From eedb2eece2584ce885ca915477d598cfc6c4cd81 Mon Sep 17 00:00:00 2001 From: Paulina Date: Wed, 4 Mar 2020 02:22:40 +0000 Subject: [PATCH] add visualisation --- day2_visualisation.ipynb | 1 + 1 file changed, 1 insertion(+) create mode 100644 day2_visualisation.ipynb diff --git a/day2_visualisation.ipynb b/day2_visualisation.ipynb new file mode 100644 index 0000000..01a679b --- /dev/null +++ b/day2_visualisation.ipynb @@ -0,0 +1 @@ +{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"day2_visualisation.ipynb","provenance":[],"collapsed_sections":[],"toc_visible":true,"mount_file_id":"12CrpJJuoSos9tNOHWLgLDkwxVxNE3MeZ","authorship_tag":"ABX9TyOPDLqjO+xRlZ7W6lr900cs"},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"code","metadata":{"id":"32xpWbFSsPMd","colab_type":"code","outputId":"481fbec5-96c0-4eb0-ec60-24244cc38f22","executionInfo":{"status":"ok","timestamp":1583286960338,"user_tz":-60,"elapsed":8945,"user":{"displayName":"Paulina Kaszuba","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiwP0nBpw0nN5d3vjjNpq8-qyxWNVGuUgEtyZyqhiM=s64","userId":"08144210629576263422"}},"colab":{"base_uri":"https://localhost:8080/","height":187}},"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 3.5MB/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":"8QltgDFIti1F","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":"1y38j1AOuA8m","colab_type":"code","outputId":"cb3d590f-95a8-4357-da0b-741ae6ae4609","executionInfo":{"status":"ok","timestamp":1583286968836,"user_tz":-60,"elapsed":1916,"user":{"displayName":"Paulina Kaszuba","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiwP0nBpw0nN5d3vjjNpq8-qyxWNVGuUgEtyZyqhiM=s64","userId":"08144210629576263422"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["cd \"/content/drive/My Drive/Colab Notebooks/dataworkshop_matrix/matrix2/dataworkshop_matrix2\""],"execution_count":3,"outputs":[{"output_type":"stream","text":["/content/drive/My Drive/Colab Notebooks/dataworkshop_matrix/matrix2/dataworkshop_matrix2\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"3fRGF-RhuyX5","colab_type":"code","outputId":"539389d2-719c-41de-ce14-f291ea464842","executionInfo":{"status":"ok","timestamp":1583286993021,"user_tz":-60,"elapsed":22613,"user":{"displayName":"Paulina Kaszuba","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiwP0nBpw0nN5d3vjjNpq8-qyxWNVGuUgEtyZyqhiM=s64","userId":"08144210629576263422"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["df = pd.read_hdf('data/car.h5')\n","df.shape"],"execution_count":4,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(106494, 155)"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"code","metadata":{"id":"qB5oQTV9vO8-","colab_type":"code","outputId":"348079a4-3489-41c4-a8e5-d2bab7e3248e","executionInfo":{"status":"ok","timestamp":1583286995775,"user_tz":-60,"elapsed":985,"user":{"displayName":"Paulina