Gtt4/PJmxNR1jHA8cAmVPtTW+aRlRMREcuxfaOkRfWlgCVtDy9h2Rtp\nsRplD2B0kDSru3W5pNm2tyuVKSKil0k6znbesY6IeBEk/T1wBNCaeHgvcHH3fv9Y9VIARgdJ3wae\nAs6rh46lagJzZLFQEYCkXamWhWwNDAOGAgvSMSxKkzTQ/lRsXzLYWSIi+omknYDd68tptmeWzNMU\nWQIa3Y4DvgBcSdWRaSpVERhR2rnAIcBVwFiqpjBbFU0UUdml7f5wYBzVktAUgBERXer90x8BtgRm\nA+fbXlw2VbNkBjA6SNrO9uzSOSK6SbrL9tj2Zcrtx5ZE9ApJ6wNX2N63dJaIiF4j6UpgETAN2A/4\nle3jy6ZqlswARrfzJa0FTAG+19YNNKK0hZKGAXdLOp2qMUyOsoletADYvHSIiIgetU2rt4SkbwF3\nFs7TOCkAo4Ptd0raCjgKmC7pTmCK7amFo0UcRrXv7+PACcCmwPuKJooAJF1HtWQeqjcltqFaqhwR\nEctrdQHF9mIpjT8HW5aAxoAkDaXqxnQOVUtzAZ+1fXXRYBERPUbSu9ouFwOP2v51qTwREb1M0hKq\nlRJQvb5cG1hY33eau61+KQCjg6TtqWb//oaqAcy3bM+QtAnwn7ZHFw0YjSVpf+CLwGiq1Qt5ooie\nJGl3YKLtNNCKiIiekwIwOki6FbgI+L7tZ7oeO8z2d8ski6aTNAc4GJjt/OKKHiNpDHAoMB54BLg6\nZwNGREQvyh7A6HZNd5EnaZLtr6f4i8IeA+5N8Re9ot4vPbG+PUF1fI5s71k0WERExEpkBjA6SJph\ne6eusbTaj+Ik7UK1BPRW4NnWuO0zi4WKRpO0lKqN+Ydsz6nHHra9RdlkERERK5YZwABA0kSq5Uub\nS7q27aERwJNlUkV0+BLwR6qDtocVzhIB1ZLkQ4CbJd0AXEG1NzUiIqJnZQYwAJA0murcqtOAz7Q9\nNB+YZXtxkWARNUn32t62dI6IbpLWBQ6iWgq6F3AJ1XL6G4sGi4iIGEAKwIjoC/Xh7zflRXX0Mkkb\nUDWCmWB7XOk8ERER3VIARgdJuwKTga2pltkNBRak1X6UJmk+sC7wHMsOkc0xEBEREREvQvYARrdz\nqfa0XAWMBQ4HtiqaKAKwPaJ0hoiIiIh+lxnA6CDpLttjJc2yvX09li6g0RMkHQjsUV/eYvv6knki\nIiIi+k1mAKPbQknDgLvrPVdzgSGFM0Ug6SvALsBl9dAkSbvZPqlgrIiIiIi+khnA6FB3A30cWBM4\nARgFnN864yqiFEmzgB1tL62vhwIzWzPVEREREfHCMgMYHWw/Wt99BvjHklkiBrA+y86lHFUySERE\nREQ/SgEYHSTtD3wRGE318yHSaTF6w2nATEk3U/1c7gFk+WdERETEi5AloNFB0hzgYGC288MRPUbS\n66j2AQLcaft3JfNERERE9JsUgNGhnl0Z19pnFdErJP24+2DtgcYiIiIiYsWyBDS6fQr4oaRbgWdb\ng7bPLBcpmkzScGAdYCNJG1At/wQYCby+WLCIiIiIPpQCMLp9CfgjMBwYVjhLBMAxwPHAJsCMtvF5\nwLlFEkVERET0qSwBjQ6S7rW9bekcEd0kHWd7cukcEREREf0sM4DR7YeS/sr2jaWDRHR5WtLh3YO2\nLykRJiIiIqIfZQYwOkiaD6wLPAcsqodzDEQUJ6l99m84MA6YYfv9hSJFRERE9J0UgBHRlyStD1xh\ne9/SWSIiIiL6RZaAxnIkHUh1yDbALbavL5knYgUWAJuXDhERERHRT1IARgdJX6E6aPuyemiSpN1s\nn1QwVgSSrgNaSxaGANsAV5VLFBEREdF/sgQ0OkiaBezYOghe0lBgpu3tyyaLppP0rrbLxcCjtn9d\nKk9EREREP8oMYAxkfeDJ+v6okkEiWmzf2n4taXdJJ9k+tlSmiIiIiH6TAjC6nQbMlHQzIKq9gFn+\nGT1B0hjgUGA88AhwddlEEREREf0lS0BjOZJeR7UPEOBO278rmSeaTdJWwMT69gRwJfBJ26OLBouI\niIjoQykAo4OkH9se90JjEYNF0lJgGvAh23PqsYdtb1E2WURERET/yRLQAEDScGAdYCNJG1At/wQY\nCby+WLAIOBg4BLhZ0g3AFSz7+YyIiIiIFyEzgAGApEnA8cAmwG/bHpoHXGj73CLBImqS1gUOoloK\nuhdwCXCN7RuLBouIiIjoIykAo4Ok42xPLp0jYmXqWerxwIQsT46IiIj486UAjA6SDh9o3PYlg50l\nIiIiIiJWrewBjG67tN0fDowDZlAtt4uIiIiIiD6WGcBYKUnrA1fY3rd0loiIiIiIeHmGlA4QPW8B\nsHnpEBERERER8fJlCWh0kHQd0JoWHgJsA1xVLlFERERERKwqWQIaHSS9q+1yMfCo7V+XyhMRERER\nEatOCsBYKUm7AxNtH1s6S0REREREvDxZAhrLkTQGOJTqnLVHgKvLJoqIiIiIiFUhBWAAIGkrYGJ9\newK4kmqGeM+iwSIiIiIiYpXJEtAAQNJSYBrwIdtz6rGHbW9RNllERERERKwqOQYiWg4G5gI3S7pQ\n0jhAhTNFRERERMQqlBnA6CBpXeAgqqWgewGXANfYvrFosIiIiIiIeNlSAMYKSdqAqhHMBNvjSueJ\niIiIiIiXJwVgREREREREQ2QPYEREREREREOkAIyIiIiIiGiIFIARERERERENkQIwIiKix0l6o6R7\nS+eIiIj+lwIwIiIaR9IapTP8ufopa0RE9L4UgBER0ZfqWbFfSrpM0v2Svi9pHUknS/ovSfdK+ldJ\nqj//FklnS7oLmCTpAEl3SJop6SZJr6k/71RJ35E0TdKjkg6WdLqk2ZJukLTmSjL9dZ1puqRzJF1f\nj68r6duS7qz/voPavodpkmbUt3fU4++ux68F7qv/+DW6v9f6c8fVf+bs+u9YS9IoSQ9Iekv9OZdL\n+vBq+l8RERF9JAVgRET0s7cA59veGpgHfAw41/YutrcF1gb2b/v8YbbH2v4a8FNgV9tjgCuAT7V9\n3puAvYADgUuBm21vBzwD/M1AQSQNB74J7Gd7Z+DVbQ9/DviJ7bcCewJnSFoXeBx4j+2dgAnAOW1f\nsxMwyfZWK/pe67/zYqrzWrcD1gA+avtp4OPAxZIOATawfeEL/teMiIhXvBSAERHRzx6z/bP6/qXA\n7sCe9czebKoi7i/bPv/KtvtvAH5Uf96JXZ/3H7YXAbOBocAN9fhs4I0ryPIXwMO2H6mvL2977K+A\nz0i6G7gFGA5sBqwJXFhnuArYpu1r7mz7s1b0vb4FeMT2f9fj3wH2ALA9tc57HnD0CjJHRETDZF9B\nRET0Mw9wfT4w1vZjkk6lKrZaFrTdnwycaftaSe8GTm177FkA20slLbLd+nuW8tKeOwW8z/YDHYNV\nvt8DO1C9KfunFWSFgb/XFf+F0hBga2AhsAHw6xedOiIiXnEyAxgREf1sM0lvr+8fSrWsE+AJSesB\n71/J144CflPfP2IVZHkA2ELSG+vrCW2P/Qg4rm0/4pi2DHNtLwUOo5ptXJGBvtcHgDdK2rIePwy4\ntb5/AnB//blTVrZ3MSIimiMFYERE9LMHgGMl3U81y/UN4ELgXqqi679W8rWnAldJmg488XKD2H6G\nag/iDfWfOR94un74i1TLPWdJ+kV9DdVs5RGS7qFaQto969duue/V9p+Ao+rvYzbVDOUFdfOXo4F/\nsD0NuA34/Mv9HiMiov9p2aqWiIiI/lHPtF1fN3vpCZLWs/3HeqbvPOBB22eVzhUREdGSGcCIiIhV\n58N1o5dfUC3v/GbhPBERER0yAxgREfEiSboG2Lxr+NO2f1QiT0RExJ8rBWBERERERERDZAloRERE\nREREQ6QAjIiIiIiIaIgUgBEREREREQ2RAjAiIiIiIqIh/j/NZByN5YMmGgAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 1080x360 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "aB_TRec7L2C9",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "outputId": "857ed542-9806-44cd-f0ab-02210b380279",
        "id": "5EXYT5y-L2Vo",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 400
        }
      },
      "source": [
        "group_and_barplot('param_przebieg', feat_sort='size', top=70);"
      ],
      "execution_count": 61,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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+/h2wZUSs63DOAx6sHj8I7AxQLd8CWNU+v8trJEmSJGmDVq9ezTbbbDOjOn8A\nEcE222xTfGaz7x3AzPxgZs7LzPm0BnH5Wma+AbgWOL4KOxm4pHq8pHpOtfxrmZnV/BOqUUIXALsC\n1/c7X0mSJEkz20zr/K3Ty3pN530APwBcFBF/CdwEnFfNPw/4fDXIy2O0Oo1k5h0R8UXge8Ba4LTM\nfHoa85UkSZKkGaXWDmBmfh34evX4XlqjeHbGrAZ+d5zXf4zWSKKSJEmSNGXj3SmgV73eYeBtb3sb\n733ve9lrr736ms+GTOcZQEmSJEkS8NnPfnYg71vnjeAlSZIkaeQ99dRTvOY1r2G//fbjJS95CV/4\nwhc44ogjWLp0KUuWLGH//fdn//33Z/fdd392RM9ly5bxile8goMOOoijjz6ahx56qC+52AGUJEmS\npBpdfvnl7Ljjjtxyyy3cfvvtLFq06Nllr3vd67j55pu5+eab2W+//Xj/+9/PmjVrePe7382Xv/xl\nli1bxlve8hY+9KEP9SUXLwGVJEmSpBrts88+vO997+MDH/gAr33ta3nZy162Xsxf//Vfs+mmm3La\naadx++23c/vtt/OqV70KgKeffpoddtihL7nYAZQkSZKkGu22227ceOONXHrppfzZn/0ZRx555HOW\nX3311XzpS1/iG9/4BtC6yfvee+/Nd77znb7n4iWgkiRJklSjH/7wh2y22Wa88Y1v5PTTT+fGG298\ndtl9993Haaedxpe+9CU23XRTAHbffXdWrlz5bAdwzZo13HHHHX3JxTOAkiRJkkZGr7dtmNJ73nYb\np59+OrNmzWLOnDmcc845vP/97wfgc5/7HKtWreK4444DYMcdd+TSSy/ly1/+Mu95z3t48sknWbt2\nLX/8x3/M3nvvPeVcIjOnXEiTLFy4MJcuXQqMf4+PQWx0SZIkSdPvzjvvZM899xx0GrXptn4RsSwz\nF3aL9xJQSZIkSRoRdgAlSZIkaUTYAZQkSZI0o820n72t08t62QGUJEmSNGPNnTuXVatWzbhOYGay\natUq5s6dW/Q6RwGVJEmSNGPNmzePsbExVq5cOehU+m7u3LnMmzev6DV2ACVJkiTNWHPmzGHBggWD\nTqMxvARUkiRJkkaEZwDbeN9ASZIkSTOZZwAlSZIkaUTYAZQkSZKkEWEHUJIkSZJGhB1ASZIkSRoR\ndgAlSZIkaUTYAZQkSZKkEWEHUJIkSZJGhB1ASZIkSRoRdgAlSZIkaUTYAZQkSZKkEWEHUJIkSZJG\nhB1ASZIkSRoRfe8ARsTOEXFtRHwvIu6IiD+q5m8dEVdFxD3V362q+RERn4yI5RFxa0Qc2FbWyVX8\nPRFxcr9zlSRJkqRRUscZwD+NULIAACAASURBVLXA+zJzL+Aw4LSI2As4A7gmM3cFrqmeAxwD7FpN\npwLnQKvDCHwYOBQ4BPjwuk6jJEmSJKlc3zuAmflQZt5YPf4JcCewE3AscH4Vdj5wXPX4WOCCbLkO\n2DIidgCOBq7KzMcy83HgKmBRv/OVJEmSpFFR628AI2I+cADwXWD7zHyoWvQjYPvq8U7AA20vG6vm\njTdfkiRJktSD2jqAEfF84GLgjzPzx+3LMjOB7ON7nRoRSyNi6cqVK/tVrCRJkiTNKLV0ACNiDq3O\n379k5r9Vsx+uLu2k+vtINf9BYOe2l8+r5o03fz2ZeW5mLszMhdttt13/VkSSJEmSZpA6RgEN4Dzg\nzsz8m7ZFS4B1I3meDFzSNv+kajTQw4Anq0tFrwCOioitqsFfjqrmSZIkSZJ6sFENZb4UeBNwW0Tc\nXM37U+Bs4IsR8VbgPuD3qmWXAq8GlgM/A04ByMzHIuKjwA1V3Ecy87Ea8pUkSZKkkdD3DmBmfhOI\ncRYf2SU+gdPGKWsxsLh/2UmSJEnS6Kp1FFBJkiRJUnPYAZQkSZKkEWEHUJIkSZJGhB1ASZIkSRoR\ndgAlSZIkaUTYAZQkSZKkEWEHUJIkSZJGhB1ASZIkSRoRdgAlSZIkaUTYAZQkSZKkEWEHUJIkSZJG\nxEaDTmCY7XP+Pl3n33bybdOciSRJkiRtmGcAJUmSJGlE2AGUJEmSpBFhB1CSJEmSRoQdQEmSJEka\nEQ4CM40cNEaSJEnSINkBbLDSDuMg4u28SpIkScPDS0AlSZIkaUR4BlC18HJXSZIkqXnsAKoRmna5\nqyRJkjQT2QGUurDDKEmSpJnI3wBKkiRJ0ojwDKDUB027hNUzmJIkSerGDqCkxnVIhz1ekiSpqewA\nSlKfNa1DOszxdr4lSeovO4CSpBmjSZ1X442XpCayAyhJkjQNmtYhNb5ZuRhvfF3xnRwFVJIkSZJG\nROM7gBGxKCLujojlEXHGoPORJEmSpGHV6A5gRMwGPg0cA+wFnBgRew02K0mSJEkaTo3uAAKHAMsz\n897M/AVwEXDsgHOSJEmSpKEUmTnoHMYVEccDizLzbdXzNwGHZua7OuJOBU6tnu4O3N2luG2BRwve\n3vj+xTcpF+ONN35445uUi/HGGz+88U3KxXjj64p/cWZu1/UVmdnYCTge+Gzb8zcBf99jWUuNH0x8\nk3Ix3njjhze+SbkYb7zxwxvfpFyMN3664zOz8ZeAPgjs3PZ8XjVPkiRJklSo6R3AG4BdI2JBRGwM\nnAAsGXBOkiRJkjSUGn0j+MxcGxHvAq4AZgOLM/OOHos71/iBxTcpF+ONN35445uUi/HGGz+88U3K\nxXjjpzu+2YPASJIkSZL6p+mXgEqSJEmS+sQOoCRJkiSNCDuAkiRJkjQiGj0ITD9ExAtoW8/MfKxf\n8RGxLzC/I/7fxomdDbymS/zfjBO/JXBSl/j3DKj8Scc3KZce40dmW3W8blJtv4H1vwB4d5f41/Up\nvjT/usuvO5/S+Nq21wxoa03btrWW3/a6ye5L6m6bjaqfGVB+0/IpOS5p1Lq2va6u793GHWcUHjMP\n+76hUccx3czYDmBE/AHwF8BqYN1INwn8Sp/iFwP7AncAz7TFd23MwP+pyr6tLX4ilwLXFcTXXX5J\nfJNy6SV+lLZVcduvOx/K6+crwHnV6+qIL82/7vLrzqc0vs7tNextrWnbttbye9iX1N02G1U/M6D8\npuVTUn6j1nUavnebdpxResw87PuGph3HrK/0zvHDMgH3ANvWGP+9wnxuLYy/sWHlTzq+Sbk0tC6b\nVj+lbb9p9f/dmuNL86+7/LrzKY2vbXvNgLbWtG1bd/ml+5K622bT6mfYy29aPiXHJU1b17q/d5t2\nnFF6zDzs+4ZGHcd0m2bsbSAi4nLgtzPzZzXFnwf8z8z83iTj/wq4JjOvnGT8fwd+Cvxf4L/Wzc/x\nLw+ou/xJxzcplx7jR2ZbVfGlbb9p9f96YFfgyo7yb+xTfGn+dZdfdz6l8bVtrxnQ1pq2besuv3Rf\nUnfbbFr9DHv5Tcun5Likaeta9/du044zSo+Zh33f0KjjmG5m7CWgwAeBb0fEd3lu5Yx3fXJp/AXA\ndyLiR1V8tMJz33HirwP+PSJmAWva4l8wTvwvgP8P+BCTuzyg7vJL4puUSy/xo7StoLztN63+9wHe\nBLyS515a8so+xZfmX3f5dedTGl/n9hr2tta0bVt3+aX7krrbZtPqZ9jLb1o+JeU3bV3r/t5t2nFG\n6THzsO8bmnYcs76pnkJs6gRcD/wNcApw8rqpj/HLgdcBC4AXr5smiP8BreufY5L530vZ5QF1lz/p\n+Cbl0tC6bFr9lLb9ptX/cmDjgvJL40vzr7v8uvMpja9te82Atta0bVt3+b18j9bZNptWP8NeftPy\nKTkuadq61v2927TjjNJj5mHfNzTqOKbbNJPPAM7JzPfWGL8yM5cUxD8A3J7VlpuE5cCkLg2YpvJL\n4puUSy/xo7StoLztN63+bwe2BB6pKb40/7rLrzuf0vg6t9ewt7Wmbdu6yy/dl9TdNptWP8NeftPy\nKSm/aeta9/du044zSo+Zh33f0LTjmPXM5A7gZRFxKq0RcjZ4vW4P8TdFxIVd4scb0ehe4OsRcVlH\nfNchYYGngJsj4lomd3lA3eWXxDcpl17iR2lbQXnbb1r9bwncFRE3dMSPNxxyaXxp/nWXX3c+pfF1\nbq9hb2tN27Z1l1+6L6m7bTatfoa9/KblU1J+09a17u/dph1nlB4zD/u+oWnHMeuZyR3AE6u/H2yb\nl4x/vW5p/Ka0Kv2ojvjxGvMPqmnjaloXP56vVNNk1V1+SXyTcuklfpS2FZS3/abV/4cLyu4lvjT/\nusuvO5/S+Dq317C3taZt27rLL92X1N02m1Y/w15+0/IpKb9p61r3927TjjNKj5mHfd/QtOOY9U3l\n+tEmT8CsLvPm9jF+6y7zFkwQv94y4OAJ4g/qMu+1Ayx/0vFNyqWhddm0+ilt+02r/2O6zPvDPsaX\n5l93+XXnUxpf2/aaAW2tadu27vJL9yV1t82m1c+wl9+0fEqOS5q2rnV/7zbtOKP0mHnY9w2NOo7p\nWkZJ8DBNwOKO58+jNSRrv+K/Bbyg7fmetK73HS9+GbBT2/OXA7dNEH8j8JK25ycywX0/pqH8Scc3\nKZeG1mXT6qe07Tet/r8NvLLt+Z8Al/UxvjT/usuvO5/S+Nq21wxoa03btnWXX7ovqbttNq1+hr38\npuVTclzStHWt+3u3accZpcfMw75vaNRxTNcySoKHaQI+CnymerxVVVmn9DH+NcB/AM8HDgLuAPaf\nIP5g4AbgRcCrgVuAnSeI/5Wqwe0BvB34f8AWAyx/0vFNyqWhddm0+ilt+02r/21pDbn8MuBjwMVM\nMDpWD/Gl+dddft35lMbXtr1mQFtr2ratu/zSfUndbbNp9TPs5Tctn5Ljkqata93fu007zig9Zh72\nfUOjjmO6llESPGwT8NfA/642wu/UEH9c9aG9DdhtEvH/DbiV1vC/200ifjfge8DlwKYNKH/S8U3K\npaF12bT6KW37Tav/F1bx/8Qkhl3uIb40/7rLrzuf0vjattcMaGtN27Z1l1+6L6m7bTatfoa9/Kbl\nU3Jc0rR1rft7t2nHGaXHzMO+b2jUcUznFFUhM0ZE/Hb7U+BMWpV/Oaw/4lAP8Z/iuT/kPBL4T2BF\nFf+ejvj/0xG/F/AQ8HgV/7qO+Ns64l8IPEk1yk923DRzGsqfdHyTcukxfmS2VRVf2vabVv8/6Yjf\nGFhbzcvsuOFqD/Gl+dddft35lMbXtr1mQFtr2ratu/zSfUndbbNp9TPs5Tctn5Ljkqata93fu007\nzig9Zh72fUOjjmMmMhM7gP80weLMzLdMMf7kid4/M8/viH/FBuL/oyP+xRuIv2+ay590fJNy6TF+\nZLZVFV/a9htV/3Urzb/u8uvOp1Sd22vY21rTtu00lF+0L2maGVD/Tds3jMz6NvB7t2nHGUXHzE3T\ntO+WfppxHUBJkiRJUnezBp2AJEmSJGl62AGUJEmSpBGx0aATGCURsTVAZj42idjtgZ2qpw9m5sOD\nLL+H+Cbl0qi6rLv8XvIp0aT6j4gADmkvH7g+x7m2vTS+NP+6y687n17yr15X1/Ya2rZWd/5NbMsl\n6m6bTayfYS6/afmUlN+0de3FKB1nDPu+oe01jTmO6VrOKP0GMCJOycyJfoBLRBxOq2Jvz8wruyzf\nAvggreFsX0hr5J1HgEuAszPziY74XWgN9Xsk8AQQwAuArwFnZOaKjvj9aQ0LvAWtjQowr3rtOzPz\nxmkuf9LxTcqlx/iR2VZtr9mD1k7ku5n507b5izLz8unMp4f6OQr4DHBPR/m/VpV/5RTjS/Ovu/y6\n8ymNr217zYC21rRtW3f5hwJ3ZuaPI2JT4AzgQFpDpn88M5+cYvmj9llvWvlNy6fkuKRp6/oe4N8z\n8wEmYdiPM3o4Zh72fUOjjmMmlIX3jRjmCbi/y7zr2x6/HbgZ+DDwrWpjdcZfAXwAeFHbvBdV867s\nEv8d4PeB2W3zZgMnANd1ib8ZOLTL/MOAWwZQ/qTjm5RLQ+uyafXzHuBu4Cu0hmQ+tm3ZjUNQ/3cC\n87vMX0DrYHSq8aX5111+3fmUxte2vWZAW2vatq27/DuAjarH5wL/Czic1nfpvw2gbTatfoa9/Kbl\nU3Jc0rR1fRL4Ia0bib+TDdwfrofym3acUXrMPOz7hkYdx0zYtkqCh2GidVPEbtNtwH91ib+p7fEN\n6z6MwPOA27rE3z3Be6+3DLhngvj1lm0gfnnDyl/e1FyGsC4HUT+3Ac+vHs8HlgJ/VD2/aQD5FNcP\n1UFnx/yNxyu/NL40/7rLrzufPuY/pe01E9pa07ZtzeXf2fb4xo5lNw+ibTasfoa+/KblM9nyG7iu\nN9Eaf+Mo4DxgJa17AJ4MbN6PupwgfhDHGcXHzMO+byit/zrzn2iaib8B3B44muqmi20C+HaX+FkR\nsRWtD2Rk5kqAzHwqItZ2ib8vIv4EOD+ra4Cra4PfDHQ7pb8sIj4DnN+2fGdaH/abusRfFhFfBS7o\niD+J6kah01x+SXyTcuklfpS2FcCsrC77zMwVEXEE8OVo3fcmBpBPaf0sBm6IiIs64k+g9cU61fjS\n/Osuv+58SuPr3F7D3taatm3rLv/2tp9Y3BIRCzNzaUTsBqzpQ/mj9llvWvlNy6ek/Kata2bmM8CV\nwJURMQc4BjgR+ASw3RTLb9pxRukx87DvG5p2HDOuGfcbwIg4D/inzPxml2UXZubrO+atAJ6hdcCb\nwEsz86GIeD7wzczcvyN+K1q/bziW1vXMAA8DS4C/yo4fe0bExsBbq/j2H2wuAc7LzP/qkucx3eIz\n89IusbWWXxLfpFx6iR+lbVXFfg14b2be3DZvI1o7mDdk5uxpzqeX+tkLeF2X8r83Tj6l8aXrW3f5\ndecz6fi6t9cMaGtN27a1lV/9zufvgJcBj9L6/d8D1fSezLylD/mP2me9aeU3LZ+Sz3tj1jUibsrM\nA8YpZ7PM/NkUy2/acUb7MfP21ewfMc4xc/Waod03NPE4ZjwzrgPYLxGxGbB9Zv5g0LlIdYiIecDa\nzPxRl2UvzcxvDSCtnkTBaGe9xNedT92sn/5pWu5N2lYR8QJav0XZCBjLPo9UOB3xpUat/KblU2fZ\ndeQSEbtl5vf7Vd5MNuz7hlLTnn/J9aJOE0/AKV3mbQT8AXAZv/w94mXAHwJzusRvAZxN64eejwGr\nqsdnA1sOoPxJxzcpl4bWZaPqp4f23bT63wW4iNaIYvcAy6vHF9H9R9Kl8aX5111+3fmUxte2vWZA\nW2vatq21/B72JXW3zUbVzwwov2n5lByXNGpde/isDP1xBq2fZZ1D6yzYkurxohm6b2jUccyEbWuq\njdPpORum2yij/1o19sNoDdU6r3p8DvCFLvHjjZh0Bt1HTKq7/EnHNymXhtZlo+qnh/bdtPovHW2r\nNL40/7rLrzuf0vjattcMaGtN27a1ll86TUPbbFT9zIDym5ZPyXFJo9a1h8/KUB9n0BoR+NKq/g6v\nphOqeX83gLZZd1tu1HHMhG1rqo1z1CbKRxn9/gRlrbeM8hGT6i5/0vFNyqWhddmo+imdGlj//Rzt\nrFt83SP+1l2fdddPbdtrBrS1pm3bWssvnaahbTaqfmZA+U3Lp+S4pFHrWjpNw75tIPtaWuNuDOKz\nXndbbtRxzETTLFRqe1qj//xml2lVl/jHIuJ3I+LZuo6IWRHx+6w/UilUIyZVoySti98+Ij5A9xGT\n6i6/JL5JufQSP0rbqhdNq/9lEfGZiDg0InaspkOjNQJXt9G2SuNL86+7/LrzKY2vc3sNe1tr2rat\nu/xSdbfNptXPsJfftHxKym/aupYqLb9pxxmrI+LgLvMPBlZ3mT/s+4amHceMr6S36JTQGmb18HGW\nXdhl3nzgC7Tu9fJ9WtfsrqzmLegSvxXwV8BdVWN5nNb1xn8FbD2A8icd36RcGlqXjaqfHtp+0+p/\nY+AdtIZivq2aLqd1c91N+hBfmn/d5dedT2l8bdtrBrS1pm3bWsvvYV9Sd9tsVP3MgPKblk/JcUmj\n1rWHz8pQH2fQGhH4u8D3qG59UcVfBxw0A/cNpfVfa/4TTY4COo0iYhuAzOx2prDx5Q9rLr0YpW3V\nRNbPcBnm7TXMuUvSeJq0b4uIF9F224LsMvr4TNOk+u/GDuA0iIg9WP+eIJdk5l3jxB8NHNcl/vIB\nlT/p+Cbl0mP8yGyrXjSp/qN1z8K3diuf1v121kwlvjT/usuvO58e869zew1tW6s7/ya25RJ1t80m\n1s8wl9+0fErKb9q69mLYjzOidZ/QRR3xV2TmE11ih3rfUMU36jhmPHYAa1ZdJ3wirSFax6rZ82iN\n2HNRZp7dEf+/gN2ACzriT6L1A88/mubyJx3fpFx6jB+ZbdWLBtb/vwJPAOd3xJ9M69KM359ifGn+\ndZdfdz6l8bVtrxnQ1pq2bWstv9Q0tM1G1c8MKL9p+ZQclzRqXUsN+3FGRJwEfJjWpZ8PtsW/CviL\nzLygI37Y9w2NOo6ZUE7x+mSniSda1wB3u/fHxhSMrAfjjphUe/mTjW9SLk2tyybVT+k0LPU/3rJ+\nxZeub93l153PRPF1ba+Z2taatm37VX7pNKjP7qDqZ6aW37R8upXftHUtnQa1b+vjvupuut8vb6sm\nfdb7tX37Vf/9yn+iyVFA6/cMsGOX+TtUyzqVjphUd/kl8U3KpZf4UdpWvWha/ZeOtlUaX5p/3eXX\nnU9pfJ3ba9jbWtO2bd3ll6q7bTatfoa9/KblU1J+09a11LAfZwSQ4+QZXeYP+76haccx49qoJFg9\n+WPgmoi4h18OGbsL8GvAu7rEvxk4JyI255end3cGnqyWTXf5JfFNyqWX+FHaVr2oO5/S+jmB1khc\nn4mIdTu+LYFrq2VTjS/Nv+7y686nNL7O7VW6rqXxdbe1uvNvWlsuVXfbbFr9DHv5TcunpPymrWup\n0vKbdpzxMeDGiLiyI59XAR/tEj/s+4amHceMy98AToOqp34Iz/3B5g2Z+fQEr5n0iEl1l18S36Rc\neokfpW3Vq6bVf/W6otG2SuJ7qc86y687n5L4urfXsLe1pm3b6Wg7per87JbGD3v9N2nfMB359PD5\natS6lhjm44yI2Ao4uiOfKzJzwjNWw7pvaOJxTNfX2wGUJEmSpNHgbwAlSZIkaUTYAZQkSZKkEeEg\nMNMkIrbnudcPPzxBbLD+9cPX5wTX69ZZfg/xTcqlUXVZWn4Vvx2t+7w8DdybmT+dIHYX4MeZ+URE\nzAcWAndl5u0Tvcdk9VD/xfmU1k/b655P634992aXG8xONb56zdaZ+dgGYhbS+pH407SGZe56890q\ndjra86Tz6XjdpOqnh/Y8qXym0pYj4teA/YA7M/N748RslJlrq8fPB/agta4Tbt+2+HHrJiK2nGyb\nmuA9NtjWJpvPOK95Z2Z+Zpxl+2bmrZPPdmomUZ8bA2vWtfOI+HXgQOB7mXnZBOXOyfVvpLxtZj46\niZzGrf9e8+koY9z67yX/kn3DIOpzMurYd/azLUfEHpPZf5Z8dif5vrMAMvOZatu9BFgxQfss2reV\n7mt73TdHxNbVekxmHzvltjbZ7VUaP5nPbkf86zJzyTjLemqfffksZsE9I5zKJ2B/4DrgTuDqarqr\nmndgl/ijgOXAZcBnq+nyat5RAyh/0vFNyqWhdVla/l5VzHLgF8B3gR8AnwO26BJ/RrX8LuBt1d/z\ngDuA9/ahLZeub1E+PdTPZ9oeHw7cT2skrAeAV/ch/s86tsX3q/VZARzaJf4VwNIq78eB/wt8C/g6\nsPMA2nNpPqX1U7q9Jp1PD23nWmDb6vGbqm31WeA24N1d4t8MrKrijgHuBa6p1vXEPtTN2mo930qX\ne2D1oa2V5vPejul9wKPrnneJfxq4h9YofXtNdd/Rh/xvAbaqHp8OfBv4M+Aq4H90if91WiP2PUrr\nBtTz25bd2If6L82ntP5L8y/dN9Rdn/vQ2g88AJy77r2qZddPZd9Qur79bMvA/VNtOz2853HAw8BD\nwLG0jgOuqbbHb3aJfzNl+7bSfW1p/C60boq+stoOy4FHqnnzu8QXtbXS7dXD9i397P52x/Q7wI/W\nPe8SX9Q++1o/U22cThvcWDd32wkAhwG3dJl/5zgfigW0/ps93eVPOr5JuTS0LkvLvw7YvXp8CHB+\n9fjtwJe7xN8BbApsA/wE2K6a/zzg9j605dL1Lcqnh/q5se3xtVSdDuBXgKV9jv8qcEzbtvh2l/ib\n2tZxAfDv1eNXAVcOoD2X5lNaP6Xba9L59NB2bm97fAOwTfV4M+DWLvG3AdtWefwY+NVq/vbjxJfW\nzW3Aa4F/oXUwdgmtIbo3HeezVdrWSvP5CfAF4M+BD1fT4+sej7OtXkJrCPfltDoMZ3Rrf71MPeTf\nvn2XrqtHWlcxddteNwB7V4+Pp3WAddi6detD/ZfmU1r/pfmX7hvqrs9vAotoDU//flqf51+dIL62\nfWdpWwY+Oc70KVpnvabUdnr4rNwEvIhf7qvWHRO8mPH3PSX7ttJ9bWn8d4DfB2a3zZtNa394XR/a\nWun2Ko0v/eyuofUPjMXAP1XTT6q/i8fZviXts6h+JmxbU22cThuoYLhngmXLu8UDG3WZv/F48XWX\nP9n4JuXS1LosLP+WjuftXzTdvtRvrf7OpvUftllty/rRASxd36J8eqif9vpYNt6yPsXf1LGs2xfR\nrW2PZ3e8/o5+tJ9e6r8gn9L6Kd1ek86nh7ZzE7BT9fhaYG7b67ut681tj384Xp59ajubAr8H/But\nzuCFfWhrpfnsAnyJ1v2jNqvm3TvB9rux4/khwN/Q+s9zPw5qS/P/NvCS6vHl/PLs1dxx2kPnvnNv\n4G5aZ1P68Vkvzae0/kvzL9031F2fnfG/XuV42Djxte07S9syrYP1U4GTu0yPTrXt9PBZuant8e3j\nvXfbvNJ9W+m+tp/f6+st66GtlW6v0vjSz+7BtM64vqNt3g8miC9tn0X1M9HkbwDrd1lEfBW4gF/e\nFHJn4CRaO95Oi4EbIuKijvgTaJ1mn+7yS+L7kcsutP5bNNVceomvO//S8v8zIs4Evkbr8oGboXXt\nN90HcLoxIi6k9Z+4a4DzI+Jy4JVA199BFSqtz9J8Sutnj4i4FQhgfkRslZmPV7+X2LgP8b8SEUuq\n+HkRsVlm/qxaNqdL/NKIOI/W9nodrcuXiIjNaH1Zdqq7PZfmU1o/pdurJJ/StvPfgSsj4mJa/6H+\nWkRcQevywn/qEn9/RPwPYHPgroj4n7Q6aL9B61KrTqV1E+seZObPgS8CX4yILWh9UXcqbWtF+WTm\n/cDvRsSxwFUR8bddyuyaf/X664HrI+J9wMs38NrJKK3PPwT+JSJuoXXQuTQivkHrUsOPd4lfExEv\nyupeXZl5R0QcSes/87/aJb60/ovy6aH+S/Mv3TfUXZ9ExBaZ+WQVf21E/A5wMbB1l/A6952lbfkG\nWh2Zb3dZp7O6xJe2nWIRMSsznwHe0jZvNt0/K6X7ttJ9bWn8soj4DHA+z91WJ9P6x12n0rZWur2K\n4ks/u5l5Q0S8Cnh3RFwLfADICV5S2j6LP4vjvnHVg1SNIuLVtHZq7T9WXpKZl44Tv9c48eMNZnAM\nrWvD6yp/z3HKXy++h3WddNnTFF9al7WVHxFbAn9K63cFtwBnZ+ZPqoPIPTPzuo74jYDfpbWz+TJw\nKHAird/XfDozn+qWU4nCttCZzyHA6yfKp6T9RMSLO2b9MDPXRMS2wMsz8982EP9QZv5igvhXdMQv\ny8yfRmvQk+Mz89Md8XNoXZ67bnstzsynI2JT4IWZeV+XdShtP5P+7JbmU1o/1WtKttek8+mlLVef\ni9fTGkxkI1r/Qb0ku/yoPyJeAJxWlf/3tC5Xe3NV/kcz86GO+NK29v7M/ETn+46nh7ZWlE/Ha58H\nnEXr8t2unbmIeH1mXjjZ/Ev12NZm0/rtV/v2vSK7DxrzG8DKzLylY/4WwLsy82Md8zvr/8ZqX9u1\n/kvz6XjdZOp/vPy3BE7rzL9aVvq9Xmd9vp7WWZLO76hdgDMz8+0d82vbd5a25WgNVLK6rRO3ofii\nz26piDgYuC0zV3fMnw8cnpn/3DG/c992NHAKcB/wl132bUXf0z3Eb0zrt9DrbSvgvMz8r474orbf\nw/Yqiu947QY/ux3xOwF/CyzMzF8ZJ6a0fRbvG8Ytyw6gmiQitsnMVYPOY52IeGFmPlIQX5R/afnS\ndKr781hSftP2DXVr2r5h1OpfWmfY237T9iWlmlb/TcunV94HsGYRcXBEXBsR/xwRO0fEVRHxRETc\nEBEHdIl/fkR8JCLuiIgnI2JlRFwXEW8ep/wtIuLsiLgzIh6LiFXV47Or/wh0xr8gIv5HRHw+Ik7s\nWLbesLYRcWNE/FlE6X8idQAADJlJREFUdP3vRUfsiyLinIj4dERsExFnRcStEfHFiNihS/zZ1X98\niYiDIuJe4LqIuK/Lf9WIiEUd6/3ZqvwLq/+2TTV+686J1qn4rarHU82/tPyFXdrOkz20nZM7Y/st\nItYbOryt7UzqsoQe2k9p+aWfrYnqf/8Jyr99kuVP+rNVxdf22a3i29vzwqo9f3eC9ly6b5t0+ePE\nTvTZ6ratJsqlKH4D9dat7Zd+dkv3De1t4fUdyyZqC5P9rBS1hVLx3H3zlhFxXky8by7KfwPv3W17\nrfsevSsm9z3a+d2yofw713dD30Wl+6q640vbT+m+s6g+N/Del3U8L13X0v1gt++t22Kc761SPeRf\ntC/ZwHt3+6yUfnY3iog/iIjLqrhbq8d/GK0zv53xpfVf93FA3d9Fpfn37bMypR+nOm14Aq6nNRTv\nibSufz6+mn8k8J0u8ZfQuhRpHq1hZs8EdqV1/fTHu8RfQesa4xe1zXsRrVGEuo2edTFwNq3foSyp\nnm+SXX6MWs37AfAJWqf3r6f1W5sdx1nXy4F3V+99a5XXztW8S7rE39b2+Frg4Orxbmx4VMbPAn9J\naySs/w58pQ/xz1Tr2z6tqf6u96PfHvIvLb/WttNDWz5wnOkgWpdw9dx2emw/peWXfrbq/uyW5l/b\nZ7fH9lxaP5MufxpyKY0vbful5ZfuGxrVFnrYl5Tum0vzL91e432PfoANj5hbx3dR6b6k7vjS+i9t\n/6X1M+nt28O6lu57ir63evislOZfui8p/ayUbqt/Bc6hNQDQvGo6rJr3hT7Uf93HAXV/F5XmX1T/\nE7atqTZOpw1U8HNHcLp/vGVt8zpH+Lmh+juL1o02O+PvnuC911tG2whR1fMP0brfzjZseHS0lwGf\noXVPk2uBUwvW9eYuZd9JNZIXHcMBt3/oxsmlcz26lV8a/z5aO/N92ub9YIL6Lc2/tPxa207pROt+\nNV+rtn3n9POptJ0e209p+aWfrbo/u6X51/bZ7bE9l9bPpMufhlxK40vbfmn5pfuGRrWF0omp7csn\nk3/p9ir9Hq37u6h0X1J3fD/35Rsa1XYy9TPp7dvDuvZz37Ne7qVTD/mX7kum8r0+mW31/Qnee71l\nPdR/3ccBdX8XleZfVP8TTY4CWr/VEXEUsAWQEXFcZn6lOnX8dJf4pyLi8Mz8ZkS8DngMIDOfiYjo\nEn9fRPwJrXvE/f/t3X2sHFUZx/HvjwKV2oCtSMU00oZaixGsgTZoTWzAKAFEgsXGlwQNIURJa9IY\njFGwIUERRSCS+hoiiKFNa9oo8mJU0PpCWyJNW6DFKCUNSbGk0KbS8NI+/jFn6XjZ+3Lm7nBn7v4+\nyebunXnm7HPOnpm9c2f2nGcB0mXgz3NkxKWyiToyohQRcb2kZ4A/A5OHqkhErAfWS1pCMT/PYopJ\nXjvKtxTfOWDzbrcbrwDulXQDcL+kWylGqzqHNOLlACdJWgYIOF6SIvX6QcrPio+ImyStAm6WtIti\nnpcYGFc1/wrl1913cj0BXBkR/xy4ItVnUCPoO5Dff3LLz22fN6z9R5h/nfsu5O+Pue2TU37dueTG\n5/b9rPIrHBua1hdy5R7Lc/PPfb9yP0dr/Swi/1hSd/xrRtj+uftXbvvkvL+5dc3t+5U/t0YoK/8K\nx5LcfSX3vdor6VLgV53jlYrRfi+lmE9voMrHnpr+Dqj7syg3/8rHzm4v6EeND+B9FLeX3AfMAW4F\nXqAYqnxBl/gzKC4DP08xmerstPxtwNIu8VMo5ifZTtGR91Ls0N8BpnaJvxH4SJfl59F9TpaVGXW9\nDpjcZfksukxcntYtpJhk81GKCUzvpZij5Zgusd8c8OhMQPp24M7Rxg/Y9iKKidh3DxM34vxzy6+7\n71Toy4tIk9B2WXfxaPpOlf5TofzcfavufTc3/9r23Sr9Obd9KpRfWy4V4nP7fnbblLYdybGhUX2h\nQtm5x/LcfSX3/cr9HK31s4j8Y0kn/oXM+LqOVbn7V277jPj9za1rbt+nwt89mW1Z+XOdkR1LcveV\n3PdqRmrLPcCTFHM47knLZvag/Wv9O6BCPrl9Pzf/yn/XDnx4FFCzQagYgvrUiNjWxvLNrJ18bDCz\nXmjSsUTSWwFiHIygOR54FNAxJOkLvYiXNEfSuSrmKCkvP2+Y+Mkjic/Jp86yq8Tn5lOOj4iDnYNm\nHW05oPye1LdX8UOU06j3t+3xbW/Psci/H+o6kmNDW/pOrgYc+0f0OZqbT93xbekPTYpvUi5VtOVY\nImm+pHnpxG+apGUq5kTO0rT3q+3xo7o07cfoHgz4gmiVeGApsANYB+wEPlFa120wgKz4nHzqLLuJ\nbdO0+vYyfpAyxm19xyK+7e05Vvn3U13bkk8vH2049o9le7a9PzQpvkm5VHm0oe9Q3Kb4MPAI8G2K\nAWeuofi+8teb1P79Fu9BYGomactgq4Buc6ZkxQNXAGdGxAFJM4A1kmZExK1pm1HFZ+ZTZ9mNa5vc\n+LrrW6F9crW6vk2Lp+XtSY3591Ndx0k+WZrWPrnx7p/tiW9SLlW0ve9QfMdwLjCRYnTL6RGxX9L3\ngA3A9aMp3/FDxw/FJ4D1mwZ8jNePdiTgbz2IPyoiDgBExE5JCyl24FPo/kGXG5+TT51lV4mvu22a\nVt/c+Fxtr2/T4tvennXm3091HQ/55Gpa+zStPdveH5oU36Rcqmh733k1Ig4BL0r6V0TsT691UNLh\nHpTv+KHjB+UTwPrdQzFC1OuGi5X0UA/in5U0txOf/otzIXA7cHoP4nPyqbPsKvF1t03T6psbn6vt\n9W1afNvbs878+6mu4yGfXE1rn6a1Z9v7Q5Pim5RLFW3vOy9LmhQRL1JMLt+JPYFi0vrRlu/4oeMH\n5VFAW07SdIr/sOzusm5BRPx1NPF15lK3utumafWtW7/Vt25tb8+255+jaXVtWj5N02/H8rbnb2On\n7r4jaWJEvNRl+YnAyRGxdTTlW3U+ATQzMzMzM+sTngbCzMzMzMysT/gE0MzMzMzMrE/4BNDMzMzM\nzKxP+ATQzMysoSQtlHTPIOvulfSWNzonMzNrN08DYWZmfUXS0RHxattfOyLO70U5ZmbWX3wF0MzM\nWkfSDEnbJf1S0hOS1kiaJOlaSZskbZP0E0lK8Q9JukXSI8CXJX1c0gZJj0r6vaRpKW65pDskrZf0\ntKRLJN0oaauk+yUdM0ROO0uxGyXNSst/LulHkjYAN6Yrd5vTY5+kyyRNkPTdlPsWSVeWij5e0m8l\n7UjlHFV6vRPT88+l19ws6ceSJqTll0t6Mq37qaTbanlDzMysNXwCaGZmbfVuYEVEnAbsB74E3BYR\n8yLivcBxwIWl+GMj4qyIuAn4C3B2RLwfWAlcXYo7FTgHuAi4C3gwIk4HDgIXDJPTvhR7G3BLafl0\n4IMRsSwizo+IucDlwNPAuvR8X0TMA+YBV0iambadDywB3pNyu6T8gpJOAxYDC1K5h4DPSnoHcA1w\nNrAAmDNM7mZm1gd8C6iZmbXVrtJExXcBS4GnJF0NTAKmAo8Bv0kxq0rbTgdWSToZOBZ4qrTuvoh4\nRdJWYAJwf1q+FZgxTE53l37eXFq+OiIOdX5JV+5+AXwqIvZJ+ihwhqRFKeQE4F3Ay8DGiPh32u5u\n4EPAmlLZ5wJnApvSBc/jgP9QnDj+KSL2pm1XA7OHyd/MzMY5nwCamVlbRZffVwBnRcQuScuBN5XW\n/7f0/AfA9yPi15IWAstL614CiIjDkl6JiM7rHGb4z80Y5Plrr51uz1wJXBcR2zqLgSUR8UC5sJRb\nt3r+XxhwR0R8bcC2Fw+Tq5mZ9SHfAmpmZm31TkkfSM8/Q3FbJ8BzkiYDi7pvBhRX2J5Jzy/rYU6L\nSz//PkjMDcCWiFhZWvYA8MXOdwwlzZb05rRuvqSZ6bt/izlSz44/AIsknZS2nSrpFGAT8GFJUyQd\nDXxytJUzM7P28xVAMzNrqx3AVZJuBx4HfghMAbYBuylOgAazHFgt6Xngj8DMIWJzTJG0heIq4qcH\nifkK8Jikzen3a4GfUdxe+o80cM0eoHMFbxPFdwpnAQ8Ca8uFRcTjkr4B/C6dJL4CXBURD0v6FrAR\n2AtsB/b1pJZmZtZaOnJni5mZWTtImgHckwZ7aQRJOyluP31urHPpkDQ5Ig6kK4BrgdsjYu1w25mZ\n2fjlW0DNzMzGr+XpSuM2ioFu1o1xPmZmNsZ8BdDMzCyDpLW8/pbRrw4cwMXMzKyJfAJoZmZmZmbW\nJ3wLqJmZmZmZWZ/wCaCZmZmZmVmf8AmgmZmZmZlZn/AJoJmZmZmZWZ/wCaCZmZmZmVmf+B+qAt5V\nEnacFgAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 1080x360 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZpD-OU3pMSwU",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 366
        },
        "outputId": "3d15b1a7-05d7-47a4-c97a-1b323d8684e3"
      },
      "source": [
        "group_and_barplot('param_rok-produkcji', feat_sort='size', top=70);"
      ],
      "execution_count": 65,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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rNc2FCzn11FMZMWIEo0aN4vzzz+fDH/4wAN/4xjdYunQpRxxxBABbb701V199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\nKuL/B3WhcSWSKndgAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 1080x360 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hMsRX4HdMw6G",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 386
        },
        "outputId": "b34a739a-7e19-4c69-8b7d-ef698d47dea0"
      },
      "source": [
        "group_and_barplot('param_moc', feat_sort='median', top=70);"
