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Python-Data Combining.ipynb

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}
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],
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"source": [
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"#1.4 Combining dataframes using Merge function (Inner Join)\n",
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"#1.3 Combining dataframes using Merge function (Inner Join)\n",
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"# This bascially is similar to inner join where the two customers who exist in Info didn't appear because they dont have transactions\n",
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"# As we have name variable in both datasets, on combining python creates automatically name_x and name_y in the final dataset\n",
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"# If we don't submit how, its inner join by default\n",
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}
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],
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"source": [
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"#1.5 Combining dataframes using Merge function (left Join)\n",
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"#1.4 Combining dataframes using Merge function (left Join)\n",
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"# Now you can see 106 and 107 customers who doesn't have transactions\n",
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"merge_left=pd.merge(left=Info, right=Trans, how='left',on='Id')\n",
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"\n",
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}
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],
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"source": [
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"#1.6 Combining dataframes using Merge function (right Join)\n",
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"#1.5 Combining dataframes using Merge function (right Join)\n",
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"\n",
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"merge_right=pd.merge(left=Info, right=Trans, how='right',on='Id')\n",
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"merge_right.head()"
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}
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],
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"source": [
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"#1.7 Combining dataframes using Merge function (outer Join)\n",
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"#1.6 Combining dataframes using Merge function (outer Join)\n",
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"\n",
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"merge_outer=pd.merge(left=Info, right=Trans, how='outer',on='Id')\n",
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"\n",
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}
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],
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"source": [
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"#1.8 Use of suffixes\n",
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"#1.7 Use of suffixes\n",
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"# If the variable exists in both datasets during merging, python creates them as var_x and var_y by default\n",
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"#However, if we want to specify the suffix explicitly- we can use the suffix option like below\n",
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"\n",
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}
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],
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"source": [
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"#4.3 Imputation of missing values with mean or any fixed value- Using fillno()\n",
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"#4.4 Imputation of missing values with mean or any fixed value- Using fillno()\n",
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"\n",
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"mean_income= Info['Income'].mean()\n",
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"print(mean_income)\n",
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"metadata": {},
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"outputs": [],
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"source": [
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"#4.4 Dropping rows/columns which contains missing values\n",
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"#4.5 Dropping rows/columns which contains missing values\n",
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"\n",
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"# df.dropna()- Drop rows with missing values\n",
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"# df.drop(columns_to_drop, axis=1)\n",

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