Kaszuba","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiwP0nBpw0nN5d3vjjNpq8-qyxWNVGuUgEtyZyqhiM=s64","userId":"08144210629576263422"}},"colab":{"base_uri":"https://localhost:8080/","height":1000}},"source":["df.columns.values"],"execution_count":5,"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":5}]},{"cell_type":"code","metadata":{"id":"LZ4_fxdvvpEA","colab_type":"code","outputId":"810ec0f2-bcc9-4a70-9e3f-1811bd84e76b","executionInfo":{"status":"ok","timestamp":1583287003885,"user_tz":-60,"elapsed":1010,"user":{"displayName":"Paulina Kaszuba","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiwP0nBpw0nN5d3vjjNpq8-qyxWNVGuUgEtyZyqhiM=s64","userId":"08144210629576263422"}},"colab":{"base_uri":"https://localhost:8080/","height":282}},"source":["df['price_value'].hist(bins=100)"],"execution_count":6,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{"tags":[]},"execution_count":6},{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAYcAAAD4CAYAAAAHHSreAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n4SBJqhgOkqSK4SBJqhgOkqTK/wNyaqlsjjVAFQAAAABJRU5ErkJggg==\n","text/plain":["
"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"6RHIVxVrwHgX","colab_type":"code","outputId":"1d31c781-a681-45aa-cd83-cd5c7a0071fc","executionInfo":{"status":"ok","timestamp":1583287006374,"user_tz":-60,"elapsed":956,"user":{"displayName":"Paulina Kaszuba","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiwP0nBpw0nN5d3vjjNpq8-qyxWNVGuUgEtyZyqhiM=s64","userId":"08144210629576263422"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["df['price_value'].max()"],"execution_count":7,"outputs":[{"output_type":"execute_result","data":{"text/plain":["799900.0"]},"metadata":{"tags":[]},"execution_count":7}]},{"cell_type":"code","metadata":{"id":"77AVRVUTwMNd","colab_type":"code","outputId":"8479f38f-c796-4373-ee85-e2600e67cdc1","executionInfo":{"status":"ok","timestamp":1583287008990,"user_tz":-60,"elapsed":864,"user":{"displayName":"Paulina Kaszuba","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiwP0nBpw0nN5d3vjjNpq8-qyxWNVGuUgEtyZyqhiM=s64","userId":"08144210629576263422"}},"colab":{"base_uri":"https://localhost:8080/","height":170}},"source":["df['price_value'].describe()"],"execution_count":8,"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":8}]},{"cell_type":"code","metadata":{"id":"0BHHswaHjBJU","colab_type":"code","outputId":"8ee79d2d-d8bc-4230-e684-b9dc7ea553c8","executionInfo":{"status":"ok","timestamp":1583287018961,"user_tz":-60,"elapsed":904,"user":{"displayName":"Paulina Kaszuba","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiwP0nBpw0nN5d3vjjNpq8-qyxWNVGuUgEtyZyqhiM=s64","userId":"08144210629576263422"}},"colab":{"base_uri":"https://localhost:8080/","height":306}},"source":["df['param_marka-pojazdu'].unique()"],"execution_count":9,"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":9}]},{"cell_type":"code","metadata":{"colab_type":"code","outputId":"cdff8d76-2d05-447a-da32-5b6e9d61d986","executionInfo":{"status":"ok","timestamp":1583287022090,"user_tz":-60,"elapsed":943,"user":{"displayName":"Paulina