day2_visualisation.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"day2_visualisation.ipynb","provenance":[],"authorship_tag":"ABX9TyOydlIGvxySx5tybHZXNTUE"},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"code","metadata":{"id":"0LYyuJJ4L3Fn","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\n"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"SHqdkt31NyKI","colab_type":"code","outputId":"4c1351e1-2849-4510-965a-ece3ecc5f990","executionInfo":{"status":"ok","timestamp":1583273431803,"user_tz":-60,"elapsed":563,"user":{"displayName":"Marek M","photoUrl":"","userId":"01046304476399989526"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["cd \"/content/drive/My Drive/Colab Notebooks/matrix/matrix_two/dw_matrix_car\""],"execution_count":0,"outputs":[{"output_type":"stream","text":["/content/drive/My Drive/Colab Notebooks/matrix/matrix_two/dw_matrix_car\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"EV-Yy3KucqXi","colab_type":"code","outputId":"7c372a53-c4fe-4bca-9591-616db9cdc9e9","executionInfo":{"status":"ok","timestamp":1583273436667,"user_tz":-60,"elapsed":3716,"user":{"displayName":"Marek M","photoUrl":"","userId":"01046304476399989526"}},"colab":{"base_uri":"https://localhost:8080/","height":68}},"source":["!pip install --upgrade tables"],"execution_count":0,"outputs":[{"output_type":"stream","text":["Requirement already up-to-date: tables in /usr/local/lib/python3.6/dist-packages (3.6.1)\n","Requirement 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"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"_7CBgF7IPrAX","colab_type":"code","outputId":"18d53509-cee7-45c3-a597-0fcd58cf45b1","executionInfo":{"status":"ok","timestamp":1583273440581,"user_tz":-60,"elapsed":1772,"user":{"displayName":"Marek M","photoUrl":"","userId":"01046304476399989526"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["ls data/car.h5"],"execution_count":0,"outputs":[{"output_type":"stream","text":["data/car.h5\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"BWNRgtYZW0AO","colab_type":"code","outputId":"fd110f1d-0475-4e2c-b41b-52844f7eb308","executionInfo":{"status":"ok","timestamp":1583273443865,"user_tz":-60,"elapsed":2304,"user":{"displayName":"Marek M","photoUrl":"","userId":"01046304476399989526"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["df = pd.read_hdf('data/car.h5')\n","df.shape"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(106494, 155)"]},"metadata":{"tags":[]},"execution_count":6}]},{"cell_type":"code","metadata":{"id":"41SgQa2PXFO_","colab_type":"code","outputId":"a124333f-fbc7-4cac-811d-64908a71c5e4","executionInfo":{"status":"ok","timestamp":1583273502202,"user_tz":-60,"elapsed":503,"user":{"displayName":"Marek M","photoUrl":"","userId":"01046304476399989526"}},"colab":{"base_uri":"https://localhost:8080/","height":1000}},"source":["df.columns.values"],"execution_count":0,"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":7}]},{"cell_type":"code","metadata":{"id":"ElbyAEK6dGOS","colab_type":"code","outputId":"b2a2d058-ccdb-4ca7-945f-b05045317a64","executionInfo":{"status":"ok","timestamp":1583273909262,"user_tz":-60,"elapsed":783,"user":{"displayName":"Marek M","photoUrl":"","userId":"01046304476399989526"}},"colab":{"base_uri":"https://localhost:8080/","height":265}},"source":["df['price_value'].hist(bins=100);"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAYcAAAD4CAYAAAAHHSreAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n4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size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"44C3ytxpd7JF","colab_type":"code","outputId":"5daca7b9-3519-4d5b-9ba4-8ee6f7ef9ab9","executionInfo":{"status":"ok","timestamp":1583274070390,"user_tz":-60,"elapsed":513,"user":{"displayName":"Marek M","photoUrl":"","userId":"01046304476399989526"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["df['price_value'].max()"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["799900.0"]},"metadata":{"tags":[]},"execution_count":13}]},{"cell_type":"code","metadata":{"id":"jAhAET1kfKzV","colab_type":"code","outputId":"2b9a9603-89cb-4385-928c-df46300ed29f","executionInfo":{"status":"ok","timestamp":1583274123285,"user_tz":-60,"elapsed":512,"user":{"displayName":"Marek M","photoUrl":"","userId":"01046304476399989526"}},"colab":{"base_uri":"https://localhost:8080/","height":170}},"source":["df['price_value'].describe()"],"execution_count":0,"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":14}]},{"cell_type":"code","metadata":{"id":"SyzWysmwfd2c","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":"w_PyIw2KgNXL","colab_type":"code","outputId":"0c6c01fb-ab3a-4ac4-867d-48ee6b14f2e0","executionInfo":{"status":"ok","timestamp":1583277839587,"user_tz":-60,"elapsed":1982,"user":{"displayName":"Marek M","photoUrl":"","userId":"01046304476399989526"}},"colab":{"base_uri":"https://localhost:8080/","height":436}},"source":["group_and_barplot('param_kraj-pochodzenia');"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA3kAAAGjCAYAAACRyty1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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Geb5l6XV/LVBUFl12ZzomIt2SFUzIsQSODlVDjviUiPgh8CPi7KKZo6bMWRVek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\nJ+NbIuLSznMRUbWJuKR55ERiTTLv61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9/OjBkz+Nd//Vd22223JfZfffXVXHLJJVx//fVAsQbehAkTuOmmmwY0DrtrSpIkSdIA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\nMRgiYhNgDPBvwKcpW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v6N4iLqwsw8s9LAtMIi4gVgdYouXi9RTCCUmblWpYFJKyAi3kHR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\n","text/plain":["<Figure size 1080x360 with 3 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"cn4O8wp3ttS9","colab_type":"code","colab":{}},"source":[""],"execution_count":0,"outputs":[]}]}