      ],
      "execution_count": 68,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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EcMYY83kYOAY4G3igfJ+3N5IkTRmvAipJkiRJQ8IjgJIkSZI0JBwASpIkSdKQcAAoSZIk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\nJKkRFoCSJEmS1Ii/AVOZ0rY4vS00AAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 1080x360 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vEFQdSmONFUd",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 377
        },
        "outputId": "23f73167-c79c-4202-8f2f-740d886722fb"
      },
      "source": [
        "group_and_barplot('param_moc', feat_sort='size', top=70);"
      ],
      "execution_count": 69,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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XZX8MXJKZu0xQypIkreMpoJIkjSIidouIV0bEJsBTwO+A37fFvBt4OfCWtYO/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\nyswbI+LVwPuiunjsh3jmAq+dPBIRrwe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8ADQzMzMzM+sJDwDNzMxWIGkeb5ZmZmY95gGg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\n",
            "text/plain": [
              "<Figure size 1080x360 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-RK-QOu0Wuib",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "outputId": "9cd633c9-4cad-4f61-e46d-7b4bb926f107",
        "id": "dW9E0Dq6Wu0g",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 497
        }
      },
      "source": [
        "group_and_barplot('param_napęd', feat_sort='mean', top=70);"
      ],
      "execution_count": 71,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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uWx73AL62qnbpqzBPAq6oqi2BK5plgAOALZufY4AvQ69gBD4NvALYA/j0cNHY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\n",
            "text/plain": [
              "<Figure size 1080x360 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "h96BwYzMW2nO",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 385
        },
        "outputId": "261efab4-edae-49e5-a6cf-d89736e86153"
      },
      "source": [
        "group_and_barplot('param_stan', feat_sort='mean', top=70);"
      ],
      "execution_count": 73,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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FEbG22M/J1A0ZBTqK8LfFG0UNkiT1mmcAJUnatpeAr2Xmp96+IiLeDewTEbvXhcB3Ae+Y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\nEX2WrAAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 1080x360 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9yMJyIZtXHVd",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 553
        },
        "outputId": "eba9f769-803a-4344-9960-58586846fb97"
      },
      "source": [
        "group_and_barplot('param_skrzynia-biegów', feat_sort='mean', top=70);"
      ],
      "execution_count": 74,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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28Mvh4q9xx6reLMmhSa5Kcn/zOofRN2QUWLxSofjrJoMkSWtt0GcBlSRpENwJfKmqjl/5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\nkQIwIiIiIiKiR/wvJCONzeAr/3sAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 1080x360 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    }
  ]
}