Kaszuba","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiwP0nBpw0nN5d3vjjNpq8-qyxWNVGuUgEtyZyqhiM=s64","userId":"08144210629576263422"}},"id":"KXzehDMzmJam","colab":{"base_uri":"https://localhost:8080/","height":238}},"source":["df.groupby('param_marka-pojazdu')['price_value'].mean()"],"execution_count":10,"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":10}]},{"cell_type":"code","metadata":{"id":"DjUZ3o23k78N","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":"FMa4_e-hR9h_","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":417},"outputId":"99b685bc-25ff-4ab5-a722-bff6b42f20dd","executionInfo":{"status":"ok","timestamp":1583287494682,"user_tz":-60,"elapsed":2487,"user":{"displayName":"Paulina Kaszuba","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiwP0nBpw0nN5d3vjjNpq8-qyxWNVGuUgEtyZyqhiM=s64","userId":"08144210629576263422"}}},"source":["group_and_barplot('param_marka-pojazdu');"],"execution_count":12,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA4AAAAGQCAYAAAD/fQ7lAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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fXCFlrgzL/9hZJ5xMe1QNsr6JQl/557l4EpokHsAtPUZ2bJH2DKJ4LIWuebXFMG76fKurx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\n","text/plain":["
"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"YM2bQWz5SyqD","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":436},"outputId":"cd21dd3d-2caf-429c-fb94-f0008d147af3","executionInfo":{"status":"ok","timestamp":1583287744337,"user_tz":-60,"elapsed":2314,"user":{"displayName":"Paulina Kaszuba","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiwP0nBpw0nN5d3vjjNpq8-qyxWNVGuUgEtyZyqhiM=s64","userId":"08144210629576263422"}}},"source":["group_and_barplot('param_kraj-pochodzenia', feat_sort='size');"],"execution_count":14,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA3kAAAGjCAYAAACRyty1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0\ndHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOzdeZwcdZn48c+TEBiQQwwBgQDJKmfk\nDpBdULOyQEAUXF1/uqgIKB4g8ltAURdFPFaR1RV0WREQUPkhxyJRgxhcPBAREu5LyWKQQQQMp5Fo\nAs/vj6pJOsMkZDJVNT2Vz/v1mtd0V3d/n6rp6ep6vmdkJpIkSZKkdhg13DsgSZIkSaqOSZ4kSZIk\ntYhJniRJkiS1iEmeJEmSJLWISZ4kSZIktYhJniRJkiS1iEmeJEmSJLWISZ4kSZIktYhJniRJkiS1\niEmeJGmVFBFzI+KEiLgtIuZHxDkRsVFEXBkRT0fE1RGxfvncKRFxXUQ8ERG3RsTUjnIOi4i7y9fc\nFxHv6XhsakT0RsRxEfFIRDwUEYcNw+FKklYhJnmSpFXZG4F9gK2A1wFXAh8FxlF8Rx4TEZsCPwA+\nDbwEOB64LCLGlWU8AhwIrAscBnwpInbpiPFSYD1gU+AI4Kt9yaMkSXUwyZMkrcrOyMyHM/NB4OfA\nrzLz5sxcAFwO7Ay8DZiRmTMy87nMnAnMAg4AyMwfZOb/ZuGnwI+AV3bEWAickpkLM3MG8Cdg6+YO\nUZK0qjHJkyStyh7uuP3MAPfXBrYA/qnsqvlERDwB7AVsDBAR+0fE9RHxWPnYAcAGHeXMy8xFHff/\nXJYrSVItVhvuHZAkqcs9AHwzM9/d/4GIWAO4DHgHcEVmLoyI7wLR8D5KkrSYLXmSJC3ft4DXRcR+\nETE6InrKCVXGA6sDawCPAosiYn9g3+HcWUmSTPIkSVqOzHwAOIhiQpZHKVr2TgBGZebTwDHAxcDj\nwD8D04dpVyVJAiAyc7j3QZIkSZJUEVvyJEmSJKlFTPIkSZIkqUVM8iRJkiSpRUzyJEmSJKlFTPIk\nSZIkqUVG7GLoG2ywQU6YMGG4d0OSJEmShsXs2bP/mJnj+m8fsUnehAkTmDVr1nDvhiRJkiQNi4i4\nf6DtdteUJEmSpBYxyZMkSZKkFhmx3TWH04QTfzDo18z93Gtr2BNJkiRJWppJnlrD5FuSJKmdFi5c\nSG9vLwsWLBjuXRkWPT09jB8/njFjxqzQ803yJEmSJHW13t5e1llnHSZMmEBEDPfuNCozmTdvHr29\nvUycOHGFXuOYPEmSJEldbcGCBYwdO3aVS/AAIoKxY8cOqhXTJE+SJElS11sVE7w+gz12kzxJkiRJ\nahHH5EmSJEkaUVZmwr3ladtkfLbkSZIkSdILmDt3Lttssw3vfOc72WqrrTjkkEO4+uqr2XPPPdly\nyy254YYbmD9/Pocffji77747O++8M1dcccXi177yla9kl112YZddduG6664D4Cc/+QlTp07lTW96\nE9tssw2HHHIImTnkfbUlT5I0IrlsitRdBvuZ9POokWjOnDlccsklnHvuuey2225ceOGFXHvttUyf\nPp3PfvazbLfddrzmNa/h3HPP5YknnmD33XfnH/7hH9hwww2ZOXMmPT093Hvvvbz1rW9l1qxZANx8\n883ceeedbLLJJuy555784he/YK+99hrSfprkSZIkSdIKmDhxIttvvz0AkyZNYu+99yYi2H777Zk7\ndy69vb1Mnz6d0047DShmBf3d737HJptswtFHH80tt9zC6NGj+c1vfrO4zN13353x48cDsNNOOzF3\n7lyTPEmSJElqwhprrLH49qhRoxbfHzVqFIsWLWL06NFcdtllbL311ku97uSTT2ajjTbi1ltv5bnn\nnqOnp2fAMkePHs2iRYuGvJ+OyZMkSZKkCuy3336cccYZi8fV3XzzzQA8+eSTbLzxxowaNYpvfvOb\nPPvss7Xuh0meJEmSJFXgpJNOYuHCheywww5MmjSJk046CYD3v//9nH/++ey4447cc889vOhFL6p1\nP+yuKUmSJGlEGY6JeyZMmMAdd9yx+P5555034GNf+9rXnvfaLbfckttuu23x/c9//vMATJ06lalT\npy7e/pWvfKWSfbUlT5IkSZJaxJY8SbVxintJkqTm2ZInSZIkSS1ikidJkiSp6/XNWLkqGuyxm+RJ\nkiRJ6mo9PT3MmzdvlUz0MpN58+YttbbeC3FMniRJkqSuNn78eHp7e3n00UeHe1eGRU9PD+PHj1/h\n55vkSZIkSepqY8aMYeLEicO9GyOG3TUlSZIkqUVM8iRJkiSpRVaou2ZEzAWeBp4FFmXm5Ih4CfAd\nYAIwF3hzZj4eEQF8GTgA+DPwzsy8qSznUOBfy2I/nZnnl9t3Bc4D1gRmAB/MVXFUpSS1hGskSpI0\nfAbTkvf3mblTZk4u758I/DgztwR+XN4H2B/Ysvw5EjgToEwKPwHsAewOfCIi1i9fcybw7o7XTVvp\nI5IkSZKkVdhQumseBJxf3j4fOLhj+wVZuB54cURsDOwHzMzMxzLzcWAmMK18bN3MvL5svbugoyxJ\nkiRJ0iCsaJKXwI8iYnZEHFlu2ygzHypv/wHYqLy9KfBAx2t7y23L2947wPbniYgjI2JWRMxaVadP\nlSRJkqTlWdElFPbKzAcjYkNgZkTc0/lgZmZE1D6GLjPPAs4CmDx5smP2JEmSJKmfFWrJy8wHy9+P\nAJdTjKl7uOxqSfn7kfLpDwKbdbx8fLltedvHD7BdkiRJkjRIL9iSFxEvAkZl5tPl7X2BU4DpwKHA\n58rfV5QvmQ4cHREXUUyy8mRmPhQRVwGf7ZhsZV/gI5n5WEQ8FRFTgF8B7wDOqO4QJUmSJNVlsDMq\nO5ty/Vaku+ZGwOXFygisBlyYmT+MiBuBiyPiCOB+4M3l82dQLJ8wh2IJhcMAymTuU8CN5fNOyczH\nytvvZ8kSCleWP5IkSZKkQXrBJC8z7wN2HGD7PGDvAbYncNQyyjoXOHeA7bOAV6zA/kqSJEmSlmMo\nSyhIkiRJkrqMSZ4kSZIktYhJniRJkiS1iEmeJEmSJLWISZ4kSZIktciKLKEgSZIkSa022PX+oHvX\n/LMlT5IkSZJaxJY8SZKGWZtqjyVJw8+WPEmSJElqEZM8SZIkSWoRu2tK0ipmsF0DV/VugXallCSN\nNLbkSZIkSVKL2JInSZI0TGwpllQHkzxJkqQB2LVZ0khlkqfaWUspSZIkNad1SZ4JhbRi/KxIkvR8\nfj+qDVqX5GlwPJFJkiRJ7WKSJ0mSJLWQlfmrLpO8LuaAb6l7+EUpSZJGCpM8qQuZ4EuSqmIlldRd\nmrjOM8mTpC7hhZgkrTo856tOJnnSIHhCliRJUrcbNdw7IEmSJEmqji15kiSpMk30eLBXhSQtny15\nkiRJktQiJnmSJEmS1CImeZIkSZLUIiZ5kiRJktQiJnmSJEmS1CLOrilJ0ipisLNSOiOlJI1MJnmS\nJEkaEVw+Q1oxJnmSRjxbJyRJkpYwyZMkSZLU1WzFHRwnXpEkSZKkFjHJkyRJkqQWMcmTJEmSpBYx\nyZMkSZKkFjHJkyRJkqQWMcmTJEmSpBYxyZMkSZKkFumaJC8ipkXEryNiTkScONz7I0mSJEkjUVck\neRExGvgqsD+wHfDWiNhuePdKkiRJkkaerkjygN2BOZl5X2b+FbgIOGiY90mSJEmSRpxuSfI2BR7o\nuN9bbpMkSZIkDUJk5nDvAxHxJmBaZr6rvP92YI/MPLrf844Ejizvbg38ehBhNgD+WMHudkOctsRo\nKo7H0n0xmorTlhhNxWlLjKbibACsDqwB/La8PQm4uYY4bXhf2vbetyFGU3HaEqOpOB5L98VoKs7K\nxNgiM8f137haNfszZA8Cm3XcH19uW0pmngWctTIBImJWZk5eud3rrjhtidFUHI+l+2I0FactMZqK\n05YYTcWJiFnA94GXZ+bb6ozThvelbe99G2I0FactMZqK47F0X4ym4lQZo1u6a94IbBkREyNideAt\nwPRh3idJkiRJGnG6IsnLzEXA0cBVwN3AxZl55/DulSSpLSJibkScEBG3RcT8iDgnIjaKiCsj4umI\nuDoi1i+fOyUirouIJyLi1oiY2lHOxIj4aUQ8DWxJ0bWm77EJEZERsVp5/7CIuLss/76IeE/Hc6dG\nRG9EHBcRj0TEQxFxWGN/EElSq3VFkgeQmTMyc6vMfFlmfqaGECvVzbNL47QlRlNxPJbui9FUnLbE\naCpOW2IsK84bgX2ArYDXAVcCHwXGUXwfHhMRmwI/AD4NvAQ4HrgsIvrGO1wIzKZI7s4CDl3OPjwC\nHAisCxwGfCkidul4/KXAehQTjR0BfLUv0VyBY6laW2I0FactMZqK05YYTcXxWLovRlNxKovRFROv\nSJJUp4iYC3wsM79d3r8MeCQz31fe/wCwN/BL4BWZ+faO115FkdxdA9wHrJeZ88vHLgSey8y3RcQE\niglYxpQ9VPrvw3eBazLzy2Xr4JXAOn3PjYhHgNdn5vXV/wUkSauSrmnJkySpZg933H5mgPtrA1sA\n/1R21XwiIp4A9gI2BjYBHu9L8Er3LytYROwfEddHxGNlOQfQ0b0TmNcvGfxzuQ+SJA1Jt8yuKUlS\nN3gA+GZmvrv/AxGxBbB+RLyoI9HbHHhel5iIWAO4DHgHcEVmLixb8qK+XZckqWBLniRJS3wLeF1E\n7BcRoyOip5wkZXxm3g/MAj4ZEatHxF4UY/sG0rd+3qPAoojYH9i3kSOQJK3yTPIkSSpl5gPAQRQT\nsjxK0bJ3Aku+L/8Z2AN4DPgEcMEyynkaOAa4GHi8fJ1LA0mSGuHEK5IkSZLUIrbkSZIkSVKLmORJ\nkiRJUouY5EmSJElSi5jkSZIkSVKLmORJkiRJUouM2MXQN9hgg5wwYcJw74YkSZIkDYvZs2f/MTPH\n9d8+YpO8CRMmMGvWrOHeDUmSJEkaFhFx/0Db7a4pSZIkSS0yYlvyJEmS1EVOXm+Qz3+ynv2QZEue\nJEmSJLWJLXmSJEmShs3ChQvp7e1lwYIFw70rXaunp4fx48czZsyYFXq+SZ4kSZKkYdPb28s666zD\nhAkTiIjh3p2uk5nMmzeP3t5eJk6cuEKvsbumJEmSpGGzYMECxo4da4K3DBHB2LFjB9XSaUue2mOw\nA77BQd/SSOZnXpJawwRv+Qb797ElT5IkSZIqMnXq1MXreR9wwAE88cQTje+DLXmSJEmSusfK9NRY\nbnnD14tjxowZwxLXljxJkiRJq7S5c+eyzTbb8M53vpOtttqKQw45hKuvvpo999yTLbfckhtuuIH5\n8+dz+OGHs/vuu7PzzjtzxRVXAPDMM8/wlre8hW233ZY3vOENPPPMM4vLnTBhAn/84x8BOPjgg9l1\n112ZNGkSZ5111uLnrL322nzsYx9jxx13ZMqUKTz88MNDPh6TPEmSJEmrvDlz5nDcccdxzz33cM89\n93DhhRdy7bXXctppp/HZz36Wz3zmM7zmNa/hhhtu4JprruGEE05g/vz5nHnmmay11lrcfffdfPKT\nn2T27NkDln/uuecye/ZsZs2axemnn868efMAmD9/PlOmTOHWW2/lVa96FV//+teHfCx215QkSZK0\nyps4cSLbb789AJMmTWLvvfcmIth+++2ZO3cuvb29TJ8+ndNOOw0oZgX93e9+x89+9jOOOeYYAHbY\nYQd22GGHAcs//fTTufzyywF44IEHuPfeexk7diyrr746Bx54IAC77rorM2fOHPKxmORJkiRJWuWt\nscYai2+PGjVq8f1Ro0axaNEiRo8ezWWXXcbWW2896LJ/8pOfcPXVV/PLX/6StdZai6lTpy5eEmHM\nmDGLZ88cPXo0ixYtGvKx2F1TkiRJkl7AfvvtxxlnnEFmAnDzzTcD8KpXvYoLL7wQgDvuuIPbbrvt\nea998sknWX/99VlrrbW45557uP7662vd1xVK8iJibkTcHhG3RMSscttLImJmRNxb/l6/3B4RcXpE\nzImI2yJil45yDi2ff29EHNqxfdey/Dnla10oQ5IkSVLXOOmkk1i4cCE77LADkyZN4qSTTgLgfe97\nH3/605/Ydttt+fjHP86uu+76vNdOmzaNRYsWse2223LiiScyZcqUWvc1+jLR5T4pYi4wOTP/2LHt\nVOCxzPxcRJwIrJ+ZH46IA4APAAcAewBfzsw9IuIlwCxgMpDAbGDXzHw8Im4AjgF+BcwATs/MK5e3\nT5MnT86+9SckwIWRpVWNn3mpuwz2M+nnUaW7776bbbfddrh3o+sN9HeKiNmZObn/c4fSXfMg4Pzy\n9vnAwR3bL8jC9cCLI2JjYD9gZmY+lpmPAzOBaeVj62bm9VlknBd0lCVJkiRJGoQVTfIS+FFEzI6I\nI8ttG2XmQ+XtPwAblbc3BR7oeG1vuW1523sH2C5JkiRJGqQVnV1zr8x8MCI2BGZGxD2dD2ZmRsQL\n9/scojLBPBJg8803rzvcstlFSJIkSVKXWqGWvMx8sPz9CHA5sDvwcNnVkvL3I+XTHwQ263j5+HLb\n8raPH2D7QPtxVmZOzszJ48aNW5FdlyRJktTlVmSekFXZYP8+L5jkRcSLImKdvtvAvsAdwHSgb4bM\nQ4ErytvTgXeUs2xOAZ4su3VeBewbEeuXM3HuC1xVPvZUREwpZ9V8R0dZkiRJklqsp6eHefPmmegt\nQ2Yyb948enp6Vvg1K9JdcyPg8nJVg9WACzPzhxFxI3BxRBwB3A+8uXz+DIqZNecAfwYOK3fusYj4\nFHBj+bxTMvOx8vb7gfOANYEryx9JkiRJLTd+/Hh6e3t59NFHh3tXulZPTw/jx49/4SeWXjDJy8z7\ngB0H2D4P2HuA7QkctYyyzgXOHWD7LOAVK7C/kiRJklpkzJgxTJw4cbh3o1WGsoSCJEmSJKnLmORJ\nkiRJUouY5EmSJElSi5jkSZIkSVKLmORJkiRJUouY5EmSJElSi5jkSZIkSVKLrMhi6JIkSZLUbiev\ntxKvebL6/aiALXmSJEmS1CImeZIkSZLUInbXlFSfFnV7kCRJGilsyZMkSZKkFrElT5JUPVtxJUka\nNrbkSZIkSVKLmORJkiRJUouY5EmSJElSi5jkSZIkSVKLOPGKJEmS1MeJo9QCtuRJkiRJUovYkidJ\nkjSQwbbo2JojqUvYkidJkiRJLfKCLXkRsRlwAbARkMBZmfnliDgZeDfwaPnUj2bmjPI1HwGOAJ4F\njsnMq8rt04AvA6OBszPzc+X2icBFwFhgNvD2zPxrVQcpSepg64TUPRz/JakGK9JdcxFwXGbeFBHr\nALMjYmb52Jcy87TOJ0fEdsBbgEnAJsDVEbFV+fBXgX2AXuDGiJiemXcBny/Luigi/osiQTxzqAcn\nSdKI4IW+JKlCL9hdMzMfysybyttPA3cDmy7nJQcBF2XmXzLzt8AcYPfyZ05m3le20l0EHBQRAbwG\nuLR8/fnAwSt7QJIkSZK0KhvUxCsRMQHYGfgVsCdwdES8A5hF0dr3OEUCeH3Hy3pZkhQ+0G/7HhRd\nNJ/IzEUDPF+SpOFlK5ukkcrz1yprhZO8iFgbuAw4NjOfiogzgU9RjNP7FPDvwOG17OWSfTgSOBJg\n8803rzOUquQJRpKk4eP3sNRdGhgbv0Kza0bEGIoE79uZ+d8AmflwZj6bmc8BX6fojgnwILBZx8vH\nl9uWtX0e8OKIWK3f9ufJzLMyc3JmTh43btyK7LokSZIkrVJWZHbNAM4B7s7ML3Zs3zgzHyrvvgG4\no7w9HbgwIr5IMfHKlsANQABbljNpPkgxOcs/Z2ZGxDXAmyjG6R0KXFHFwWkFWLsnSZIktcqKdNfc\nE3g7cHtE3FJu+yjw1ojYiaK75lzgPQCZeWdEXAzcRTEz51GZ+SxARBwNXEWxhMK5mXlnWd6HgYsi\n4tPAzRRJpSR1DytEJEnSCPGCSV5mXkvRCtffjOW85jPAZwbYPmOg12XmfSzp7ilJkiS1W5sqD11/\ntesManZNNcwPjCRJkqRBMsmTulETCX6bahDbwvdEkiRVYIVm15QkSZIkjQzta8mzJlySJEnSKqx9\nSZ5UJysRJEmS1OXsrilJkiRJLWJLniRJqo49HiRp2NmSJ0mSJEktYpInSZIkSS1ikidJkiRJLeKY\nPEmSVhWDHS/XrWPlHPe36vK9X3X53g+KLXmSJEmS1CImeZIkSZLUIiZ5kiRJktQiJnmSJEmS1CIm\neZIkSZLUIs6uKWnka8uMgZIkSRWwJU+SJEmSWsQkT5IkSZJaxCRPkiRJklrEJE+SJEmSWqRrkryI\nmBYRv46IORFx4nDvjyRJkiSNRF2R5EXEaOCrwP7AdsBbI2K74d0rSZIkSRp5uiLJA3YH5mTmfZn5\nV+Ai4KBh3idJkiRJGnG6JcnbFHig435vuU2SJEmSNAiRmcO9D0TEm4Bpmfmu8v7bgT0y8+h+zzsS\nOLK8uzXw60GE2QD4YwW72w1x2hKjqTgeS/fFaCpOW2I0FactMeqI81JgDeD+GmMsS1veF/9e3Rej\nqThtidFUHI+l+2I0FWdlYmyRmeP6b1ytmv0ZsgeBzTrujy+3LSUzzwLOWpkAETErMyev3O51V5y2\nxGgqjsfSfTGaitOWGE3FaUuMpuJ4LN0Xo6k4bYnRVJy2xGgqjsfSfTGailNljG7prnkjsGVETIyI\n1YG3ANOHeZ8kSZIkacTpiiQvMxcBRwNXAXcDF2fmncO7V5KkVVFEfDgiHoyIp8ulffaOiJMj4lvl\n41+JiD8BO0fEnyJiUUScXD62SURcFhGPRsRvI+KY4TwWSdKqqSuSPIDMnJGZW2XmyzLzMzWEWKlu\nnl0apy0xmorjsXRfjKbitCVGU3HaEmOl40TE1hSVjrtl5jrAfsDczudk5tGZuTbwPmAv4HHgiogY\nBXwPuJVi8rC9gWMjYr+VPYhSW96Xrn7vV9EYTcVpS4ym4ngs3RejqTiVxeiKiVckSeoGEfFy4Drg\nn4GfZubCcvvJwMsz820dzx1HMdzgxMy8KCL2AC7JzM07nvMRYKvMPKzBw5AkreK6ZeIVSZKGXWbO\niYhjgZOBSRFxFfAv/Z8XEWOAS4ELM/OicvMWwCYR8UTHU0cDP693ryVJWpoteZIkDSAi1gW+BiwC\n/peOlryI+C+KLpkHZeZz5ba/BS7IzC2HaZclSQK6aEyeJEnDLSK2jojXRMQawALgGeC5fs95D/Bq\n4JC+BK90A/B0OXHLmhExOiJeERG7NXYAkiRhkidJUqc1gM9RLEb7B2BD4CP9nvNW4G+A35eza/4p\nIj6amc8CBwI7Ab8tyzgbWK+pnZckCeyuKUmSJEmtYkueJEmSJLWISZ4kSZIktYhJniRJkiS1iEme\nJEmSJLWISZ4kSZIktchqw70DK2uDDTbICRMmDPduSJIkSdKwmD179h8zc1z/7SM2yZswYQKzZs0a\n7t2QJEmSpGEREfcPtN3umpIkSZLUIiO2JW9Ztj9/+0G/5vZDb69hTyRJkiSpebbkSZIkSVKLtK4l\nT5IkSdKqZ+HChfT29rJgwYLh3pXK9fT0MH78eMaMGbNCzzfJkyRJkjTi9fb2ss466zBhwgQiYrh3\npzKZybx58+jt7WXixIkr9Bq7a0qSJEka8RYsWMDYsWNbleABRARjx44dVAulSZ4kSZKkVmhbgtdn\nsMdlkidJkiRJNXnXu97FXXfd1WhMx+RJkiRJap2VWVpteVZ22bWzzz670v1YEbbkSZIkSVIF5s+f\nz2tf+1p23HFHXvGKV/Cd73yHqVOnMmvWLKZPn85OO+3ETjvtxNZbb714EpXZs2fz6le/ml133ZX9\n9tuPhx56aMj7YZInSZIkSRX44Q9/yCabbMKtt97KHXfcwbRp0xY/9vrXv55bbrmFW265hR133JHj\njz+ehQsX8oEPfIBLL72U2bNnc/jhh/Oxj31syPthd82VsDJNvyvbvCtJkiRpZNh+++057rjj+PCH\nP8yBBx7IK1/5yuc959RTT2XNNdfkqKOO4o477uCOO+5gn332AeDZZ59l4403HvJ+mORJkiRJUgW2\n2morbrrpJmbMmMG//uu/svfeey/1+NVXX80ll1zCz372M6BYA2/SpEn88pe/rHQ/7K4pSZIkSRX4\n/e9/z1prrcXb3vY2TjjhBG666abFj91///0cddRRXHLJJay55poAbL311jz66KOLk7yFCxdy5513\nDnk/bMmTJEmSpArcfvvtnHDCCYwaNYoxY8Zw5plncvzxxwNw3nnnMW/ePA4++GAANtlkE2bMmMGl\nl17KMcccw5NPPsmiRYs49thjmTRp0pD2IzJzyAczHCZPnpyzZs163vYmxss5Jk+SJEnqLnfffTfb\nbrvtcO9GbQY6voiYnZmT+z/X7pqSJEmS1CImeZIkSZLUIiZ5kiRJktQiJnmSJEmSWmGkzjfyQgZ7\nXCZ5kiRJkka8np4e5s2b17pELzOZN28ePT09K/wal1CQJEmSNOKNHz+e3t5eHn300eHelcr19PQw\nfvz4FX6+SZ4kSZKkEW/MmDFMnDhxuHejK7xgd82I2CwiromIuyLizoj4YLn9JRExMyLuLX+vX26P\niDg9IuZExG0RsUtHWYeWz783Ig7t2L5rRNxevub0iIg6DlaSJEmS2m5FxuQtAo7LzO2AKcBREbEd\ncCLw48zcEvhxeR9gf2DL8udI4EwokkLgE8AewO7AJ/oSw/I57+543bShH5okSZIkrXpeMMnLzIcy\n86by9tPA3cCmwEHA+eXTzgcOLm8fBFyQheuBF0fExsB+wMzMfCwzHwdmAtPKx9bNzOuzGCV5QUdZ\nkiRJkqRBGNTsmhExAdgZ+BWwUWY+VD70B2Cj8vamwAMdL+stty1ve+8A2weKf2REzIqIWW0cUClJ\nkiRJQ7XCSV5ErA1cBhybmU91Pla2wNU+V2lmnpWZkzNz8rhx4+oOJ0mSJEkjzgoleRExhiLB+3Zm\n/ne5+eGyqyXl70fK7Q8Cm3W8fHy5bXnbxw+wXZIkSZI0SCsyu2YA5wB3Z+YXOx6aDvTNkHkocEXH\n9neUs2xOAZ4su3VeBewbEeuXE67sC1xVPvZUREwpY72joyxJkiRJ0iCsyDp5ewJvB26PiFvKbR8F\nPgdcHBFHAPcDby4fmwEcAAJJve4AACAASURBVMwB/gwcBpCZj0XEp4Aby+edkpmPlbffD5wHrAlc\nWf5IkiRJkgbpBZO8zLwWWNa6dXsP8PwEjlpGWecC5w6wfRbwihfaF0mSJEnS8g1qdk1JkiRJUncz\nyZMkSZKkFjHJkyRJkqQWMcmTJEmSpBYxyZMkSZKkFjHJkyRJkqQWMcmTJEmSpBYxyZMkSZKkFjHJ\nkyRJkqQWMcmTJEmSpBYxyZMkSZKkFjHJkyRJkqQWMcmTJEmSpBYxyZMkSZKkFjHJkyRJkqQWMcmT\nJEmSpBYxyZMkSZKkFjHJkyRJkqQWMcmTJEmSpBYxyZMkSZKkFjHJkyRJkqQWMcmTJEmSpBYxyZMk\nSZKkFjHJkyRJkqQWMcmTJEmSpBYxyZMkSZKkFjHJkyRJkqQWMcmTJEmSpBYxyZMkSZKkFjHJkyRJ\nkqQWMcmTJEmSpBYxyZMkSZKkFjHJkyRJkqQWMcmTJEmSpBYxyZMkSZKkFlltuHdAy7b9+dsP6vm3\nH3p7TXsiSZIkaaSwJU+SJEmSWsSWvFXcYFsLwRZDSZIkqZvZkidJkiRJLWKSJ0mSJEktYpInSZIk\nSS1ikidJkiRJLdI1E69ExDTgy8Bo4OzM/Nww75Iq0tTkLk3EcaIaSZIkdbuuSPIiYjTwVWAfoBe4\nMSKmZ+Zdw7tn0vBoYo1EE1ZJkqR26ookD9gdmJOZ9wFExEXAQYBJnjSCdWsrbrcmxSbekiSpCt2S\n5G0KPNBxvxfYY5j2RZJazaR4cFblY1nV/16SNFJFZg73PhARbwKmZea7yvtvB/bIzKP7Pe9I4Mjy\n7tbArwcRZgPgjxXsbjfEaUuMpuJ4LN0Xo6k4bYnRVJy2xGgqjsfSfTGaitOWGE3FaUuMpuJ4LN0X\no6k4KxNji8wc139jt7TkPQhs1nF/fLltKZl5FnDWygSIiFmZOXnldq+74rQlRlNxPJbui9FUnLbE\naCpOW2I0Fcdj6b4YTcVpS4ym4rQlRlNxPJbui9FUnCpjdMsSCjcCW0bExIhYHXgLMH2Y90mSJEmS\nRpyuaMnLzEURcTRwFcUSCudm5p3DvFuSJEmSNOJ0RZIHkJkzgBk1hlipbp5dGqctMZqK47F0X4ym\n4rQlRlNx2hKjqTgeS/fFaCpOW2I0FactMZqK47F0X4ym4lQWoysmXpEkSZIkVaNbxuRJkiRJkipg\nkidJkiRJLdLqJC8ixg73Pqh5EbFRRJwTEVeW97eLiCOGe79WRtv+h5s6nojYMCI27/tpIqYkSSsr\nIkYP9z6oXVo9Ji8i7gVuAb4BXJk1H2xEbAj09N3PzN/VGa8OEfEKYDuWPo4LRlKMMrn7BvCxzNwx\nIlYDbs7M7auK0S9ebcfTxP9wRPQARwCTWPoYDq8hVq3HExGvB/4d2AR4BNgCuDszJ1UZp4zVxGdl\nfWDLfjF+VmWMJkTEB4BvZebjw70vQ9Xk50WD08B3S+3vfdv+v5o4h0XERsBu5d0bMvORKsvviPN3\nwAQ6Ji2s+P/rPuAy4BuZeVdV5ao7RcRbMvOi8vapwKeBZ4AfAjsA/zczvzWUGK1uyQO2opil5u3A\nvRHx2YjYquogEfH68uL1t8BPgbnAlRXHmBIRN0bEnyLirxHxbEQ8VXGMTwBnlD9/D5wKvH6kxQA2\nyMyLgeegWKIDeLbiGEAjx9PE//A3gZcC+1H8/44Hnq44Rp+6j+dTwBTgN5k5EdgbuL7C8oHGPivv\nAn5GsbTMJ8vfJ1cZo4xze0Tc1u/n5xHxpQpbXjcCboyIiyNiWkREReUuJSLGRcRpETEjIv6n76fi\nMLV/Xpo435dxtoyISyPiroi4r+9npMUo4zTx3dLEubKJ/6+m3pPaz2ER8WbgBuCfgDcDv4qIN1UZ\no4zzTeA0YC+KhHI3oOpFsXcEfgOcHRHXR8SREbFuxTFa87lv6Hxf57FMKZM7gH0z8yngQIoc4uXA\nCUOOkJmrxA/FSf9B4AmKE+ffVlj2rcBYitaivljnVLz/s8o3/WaKtQQPA/6t4hi3UyT+t5b3NwJm\njsAYPynfj5vK+1OAn9b0f1X78XTEquV/uOP/9rby9xjg+jqOoe7jAWaVv28FRvXdHonvexmjB7il\nvL8N8N81HMupwL8B25c/nwG+BHwY+F6FcYLiwvUiYA7wWeBlFR/LjyhaQe4GXg2cC3y+4hi1f16a\nON+Xca6lqAi5jaLV+2TglJEWo4zTxGeyife+iRhNvie1nsPKc/2GHffH1XTOv5uy91sTP+X560Fg\nPnA+8PKR9P43FKP2833dxwK8qvx9Z/n7bGBaeXvI/8etbsmLiLER8cGImAUcD3wA2AA4DriwwlAL\nM3MeMCoiRmXmNVRfw0NmzgFGZ+azmfkNYFrFIZ7JzOeARWXt0SPAZiMwxr8A04GXRcQvgAso3vs6\n1Ho8Df0PLyx/P1F2d1oP2LCispfSwPE8ERFrU9QefzsivkzxJVm1Jv6PF2TmAoCIWCMz7wG2rjgG\nwD9k5kcy8/by52PAqzPz8xRdkyqRxbfWH8qfRcD6wKUdNZlVGJuZ51Cck3+aRRe311RYPjT0eWng\nfA+wZmb+mOLi9f7MPBl47QiMAc18Jpt475uI0dR70sQ5bFQu3T1zHvX0UruDooW1NhExuuwZdjnw\nHxRDD/4G+B7VriPdls99E+d7qPFYcknX5e9FxD3ArsCPI2IcsGCo5XfNYug1+SVF14eDM7O3Y/us\niPivCuP0v7B8hOovLP8cEasDt5QXRQ9R/YlsVkS8GPg6MBv4E8XfcETFyMybIuLVFF8mAfw6Mxe+\nwMtWVt3H08T/8FlRjJs4iSI5Xhv4eEVl91f38RxEcWL8v8AhFBdIp1RQbn9NfFZ6yxjfBWZGxOPA\n/RXHABgdEbtn5g0AEbEbResRFMnYkEXEB4F3AH+kqKk8ITMXRsQo4F7gQ1XEYckF8kMR8Vrg98BL\nKiq7TxOflybO9wB/6XsPIuJoipaDtUdgDGjmM9nEez9QjJMqjtHUe9LEOeyHEXEV8P/K+/+HiofL\nlDYA7oqIG4C/9G3MzCq7BN8LXAN8ITOv69h+aUS8qsI4bfncN3G+hwaOJTNPLM/1T2bmsxExn+J6\nZkjaPvFKZAMHGBEvohgsOYolF5bfyszHKoyxBUXN5BiKC9j1gP8sa3srFxETgHUz87Y6yq87RtQ8\nQHoZMSdQ8fE09T/clLYdDzT2WXk1xWf+h5n514rLnkwxEU7fl9bTFF1g7gJem8X41qHG+CRwbmY+\n7wIvIrbNzLuHGqMs60Dg5xQtOGcA6wKfzMzpVZTflKbO92VCfzfwYorxrOsBp2ZmZeNYm4gxQMwJ\n1PyZHMmG6T2p8xz2jxRj5QB+npmXV1l+GePVA23PzJ9WVP5oisni6qiU7B+rFZ/7ps73DR3LOwba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GgGK+6O+UkJZl5bxTrp1Wptsk3ym5Z50fEG7PC5TiW4TzgGxRJGMBvKCrHqk7yRvXrnjmP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\nlFJKKaWUUofkIC+llFJKKaWUOuT/AfaQr7C2KUs5AAAAAElFTkSuQmCC\n","text/plain":["
"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"jx1VuDCLTxF5","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":390},"outputId":"083826cc-0c70-487d-9392-b20b539d2f4e","executionInfo":{"status":"ok","timestamp":1583287882523,"user_tz":-60,"elapsed":1554,"user":{"displayName":"Paulina Kaszuba","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiwP0nBpw0nN5d3vjjNpq8-qyxWNVGuUgEtyZyqhiM=s64","userId":"08144210629576263422"}}},"source":["group_and_barplot('param_kolor', feat_sort='mean');"],"execution_count":16,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA3kAAAF1CAYAAABVrSOHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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Fy7kvvvu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